Merge remote-tracking branch 'origin/master' into bits_and_tpu

benchmark.py

@@ -45,7 +45,7 @@ except ImportError as e:
     has_deepspeed_profiling = False
 
 try:
-    from fvcore.nn import FlopCountAnalysis, flop_count_str
+    from fvcore.nn import FlopCountAnalysis, flop_count_str, ActivationCountAnalysis
     has_fvcore_profiling = True
 except ImportError as e:
     FlopCountAnalysis = None
@@ -167,16 +167,18 @@ def profile_deepspeed(model, input_size=(3, 224, 224), batch_size=1, detailed=Fa
         as_string=False,  # print raw numbers (e.g. 1000) or as human-readable strings (e.g. 1k)
         output_file=None,  # path to the output file. If None, the profiler prints to stdout.
         ignore_modules=None)  # the list of modules to ignore in the profiling
-    return macs
+    return macs, 0  # no activation count in DS
 
 
 def profile_fvcore(model, input_size=(3, 224, 224), batch_size=1, detailed=False):
     device, dtype = next(model.parameters()).device, next(model.parameters()).dtype
-    fca = FlopCountAnalysis(model, torch.ones((batch_size,) + input_size, device=device, dtype=dtype))
+    example_input = torch.ones((batch_size,) + input_size, device=device, dtype=dtype)
+    fca = FlopCountAnalysis(model, example_input)
+    aca = ActivationCountAnalysis(model, example_input)
     if detailed:
         fcs = flop_count_str(fca)
         print(fcs)
-    return fca.total()
+    return fca.total(), aca.total()
 
 
 class BenchmarkRunner:
@@ -203,8 +205,10 @@ class BenchmarkRunner:
         self.num_classes = self.model.num_classes
         self.param_count = count_params(self.model)
         _logger.info('Model %s created, param count: %d' % (model_name, self.param_count))
+        self.scripted = False
         if torchscript:
             self.model = torch.jit.script(self.model)
+            self.scripted = True
 
         data_config = resolve_data_config(kwargs, model=self.model, use_test_size=not use_train_size)
         self.input_size = data_config['input_size']
@@ -273,13 +277,14 @@ class InferenceBenchmarkRunner(BenchmarkRunner):
             img_size=self.input_size[-1],
             param_count=round(self.param_count / 1e6, 2),
         )
-
-        if has_deepspeed_profiling:
-            macs = profile_deepspeed(self.model, self.input_size)
-            results['gmacs'] = round(macs / 1e9, 2)
-        elif has_fvcore_profiling:
-            macs = profile_fvcore(self.model, self.input_size)
-            results['gmacs'] = round(macs / 1e9, 2)
+        if not self.scripted:
+            if has_deepspeed_profiling:
+                macs, _ = profile_deepspeed(self.model, self.input_size)
+                results['gmacs'] = round(macs / 1e9, 2)
+            elif has_fvcore_profiling:
+                macs, activations = profile_fvcore(self.model, self.input_size)
+                results['gmacs'] = round(macs / 1e9, 2)
+                results['macts'] = round(activations / 1e6, 2)
 
         _logger.info(
             f"Inference benchmark of {self.model_name} done. "
@@ -427,13 +432,15 @@ class ProfileRunner(BenchmarkRunner):
             f'input size {self.input_size} and batch size {self.batch_size}.')
 
         macs = 0
+        activations = 0
         if self.profiler == 'deepspeed':
-            macs = profile_deepspeed(self.model, self.input_size, batch_size=self.batch_size, detailed=True)
+            macs, _ = profile_deepspeed(self.model, self.input_size, batch_size=self.batch_size, detailed=True)
         elif self.profiler == 'fvcore':
-            macs = profile_fvcore(self.model, self.input_size, batch_size=self.batch_size, detailed=True)
+            macs, activations = profile_fvcore(self.model, self.input_size, batch_size=self.batch_size, detailed=True)
 
         results = dict(
             gmacs=round(macs / 1e9, 2),
+            macts=round(activations / 1e6, 2),
             batch_size=self.batch_size,
             img_size=self.input_size[-1],
             param_count=round(self.param_count / 1e6, 2),

results/README.md

@@ -1,6 +1,6 @@
-# Validation Results
+# Validation and Benchmark Results
 
-This folder contains validation results for the models in this collection having pretrained weights. Since the focus for this repository is currently ImageNet-1k classification, all of the results are based on datasets compatible with ImageNet-1k classes.
+This folder contains validation and benchmark results for the models in this collection. Validation scores are currently only run for models with pretrained weights and ImageNet-1k heads, benchmark numbers are run for all.
 
 ## Datasets
 
@@ -45,7 +45,6 @@ For clean validation with same 200 classes, see [`results-imagenet-a-clean.csv`]
 * Source: https://github.com/hendrycks/natural-adv-examples
 * Paper: "Natural Adversarial Examples" - https://arxiv.org/abs/1907.07174
 
-
 ### ImageNet-Rendition - [`results-imagenet-r.csv`](results-imagenet-r.csv)
 
 Renditions of 200 ImageNet classes resulting in 30,000 images for testing robustness.
@@ -55,5 +54,14 @@ For clean validation with same 200 classes, see [`results-imagenet-r-clean.csv`]
 * Source: https://github.com/hendrycks/imagenet-r
 * Paper: "The Many Faces of Robustness" - https://arxiv.org/abs/2006.16241
 
-## TODO
+### TODO
 * Explore adding a reduced version of ImageNet-C (Corruptions) and ImageNet-P (Perturbations) from https://github.com/hendrycks/robustness. The originals are huge and image size specific.
+
+
+## Benchmark
+
+CSV files with a `model_benchmark` prefix include benchmark numbers for models on various accelerators with different precision. Currently only run on RTX 3090 w/ AMP for inference, I intend to add more in the future.
+
+## Metadata
+
+CSV files with `model_metadata` prefix contain extra information about the source training, currently the pretraining dataset and technique (ie distillation, SSL, WSL, etc). Eventually I'd like to have metadata about augmentation, regularization, etc. but that will be a challenge to source consistently. 

results/model_benchmark_amp_nchw_rtx3090.csv

@@ -0,0 +1,525 @@
+model,infer_samples_per_sec,infer_step_time,infer_batch_size,infer_img_size,infer_gmacs,infer_macts,param_count
+tf_mobilenetv3_small_minimal_100,23813.47,10.741,256,224,0.06,1.41,2.04
+tf_mobilenetv3_small_075,20226.39,12.646,256,224,0.05,1.3,2.04
+tf_mobilenetv3_small_100,18228.81,14.034,256,224,0.06,1.42,2.54
+levit_128s,17210.0,14.865,256,224,0.31,1.88,7.78
+regnetx_002,14906.56,17.164,256,224,0.2,2.16,2.68
+regnety_002,13464.5,19.003,256,224,0.2,2.17,3.16
+levit_128,11979.62,21.36,256,224,0.41,2.71,9.21
+levit_192,10405.48,24.593,256,224,0.66,3.2,10.95
+gernet_s,10172.35,25.156,256,224,0.75,2.65,8.17
+vit_small_patch32_224,9285.97,27.555,256,224,1.15,2.5,22.88
+regnetx_004,9188.53,27.851,256,224,0.4,3.14,5.16
+tf_mobilenetv3_large_minimal_100,9164.35,27.924,256,224,0.22,4.4,3.92
+tf_mobilenetv3_large_075,8667.81,29.525,256,224,0.16,4.0,3.99
+mobilenetv3_rw,8631.08,29.65,256,224,0.23,4.41,5.48
+vit_tiny_r_s16_p8_224,8546.38,29.942,256,224,0.44,2.06,6.34
+mobilenetv3_large_100_miil,8526.13,30.015,256,224,0.23,4.41,5.48
+mobilenetv3_large_100,8496.93,30.118,256,224,0.23,4.41,5.48
+gluon_resnet18_v1b,8461.63,30.244,256,224,1.82,2.48,11.69
+ssl_resnet18,8460.21,30.249,256,224,1.82,2.48,11.69
+resnet18,8386.36,30.514,256,224,1.82,2.48,11.69
+swsl_resnet18,8382.52,30.528,256,224,1.82,2.48,11.69
+ghostnet_100,8276.88,30.92,256,224,0.15,3.55,5.18
+levit_256,7773.58,32.922,256,224,1.13,4.23,18.89
+legacy_seresnet18,7701.78,33.229,256,224,1.82,2.49,11.78
+tf_mobilenetv3_large_100,7680.05,33.323,256,224,0.23,4.41,5.48
+regnetx_006,7603.45,33.658,256,224,0.61,3.98,6.2
+mobilenetv2_100,7541.65,33.934,256,224,0.31,6.68,3.5
+regnety_004,7368.29,34.733,256,224,0.41,3.89,4.34
+hardcorenas_a,7264.93,35.227,256,224,0.23,4.38,5.26
+hardcorenas_b,7208.11,35.505,256,224,0.26,5.09,5.18
+mnasnet_100,7142.85,35.829,256,224,0.33,5.46,4.38
+resnet18d,7065.39,36.221,256,224,2.06,3.29,11.71
+semnasnet_100,6753.19,37.897,256,224,0.32,6.23,3.89
+hardcorenas_c,6746.84,37.933,256,224,0.28,5.01,5.52
+spnasnet_100,6739.75,37.973,256,224,0.35,6.03,4.42
+regnety_006,6693.6,38.235,256,224,0.61,4.33,6.06
+hardcorenas_d,6572.55,38.939,256,224,0.3,4.93,7.5
+tf_efficientnetv2_b0,6314.13,40.533,256,224,0.73,4.77,7.14
+regnetx_008,6079.04,42.101,256,224,0.81,5.15,7.26
+efficientnet_lite0,5804.98,44.09,256,224,0.4,6.74,4.65
+dla46_c,5780.94,44.273,256,224,0.58,4.5,1.3
+mobilenetv2_110d,5723.57,44.717,256,224,0.45,8.71,4.52
+rexnet_100,5717.93,44.761,256,224,0.41,7.44,4.8
+hardcorenas_f,5617.23,45.564,256,224,0.35,5.57,8.2
+regnety_008,5508.59,46.462,256,224,0.81,5.25,6.26
+hardcorenas_e,5410.0,47.31,256,224,0.35,5.65,8.07
+fbnetc_100,5329.99,48.02,256,224,0.4,6.51,5.57
+skresnet18,5316.12,48.145,256,224,1.82,3.24,11.96
+tf_efficientnet_lite0,5240.32,48.842,256,224,0.4,6.74,4.65
+mobilenetv2_140,5070.12,50.481,256,224,0.6,9.57,6.11
+efficientnet_b0,5059.78,50.585,256,224,0.4,6.75,5.29
+ese_vovnet19b_dw,5050.16,50.68,256,224,1.34,8.25,6.54
+gluon_resnet34_v1b,4958.52,51.618,256,224,3.67,3.74,21.8
+efficientnet_b1_pruned,4954.57,51.658,256,240,0.4,6.21,6.33
+tv_resnet34,4937.29,51.84,256,224,3.67,3.74,21.8
+resnet34,4928.32,51.933,256,224,3.67,3.74,21.8
+hrnet_w18_small,4869.58,52.561,256,224,1.61,5.72,13.19
+levit_384,4654.29,54.993,256,224,2.36,6.26,39.13
+tf_efficientnet_b0_ap,4650.22,55.039,256,224,0.4,6.75,5.29
+tf_efficientnet_b0_ns,4646.91,55.076,256,224,0.4,6.75,5.29
+tf_efficientnet_b0,4644.25,55.108,256,224,0.4,6.75,5.29
+dla46x_c,4605.94,55.57,256,224,0.54,5.66,1.07
+selecsls42b,4570.17,56.005,256,224,2.98,4.62,32.46
+deit_tiny_patch16_224,4543.82,56.329,256,224,1.26,5.97,5.72
+vit_tiny_patch16_224,4538.07,56.399,256,224,1.26,5.97,5.72
+gernet_m,4516.03,56.676,256,224,3.02,5.24,21.14
+deit_tiny_distilled_patch16_224,4481.69,57.11,256,224,1.27,6.01,5.91
+legacy_seresnet34,4474.42,57.204,256,224,3.67,3.74,21.96
+resnet34d,4448.37,57.538,256,224,3.91,4.54,21.82
+pit_ti_distilled_224,4332.05,59.084,256,224,0.71,6.23,5.1
+pit_ti_224,4322.46,59.215,256,224,0.7,6.19,4.85
+dla60x_c,4302.12,59.495,256,224,0.59,6.01,1.32
+mixnet_s,4297.51,59.559,256,224,0.25,6.25,4.13
+rexnet_130,4236.61,60.415,256,224,0.68,9.71,7.56
+tf_efficientnetv2_b1,4231.93,60.481,256,240,1.21,7.34,8.14
+xcit_nano_12_p16_224_dist,4191.2,61.067,256,224,0.56,4.17,3.05
+xcit_nano_12_p16_224,4188.12,61.112,256,224,0.56,4.17,3.05
+resmlp_12_distilled_224,4137.96,61.855,256,224,3.01,5.5,15.35
+resmlp_12_224,4137.2,61.867,256,224,3.01,5.5,15.35
+resnet26,4135.23,61.895,256,224,2.36,7.35,16.0
+vit_base_patch32_sam_224,4111.04,62.261,256,224,4.41,5.01,88.22
+mobilenetv2_120d,4108.55,62.299,256,224,0.69,11.97,5.83
+vit_base_patch32_224,4102.94,62.384,256,224,4.41,5.01,88.22
+tf_mixnet_s,4033.2,63.462,256,224,0.25,6.25,4.13
+repvgg_b0,4020.07,63.669,256,224,3.41,6.15,15.82
+selecsls60b,3957.1,64.683,256,224,3.63,5.52,32.77
+selecsls60,3955.58,64.708,256,224,3.59,5.52,30.67
+resnet26d,3771.71,67.862,256,224,2.6,8.15,16.01
+dla34,3751.8,68.222,256,224,3.07,5.02,15.74
+rexnet_150,3693.73,69.295,256,224,0.9,11.21,9.73
+ecaresnet50d_pruned,3635.83,70.4,256,224,2.53,6.43,19.94
+tf_efficientnet_lite1,3541.96,72.266,256,240,0.62,10.14,5.42
+pit_xs_224,3506.77,72.991,256,224,1.4,7.71,10.62
+regnetx_016,3495.21,73.233,256,224,1.62,7.93,9.19
+pit_xs_distilled_224,3481.48,73.522,256,224,1.41,7.76,11.0
+efficientnet_es_pruned,3365.67,76.052,256,224,1.81,8.73,5.44
+efficientnet_es,3358.26,76.219,256,224,1.81,8.73,5.44
+efficientnet_b2_pruned,3344.4,76.535,256,260,0.73,9.13,8.31
+tf_efficientnet_es,3248.35,78.797,256,224,1.81,8.73,5.44
+tf_efficientnetv2_b2,3221.93,79.444,256,260,1.72,9.84,10.1
+resnest14d,3200.62,79.966,256,224,2.76,7.33,10.61
+gernet_l,3173.09,80.669,256,256,4.57,8.0,31.08
+regnety_016,3082.19,83.046,256,224,1.63,8.04,11.2
+tf_efficientnet_cc_b0_8e,3079.83,83.109,256,224,0.42,9.42,24.01
+tf_efficientnet_cc_b0_4e,3072.34,83.31,256,224,0.41,9.42,13.31
+mixnet_m,3041.78,84.15,256,224,0.36,8.19,5.01
+skresnet34,3025.8,84.595,256,224,3.67,5.13,22.28
+resnext26ts,2999.56,85.335,256,256,2.43,10.52,10.3
+repvgg_a2,2997.36,85.397,256,224,5.7,6.26,28.21
+legacy_seresnext26_32x4d,2982.2,85.832,256,224,2.49,9.39,16.79
+vit_tiny_r_s16_p8_384,2981.27,85.856,256,384,1.34,6.49,6.36
+vit_small_patch32_384,2975.01,86.035,256,384,3.45,8.25,22.92
+xcit_tiny_12_p16_224_dist,2962.26,86.406,256,224,1.24,6.29,6.72
+xcit_tiny_12_p16_224,2958.87,86.506,256,224,1.24,6.29,6.72
+resnet26t,2949.15,86.793,256,256,3.35,10.52,16.01
+seresnext26ts,2930.19,87.355,256,256,2.43,10.52,10.39
+eca_resnext26ts,2927.39,87.439,256,256,2.43,10.52,10.3
+tf_mixnet_m,2918.13,87.716,256,224,0.36,8.19,5.01
+tf_efficientnet_b1_ap,2909.55,87.973,256,240,0.71,10.88,7.79
+tf_efficientnet_b1_ns,2907.96,88.021,256,240,0.71,10.88,7.79
+tf_efficientnet_b1,2906.46,88.066,256,240,0.71,10.88,7.79
+gcresnext26ts,2860.35,89.489,256,256,2.43,10.53,10.48
+ecaresnet101d_pruned,2832.39,90.373,256,224,3.48,7.69,24.88
+efficientnet_b1,2816.51,90.881,256,256,0.77,12.22,7.79
+seresnext26t_32x4d,2803.22,91.313,256,224,2.7,10.09,16.81
+seresnext26d_32x4d,2791.34,91.701,256,224,2.73,10.19,16.81
+ecaresnetlight,2748.62,93.127,256,224,4.11,8.42,30.16
+tf_efficientnet_lite2,2734.03,93.624,256,260,0.89,12.9,6.09
+nf_regnet_b1,2722.26,94.028,256,288,1.02,9.2,10.22
+crossvit_tiny_240,2719.71,94.117,256,240,1.57,9.08,7.01
+rexnet_200,2697.36,94.896,256,224,1.56,14.91,16.37
+resnetv2_50,2678.82,95.552,256,224,4.11,11.11,25.55
+crossvit_9_240,2675.71,95.665,256,240,1.85,9.52,8.55
+eca_botnext26ts_256,2660.24,96.221,256,256,2.46,11.6,10.59
+tresnet_m,2657.69,96.314,256,224,5.74,7.31,31.39
+botnet26t_256,2648.39,96.646,256,256,3.32,11.98,12.49
+halonet26t,2611.82,98.005,256,256,3.19,11.69,12.48
+vgg11,2609.78,98.082,256,224,7.61,7.44,132.86
+eca_halonext26ts,2603.27,98.327,256,256,2.44,11.46,10.76
+gluon_resnet50_v1b,2595.8,98.61,256,224,4.11,11.11,25.56
+ssl_resnet50,2595.55,98.619,256,224,4.11,11.11,25.56
+efficientnet_b3_pruned,2594.03,98.677,256,300,1.04,11.86,9.86
+tv_resnet50,2591.78,98.763,256,224,4.11,11.11,25.56
+crossvit_9_dagger_240,2589.88,98.836,256,240,1.99,9.97,8.78
+resnet50,2584.36,99.039,256,224,4.11,11.11,25.56
+swsl_resnet50,2581.65,99.146,256,224,4.11,11.11,25.56
+convit_tiny,2544.18,100.61,256,224,1.26,7.94,5.71
+hrnet_w18_small_v2,2509.11,102.017,256,224,2.62,9.65,15.6
+resnet32ts,2503.04,102.263,256,256,4.63,11.58,17.96
+bat_resnext26ts,2479.68,103.219,256,256,2.53,12.51,10.73
+resnet33ts,2467.72,103.728,256,256,4.76,11.66,19.68
+gluon_resnet50_v1c,2464.02,103.884,256,224,4.35,11.92,25.58
+ese_vovnet39b,2457.44,104.162,256,224,7.09,6.74,24.57
+cspresnet50,2453.31,104.338,256,256,4.54,11.5,21.62
+cspresnext50,2451.69,104.407,256,224,3.1,12.14,20.57
+gluon_resnet50_v1d,2445.69,104.663,256,224,4.35,11.92,25.58
+resnet50d,2441.21,104.85,256,224,4.35,11.92,25.58
+dpn68b,2432.24,105.242,256,224,2.35,10.47,12.61
+legacy_seresnet50,2426.52,105.49,256,224,3.88,10.6,28.09
+dpn68,2406.35,106.374,256,224,2.35,10.47,12.61
+eca_resnet33ts,2405.01,106.434,256,256,4.76,11.66,19.68
+seresnet33ts,2402.61,106.54,256,256,4.76,11.66,19.78
+vgg11_bn,2383.08,107.413,256,224,7.62,7.44,132.87
+mixnet_l,2358.59,108.528,256,224,0.58,10.84,7.33
+lambda_resnet26t,2358.23,108.545,256,256,3.02,11.87,10.96
+gcresnet33ts,2347.52,109.04,256,256,4.76,11.68,19.88
+pit_s_224,2332.08,109.763,256,224,2.88,11.56,23.46
+dla60,2324.78,110.106,256,224,4.26,10.16,22.04
+seresnet50,2316.85,110.484,256,224,4.11,11.13,28.09
+resnest26d,2313.67,110.634,256,224,3.64,9.97,17.07
+pit_s_distilled_224,2311.97,110.718,256,224,2.9,11.64,24.04
+deit_small_patch16_224,2297.25,111.426,256,224,4.61,11.95,22.05
+vit_small_patch16_224,2293.15,111.622,256,224,4.61,11.95,22.05
+deit_small_distilled_patch16_224,2268.28,112.85,256,224,4.63,12.02,22.44
+tf_mixnet_l,2264.19,113.053,256,224,0.58,10.84,7.33
+tf_efficientnet_b2_ns,2256.47,113.438,256,260,1.02,13.83,9.11
+tf_efficientnet_b2_ap,2256.28,113.446,256,260,1.02,13.83,9.11
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+densenet121,2241.22,114.212,256,224,2.87,6.9,7.98
+res2net50_48w_2s,2234.19,114.57,256,224,4.18,11.72,25.29
+ecaresnet50d,2188.72,116.953,256,224,4.35,11.93,25.58
+resnetblur50,2181.37,117.342,256,224,5.16,12.02,25.56
+haloregnetz_b,2181.01,117.365,256,224,1.97,11.94,11.68
+resnetrs50,2148.74,119.126,256,224,4.48,12.14,35.69
+gluon_resnet50_v1s,2124.85,120.469,256,224,5.47,13.52,25.68
+visformer_small,2123.42,120.549,256,224,4.88,11.43,40.22
+gluon_inception_v3,2118.5,120.829,256,299,5.73,8.97,23.83
+regnetx_032,2117.36,120.894,256,224,3.2,11.37,15.3
+resmlp_24_distilled_224,2109.62,121.337,256,224,5.96,10.91,30.02
+efficientnet_b2,2109.39,121.351,256,288,1.12,16.2,9.11
+inception_v3,2109.39,121.351,256,299,5.73,8.97,23.83
+resmlp_24_224,2108.77,121.386,256,224,5.96,10.91,30.02
+tf_inception_v3,2108.49,121.403,256,299,5.73,8.97,23.83
+adv_inception_v3,2107.2,121.474,256,299,5.73,8.97,23.83
+efficientnet_em,2078.91,123.131,256,240,3.04,14.34,6.9
+densenetblur121d,2047.01,125.05,256,224,3.11,7.9,8.0
+tf_efficientnet_em,2016.96,126.911,256,240,3.04,14.34,6.9
+ssl_resnext50_32x4d,2014.12,127.092,256,224,4.26,14.4,25.03
+tv_resnext50_32x4d,2011.71,127.243,256,224,4.26,14.4,25.03
+gluon_resnext50_32x4d,2008.79,127.428,256,224,4.26,14.4,25.03
+swsl_resnext50_32x4d,2003.89,127.736,256,224,4.26,14.4,25.03
+resnext50_32x4d,2003.33,127.776,256,224,4.26,14.4,25.03
+tf_efficientnet_cc_b1_8e,1964.78,130.28,256,240,0.75,15.44,39.72
+dla60x,1943.55,131.706,256,224,3.54,13.8,17.35
+regnetx_040,1936.18,132.208,256,224,3.99,12.2,22.12
+resnext50d_32x4d,1913.78,133.755,256,224,4.5,15.2,25.05
+res2net50_26w_4s,1909.57,134.046,256,224,4.28,12.61,25.7
+tf_efficientnetv2_b3,1906.95,134.234,256,300,3.04,15.74,14.36
+regnety_040,1904.74,134.39,256,224,4.0,12.29,20.65
+gcresnet50t,1896.24,134.993,256,256,5.42,14.67,25.9
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+sehalonet33ts,1872.56,136.7,256,256,3.55,14.7,13.69
+lambda_resnet26rpt_256,1852.61,138.171,256,256,3.16,11.87,10.99
+seresnext50_32x4d,1837.91,139.277,256,224,4.26,14.42,27.56
+gcresnext50ts,1836.72,139.369,256,256,3.75,15.46,15.67
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+coat_lite_tiny,1802.74,141.995,256,224,1.6,11.65,5.72
+res2net50_14w_8s,1801.06,142.125,256,224,4.21,13.28,25.06
+res2next50,1791.13,142.906,256,224,4.2,13.71,24.67
+cspdarknet53,1752.54,146.063,256,256,6.57,16.81,27.64
+ecaresnet26t,1748.79,146.375,256,320,5.24,16.44,16.01
+dla60_res2next,1747.0,146.526,256,224,3.49,13.17,17.03
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+vgg13,1708.54,149.824,256,224,11.31,12.25,133.05
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+gluon_resnet101_v1b,1601.1,159.88,256,224,7.83,16.23,44.55
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+dla102,1540.91,166.124,256,224,7.19,14.18,33.27
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+hrnet_w18,1354.53,188.983,256,224,4.32,16.31,21.3
+regnety_032,1350.9,189.492,256,288,5.29,18.61,19.44
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results/model_metadata_in1k.csv

@@ -0,0 +1,519 @@
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+xcit_tiny_24_p8_384_dist,in1k-dist

results/results-imagenet-a-clean.csv

@@ -1,421 +1,519 @@
 model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation
-tf_efficientnet_l2_ns,98.550,1.450,99.820,0.180,480.31,800,0.960,bicubic
-tf_efficientnet_l2_ns_475,98.500,1.500,99.830,0.170,480.31,475,0.936,bicubic
-vit_large_patch16_384,98.220,1.780,99.800,0.200,304.72,384,1.000,bicubic
-swin_large_patch4_window12_384,98.040,1.960,99.690,0.310,196.74,384,1.000,bicubic
-tf_efficientnet_b7_ns,97.910,2.090,99.720,0.280,66.35,600,0.949,bicubic
-swin_base_patch4_window12_384,97.890,2.110,99.710,0.290,87.90,384,1.000,bicubic
+beit_large_patch16_512,98.560,1.440,99.840,0.160,305.67,512,1.000,bicubic
+tf_efficientnet_l2_ns,98.540,1.460,99.820,0.180,480.31,800,0.960,bicubic
+beit_large_patch16_384,98.500,1.500,99.820,0.180,305.00,384,1.000,bicubic
+tf_efficientnet_l2_ns_475,98.490,1.510,99.830,0.170,480.31,475,0.936,bicubic
+vit_large_patch16_384,98.210,1.790,99.800,0.200,304.72,384,1.000,bicubic
+beit_large_patch16_224,98.170,1.830,99.760,0.240,304.43,224,0.900,bicubic
+swin_large_patch4_window12_384,98.020,1.980,99.690,0.310,196.74,384,1.000,bicubic
+tf_efficientnet_b7_ns,97.880,2.120,99.720,0.280,66.35,600,0.949,bicubic
+swin_base_patch4_window12_384,97.870,2.130,99.710,0.290,87.90,384,1.000,bicubic
 vit_large_r50_s32_384,97.860,2.140,99.670,0.330,329.09,384,1.000,bicubic
-vit_base_patch16_384,97.840,2.160,99.670,0.330,86.86,384,1.000,bicubic
-tf_efficientnetv2_l_in21ft1k,97.700,2.300,99.670,0.330,118.52,480,1.000,bicubic
-swin_large_patch4_window7_224,97.650,2.350,99.580,0.420,196.53,224,0.900,bicubic
+beit_base_patch16_384,97.830,2.170,99.700,0.300,86.74,384,1.000,bicubic
+vit_base_patch16_384,97.830,2.170,99.670,0.330,86.86,384,1.000,bicubic
+tf_efficientnetv2_l_in21ft1k,97.680,2.320,99.670,0.330,118.52,480,1.000,bicubic
+tf_efficientnetv2_xl_in21ft1k,97.670,2.330,99.490,0.510,208.12,512,1.000,bicubic
+swin_large_patch4_window7_224,97.660,2.340,99.580,0.420,196.53,224,0.900,bicubic
+ig_resnext101_32x48d,97.640,2.360,99.710,0.290,828.41,224,0.875,bilinear
 vit_large_patch16_224,97.640,2.360,99.590,0.410,304.33,224,0.900,bicubic
 tf_efficientnet_b6_ns,97.630,2.370,99.580,0.420,43.04,528,0.942,bicubic
-ig_resnext101_32x48d,97.620,2.380,99.700,0.300,828.41,224,0.875,bilinear
-dm_nfnet_f6,97.600,2.400,99.550,0.450,438.36,576,0.956,bicubic
-dm_nfnet_f4,97.580,2.420,99.510,0.490,316.07,512,0.951,bicubic
+dm_nfnet_f6,97.610,2.390,99.550,0.450,438.36,576,0.956,bicubic
+dm_nfnet_f4,97.570,2.430,99.510,0.490,316.07,512,0.951,bicubic
 dm_nfnet_f5,97.540,2.460,99.570,0.430,377.21,544,0.954,bicubic
-tf_efficientnet_b5_ns,97.500,2.500,99.630,0.370,30.39,456,0.934,bicubic
-resnetv2_152x4_bitm,97.490,2.510,99.610,0.390,936.53,480,1.000,bilinear
+xcit_large_24_p8_384_dist,97.530,2.470,99.540,0.460,188.93,384,1.000,bicubic
+xcit_large_24_p16_384_dist,97.530,2.470,99.480,0.520,189.10,384,1.000,bicubic
+resnetv2_152x4_bitm,97.490,2.510,99.620,0.380,936.53,480,1.000,bilinear
+tf_efficientnet_b5_ns,97.490,2.510,99.630,0.370,30.39,456,0.934,bicubic
 cait_m48_448,97.480,2.520,99.550,0.450,356.46,448,1.000,bicubic
 tf_efficientnetv2_m_in21ft1k,97.480,2.520,99.530,0.470,54.14,480,1.000,bicubic
 cait_m36_384,97.400,2.600,99.510,0.490,271.22,384,1.000,bicubic
 ig_resnext101_32x32d,97.360,2.640,99.680,0.320,468.53,224,0.875,bilinear
 dm_nfnet_f3,97.350,2.650,99.560,0.440,254.92,416,0.940,bicubic
-cait_s36_384,97.330,2.670,99.530,0.470,68.37,384,1.000,bicubic
-tf_efficientnetv2_l,97.280,2.720,99.550,0.450,118.52,480,1.000,bicubic
-swin_base_patch4_window7_224,97.250,2.750,99.530,0.470,87.77,224,0.900,bicubic
-tf_efficientnet_b8,97.200,2.800,99.500,0.500,87.41,672,0.954,bicubic
+cait_s36_384,97.340,2.660,99.530,0.470,68.37,384,1.000,bicubic
+xcit_medium_24_p8_384_dist,97.300,2.700,99.510,0.490,84.32,384,1.000,bicubic
+xcit_medium_24_p16_384_dist,97.280,2.720,99.460,0.540,84.40,384,1.000,bicubic
+tf_efficientnetv2_l,97.270,2.730,99.550,0.450,118.52,480,1.000,bicubic
+swin_base_patch4_window7_224,97.260,2.740,99.530,0.470,87.77,224,0.900,bicubic
+xcit_small_24_p8_384_dist,97.250,2.750,99.610,0.390,47.63,384,1.000,bicubic
+xcit_small_12_p8_384_dist,97.230,2.770,99.480,0.520,26.21,384,1.000,bicubic
+tf_efficientnet_b8,97.210,2.790,99.500,0.500,87.41,672,0.954,bicubic
 swsl_resnext101_32x8d,97.200,2.800,99.570,0.430,88.79,224,0.875,bilinear
 tf_efficientnet_b7_ap,97.200,2.800,99.540,0.460,66.35,600,0.949,bicubic
 vit_base_r50_s16_384,97.180,2.820,99.560,0.440,98.95,384,1.000,bicubic
 tf_efficientnetv2_m,97.140,2.860,99.410,0.590,54.14,480,1.000,bicubic
+xcit_small_24_p16_384_dist,97.130,2.870,99.450,0.550,47.67,384,1.000,bicubic
 tf_efficientnet_b8_ap,97.110,2.890,99.660,0.340,87.41,672,0.954,bicubic
 eca_nfnet_l2,97.090,2.910,99.510,0.490,56.72,384,1.000,bicubic
-ecaresnet269d,97.080,2.920,99.470,0.530,102.09,352,1.000,bicubic
+ecaresnet269d,97.090,2.910,99.470,0.530,102.09,352,1.000,bicubic
+beit_base_patch16_224,97.080,2.920,99.610,0.390,86.53,224,0.900,bicubic
+cait_s24_384,97.080,2.920,99.430,0.570,47.06,384,1.000,bicubic
 tf_efficientnet_b6_ap,97.080,2.920,99.620,0.380,43.04,528,0.942,bicubic
-cait_s24_384,97.070,2.930,99.430,0.570,47.06,384,1.000,bicubic
-dm_nfnet_f2,97.020,2.980,99.440,0.560,193.78,352,0.920,bicubic
-resnetv2_152x2_bitm,97.010,2.990,99.590,0.410,236.34,448,1.000,bilinear
+xcit_large_24_p8_224_dist,97.060,2.940,99.420,0.580,188.93,224,1.000,bicubic
+resnetv2_152x2_bitm,97.030,2.970,99.590,0.410,236.34,448,1.000,bilinear
+dm_nfnet_f2,97.030,2.970,99.440,0.560,193.78,352,0.920,bicubic
+resnetv2_101x3_bitm,97.020,2.980,99.490,0.510,387.93,448,1.000,bilinear
 tf_efficientnet_b7,97.010,2.990,99.520,0.480,66.35,600,0.949,bicubic
-resnetv2_101x3_bitm,96.990,3.010,99.490,0.510,387.93,448,1.000,bilinear
-efficientnetv2_rw_m,96.980,3.020,99.540,0.460,53.24,416,1.000,bicubic
-deit_base_distilled_patch16_384,96.960,3.040,99.480,0.520,87.63,384,1.000,bicubic
-tf_efficientnet_b4_ns,96.950,3.050,99.580,0.420,19.34,380,0.922,bicubic
-dm_nfnet_f1,96.920,3.080,99.410,0.590,132.63,320,0.910,bicubic
+efficientnetv2_rw_m,96.990,3.010,99.530,0.470,53.24,416,1.000,bicubic
+deit_base_distilled_patch16_384,96.970,3.030,99.490,0.510,87.63,384,1.000,bicubic
+xcit_small_12_p16_384_dist,96.940,3.060,99.400,0.600,26.25,384,1.000,bicubic
+tf_efficientnet_b4_ns,96.930,3.070,99.580,0.420,19.34,380,0.922,bicubic
+xcit_medium_24_p8_224_dist,96.930,3.070,99.390,0.610,84.32,224,1.000,bicubic
 resnetrs420,96.910,3.090,99.460,0.540,191.89,416,1.000,bicubic
-vit_base_patch16_224,96.880,3.120,99.530,0.470,86.57,224,0.900,bicubic
-resnetv2_152x2_bit_teacher_384,96.830,3.170,99.450,0.550,236.34,384,1.000,bicubic
-ig_resnext101_32x16d,96.820,3.180,99.590,0.410,194.03,224,0.875,bilinear
+dm_nfnet_f1,96.890,3.110,99.410,0.590,132.63,320,0.910,bicubic
+vit_base_patch16_224,96.870,3.130,99.530,0.470,86.57,224,0.900,bicubic
+xcit_small_24_p8_224_dist,96.870,3.130,99.480,0.520,47.63,224,1.000,bicubic
+ig_resnext101_32x16d,96.820,3.180,99.600,0.400,194.03,224,0.875,bilinear
+resnetv2_152x2_bit_teacher_384,96.810,3.190,99.450,0.550,236.34,384,1.000,bicubic
+xcit_large_24_p16_224_dist,96.800,3.200,99.350,0.650,189.10,224,1.000,bicubic
 vit_large_r50_s32_224,96.790,3.210,99.350,0.650,328.99,224,0.900,bicubic
 seresnet152d,96.770,3.230,99.450,0.550,66.84,320,1.000,bicubic
-resnetrs350,96.760,3.240,99.370,0.630,163.96,384,1.000,bicubic
-tf_efficientnetv2_s_in21ft1k,96.730,3.270,99.420,0.580,21.46,384,1.000,bicubic
-resnet200d,96.720,3.280,99.330,0.670,64.69,320,1.000,bicubic
-resnetv2_50x3_bitm,96.710,3.290,99.550,0.450,217.32,448,1.000,bilinear
+resnetrs350,96.760,3.240,99.360,0.640,163.96,384,1.000,bicubic
+resnet200d,96.740,3.260,99.340,0.660,64.69,320,1.000,bicubic
+tf_efficientnetv2_s_in21ft1k,96.740,3.260,99.420,0.580,21.46,384,1.000,bicubic
+resnetv2_50x3_bitm,96.730,3.270,99.540,0.460,217.32,448,1.000,bilinear
 eca_nfnet_l1,96.700,3.300,99.290,0.710,41.41,320,1.000,bicubic
-vit_small_patch16_384,96.700,3.300,99.480,0.520,22.20,384,1.000,bicubic
+xcit_small_12_p8_224_dist,96.700,3.300,99.390,0.610,26.21,224,1.000,bicubic
 resnetrs270,96.690,3.310,99.350,0.650,129.86,352,1.000,bicubic
-pit_b_distilled_224,96.680,3.320,99.350,0.650,74.79,224,0.900,bicubic
+vit_small_patch16_384,96.690,3.310,99.480,0.520,22.20,384,1.000,bicubic
 tf_efficientnet_b5_ap,96.680,3.320,99.460,0.540,30.39,456,0.934,bicubic
 vit_small_r26_s32_384,96.680,3.320,99.570,0.430,36.47,384,1.000,bicubic
+pit_b_distilled_224,96.670,3.330,99.350,0.650,74.79,224,0.900,bicubic
 tf_efficientnet_b6,96.670,3.330,99.370,0.630,43.04,528,0.942,bicubic
 resmlp_big_24_224_in22ft1k,96.620,3.380,99.510,0.490,129.14,224,0.875,bicubic
-resnest200e,96.610,3.390,99.350,0.650,70.20,320,0.909,bicubic
-swsl_resnext101_32x16d,96.600,3.400,99.520,0.480,194.03,224,0.875,bilinear
-resnetrs152,96.580,3.420,99.240,0.760,86.62,320,1.000,bicubic
-cait_xs24_384,96.550,3.450,99.420,0.580,26.67,384,1.000,bicubic
+resnest200e,96.620,3.380,99.350,0.650,70.20,320,0.909,bicubic
+xcit_medium_24_p16_224_dist,96.600,3.400,99.270,0.730,84.40,224,1.000,bicubic
+swsl_resnext101_32x16d,96.600,3.400,99.530,0.470,194.03,224,0.875,bilinear
+regnetz_d,96.590,3.410,99.380,0.620,27.58,320,0.950,bicubic
+resnetrs152,96.570,3.430,99.240,0.760,86.62,320,1.000,bicubic
+cait_xs24_384,96.560,3.440,99.420,0.580,26.67,384,1.000,bicubic
+xcit_tiny_24_p8_384_dist,96.550,3.450,99.320,0.680,12.11,384,1.000,bicubic
 efficientnetv2_rw_s,96.540,3.460,99.360,0.640,23.94,384,1.000,bicubic
-resnetrs200,96.530,3.470,99.350,0.650,93.21,320,1.000,bicubic
+crossvit_18_dagger_408,96.530,3.470,99.260,0.740,44.61,408,1.000,bicubic
 resnest269e,96.520,3.480,99.350,0.650,110.93,416,0.928,bicubic
-vit_base_patch32_384,96.490,3.510,99.410,0.590,88.30,384,1.000,bicubic
-vit_base_patch16_224_miil,96.460,3.540,99.300,0.700,86.54,224,0.875,bilinear
-resmlp_big_24_distilled_224,96.450,3.550,99.310,0.690,129.14,224,0.875,bicubic
+resnetrs200,96.520,3.480,99.350,0.650,93.21,320,1.000,bicubic
+vit_base_patch32_384,96.500,3.500,99.410,0.590,88.30,384,1.000,bicubic
+resmlp_big_24_distilled_224,96.470,3.530,99.310,0.690,129.14,224,0.875,bicubic
+vit_base_patch16_224_miil,96.440,3.560,99.310,0.690,86.54,224,0.875,bilinear
 swsl_resnext101_32x4d,96.420,3.580,99.470,0.530,44.18,224,0.875,bilinear
-tf_efficientnet_b3_ns,96.390,3.610,99.350,0.650,12.23,300,0.904,bicubic
-cait_s24_224,96.380,3.620,99.150,0.850,46.92,224,1.000,bicubic
-resnet152d,96.360,3.640,99.390,0.610,60.21,320,1.000,bicubic
-regnety_160,96.350,3.650,99.330,0.670,83.59,288,1.000,bicubic
-tf_efficientnet_b5,96.350,3.650,99.310,0.690,30.39,456,0.934,bicubic
+xcit_large_24_p8_224,96.400,3.600,98.980,1.020,188.93,224,1.000,bicubic
+xcit_small_24_p8_224,96.400,3.600,99.140,0.860,47.63,224,1.000,bicubic
+crossvit_15_dagger_408,96.390,3.610,99.160,0.840,28.50,408,1.000,bicubic
+cait_s24_224,96.390,3.610,99.150,0.850,46.92,224,1.000,bicubic
+tf_efficientnet_b3_ns,96.370,3.630,99.350,0.650,12.23,300,0.904,bicubic
+resnet152d,96.350,3.650,99.390,0.610,60.21,320,1.000,bicubic
+regnety_160,96.340,3.660,99.330,0.670,83.59,288,1.000,bicubic
+tf_efficientnet_b5,96.340,3.660,99.310,0.690,30.39,456,0.934,bicubic
 tf_efficientnetv2_s,96.340,3.660,99.200,0.800,21.46,384,1.000,bicubic
-ig_resnext101_32x8d,96.320,3.680,99.430,0.570,88.79,224,0.875,bilinear
-resnet101d,96.290,3.710,99.230,0.770,44.57,320,1.000,bicubic
-twins_svt_large,96.270,3.730,99.170,0.830,99.27,224,0.900,bicubic
-tf_efficientnet_b4_ap,96.160,3.840,99.280,0.720,19.34,380,0.922,bicubic
+ig_resnext101_32x8d,96.310,3.690,99.430,0.570,88.79,224,0.875,bilinear
+resnet101d,96.300,3.700,99.230,0.770,44.57,320,1.000,bicubic
+twins_svt_large,96.250,3.750,99.170,0.830,99.27,224,0.900,bicubic
+jx_nest_base,96.240,3.760,99.210,0.790,67.72,224,0.875,bicubic
+xcit_small_24_p16_224_dist,96.210,3.790,99.210,0.790,47.67,224,1.000,bicubic
+tf_efficientnet_b4_ap,96.170,3.830,99.280,0.720,19.34,380,0.922,bicubic
+efficientnet_b4,96.160,3.840,99.200,0.800,19.34,384,1.000,bicubic
 twins_svt_base,96.160,3.840,99.060,0.940,56.07,224,0.900,bicubic
 deit_base_patch16_384,96.150,3.850,99.140,0.860,86.86,384,1.000,bicubic
-dm_nfnet_f0,96.150,3.850,99.250,0.750,71.49,256,0.900,bicubic
-efficientnet_b4,96.150,3.850,99.200,0.800,19.34,384,1.000,bicubic
-twins_pcpvt_large,96.150,3.850,99.180,0.820,60.99,224,0.900,bicubic
-resnetv2_50x1_bit_distilled,96.130,3.870,99.280,0.720,25.55,224,0.875,bicubic
-nfnet_l0,96.120,3.880,99.240,0.760,35.07,288,1.000,bicubic
-resnetv2_152x2_bit_teacher,96.100,3.900,99.280,0.720,236.34,224,0.875,bicubic
+twins_pcpvt_large,96.150,3.850,99.190,0.810,60.99,224,0.900,bicubic
+dm_nfnet_f0,96.140,3.860,99.250,0.750,71.49,256,0.900,bicubic
+nfnet_l0,96.130,3.870,99.240,0.760,35.07,288,1.000,bicubic
+resnetv2_50x1_bit_distilled,96.110,3.890,99.280,0.720,25.55,224,0.875,bicubic
+xcit_medium_24_p8_224,96.110,3.890,98.890,1.110,84.32,224,1.000,bicubic
+xcit_small_12_p8_224,96.110,3.890,99.160,0.840,26.21,224,1.000,bicubic
+deit_base_distilled_patch16_224,96.100,3.900,99.190,0.810,87.34,224,0.900,bicubic
 resnetv2_101x1_bitm,96.100,3.900,99.280,0.720,44.54,448,1.000,bilinear
-deit_base_distilled_patch16_224,96.090,3.910,99.190,0.810,87.34,224,0.900,bicubic
-regnety_032,95.970,4.030,99.190,0.810,19.44,288,1.000,bicubic
-tresnet_xl_448,95.970,4.030,99.130,0.870,78.44,448,0.875,bilinear
-eca_nfnet_l0,95.950,4.050,99.210,0.790,24.14,288,1.000,bicubic
-swin_small_patch4_window7_224,95.910,4.090,99.020,0.980,49.61,224,0.900,bicubic
-tf_efficientnet_b4,95.900,4.100,99.170,0.830,19.34,380,0.922,bicubic
-swsl_resnext50_32x4d,95.870,4.130,99.250,0.750,25.03,224,0.875,bilinear
+resnetv2_152x2_bit_teacher,96.090,3.910,99.270,0.730,236.34,224,0.875,bicubic
+xcit_tiny_12_p8_384_dist,96.060,3.940,99.140,0.860,6.71,384,1.000,bicubic
+xcit_small_12_p16_224_dist,96.030,3.970,99.130,0.870,26.25,224,1.000,bicubic
+regnety_032,95.980,4.020,99.190,0.810,19.44,288,1.000,bicubic
+jx_nest_small,95.970,4.030,99.040,0.960,38.35,224,0.875,bicubic
+tresnet_xl_448,95.970,4.030,99.120,0.880,78.44,448,0.875,bilinear
+eca_nfnet_l0,95.960,4.040,99.210,0.790,24.14,288,1.000,bicubic
+xcit_tiny_24_p16_384_dist,95.920,4.080,99.220,0.780,12.12,384,1.000,bicubic
+tf_efficientnet_b4,95.890,4.110,99.170,0.830,19.34,380,0.922,bicubic
+resnet51q,95.880,4.120,99.120,0.880,35.70,288,1.000,bilinear
+swsl_resnext50_32x4d,95.880,4.120,99.250,0.750,25.03,224,0.875,bilinear
+swin_small_patch4_window7_224,95.880,4.120,99.020,0.980,49.61,224,0.900,bicubic
+tresnet_l_448,95.870,4.130,99.120,0.880,55.99,448,0.875,bilinear
+cait_xxs36_384,95.860,4.140,99.090,0.910,17.37,384,1.000,bicubic
 resnest101e,95.860,4.140,99.210,0.790,48.28,256,0.875,bilinear
-resnet51q,95.860,4.140,99.120,0.880,35.70,288,1.000,bilinear
-tresnet_l_448,95.860,4.140,99.120,0.880,55.99,448,0.875,bilinear
-cait_xxs36_384,95.850,4.150,99.090,0.910,17.37,384,1.000,bicubic
 vit_large_patch32_384,95.830,4.170,99.150,0.850,306.63,384,1.000,bicubic
+xcit_tiny_24_p8_224_dist,95.820,4.180,99.210,0.790,12.11,224,1.000,bicubic
+regnetz_c,95.800,4.200,99.100,0.900,13.46,320,0.940,bicubic
 ssl_resnext101_32x16d,95.800,4.200,99.180,0.820,194.03,224,0.875,bilinear
+resnet61q,95.790,4.210,98.990,1.010,36.85,288,1.000,bicubic
 twins_pcpvt_base,95.790,4.210,99.130,0.870,43.83,224,0.900,bicubic
-tf_efficientnet_b2_ns,95.770,4.230,99.120,0.880,9.11,260,0.890,bicubic
-tresnet_m,95.720,4.280,99.030,0.970,31.39,224,0.875,bilinear
-efficientnet_b3,95.710,4.290,99.040,0.960,12.23,320,1.000,bicubic
-pnasnet5large,95.710,4.290,98.920,1.080,86.06,331,0.911,bicubic
+tf_efficientnet_b2_ns,95.750,4.250,99.120,0.880,9.11,260,0.890,bicubic
+gc_efficientnetv2_rw_t,95.740,4.260,99.020,0.980,13.68,288,1.000,bicubic
+tresnet_m,95.730,4.270,99.030,0.970,31.39,224,0.875,bilinear
+pnasnet5large,95.720,4.280,98.920,1.080,86.06,331,0.911,bicubic
+efficientnet_b3,95.720,4.280,99.040,0.960,12.23,320,1.000,bicubic
 nasnetalarge,95.680,4.320,98.930,1.070,88.75,331,0.911,bicubic
-pit_b_224,95.640,4.360,98.660,1.340,73.76,224,0.900,bicubic
-vit_small_r26_s32_224,95.630,4.370,99.190,0.810,36.43,224,0.900,bicubic
-convit_base,95.550,4.450,98.870,1.130,86.54,224,0.875,bicubic
-coat_lite_small,95.540,4.460,98.860,1.140,19.84,224,0.900,bicubic
-ecaresnet101d,95.530,4.470,99.130,0.870,44.57,224,0.875,bicubic
+crossvit_15_dagger_240,95.670,4.330,98.820,1.180,28.21,240,0.875,bicubic
+xcit_tiny_24_p8_224,95.670,4.330,99.050,0.950,12.11,224,1.000,bicubic
+vit_small_r26_s32_224,95.640,4.360,99.190,0.810,36.43,224,0.900,bicubic
+pit_b_224,95.630,4.370,98.670,1.330,73.76,224,0.900,bicubic
+resnetv2_101,95.630,4.370,98.990,1.010,44.54,224,0.950,bicubic
+efficientnetv2_rw_t,95.610,4.390,99.070,0.930,13.65,288,1.000,bicubic
+crossvit_18_dagger_240,95.560,4.440,99.060,0.940,44.27,240,0.875,bicubic
+convit_base,95.550,4.450,98.890,1.110,86.54,224,0.875,bicubic
+ecaresnet101d,95.540,4.460,99.130,0.870,44.57,224,0.875,bicubic
+coat_lite_small,95.530,4.470,98.860,1.140,19.84,224,0.900,bicubic
 levit_384,95.530,4.470,99.050,0.950,39.13,224,0.900,bicubic
-ecaresnet50t,95.510,4.490,99.120,0.880,25.57,320,0.950,bicubic
-visformer_small,95.490,4.510,98.900,1.100,40.22,224,0.900,bicubic
-ssl_resnext101_32x8d,95.470,4.530,99.110,0.890,88.79,224,0.875,bilinear
+xcit_small_24_p16_224,95.530,4.470,98.770,1.230,47.67,224,1.000,bicubic
+crossvit_base_240,95.520,4.480,98.820,1.180,105.03,240,0.875,bicubic
+xcit_medium_24_p16_224,95.520,4.480,98.770,1.230,84.40,224,1.000,bicubic
+visformer_small,95.500,4.500,98.900,1.100,40.22,224,0.900,bicubic
+ecaresnet50t,95.500,4.500,99.120,0.880,25.57,320,0.950,bicubic
+ssl_resnext101_32x8d,95.470,4.530,99.120,0.880,88.79,224,0.875,bilinear
+crossvit_18_240,95.450,4.550,98.790,1.210,43.27,240,0.875,bicubic
 deit_base_patch16_224,95.440,4.560,98.840,1.160,86.57,224,0.900,bicubic
-ssl_resnext101_32x4d,95.440,4.560,99.130,0.870,44.18,224,0.875,bilinear
-tresnet_xl,95.440,4.560,99.050,0.950,78.44,224,0.875,bilinear
-resnetrs101,95.430,4.570,99.030,0.970,63.62,288,0.940,bicubic
-swsl_resnet50,95.410,4.590,99.290,0.710,25.56,224,0.875,bilinear
+tresnet_xl,95.440,4.560,99.060,0.940,78.44,224,0.875,bilinear
+ssl_resnext101_32x4d,95.430,4.570,99.130,0.870,44.18,224,0.875,bilinear
+resnetrs101,95.420,4.580,99.030,0.970,63.62,288,0.940,bicubic
+xcit_large_24_p16_224,95.410,4.590,98.630,1.370,189.10,224,1.000,bicubic
+swsl_resnet50,95.400,4.600,99.290,0.710,25.56,224,0.875,bilinear
+xcit_small_12_p16_224,95.400,4.600,98.830,1.170,26.25,224,1.000,bicubic
 vit_small_patch16_224,95.370,4.630,99.150,0.850,22.05,224,0.900,bicubic
 tf_efficientnet_b3_ap,95.320,4.680,98.900,1.100,12.23,300,0.904,bicubic
-mixer_b16_224_miil,95.300,4.700,98.880,1.120,59.88,224,0.875,bilinear
+mixer_b16_224_miil,95.310,4.690,98.890,1.110,59.88,224,0.875,bilinear
 tresnet_l,95.290,4.710,99.010,0.990,55.99,224,0.875,bilinear
-cait_xxs24_384,95.260,4.740,98.960,1.040,12.03,384,1.000,bicubic
+cait_xxs24_384,95.270,4.730,98.960,1.040,12.03,384,1.000,bicubic
+jx_nest_tiny,95.250,4.750,98.980,1.020,17.06,224,0.875,bicubic
 pit_s_distilled_224,95.240,4.760,99.050,0.950,24.04,224,0.900,bicubic
-twins_pcpvt_small,95.210,4.790,98.880,1.120,24.11,224,0.900,bicubic
-convit_small,95.200,4.800,98.900,1.100,27.78,224,0.875,bicubic
-twins_svt_small,95.200,4.800,98.880,1.120,24.06,224,0.900,bicubic
-tf_efficientnet_b1_ns,95.170,4.830,99.110,0.890,7.79,240,0.882,bicubic
-tf_efficientnetv2_b3,95.160,4.840,98.820,1.180,14.36,300,0.904,bicubic
-swin_tiny_patch4_window7_224,95.140,4.860,98.850,1.150,28.29,224,0.900,bicubic
-efficientnet_el,95.120,4.880,98.990,1.010,10.59,300,0.904,bicubic
-gernet_l,95.090,4.910,98.900,1.100,31.08,256,0.875,bilinear
-ecaresnet101d_pruned,95.080,4.920,98.980,1.020,24.88,224,0.875,bicubic
-wide_resnet50_2,95.080,4.920,98.970,1.030,68.88,224,0.875,bicubic
-legacy_senet154,95.070,4.930,98.830,1.170,115.09,224,0.875,bilinear
-vit_small_patch32_384,95.050,4.950,98.990,1.010,22.92,384,1.000,bicubic
-seresnext50_32x4d,95.040,4.960,98.880,1.120,27.56,224,0.875,bicubic
-tnt_s_patch16_224,95.040,4.960,98.830,1.170,23.76,224,0.900,bicubic
-gluon_resnet152_v1s,95.040,4.960,98.930,1.070,60.32,224,0.875,bicubic
-levit_256,95.010,4.990,98.890,1.110,18.89,224,0.900,bicubic
-resnetv2_50x1_bitm,95.010,4.990,99.060,0.940,25.55,448,1.000,bilinear
-tf_efficientnet_b3,95.010,4.990,98.910,1.090,12.23,300,0.904,bicubic
-vit_base_patch32_224,95.000,5.000,99.030,0.970,88.22,224,0.900,bicubic
+twins_pcpvt_small,95.230,4.770,98.880,1.120,24.11,224,0.900,bicubic
+twins_svt_small,95.210,4.790,98.890,1.110,24.06,224,0.900,bicubic
+convit_small,95.180,4.820,98.920,1.080,27.78,224,0.875,bicubic
+tf_efficientnet_b1_ns,95.170,4.830,99.120,0.880,7.79,240,0.882,bicubic
+tf_efficientnetv2_b3,95.170,4.830,98.820,1.180,14.36,300,0.904,bicubic
+swin_tiny_patch4_window7_224,95.130,4.870,98.850,1.150,28.29,224,0.900,bicubic
+crossvit_15_240,95.120,4.880,98.930,1.070,27.53,240,0.875,bicubic
+efficientnet_el,95.120,4.880,98.980,1.020,10.59,300,0.904,bicubic
+gernet_l,95.110,4.890,98.900,1.100,31.08,256,0.875,bilinear
+xcit_tiny_12_p16_384_dist,95.110,4.890,99.020,0.980,6.72,384,1.000,bicubic
+convmixer_1536_20,95.080,4.920,99.030,0.970,51.63,224,0.960,bicubic
+xcit_tiny_12_p8_224_dist,95.080,4.920,98.910,1.090,6.71,224,1.000,bicubic
+ecaresnet101d_pruned,95.070,4.930,98.980,1.020,24.88,224,0.875,bicubic
+vit_small_patch32_384,95.060,4.940,98.990,1.010,22.92,384,1.000,bicubic
+regnetz_b,95.060,4.940,99.050,0.950,9.72,288,0.940,bicubic
+legacy_senet154,95.060,4.940,98.830,1.170,115.09,224,0.875,bilinear
+gluon_resnet152_v1s,95.050,4.950,98.930,1.070,60.32,224,0.875,bicubic
+wide_resnet50_2,95.050,4.950,98.970,1.030,68.88,224,0.875,bicubic
+tnt_s_patch16_224,95.040,4.960,98.840,1.160,23.76,224,0.900,bicubic
+levit_256,95.030,4.970,98.890,1.110,18.89,224,0.900,bicubic
+seresnext50_32x4d,95.030,4.970,98.890,1.110,27.56,224,0.875,bicubic
+resnetv2_50x1_bitm,95.020,4.980,99.050,0.950,25.55,448,1.000,bilinear
+tf_efficientnet_b3,95.020,4.980,98.910,1.090,12.23,300,0.904,bicubic
+vit_base_patch32_224,95.010,4.990,99.020,0.980,88.22,224,0.900,bicubic
+coat_mini,94.990,5.010,98.780,1.220,10.34,224,0.900,bicubic
 tresnet_m_448,94.990,5.010,98.980,1.020,31.39,448,0.875,bilinear
-coat_mini,94.970,5.030,98.780,1.220,10.34,224,0.900,bicubic
-resnest50d_4s2x40d,94.960,5.040,99.070,0.930,30.42,224,0.875,bicubic
-rexnet_200,94.940,5.060,99.010,0.990,16.37,224,0.875,bicubic
-gluon_seresnext101_64x4d,94.930,5.070,98.830,1.170,88.23,224,0.875,bicubic
-gluon_senet154,94.920,5.080,98.760,1.240,115.09,224,0.875,bicubic
+halonet50ts,94.950,5.050,98.750,1.250,22.73,256,0.940,bicubic
+resnest50d_4s2x40d,94.950,5.050,99.070,0.930,30.42,224,0.875,bicubic
+gluon_seresnext101_64x4d,94.940,5.060,98.820,1.180,88.23,224,0.875,bicubic
+rexnet_200,94.940,5.060,99.000,1.000,16.37,224,0.875,bicubic
+gluon_senet154,94.930,5.070,98.770,1.230,115.09,224,0.875,bicubic
 gluon_seresnext101_32x4d,94.920,5.080,98.810,1.190,48.96,224,0.875,bicubic
-tf_efficientnet_lite4,94.890,5.110,99.020,0.980,13.01,380,0.920,bilinear
-resmlp_36_distilled_224,94.890,5.110,98.850,1.150,44.69,224,0.875,bicubic
-ssl_resnext50_32x4d,94.870,5.130,98.880,1.120,25.03,224,0.875,bilinear
+resmlp_36_distilled_224,94.870,5.130,98.860,1.140,44.69,224,0.875,bicubic
+seresnet33ts,94.870,5.130,98.790,1.210,19.78,256,0.900,bicubic
+gcresnet50t,94.860,5.140,98.800,1.200,25.90,256,0.900,bicubic
+ssl_resnext50_32x4d,94.860,5.140,98.870,1.130,25.03,224,0.875,bilinear
+tf_efficientnet_lite4,94.860,5.140,99.020,0.980,13.01,380,0.920,bilinear
+crossvit_small_240,94.830,5.170,99.020,0.980,26.86,240,0.875,bicubic
 resnest50d,94.830,5.170,98.880,1.120,27.48,224,0.875,bilinear
+sehalonet33ts,94.780,5.220,98.570,1.430,13.69,256,0.940,bicubic
 ecaresnetlight,94.770,5.230,98.800,1.200,30.16,224,0.875,bicubic
-resnest50d_1s4x24d,94.750,5.250,98.980,1.020,25.68,224,0.875,bicubic
-gluon_resnet152_v1d,94.740,5.260,98.740,1.260,60.21,224,0.875,bicubic
-gluon_resnet101_v1s,94.720,5.280,98.820,1.180,44.67,224,0.875,bicubic
+resnest50d_1s4x24d,94.770,5.230,98.980,1.020,25.68,224,0.875,bicubic
+gluon_resnet152_v1d,94.750,5.250,98.740,1.260,60.21,224,0.875,bicubic
 deit_small_distilled_patch16_224,94.710,5.290,99.030,0.970,22.44,224,0.900,bicubic
-gluon_resnext101_64x4d,94.670,5.330,98.650,1.350,83.46,224,0.875,bicubic
-cspdarknet53,94.660,5.340,98.800,1.200,27.64,256,0.887,bilinear
-resmlp_big_24_224,94.660,5.340,98.480,1.520,129.14,224,0.875,bicubic
-ecaresnet50d,94.630,5.370,98.890,1.110,25.58,224,0.875,bicubic
-efficientnet_b3_pruned,94.630,5.370,98.760,1.240,9.86,300,0.904,bicubic
+haloregnetz_b,94.710,5.290,98.660,1.340,11.68,224,0.940,bicubic
+xcit_tiny_12_p8_224,94.710,5.290,98.830,1.170,6.71,224,1.000,bicubic
+gluon_resnet101_v1s,94.700,5.300,98.820,1.180,44.67,224,0.875,bicubic
+cspdarknet53,94.670,5.330,98.810,1.190,27.64,256,0.887,bilinear
+resmlp_big_24_224,94.650,5.350,98.490,1.510,129.14,224,0.875,bicubic
+gluon_resnext101_64x4d,94.640,5.360,98.670,1.330,83.46,224,0.875,bicubic
+efficientnet_b2,94.630,5.370,98.710,1.290,9.11,288,1.000,bicubic
+ecaresnet50d,94.620,5.380,98.890,1.110,25.58,224,0.875,bicubic
+efficientnet_b3_pruned,94.620,5.380,98.770,1.230,9.86,300,0.904,bicubic
 gernet_m,94.620,5.380,98.860,1.140,21.14,224,0.875,bilinear
-efficientnet_b2,94.610,5.390,98.710,1.290,9.11,288,1.000,bicubic
-pit_s_224,94.590,5.410,98.710,1.290,23.46,224,0.900,bicubic
-repvgg_b3,94.570,5.430,98.780,1.220,123.09,224,0.875,bilinear
+pit_s_224,94.580,5.420,98.720,1.280,23.46,224,0.900,bicubic
+repvgg_b3,94.570,5.430,98.790,1.210,123.09,224,0.875,bilinear
 nf_resnet50,94.560,5.440,98.790,1.210,25.56,288,0.940,bicubic
-seresnet50,94.550,5.450,98.750,1.250,28.09,224,0.875,bicubic
+seresnet50,94.560,5.440,98.750,1.250,28.09,224,0.875,bicubic
+regnety_320,94.550,5.450,98.850,1.150,145.05,224,0.875,bicubic
+gluon_resnext101_32x4d,94.540,5.460,98.630,1.370,44.18,224,0.875,bicubic
 inception_resnet_v2,94.540,5.460,98.790,1.210,55.84,299,0.897,bicubic
-regnety_320,94.540,5.460,98.850,1.150,145.05,224,0.875,bicubic
-gluon_resnext101_32x4d,94.530,5.470,98.630,1.370,44.18,224,0.875,bicubic
-repvgg_b3g4,94.520,5.480,98.970,1.030,83.83,224,0.875,bilinear
+repvgg_b3g4,94.530,5.470,98.960,1.040,83.83,224,0.875,bilinear
+xcit_tiny_24_p16_224_dist,94.520,5.480,98.790,1.210,12.12,224,1.000,bicubic
 tf_efficientnet_b2_ap,94.490,5.510,98.620,1.380,9.11,260,0.890,bicubic
+convmixer_768_32,94.490,5.510,98.850,1.150,21.11,224,0.960,bicubic
+gcresnet33ts,94.480,5.520,98.780,1.220,19.88,256,0.900,bicubic
+gcresnext50ts,94.480,5.520,98.670,1.330,15.67,256,0.900,bicubic
 regnety_120,94.480,5.520,98.810,1.190,51.82,224,0.875,bicubic
-rexnet_150,94.480,5.520,98.790,1.210,9.73,224,0.875,bicubic
-cspresnext50,94.480,5.520,98.680,1.320,20.57,224,0.875,bilinear
-resmlp_24_distilled_224,94.460,5.540,98.770,1.230,30.02,224,0.875,bicubic
-regnetx_320,94.460,5.540,98.740,1.260,107.81,224,0.875,bicubic
-ssl_resnet50,94.450,5.550,98.920,1.080,25.56,224,0.875,bilinear
-tf_efficientnetv2_b2,94.420,5.580,98.570,1.430,10.10,260,0.890,bicubic
-tf_efficientnet_el,94.410,5.590,98.710,1.290,10.59,300,0.904,bicubic
+cspresnext50,94.470,5.530,98.680,1.320,20.57,224,0.875,bilinear
+rexnet_150,94.470,5.530,98.790,1.210,9.73,224,0.875,bicubic
+ssl_resnet50,94.470,5.530,98.920,1.080,25.56,224,0.875,bilinear
+resmlp_24_distilled_224,94.450,5.550,98.770,1.230,30.02,224,0.875,bicubic
+regnetx_320,94.440,5.560,98.730,1.270,107.81,224,0.875,bicubic
+resnetv2_50,94.440,5.560,98.730,1.270,25.55,224,0.950,bicubic
+tf_efficientnetv2_b2,94.410,5.590,98.570,1.430,10.10,260,0.890,bicubic
 deit_small_patch16_224,94.400,5.600,98.690,1.310,22.05,224,0.900,bicubic
-efficientnet_el_pruned,94.400,5.600,98.740,1.260,10.59,300,0.904,bicubic
-inception_v4,94.380,5.620,98.580,1.420,42.68,299,0.875,bicubic
-legacy_seresnext101_32x4d,94.370,5.630,98.650,1.350,48.96,224,0.875,bilinear
-tf_efficientnet_b2,94.360,5.640,98.610,1.390,9.11,260,0.890,bicubic
-gluon_seresnext50_32x4d,94.340,5.660,98.610,1.390,27.56,224,0.875,bicubic
-resnetrs50,94.310,5.690,98.640,1.360,35.69,224,0.910,bicubic
-dpn107,94.310,5.690,98.480,1.520,86.92,224,0.875,bicubic
-ecaresnet26t,94.310,5.690,98.720,1.280,16.01,320,0.950,bicubic
-xception71,94.280,5.720,98.640,1.360,42.34,299,0.903,bicubic
-cait_xxs36_224,94.260,5.740,98.720,1.280,17.30,224,1.000,bicubic
+tf_efficientnet_el,94.400,5.600,98.710,1.290,10.59,300,0.904,bicubic
+efficientnet_el_pruned,94.390,5.610,98.750,1.250,10.59,300,0.904,bicubic
+tf_efficientnet_b2,94.370,5.630,98.610,1.390,9.11,260,0.890,bicubic
+inception_v4,94.370,5.630,98.580,1.420,42.68,299,0.875,bicubic
+legacy_seresnext101_32x4d,94.350,5.650,98.630,1.370,48.96,224,0.875,bilinear
+gluon_seresnext50_32x4d,94.330,5.670,98.620,1.380,27.56,224,0.875,bicubic
+resnet50,94.330,5.670,98.440,1.560,25.56,224,0.950,bicubic
+dpn107,94.300,5.700,98.470,1.530,86.92,224,0.875,bicubic
+ecaresnet26t,94.300,5.700,98.710,1.290,16.01,320,0.950,bicubic
+resnetrs50,94.290,5.710,98.640,1.360,35.69,224,0.910,bicubic
+xception71,94.290,5.710,98.640,1.360,42.34,299,0.903,bicubic
+resnet50d,94.270,5.730,98.720,1.280,25.58,224,0.875,bicubic
+cait_xxs36_224,94.260,5.740,98.710,1.290,17.30,224,1.000,bicubic
 gluon_xception65,94.260,5.740,98.570,1.430,39.92,299,0.903,bicubic
-resnet50d,94.260,5.740,98.720,1.280,25.58,224,0.875,bicubic
-skresnext50_32x4d,94.260,5.740,98.460,1.540,27.48,224,0.875,bicubic
-regnetx_120,94.240,5.760,98.650,1.350,46.11,224,0.875,bicubic
-dpn92,94.230,5.770,98.730,1.270,37.67,224,0.875,bicubic
-ecaresnet50d_pruned,94.220,5.780,98.730,1.270,19.94,224,0.875,bicubic
-gluon_resnet101_v1d,94.220,5.780,98.550,1.450,44.57,224,0.875,bicubic
-tf_efficientnet_lite3,94.200,5.800,98.640,1.360,8.20,300,0.904,bilinear
+skresnext50_32x4d,94.260,5.740,98.470,1.530,27.48,224,0.875,bicubic
+regnetx_120,94.240,5.760,98.670,1.330,46.11,224,0.875,bicubic
+dpn92,94.220,5.780,98.730,1.270,37.67,224,0.875,bicubic
+ecaresnet50d_pruned,94.210,5.790,98.730,1.270,19.94,224,0.875,bicubic
+mixnet_xl,94.200,5.800,98.340,1.660,11.90,224,0.875,bicubic
+gluon_resnet101_v1d,94.200,5.800,98.570,1.430,44.57,224,0.875,bicubic
+eca_resnet33ts,94.200,5.800,98.770,1.230,19.68,256,0.900,bicubic
 resmlp_36_224,94.190,5.810,98.660,1.340,44.69,224,0.875,bicubic
-mixnet_xl,94.190,5.810,98.340,1.660,11.90,224,0.875,bicubic
-resnext50d_32x4d,94.180,5.820,98.570,1.430,25.05,224,0.875,bicubic
-levit_192,94.170,5.830,98.540,1.460,10.95,224,0.900,bicubic
-regnety_080,94.170,5.830,98.680,1.320,39.18,224,0.875,bicubic
-ens_adv_inception_resnet_v2,94.160,5.840,98.600,1.400,55.84,299,0.897,bicubic
+resnext50d_32x4d,94.190,5.810,98.570,1.430,25.05,224,0.875,bicubic
+tf_efficientnet_lite3,94.190,5.810,98.640,1.360,8.20,300,0.904,bilinear
+levit_192,94.180,5.820,98.560,1.440,10.95,224,0.900,bicubic
+regnety_080,94.180,5.820,98.680,1.320,39.18,224,0.875,bicubic
+ens_adv_inception_resnet_v2,94.160,5.840,98.610,1.390,55.84,299,0.897,bicubic
 gluon_resnet152_v1c,94.160,5.840,98.640,1.360,60.21,224,0.875,bicubic
-regnety_064,94.150,5.850,98.730,1.270,30.58,224,0.875,bicubic
-efficientnet_b2_pruned,94.140,5.860,98.530,1.470,8.31,260,0.890,bicubic
-dpn98,94.130,5.870,98.570,1.430,61.57,224,0.875,bicubic
-nf_regnet_b1,94.120,5.880,98.630,1.370,10.22,288,0.900,bicubic
-regnetx_160,94.120,5.880,98.750,1.250,54.28,224,0.875,bicubic
-resnext50_32x4d,94.100,5.900,98.350,1.650,25.03,224,0.875,bicubic
+gmlp_s16_224,94.150,5.850,98.500,1.500,19.42,224,0.875,bicubic
+regnety_064,94.150,5.850,98.740,1.260,30.58,224,0.875,bicubic
+vit_base_patch16_sam_224,94.150,5.850,98.670,1.330,86.57,224,0.900,bicubic
+efficientnet_b2_pruned,94.140,5.860,98.520,1.480,8.31,260,0.890,bicubic
+dpn98,94.120,5.880,98.580,1.420,61.57,224,0.875,bicubic
+nf_regnet_b1,94.120,5.880,98.620,1.380,10.22,288,0.900,bicubic
+regnetx_160,94.120,5.880,98.740,1.260,54.28,224,0.875,bicubic
+resnext50_32x4d,94.110,5.890,98.350,1.650,25.03,224,0.875,bicubic
 ese_vovnet39b,94.090,5.910,98.660,1.340,24.57,224,0.875,bicubic
-gluon_resnet152_v1b,94.080,5.920,98.450,1.550,60.19,224,0.875,bicubic
-coat_lite_mini,94.060,5.940,98.560,1.440,11.01,224,0.900,bicubic
+gluon_resnet152_v1b,94.080,5.920,98.460,1.540,60.19,224,0.875,bicubic
+xcit_tiny_24_p16_224,94.080,5.920,98.510,1.490,12.12,224,1.000,bicubic
+coat_lite_mini,94.050,5.950,98.540,1.460,11.01,224,0.900,bicubic
 resmlp_24_224,94.020,5.980,98.330,1.670,30.02,224,0.875,bicubic
-dpn131,94.010,5.990,98.720,1.280,79.25,224,0.875,bicubic
-hrnet_w64,94.010,5.990,98.610,1.390,128.06,224,0.875,bilinear
-resnetblur50,93.960,6.040,98.590,1.410,25.56,224,0.875,bicubic
-dla102x2,93.950,6.050,98.490,1.510,41.28,224,0.875,bilinear
+dpn131,93.990,6.010,98.720,1.280,79.25,224,0.875,bicubic
+hrnet_w64,93.990,6.010,98.620,1.380,128.06,224,0.875,bilinear
+halonet26t,93.980,6.020,98.490,1.510,12.48,256,0.950,bicubic
+dla102x2,93.960,6.040,98.480,1.520,41.28,224,0.875,bilinear
+hrnet_w48,93.940,6.060,98.610,1.390,77.47,224,0.875,bilinear
 tf_efficientnetv2_b1,93.940,6.060,98.620,1.380,8.14,240,0.882,bicubic
-hrnet_w48,93.920,6.080,98.610,1.390,77.47,224,0.875,bilinear
+resnetblur50,93.930,6.070,98.580,1.420,25.56,224,0.875,bicubic
+tf_efficientnet_cc_b1_8e,93.920,6.080,98.250,1.750,39.72,240,0.882,bicubic
 rexnet_130,93.900,6.100,98.400,1.600,7.56,224,0.875,bicubic
-tf_efficientnet_cc_b1_8e,93.900,6.100,98.260,1.740,39.72,240,0.882,bicubic
 regnetx_064,93.890,6.110,98.630,1.370,26.21,224,0.875,bicubic
 regnetx_080,93.870,6.130,98.520,1.480,39.57,224,0.875,bicubic
-repvgg_b2g4,93.860,6.140,98.590,1.410,61.76,224,0.875,bilinear
-regnety_040,93.860,6.140,98.650,1.350,20.65,224,0.875,bicubic
+regnety_040,93.860,6.140,98.640,1.360,20.65,224,0.875,bicubic
 efficientnet_em,93.840,6.160,98.810,1.190,6.90,240,0.882,bicubic
-resnext101_32x8d,93.830,6.170,98.580,1.420,88.79,224,0.875,bilinear
-gluon_resnext50_32x4d,93.810,6.190,98.410,1.590,25.03,224,0.875,bicubic
-pit_xs_distilled_224,93.810,6.190,98.670,1.330,11.00,224,0.900,bicubic
-resnet50,93.810,6.190,98.390,1.610,25.56,224,0.875,bicubic
-gluon_resnet50_v1d,93.770,6.230,98.390,1.610,25.58,224,0.875,bicubic
-xception65,93.760,6.240,98.370,1.630,39.92,299,0.903,bicubic
-gluon_resnet101_v1b,93.750,6.250,98.380,1.620,44.55,224,0.875,bicubic
-res2net101_26w_4s,93.750,6.250,98.310,1.690,45.21,224,0.875,bilinear
-cspresnet50,93.740,6.260,98.640,1.360,21.62,256,0.887,bilinear
-legacy_seresnext50_32x4d,93.730,6.270,98.580,1.420,27.56,224,0.875,bilinear
+repvgg_b2g4,93.840,6.160,98.600,1.400,61.76,224,0.875,bilinear
+gluon_resnext50_32x4d,93.820,6.180,98.410,1.590,25.03,224,0.875,bicubic
+lambda_resnet26t,93.820,6.180,98.650,1.350,10.96,256,0.940,bicubic
+pit_xs_distilled_224,93.820,6.180,98.670,1.330,11.00,224,0.900,bicubic
+resnext101_32x8d,93.790,6.210,98.580,1.420,88.79,224,0.875,bilinear
+gluon_resnet50_v1d,93.780,6.220,98.400,1.600,25.58,224,0.875,bicubic
+xception65,93.770,6.230,98.360,1.640,39.92,299,0.903,bicubic
+cspresnet50,93.750,6.250,98.630,1.370,21.62,256,0.887,bilinear
+gluon_resnet101_v1b,93.730,6.270,98.400,1.600,44.55,224,0.875,bicubic
+lambda_resnet26rpt_256,93.720,6.280,98.500,1.500,10.99,256,0.940,bicubic
+legacy_seresnext50_32x4d,93.720,6.280,98.580,1.420,27.56,224,0.875,bilinear
+res2net101_26w_4s,93.720,6.280,98.320,1.680,45.21,224,0.875,bilinear
 wide_resnet101_2,93.720,6.280,98.540,1.460,126.89,224,0.875,bilinear
-tf_efficientnet_b1_ap,93.690,6.310,98.360,1.640,7.79,240,0.882,bicubic
-dpn68b,93.690,6.310,98.510,1.490,12.61,224,0.875,bicubic
-gluon_resnet101_v1c,93.670,6.330,98.420,1.580,44.57,224,0.875,bicubic
+tf_efficientnet_b1_ap,93.710,6.290,98.360,1.640,7.79,240,0.882,bicubic
+dpn68b,93.680,6.320,98.530,1.470,12.61,224,0.875,bicubic
+gluon_resnet101_v1c,93.660,6.340,98.410,1.590,44.57,224,0.875,bicubic
 vit_tiny_patch16_384,93.650,6.350,98.600,1.400,5.79,384,1.000,bicubic
-tf_efficientnet_b0_ns,93.630,6.370,98.640,1.360,5.29,224,0.875,bicubic
-gluon_resnet50_v1s,93.620,6.380,98.460,1.540,25.68,224,0.875,bicubic
-cait_xxs24_224,93.600,6.400,98.440,1.560,11.96,224,1.000,bicubic
-coat_tiny,93.590,6.410,98.430,1.570,5.50,224,0.900,bicubic
-regnetx_040,93.560,6.440,98.540,1.460,22.12,224,0.875,bicubic
-hrnet_w44,93.550,6.450,98.700,1.300,67.06,224,0.875,bilinear
-res2net50_26w_8s,93.540,6.460,98.260,1.740,48.40,224,0.875,bilinear
-hrnet_w32,93.530,6.470,98.450,1.550,41.23,224,0.875,bilinear
-dla102x,93.520,6.480,98.510,1.490,26.31,224,0.875,bilinear
-repvgg_b2,93.500,6.500,98.730,1.270,89.02,224,0.875,bilinear
-tf_efficientnet_b1,93.500,6.500,98.360,1.640,7.79,240,0.882,bicubic
-hrnet_w40,93.490,6.510,98.580,1.420,57.56,224,0.875,bilinear
-gluon_inception_v3,93.460,6.540,98.570,1.430,23.83,299,0.875,bicubic
-xception,93.460,6.540,98.530,1.470,22.86,299,0.897,bicubic
-mixnet_l,93.450,6.550,98.220,1.780,7.33,224,0.875,bicubic
-xception41,93.430,6.570,98.430,1.570,26.97,299,0.903,bicubic
-res2net50_26w_6s,93.410,6.590,98.280,1.720,37.05,224,0.875,bilinear
-legacy_seresnet152,93.400,6.600,98.350,1.650,66.82,224,0.875,bilinear
+gluon_resnet50_v1s,93.630,6.370,98.470,1.530,25.68,224,0.875,bicubic
+tf_efficientnet_b0_ns,93.620,6.380,98.640,1.360,5.29,224,0.875,bicubic
+resnet33ts,93.600,6.400,98.530,1.470,19.68,256,0.900,bicubic
+cait_xxs24_224,93.590,6.410,98.440,1.560,11.96,224,1.000,bicubic
+coat_tiny,93.580,6.420,98.410,1.590,5.50,224,0.900,bicubic
+hrnet_w44,93.580,6.420,98.700,1.300,67.06,224,0.875,bilinear
+regnetx_040,93.550,6.450,98.560,1.440,22.12,224,0.875,bicubic
+hrnet_w32,93.520,6.480,98.440,1.560,41.23,224,0.875,bilinear
+dla102x,93.510,6.490,98.500,1.500,26.31,224,0.875,bilinear
+eca_halonext26ts,93.510,6.490,98.280,1.720,10.76,256,0.940,bicubic
+tf_efficientnet_b1,93.510,6.490,98.360,1.640,7.79,240,0.882,bicubic
+repvgg_b2,93.490,6.510,98.730,1.270,89.02,224,0.875,bilinear
+hrnet_w40,93.490,6.510,98.590,1.410,57.56,224,0.875,bilinear
+xcit_nano_12_p8_384_dist,93.480,6.520,98.520,1.480,3.05,384,1.000,bicubic
+xception,93.480,6.520,98.530,1.470,22.86,299,0.897,bicubic
+resnet32ts,93.470,6.530,98.490,1.510,17.96,256,0.900,bicubic
+gluon_inception_v3,93.460,6.540,98.560,1.440,23.83,299,0.875,bicubic
+mixnet_l,93.430,6.570,98.220,1.780,7.33,224,0.875,bicubic
+res2net50_26w_8s,93.430,6.570,98.180,1.820,48.40,224,0.875,bilinear
+legacy_seresnet152,93.420,6.580,98.340,1.660,66.82,224,0.875,bilinear
+xception41,93.410,6.590,98.420,1.580,26.97,299,0.903,bicubic
+res2net50_26w_6s,93.400,6.600,98.280,1.720,37.05,224,0.875,bilinear
+xcit_tiny_12_p16_224_dist,93.400,6.600,98.490,1.510,6.72,224,1.000,bicubic
+resnest26d,93.360,6.640,98.640,1.360,17.07,224,0.875,bilinear
 dla169,93.340,6.660,98.600,1.400,53.39,224,0.875,bilinear
 levit_128,93.340,6.660,98.380,1.620,9.21,224,0.900,bicubic
+tf_inception_v3,93.330,6.670,98.040,1.960,23.83,299,0.875,bicubic
+tv_resnet152,93.330,6.670,98.390,1.610,60.19,224,0.875,bilinear
 repvgg_b1,93.330,6.670,98.510,1.490,57.42,224,0.875,bilinear
-resnest26d,93.330,6.670,98.630,1.370,17.07,224,0.875,bilinear
-tf_inception_v3,93.320,6.680,98.030,1.970,23.83,299,0.875,bicubic
 tf_mixnet_l,93.310,6.690,98.030,1.970,7.33,224,0.875,bicubic
-selecsls60b,93.300,6.700,98.280,1.720,32.77,224,0.875,bicubic
-tv_resnet152,93.300,6.700,98.390,1.610,60.19,224,0.875,bilinear
-legacy_seresnet101,93.280,6.720,98.510,1.490,49.33,224,0.875,bilinear
-efficientnet_b1,93.250,6.750,98.290,1.710,7.79,256,1.000,bicubic
-coat_lite_tiny,93.240,6.760,98.260,1.740,5.72,224,0.900,bicubic
+bat_resnext26ts,93.310,6.690,98.350,1.650,10.73,256,0.900,bicubic
+legacy_seresnet101,93.300,6.700,98.500,1.500,49.33,224,0.875,bilinear
+selecsls60b,93.290,6.710,98.280,1.720,32.77,224,0.875,bicubic
+efficientnet_b1,93.240,6.760,98.290,1.710,7.79,256,1.000,bicubic
+coat_lite_tiny,93.220,6.780,98.270,1.730,5.72,224,0.900,bicubic
+efficientnet_es,93.200,6.800,98.400,1.600,5.44,224,0.875,bicubic
 hrnet_w30,93.200,6.800,98.410,1.590,37.71,224,0.875,bilinear
-dla60_res2net,93.180,6.820,98.420,1.580,20.85,224,0.875,bilinear
 dla60_res2next,93.180,6.820,98.410,1.590,17.03,224,0.875,bilinear
-efficientnet_es,93.140,6.860,98.420,1.580,5.44,224,0.875,bicubic
-dla60x,93.120,6.880,98.510,1.490,17.35,224,0.875,bilinear
+dla60_res2net,93.160,6.840,98.410,1.590,20.85,224,0.875,bilinear
+pit_xs_224,93.120,6.880,98.320,1.680,10.62,224,0.900,bicubic
 regnetx_032,93.120,6.880,98.390,1.610,15.30,224,0.875,bicubic
 tf_efficientnetv2_b0,93.110,6.890,98.390,1.610,7.14,224,0.875,bicubic
-pit_xs_224,93.110,6.890,98.310,1.690,10.62,224,0.900,bicubic
-dla102,93.060,6.940,98.540,1.460,33.27,224,0.875,bilinear
-gluon_resnet50_v1c,93.030,6.970,98.390,1.610,25.58,224,0.875,bicubic
-regnety_016,93.030,6.970,98.360,1.640,11.20,224,0.875,bicubic
+dla60x,93.090,6.910,98.490,1.510,17.35,224,0.875,bilinear
+dla102,93.080,6.920,98.540,1.460,33.27,224,0.875,bilinear
 rexnet_100,93.030,6.970,98.190,1.810,4.80,224,0.875,bicubic
-selecsls60,93.030,6.970,98.300,1.700,30.67,224,0.875,bicubic
-repvgg_b1g4,92.980,7.020,98.430,1.570,39.97,224,0.875,bilinear
-legacy_seresnet50,92.960,7.040,98.190,1.810,28.09,224,0.875,bilinear
+gluon_resnet50_v1c,93.030,6.970,98.370,1.630,25.58,224,0.875,bicubic
+regnety_016,93.030,6.970,98.360,1.640,11.20,224,0.875,bicubic
+selecsls60,93.020,6.980,98.310,1.690,30.67,224,0.875,bicubic
+repvgg_b1g4,93.000,7.000,98.430,1.570,39.97,224,0.875,bilinear
 hardcorenas_f,92.950,7.050,98.160,1.840,8.20,224,0.875,bilinear
-tf_efficientnet_em,92.930,7.070,98.190,1.810,6.90,240,0.882,bicubic
-adv_inception_v3,92.880,7.120,98.140,1.860,23.83,299,0.875,bicubic
-res2next50,92.840,7.160,98.180,1.820,24.67,224,0.875,bilinear
-tf_efficientnet_cc_b0_8e,92.830,7.170,98.180,1.820,24.01,224,0.875,bicubic
+legacy_seresnet50,92.950,7.050,98.190,1.810,28.09,224,0.875,bilinear
+tf_efficientnet_em,92.950,7.050,98.210,1.790,6.90,240,0.882,bicubic
+crossvit_9_dagger_240,92.920,7.080,98.250,1.750,8.78,240,0.875,bicubic
+adv_inception_v3,92.890,7.110,98.130,1.870,23.83,299,0.875,bicubic
+res2next50,92.850,7.150,98.180,1.820,24.67,224,0.875,bilinear
+gmixer_24_224,92.840,7.160,97.880,2.120,24.72,224,0.875,bicubic
 resmlp_12_distilled_224,92.830,7.170,98.140,1.860,15.35,224,0.875,bicubic
-gmixer_24_224,92.830,7.170,97.880,2.120,24.72,224,0.875,bicubic
-seresnext26t_32x4d,92.820,7.180,98.370,1.630,16.81,224,0.875,bicubic
-tv_resnet101,92.810,7.190,98.250,1.750,44.55,224,0.875,bilinear
+tf_efficientnet_cc_b0_8e,92.820,7.180,98.180,1.820,24.01,224,0.875,bicubic
+seresnext26t_32x4d,92.810,7.190,98.370,1.630,16.81,224,0.875,bicubic
+tv_resnet101,92.810,7.190,98.230,1.770,44.55,224,0.875,bilinear
+gcresnext26ts,92.770,7.230,98.270,1.730,10.48,256,0.900,bicubic
 efficientnet_b1_pruned,92.770,7.230,98.040,1.960,6.33,240,0.882,bicubic
-densenet201,92.750,7.250,98.230,1.770,20.01,224,0.875,bicubic
-res2net50_14w_8s,92.740,7.260,98.180,1.820,25.06,224,0.875,bilinear
-tv_resnext50_32x4d,92.740,7.260,98.270,1.730,25.03,224,0.875,bilinear
-inception_v3,92.720,7.280,97.970,2.030,23.83,299,0.875,bicubic
-seresnext26d_32x4d,92.700,7.300,98.150,1.850,16.81,224,0.875,bicubic
-efficientnet_b0,92.690,7.310,98.070,1.930,5.29,224,0.875,bicubic
-resnet34d,92.680,7.320,98.310,1.690,21.82,224,0.875,bicubic
-tf_efficientnet_lite2,92.650,7.350,98.230,1.770,6.09,260,0.890,bicubic
-legacy_seresnext26_32x4d,92.640,7.360,98.130,1.870,16.79,224,0.875,bicubic
+tv_resnext50_32x4d,92.760,7.240,98.280,1.720,25.03,224,0.875,bilinear
+densenet201,92.750,7.250,98.240,1.760,20.01,224,0.875,bicubic
+resnet26t,92.750,7.250,98.240,1.760,16.01,256,0.940,bicubic
+seresnext26d_32x4d,92.740,7.260,98.150,1.850,16.81,224,0.875,bicubic
+inception_v3,92.720,7.280,97.960,2.040,23.83,299,0.875,bicubic
+res2net50_14w_8s,92.720,7.280,98.190,1.810,25.06,224,0.875,bilinear
+resnet34d,92.700,7.300,98.300,1.700,21.82,224,0.875,bicubic
+seresnext26ts,92.680,7.320,98.300,1.700,10.39,256,0.900,bicubic
+efficientnet_b0,92.670,7.330,98.080,1.920,5.29,224,0.875,bicubic
+eca_resnext26ts,92.660,7.340,98.260,1.740,10.30,256,0.900,bicubic
+tf_efficientnet_lite2,92.660,7.340,98.230,1.770,6.09,260,0.890,bicubic
+legacy_seresnext26_32x4d,92.630,7.370,98.120,1.880,16.79,224,0.875,bicubic
+tf_efficientnet_cc_b0_4e,92.620,7.380,98.080,1.920,13.31,224,0.875,bicubic
 tf_efficientnet_lite1,92.620,7.380,98.080,1.920,5.42,240,0.882,bicubic
-tf_efficientnet_cc_b0_4e,92.590,7.410,98.080,1.920,13.31,224,0.875,bicubic
-hardcorenas_e,92.570,7.430,98.110,1.890,8.07,224,0.875,bilinear
+hardcorenas_e,92.580,7.420,98.110,1.890,8.07,224,0.875,bilinear
 res2net50_48w_2s,92.550,7.450,98.080,1.920,25.29,224,0.875,bilinear
-gluon_resnet50_v1b,92.540,7.460,98.170,1.830,25.56,224,0.875,bicubic
+gluon_resnet50_v1b,92.540,7.460,98.190,1.810,25.56,224,0.875,bicubic
 densenet161,92.500,7.500,98.290,1.710,28.68,224,0.875,bicubic
-res2net50_26w_4s,92.500,7.500,98.060,1.940,25.70,224,0.875,bilinear
-mixnet_m,92.430,7.570,97.870,2.130,5.01,224,0.875,bicubic
-hardcorenas_d,92.400,7.600,98.070,1.930,7.50,224,0.875,bilinear
+xcit_tiny_12_p16_224,92.490,7.510,98.250,1.750,6.72,224,1.000,bicubic
+res2net50_26w_4s,92.480,7.520,98.070,1.930,25.70,224,0.875,bilinear
+mixnet_m,92.440,7.560,97.870,2.130,5.01,224,0.875,bicubic
+convmixer_1024_20_ks9_p14,92.430,7.570,98.270,1.730,24.38,224,0.960,bicubic
+hardcorenas_d,92.420,7.580,98.070,1.930,7.50,224,0.875,bilinear
 mobilenetv2_120d,92.400,7.600,98.050,1.950,5.83,224,0.875,bicubic
-skresnet34,92.390,7.610,98.150,1.850,22.28,224,0.875,bicubic
+skresnet34,92.380,7.620,98.140,1.860,22.28,224,0.875,bicubic
 tf_mixnet_m,92.330,7.670,97.890,2.110,5.01,224,0.875,bicubic
-hrnet_w18,92.320,7.680,98.240,1.760,21.30,224,0.875,bilinear
-ese_vovnet19b_dw,92.290,7.710,98.090,1.910,6.54,224,0.875,bicubic
-selecsls42b,92.280,7.720,98.150,1.850,32.46,224,0.875,bicubic
-mobilenetv3_large_100_miil,92.260,7.740,97.640,2.360,5.48,224,0.875,bilinear
-tf_efficientnet_b0,92.250,7.750,98.000,2.000,5.29,224,0.875,bicubic
-dla60,92.230,7.770,98.110,1.890,22.04,224,0.875,bilinear
-resmlp_12_224,92.210,7.790,98.160,1.840,15.35,224,0.875,bicubic
-tf_efficientnet_b0_ap,92.200,7.800,98.020,1.980,5.29,224,0.875,bicubic
-regnetx_016,92.170,7.830,98.210,1.790,9.19,224,0.875,bicubic
+hrnet_w18,92.310,7.690,98.250,1.750,21.30,224,0.875,bilinear
+selecsls42b,92.300,7.700,98.140,1.860,32.46,224,0.875,bicubic
+ese_vovnet19b_dw,92.270,7.730,98.100,1.900,6.54,224,0.875,bicubic
+mobilenetv3_large_100_miil,92.270,7.730,97.640,2.360,5.48,224,0.875,bilinear
+tf_efficientnet_b0,92.230,7.770,98.000,2.000,5.29,224,0.875,bicubic
+tf_efficientnet_b0_ap,92.220,7.780,98.020,1.980,5.29,224,0.875,bicubic
+dla60,92.220,7.780,98.110,1.890,22.04,224,0.875,bilinear
+resmlp_12_224,92.190,7.810,98.160,1.840,15.35,224,0.875,bicubic
+regnetx_016,92.160,7.840,98.210,1.790,9.19,224,0.875,bicubic
 gernet_s,92.140,7.860,98.190,1.810,8.17,224,0.875,bilinear
-resnet26d,92.070,7.930,97.960,2.040,16.01,224,0.875,bicubic
-vit_small_patch32_224,92.040,7.960,98.230,1.770,22.88,224,0.900,bicubic
-vit_tiny_r_s16_p8_384,92.040,7.960,98.290,1.710,6.36,384,1.000,bicubic
+xcit_nano_12_p8_224_dist,92.100,7.900,98.160,1.840,3.05,224,1.000,bicubic
+resnet26d,92.050,7.950,97.960,2.040,16.01,224,0.875,bicubic
+vit_small_patch32_224,92.030,7.970,98.230,1.770,22.88,224,0.900,bicubic
+vit_tiny_r_s16_p8_384,92.030,7.970,98.290,1.710,6.36,384,1.000,bicubic
+dpn68,92.020,7.980,98.040,1.960,12.61,224,0.875,bicubic
 hardcorenas_c,92.020,7.980,97.840,2.160,5.52,224,0.875,bilinear
-dpn68,92.010,7.990,98.050,1.950,12.61,224,0.875,bicubic
-tf_efficientnet_es,91.980,8.020,97.860,2.140,5.44,224,0.875,bicubic
-levit_128s,91.970,8.030,98.060,1.940,7.78,224,0.900,bicubic
+tf_efficientnet_es,91.990,8.010,97.870,2.130,5.44,224,0.875,bicubic
+levit_128s,91.950,8.050,98.060,1.940,7.78,224,0.900,bicubic
 repvgg_a2,91.940,8.060,98.150,1.850,28.21,224,0.875,bilinear
-densenet169,91.930,8.070,98.100,1.900,14.15,224,0.875,bicubic
-densenetblur121d,91.910,8.090,98.070,1.930,8.00,224,0.875,bicubic
-tv_resnet50,91.880,8.120,98.040,1.960,25.56,224,0.875,bilinear
-mixer_b16_224,91.870,8.130,97.250,2.750,59.88,224,0.875,bicubic
-mixnet_s,91.830,8.170,97.690,2.310,4.13,224,0.875,bicubic
+densenet169,91.910,8.090,98.100,1.900,14.15,224,0.875,bicubic
+densenetblur121d,91.910,8.090,98.090,1.910,8.00,224,0.875,bicubic
+tv_resnet50,91.890,8.110,98.040,1.960,25.56,224,0.875,bilinear
+resnext26ts,91.860,8.140,97.930,2.070,10.30,256,0.900,bicubic
+mixer_b16_224,91.860,8.140,97.230,2.770,59.88,224,0.875,bicubic
 mobilenetv2_140,91.830,8.170,97.860,2.140,6.11,224,0.875,bicubic
-hardcorenas_b,91.770,8.230,97.780,2.220,5.18,224,0.875,bilinear
+xcit_nano_12_p16_384_dist,91.830,8.170,98.010,1.990,3.05,384,1.000,bicubic
+mixnet_s,91.820,8.180,97.690,2.310,4.13,224,0.875,bicubic
 vit_tiny_patch16_224,91.760,8.240,98.040,1.960,5.72,224,0.900,bicubic
-regnety_008,91.750,8.250,98.180,1.820,6.26,224,0.875,bicubic
-resnest14d,91.720,8.280,97.870,2.130,10.61,224,0.875,bilinear
+hardcorenas_b,91.740,8.260,97.780,2.220,5.18,224,0.875,bilinear
+resnest14d,91.730,8.270,97.870,2.130,10.61,224,0.875,bilinear
+regnety_008,91.710,8.290,98.180,1.820,6.26,224,0.875,bicubic
 densenet121,91.570,8.430,98.030,1.970,7.98,224,0.875,bicubic
-tf_mixnet_s,91.510,8.490,97.620,2.380,4.13,224,0.875,bicubic
-repvgg_b0,91.430,8.570,97.990,2.010,15.82,224,0.875,bilinear
-regnety_006,91.370,8.630,97.710,2.290,6.06,224,0.875,bicubic
-hardcorenas_a,91.350,8.650,97.860,2.140,5.26,224,0.875,bilinear
-mobilenetv3_large_100,91.320,8.680,97.710,2.290,5.48,224,0.875,bicubic
-semnasnet_100,91.280,8.720,97.560,2.440,3.89,224,0.875,bicubic
-tf_mobilenetv3_large_100,91.240,8.760,97.660,2.340,5.48,224,0.875,bilinear
+tf_mixnet_s,91.510,8.490,97.610,2.390,4.13,224,0.875,bicubic
+repvgg_b0,91.450,8.550,97.980,2.020,15.82,224,0.875,bilinear
+regnety_006,91.380,8.620,97.710,2.290,6.06,224,0.875,bicubic
+hardcorenas_a,91.340,8.660,97.860,2.140,5.26,224,0.875,bilinear
+mobilenetv3_large_100,91.340,8.660,97.710,2.290,5.48,224,0.875,bicubic
+semnasnet_100,91.280,8.720,97.570,2.430,3.89,224,0.875,bicubic
+tf_mobilenetv3_large_100,91.230,8.770,97.660,2.340,5.48,224,0.875,bilinear
 mobilenetv3_rw,91.210,8.790,97.660,2.340,5.48,224,0.875,bicubic
+efficientnet_es_pruned,91.190,8.810,97.740,2.260,5.44,224,0.875,bicubic
 hrnet_w18_small_v2,91.190,8.810,97.900,2.100,15.60,224,0.875,bilinear
-efficientnet_es_pruned,91.180,8.820,97.750,2.250,5.44,224,0.875,bicubic
 efficientnet_lite0,91.140,8.860,97.630,2.370,4.65,224,0.875,bicubic
-resnet34,91.130,8.870,97.620,2.380,21.80,224,0.875,bilinear
-resnet26,91.110,8.890,97.740,2.260,16.00,224,0.875,bicubic
+resnet26,91.130,8.870,97.740,2.260,16.00,224,0.875,bicubic
+resnet34,91.120,8.880,97.630,2.370,21.80,224,0.875,bilinear
 regnetx_008,91.050,8.950,97.710,2.290,7.26,224,0.875,bicubic
-tf_efficientnet_lite0,91.040,8.960,97.590,2.410,4.65,224,0.875,bicubic
-gluon_resnet34_v1b,90.960,9.040,97.630,2.370,21.80,224,0.875,bicubic
-mobilenetv2_110d,90.950,9.050,97.550,2.450,4.52,224,0.875,bicubic
-pit_ti_distilled_224,90.900,9.100,97.700,2.300,5.10,224,0.900,bicubic
-legacy_seresnet34,90.890,9.110,97.580,2.420,21.96,224,0.875,bilinear
-tv_densenet121,90.890,9.110,97.710,2.290,7.98,224,0.875,bicubic
-dla34,90.760,9.240,97.660,2.340,15.74,224,0.875,bilinear
-deit_tiny_distilled_patch16_224,90.700,9.300,97.570,2.430,5.91,224,0.900,bicubic
-fbnetc_100,90.700,9.300,97.210,2.790,5.57,224,0.875,bilinear
-swsl_resnet18,90.690,9.310,97.700,2.300,11.69,224,0.875,bilinear
-convit_tiny,90.630,9.370,97.740,2.260,5.71,224,0.875,bicubic
+tf_efficientnet_lite0,91.050,8.950,97.570,2.430,4.65,224,0.875,bicubic
+gluon_resnet34_v1b,90.990,9.010,97.650,2.350,21.80,224,0.875,bicubic
+xcit_nano_12_p8_224,90.990,9.010,97.800,2.200,3.05,224,1.000,bicubic
+mobilenetv2_110d,90.970,9.030,97.560,2.440,4.52,224,0.875,bicubic
+legacy_seresnet34,90.900,9.100,97.580,2.420,21.96,224,0.875,bilinear
+tv_densenet121,90.900,9.100,97.700,2.300,7.98,224,0.875,bicubic
+pit_ti_distilled_224,90.880,9.120,97.720,2.280,5.10,224,0.900,bicubic
+dla34,90.770,9.230,97.650,2.350,15.74,224,0.875,bilinear
+deit_tiny_distilled_patch16_224,90.730,9.270,97.580,2.420,5.91,224,0.900,bicubic
+fbnetc_100,90.720,9.280,97.210,2.790,5.57,224,0.875,bilinear
+swsl_resnet18,90.680,9.320,97.710,2.290,11.69,224,0.875,bilinear
+crossvit_9_240,90.660,9.340,97.740,2.260,8.55,240,0.875,bicubic
+convit_tiny,90.610,9.390,97.730,2.270,5.71,224,0.875,bicubic
+eca_botnext26ts_256,90.550,9.450,97.250,2.750,10.59,256,0.950,bicubic
 mnasnet_100,90.510,9.490,97.470,2.530,4.38,224,0.875,bicubic
-regnety_004,90.500,9.500,97.540,2.460,4.34,224,0.875,bicubic
-regnetx_006,90.350,9.650,97.430,2.570,6.20,224,0.875,bicubic
+regnety_004,90.480,9.520,97.560,2.440,4.34,224,0.875,bicubic
 spnasnet_100,90.350,9.650,97.190,2.810,4.42,224,0.875,bilinear
-ssl_resnet18,90.220,9.780,97.550,2.450,11.69,224,0.875,bilinear
+regnetx_006,90.320,9.680,97.430,2.570,6.20,224,0.875,bicubic
+crossvit_tiny_240,90.250,9.750,97.610,2.390,7.01,240,0.875,bicubic
+ssl_resnet18,90.230,9.770,97.560,2.440,11.69,224,0.875,bilinear
+vgg19_bn,90.100,9.900,97.580,2.420,143.68,224,0.875,bilinear
 vgg16_bn,90.090,9.910,97.370,2.630,138.37,224,0.875,bilinear
-vgg19_bn,90.080,9.920,97.580,2.420,143.68,224,0.875,bilinear
-ghostnet_100,90.020,9.980,97.370,2.630,5.18,224,0.875,bilinear
-pit_ti_224,89.940,10.060,97.450,2.550,4.85,224,0.900,bicubic
-tv_resnet34,89.940,10.060,97.340,2.660,21.80,224,0.875,bilinear
-tf_mobilenetv3_large_075,89.680,10.320,97.210,2.790,3.99,224,0.875,bilinear
-deit_tiny_patch16_224,89.670,10.330,97.450,2.550,5.72,224,0.900,bicubic
-skresnet18,89.660,10.340,97.230,2.770,11.96,224,0.875,bicubic
-mobilenetv2_100,89.600,10.400,97.140,2.860,3.50,224,0.875,bicubic
-resnet18d,89.280,10.720,97.150,2.850,11.71,224,0.875,bicubic
-vit_tiny_r_s16_p8_224,89.170,10.830,97.230,2.770,6.34,224,0.900,bicubic
-hrnet_w18_small,89.050,10.950,97.110,2.890,13.19,224,0.875,bilinear
-vgg19,89.040,10.960,96.870,3.130,143.67,224,0.875,bilinear
-tf_mobilenetv3_large_minimal_100,88.970,11.030,96.860,3.140,3.92,224,0.875,bilinear
-regnetx_004,88.900,11.100,97.120,2.880,5.16,224,0.875,bicubic
-legacy_seresnet18,88.880,11.120,96.980,3.020,11.78,224,0.875,bicubic
-vgg13_bn,88.760,11.240,96.970,3.030,133.05,224,0.875,bilinear
+ghostnet_100,90.030,9.970,97.370,2.630,5.18,224,0.875,bilinear
+pit_ti_224,89.930,10.070,97.440,2.560,4.85,224,0.900,bicubic
+tv_resnet34,89.920,10.080,97.340,2.660,21.80,224,0.875,bilinear
+vit_base_patch32_sam_224,89.750,10.250,97.000,3.000,88.22,224,0.900,bicubic
+tf_mobilenetv3_large_075,89.710,10.290,97.220,2.780,3.99,224,0.875,bilinear
+xcit_nano_12_p16_224_dist,89.680,10.320,97.090,2.910,3.05,224,1.000,bicubic
+deit_tiny_patch16_224,89.670,10.330,97.440,2.560,5.72,224,0.900,bicubic
+skresnet18,89.660,10.340,97.220,2.780,11.96,224,0.875,bicubic
+mobilenetv2_100,89.610,10.390,97.150,2.850,3.50,224,0.875,bicubic
+resnet18d,89.290,10.710,97.140,2.860,11.71,224,0.875,bicubic
+vit_tiny_r_s16_p8_224,89.190,10.810,97.230,2.770,6.34,224,0.900,bicubic
+hrnet_w18_small,89.060,10.940,97.100,2.900,13.19,224,0.875,bilinear
+vgg19,89.060,10.940,96.870,3.130,143.67,224,0.875,bilinear
+tf_mobilenetv3_large_minimal_100,88.950,11.050,96.870,3.130,3.92,224,0.875,bilinear
+legacy_seresnet18,88.880,11.120,96.970,3.030,11.78,224,0.875,bicubic
+regnetx_004,88.880,11.120,97.120,2.880,5.16,224,0.875,bicubic
+vgg13_bn,88.780,11.220,96.970,3.030,133.05,224,0.875,bilinear
+xcit_nano_12_p16_224,88.590,11.410,96.790,3.210,3.05,224,1.000,bicubic
 vgg16,88.550,11.450,96.790,3.210,138.36,224,0.875,bilinear
-gluon_resnet18_v1b,88.400,11.600,96.680,3.320,11.69,224,0.875,bicubic
-vgg11_bn,87.500,12.500,96.820,3.180,132.87,224,0.875,bilinear
-resnet18,87.390,12.610,96.290,3.710,11.69,224,0.875,bilinear
-regnety_002,87.380,12.620,96.590,3.410,3.16,224,0.875,bicubic
-mixer_l16_224,87.150,12.850,93.520,6.480,208.20,224,0.875,bicubic
-vgg13,87.050,12.950,96.320,3.680,133.05,224,0.875,bilinear
-vgg11,86.550,13.450,96.280,3.720,132.86,224,0.875,bilinear
-dla60x_c,86.290,13.710,96.160,3.840,1.32,224,0.875,bilinear
-regnetx_002,86.190,13.810,95.980,4.020,2.68,224,0.875,bicubic
-tf_mobilenetv3_small_100,85.190,14.810,95.770,4.230,2.54,224,0.875,bilinear
-dla46x_c,84.250,15.750,95.270,4.730,1.07,224,0.875,bilinear
-dla46_c,83.650,16.350,94.920,5.080,1.30,224,0.875,bilinear
-tf_mobilenetv3_small_075,83.520,16.480,94.790,5.210,2.04,224,0.875,bilinear
-tf_mobilenetv3_small_minimal_100,81.380,18.620,93.670,6.330,2.04,224,0.875,bilinear
+gluon_resnet18_v1b,88.380,11.620,96.700,3.300,11.69,224,0.875,bicubic
+vgg11_bn,87.520,12.480,96.810,3.190,132.87,224,0.875,bilinear
+botnet26t_256,87.460,12.540,96.190,3.810,12.49,256,0.950,bicubic
+resnet18,87.370,12.630,96.260,3.740,11.69,224,0.875,bilinear
+regnety_002,87.360,12.640,96.570,3.430,3.16,224,0.875,bicubic
+mixer_l16_224,87.160,12.840,93.530,6.470,208.20,224,0.875,bicubic
+vgg13,87.030,12.970,96.310,3.690,133.05,224,0.875,bilinear
+vgg11,86.580,13.420,96.290,3.710,132.86,224,0.875,bilinear
+dla60x_c,86.280,13.720,96.160,3.840,1.32,224,0.875,bilinear
+regnetx_002,86.200,13.800,95.970,4.030,2.68,224,0.875,bicubic
+tf_mobilenetv3_small_100,85.210,14.790,95.780,4.220,2.54,224,0.875,bilinear
+dla46x_c,84.250,15.750,95.280,4.720,1.07,224,0.875,bilinear
+dla46_c,83.640,16.360,94.910,5.090,1.30,224,0.875,bilinear
+tf_mobilenetv3_small_075,83.480,16.520,94.800,5.200,2.04,224,0.875,bilinear
+tf_mobilenetv3_small_minimal_100,81.390,18.610,93.670,6.330,2.04,224,0.875,bilinear

results/results-imagenet-a.csv

@@ -1,421 +1,519 @@
 model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation,top1_diff,top5_diff,rank_diff
-tf_efficientnet_l2_ns,84.760,15.240,96.147,3.853,480.31,800,0.960,bicubic,-13.790,-3.673,0
-tf_efficientnet_l2_ns_475,83.373,16.627,95.453,4.547,480.31,475,0.936,bicubic,-15.127,-4.377,0
-vit_large_patch16_384,71.227,28.773,89.840,10.160,304.72,384,1.000,bicubic,-26.993,-9.960,0
-swin_large_patch4_window12_384,69.627,30.373,89.560,10.440,196.74,384,1.000,bicubic,-28.413,-10.130,0
-tf_efficientnet_b7_ns,67.040,32.960,88.667,11.333,66.35,600,0.949,bicubic,-30.870,-11.053,0
-tf_efficientnetv2_l_in21ft1k,66.333,33.667,87.853,12.147,118.52,480,1.000,bicubic,-31.367,-11.817,+3
-swin_base_patch4_window12_384,64.480,35.520,87.493,12.507,87.90,384,1.000,bicubic,-33.410,-12.217,-1
-vit_base_patch16_384,63.693,36.307,86.707,13.293,86.86,384,1.000,bicubic,-34.147,-12.963,0
-cait_m48_448,62.373,37.627,86.453,13.547,356.46,448,1.000,bicubic,-35.107,-13.097,+10
-tf_efficientnet_b6_ns,62.267,37.733,85.173,14.827,43.04,528,0.942,bicubic,-35.363,-14.407,+2
-vit_large_r50_s32_384,61.507,38.493,83.960,16.040,329.09,384,1.000,bicubic,-36.353,-15.710,-4
-tf_efficientnetv2_m_in21ft1k,61.387,38.613,85.413,14.587,54.14,480,1.000,bicubic,-36.093,-14.117,+8
-ig_resnext101_32x48d,61.013,38.987,83.347,16.653,828.41,224,0.875,bilinear,-36.607,-16.353,0
-swin_large_patch4_window7_224,60.893,39.107,85.840,14.160,196.53,224,0.900,bicubic,-36.757,-13.740,-4
-resnetv2_152x4_bitm,60.787,39.213,83.573,16.427,936.53,480,1.000,bilinear,-36.703,-16.037,+3
-tf_efficientnet_b5_ns,60.320,39.680,84.493,15.507,30.39,456,0.934,bicubic,-37.180,-15.137,+1
-dm_nfnet_f6,59.160,40.840,82.333,17.667,438.36,576,0.956,bicubic,-38.440,-17.217,-3
-dm_nfnet_f5,58.573,41.427,82.773,17.227,377.21,544,0.954,bicubic,-38.967,-16.797,-2
-dm_nfnet_f4,58.120,41.880,81.987,18.013,316.07,512,0.951,bicubic,-39.460,-17.523,-4
-ig_resnext101_32x32d,58.093,41.907,80.653,19.347,468.53,224,0.875,bilinear,-39.267,-19.027,+2
-cait_m36_384,57.840,42.160,84.813,15.187,271.22,384,1.000,bicubic,-39.560,-14.697,0
-dm_nfnet_f3,55.827,44.173,80.947,19.053,254.92,416,0.940,bicubic,-41.523,-18.613,+1
-vit_large_patch16_224,55.627,44.373,80.093,19.907,304.33,224,0.900,bicubic,-42.013,-19.497,-12
-vit_base_r50_s16_384,54.627,45.373,81.213,18.787,98.95,384,1.000,bicubic,-42.553,-18.347,+6
-cait_s36_384,54.413,45.587,81.360,18.640,68.37,384,1.000,bicubic,-42.917,-18.170,-1
-resnetv2_101x3_bitm,54.027,45.973,81.027,18.973,387.93,448,1.000,bilinear,-42.963,-18.463,+14
-resnetv2_152x2_bitm,54.013,45.987,82.000,18.000,236.34,448,1.000,bilinear,-42.997,-17.590,+11
-tf_efficientnetv2_l,53.187,46.813,79.133,20.867,118.52,480,1.000,bicubic,-44.093,-20.417,-3
-ig_resnext101_32x16d,53.067,46.933,76.907,23.093,194.03,224,0.875,bilinear,-43.753,-22.683,+19
-swin_base_patch4_window7_224,51.453,48.547,79.973,20.027,87.77,224,0.900,bicubic,-45.797,-19.557,-4
-tf_efficientnet_b4_ns,51.213,48.787,79.187,20.813,19.34,380,0.922,bicubic,-45.737,-20.393,+12
-resnetv2_152x2_bit_teacher_384,51.187,48.813,78.493,21.507,236.34,384,1.000,bicubic,-45.643,-20.957,+15
-swsl_resnext101_32x8d,51.187,48.813,78.240,21.760,88.79,224,0.875,bilinear,-46.013,-21.300,-5
-cait_s24_384,49.733,50.267,78.733,21.267,47.06,384,1.000,bicubic,-47.337,-20.697,+2
-deit_base_distilled_patch16_384,49.333,50.667,79.253,20.747,87.63,384,1.000,bicubic,-47.627,-20.227,+7
-tf_efficientnet_b8,48.947,51.053,77.240,22.760,87.41,672,0.954,bicubic,-48.253,-22.330,-9
-dm_nfnet_f2,48.920,51.080,77.160,22.840,193.78,352,0.920,bicubic,-48.100,-22.280,0
-tf_efficientnetv2_s_in21ft1k,48.507,51.493,77.880,22.120,21.46,384,1.000,bicubic,-48.223,-21.540,+14
-resnest269e,48.187,51.813,74.333,25.667,110.93,416,0.928,bicubic,-48.333,-25.017,+30
-resnetv2_50x3_bitm,47.293,52.707,77.333,22.667,217.32,448,1.000,bilinear,-49.417,-22.217,+14
-tf_efficientnet_b8_ap,46.893,53.107,76.507,23.493,87.41,672,0.954,bicubic,-50.217,-23.153,-9
-efficientnetv2_rw_m,46.280,53.720,75.707,24.293,53.24,416,1.000,bicubic,-50.700,-23.833,-1
-swsl_resnext101_32x16d,46.200,53.800,72.200,27.800,194.03,224,0.875,bilinear,-50.400,-27.320,+21
-vit_small_patch16_384,45.933,54.067,76.720,23.280,22.20,384,1.000,bicubic,-50.767,-22.760,+12
-ecaresnet269d,45.893,54.107,75.133,24.867,102.09,352,1.000,bicubic,-51.187,-24.337,-11
-vit_small_r26_s32_384,45.720,54.280,76.067,23.933,36.47,384,1.000,bicubic,-50.960,-23.503,+14
-tf_efficientnetv2_m,45.533,54.467,74.533,25.467,54.14,480,1.000,bicubic,-51.607,-24.877,-16
-tf_efficientnet_b7_ap,45.373,54.627,74.213,25.787,66.35,600,0.949,bicubic,-51.827,-25.287,-19
-dm_nfnet_f1,45.333,54.667,74.107,25.893,132.63,320,0.910,bicubic,-51.587,-25.303,-5
-ig_resnext101_32x8d,45.320,54.680,70.867,29.133,88.79,224,0.875,bilinear,-51.000,-28.563,+30
-eca_nfnet_l2,44.960,55.040,75.893,24.107,56.72,384,1.000,bicubic,-52.130,-23.617,-18
-resnest200e,44.147,55.853,73.467,26.533,70.20,320,0.909,bicubic,-52.463,-25.883,+11
-cait_xs24_384,43.947,56.053,75.187,24.813,26.67,384,1.000,bicubic,-52.603,-24.233,+13
-tresnet_xl_448,43.480,56.520,72.453,27.547,78.44,448,0.875,bilinear,-52.490,-26.677,+41
-vit_base_patch16_224,43.240,56.760,72.920,27.080,86.57,224,0.900,bicubic,-53.640,-26.610,-9
-resnetrs420,43.147,56.853,70.453,29.547,191.89,416,1.000,bicubic,-53.763,-29.007,-11
-tf_efficientnet_b7,42.960,57.040,73.133,26.867,66.35,600,0.949,bicubic,-54.050,-26.387,-18
-vit_large_r50_s32_224,41.640,58.360,70.227,29.773,328.99,224,0.900,bicubic,-55.150,-29.123,-9
-swsl_resnext101_32x4d,41.560,58.440,71.760,28.240,44.18,224,0.875,bilinear,-54.860,-27.710,+14
-tf_efficientnet_b6_ap,40.800,59.200,71.627,28.373,43.04,528,0.942,bicubic,-56.280,-27.993,-25
-resmlp_big_24_224_in22ft1k,40.373,59.627,74.760,25.240,129.14,224,0.875,bicubic,-56.247,-24.750,+1
-tresnet_l_448,40.200,59.800,69.893,30.107,55.99,448,0.875,bilinear,-55.660,-29.227,+40
-deit_base_patch16_384,40.173,59.827,70.760,29.240,86.86,384,1.000,bicubic,-55.977,-28.380,+22
-resnetrs350,39.960,60.040,68.907,31.093,163.96,384,1.000,bicubic,-56.800,-30.463,-13
-vit_large_patch32_384,38.933,61.067,68.920,31.080,306.63,384,1.000,bicubic,-56.897,-30.230,+39
-resnetv2_101x1_bitm,38.920,61.080,71.040,28.960,44.54,448,1.000,bilinear,-57.180,-28.240,+26
-resnet200d,38.147,61.853,68.613,31.387,64.69,320,1.000,bicubic,-58.573,-30.717,-14
-seresnet152d,37.640,62.360,69.480,30.520,66.84,320,1.000,bicubic,-59.130,-29.970,-18
-eca_nfnet_l1,37.533,62.467,70.947,29.053,41.41,320,1.000,bicubic,-59.167,-28.343,-14
-twins_svt_large,37.200,62.800,69.227,30.773,99.27,224,0.900,bicubic,-59.070,-29.943,+12
-vit_base_patch32_384,37.080,62.920,69.760,30.240,88.30,384,1.000,bicubic,-59.410,-29.650,-1
-efficientnetv2_rw_s,36.787,63.213,68.320,31.680,23.94,384,1.000,bicubic,-59.753,-31.040,-5
-regnety_160,36.747,63.253,69.107,30.893,83.59,288,1.000,bicubic,-59.603,-30.223,+4
-cait_xxs36_384,36.227,63.773,67.800,32.200,17.37,384,1.000,bicubic,-59.623,-31.290,+29
-pit_b_distilled_224,35.627,64.373,69.120,30.880,74.79,224,0.900,bicubic,-61.053,-30.230,-17
-tf_efficientnet_b3_ns,35.520,64.480,67.773,32.227,12.23,300,0.904,bicubic,-60.870,-31.577,-2
-tf_efficientnet_b6,35.213,64.787,67.720,32.280,43.04,528,0.942,bicubic,-61.457,-31.650,-16
-resnetrs270,35.013,64.987,65.480,34.520,129.86,352,1.000,bicubic,-61.677,-33.870,-21
-tf_efficientnet_b5_ap,34.787,65.213,67.493,32.507,30.39,456,0.934,bicubic,-61.893,-31.967,-20
-vit_base_patch16_224_miil,34.507,65.493,65.000,35.000,86.54,224,0.875,bilinear,-61.953,-34.300,-9
-resnet152d,34.320,65.680,65.907,34.093,60.21,320,1.000,bicubic,-62.040,-33.483,-5
-tresnet_m_448,34.107,65.893,64.493,35.507,31.39,448,0.875,bilinear,-60.883,-34.487,+69
-resmlp_big_24_distilled_224,34.067,65.933,69.600,30.400,129.14,224,0.875,bicubic,-62.383,-29.710,-11
-twins_pcpvt_large,33.387,66.613,67.933,32.067,60.99,224,0.900,bicubic,-62.763,-31.247,+4
-pit_b_224,33.173,66.827,62.320,37.680,73.76,224,0.900,bicubic,-62.467,-36.340,+27
-twins_svt_base,33.173,66.827,65.773,34.227,56.07,224,0.900,bicubic,-62.987,-33.287,-2
-resnetv2_152x2_bit_teacher,33.053,66.947,64.267,35.733,236.34,224,0.875,bicubic,-63.047,-35.013,+4
-swsl_resnext50_32x4d,33.013,66.987,65.067,34.933,25.03,224,0.875,bilinear,-62.857,-34.183,+11
-ssl_resnext101_32x16d,32.600,67.400,64.000,36.000,194.03,224,0.875,bilinear,-63.200,-35.180,+16
-swin_small_patch4_window7_224,32.600,67.400,65.440,34.560,49.61,224,0.900,bicubic,-63.310,-33.580,+7
-tf_efficientnet_b5,31.840,68.160,65.293,34.707,30.39,456,0.934,bicubic,-64.510,-34.017,-13
-resnest101e,31.413,68.587,64.360,35.640,48.28,256,0.875,bilinear,-64.447,-34.850,+8
-cait_s24_224,31.200,68.800,64.560,35.440,46.92,224,1.000,bicubic,-65.180,-34.590,-18
-efficientnet_b4,30.867,69.133,64.600,35.400,19.34,384,1.000,bicubic,-65.283,-34.600,-7
-resnetrs200,30.773,69.227,63.320,36.680,93.21,320,1.000,bicubic,-65.757,-36.030,-27
-dm_nfnet_f0,30.547,69.453,62.867,37.133,71.49,256,0.900,bicubic,-65.603,-36.383,-10
-cait_xxs24_384,30.027,69.973,63.933,36.067,12.03,384,1.000,bicubic,-65.233,-35.027,+33
-twins_pcpvt_base,29.960,70.040,64.587,35.413,43.83,224,0.900,bicubic,-65.830,-34.543,+8
-swsl_resnet50,29.867,70.133,63.853,36.147,25.56,224,0.875,bilinear,-65.543,-35.437,+26
-deit_base_distilled_patch16_224,29.600,70.400,64.453,35.547,87.34,224,0.900,bicubic,-66.490,-34.737,-7
-convit_base,29.520,70.480,61.787,38.213,86.54,224,0.875,bicubic,-66.030,-37.083,+13
-ssl_resnext101_32x8d,29.040,70.960,60.973,39.027,88.79,224,0.875,bilinear,-66.430,-38.137,+18
-tf_efficientnetv2_s,29.040,70.960,61.213,38.787,21.46,384,1.000,bicubic,-67.300,-37.987,-24
-resnet101d,28.987,71.013,62.053,37.947,44.57,320,1.000,bicubic,-67.303,-37.177,-23
-resnetrs152,28.920,71.080,60.520,39.480,86.62,320,1.000,bicubic,-67.660,-38.720,-40
-coat_lite_small,27.547,72.453,58.547,41.453,19.84,224,0.900,bicubic,-67.993,-40.313,+9
-deit_base_patch16_224,27.440,72.560,58.893,41.107,86.57,224,0.900,bicubic,-68.000,-39.947,+14
-resnetv2_50x1_bitm,27.293,72.707,62.853,37.147,25.55,448,1.000,bilinear,-67.717,-36.207,+40
-vit_small_patch16_224,27.053,72.947,59.213,40.787,22.05,224,0.900,bicubic,-68.317,-39.937,+17
-tf_efficientnet_b4,26.293,73.707,60.107,39.893,19.34,380,0.922,bicubic,-69.607,-39.063,-12
-tf_efficientnet_b4_ap,26.240,73.760,60.227,39.773,19.34,380,0.922,bicubic,-69.920,-39.053,-28
-nfnet_l0,26.213,73.787,61.720,38.280,35.07,288,1.000,bicubic,-69.907,-37.520,-22
-regnety_032,26.213,73.787,60.987,39.013,19.44,288,1.000,bicubic,-69.757,-38.203,-19
-ecaresnet50t,26.133,73.867,60.027,39.973,25.57,320,0.950,bicubic,-69.377,-39.093,+4
-ecaresnet101d,26.027,73.973,58.987,41.013,44.57,224,0.875,bicubic,-69.503,-40.143,+1
-visformer_small,25.840,74.160,58.907,41.093,40.22,224,0.900,bicubic,-69.650,-39.993,+3
-coat_mini,25.520,74.480,57.693,42.307,10.34,224,0.900,bicubic,-69.450,-41.087,+35
-resnetv2_50x1_bit_distilled,25.107,74.893,59.613,40.387,25.55,224,0.875,bicubic,-71.023,-39.667,-29
-convit_small,25.093,74.907,57.280,42.720,27.78,224,0.875,bicubic,-70.107,-41.620,+14
-eca_nfnet_l0,24.827,75.173,60.093,39.907,24.14,288,1.000,bicubic,-71.123,-39.117,-24
-tnt_s_patch16_224,24.733,75.267,58.187,41.813,23.76,224,0.900,bicubic,-70.307,-40.693,+24
-ssl_resnext101_32x4d,24.173,75.827,57.413,42.587,44.18,224,0.875,bilinear,-71.267,-41.717,0
-twins_svt_small,24.133,75.867,57.147,42.853,24.06,224,0.900,bicubic,-71.067,-41.733,+11
-vit_small_r26_s32_224,24.080,75.920,56.213,43.787,36.43,224,0.900,bicubic,-71.550,-42.977,-11
-tf_efficientnet_b2_ns,24.013,75.987,57.293,42.707,9.11,260,0.890,bicubic,-71.757,-41.827,-18
-vit_small_patch32_384,23.773,76.227,57.307,42.693,22.92,384,1.000,bicubic,-71.277,-41.683,+17
-nasnetalarge,23.493,76.507,55.027,44.973,88.75,331,0.911,bicubic,-72.187,-43.903,-16
-levit_384,23.440,76.560,56.387,43.613,39.13,224,0.900,bicubic,-72.090,-42.663,-11
-pnasnet5large,23.333,76.667,53.640,46.360,86.06,331,0.911,bicubic,-72.377,-45.280,-19
-efficientnet_b3,23.213,76.787,55.960,44.040,12.23,320,1.000,bicubic,-72.497,-43.080,-21
-resmlp_big_24_224,22.853,77.147,54.307,45.693,129.14,224,0.875,bicubic,-71.807,-44.173,+38
-twins_pcpvt_small,22.720,77.280,56.853,43.147,24.11,224,0.900,bicubic,-72.490,-42.027,0
-vit_base_patch32_224,22.400,77.600,53.933,46.067,88.22,224,0.900,bicubic,-72.600,-45.097,+17
-pit_s_distilled_224,22.360,77.640,57.120,42.880,24.04,224,0.900,bicubic,-72.880,-41.930,-3
-tresnet_m,21.680,78.320,53.840,46.160,31.39,224,0.875,bilinear,-74.040,-45.190,-27
-swin_tiny_patch4_window7_224,21.173,78.827,55.973,44.027,28.29,224,0.900,bicubic,-73.967,-42.877,+1
-pit_s_224,21.080,78.920,53.573,46.427,23.46,224,0.900,bicubic,-73.510,-45.137,+37
-resnet51q,20.960,79.040,55.720,44.280,35.70,288,1.000,bilinear,-74.900,-43.400,-37
-resnetrs101,20.893,79.107,52.813,47.187,63.62,288,0.940,bicubic,-74.537,-46.217,-15
-deit_small_distilled_patch16_224,20.707,79.293,55.133,44.867,22.44,224,0.900,bicubic,-74.003,-43.897,+26
-resnest50d_4s2x40d,20.387,79.613,52.800,47.200,30.42,224,0.875,bicubic,-74.573,-46.270,+12
-ssl_resnext50_32x4d,20.000,80.000,53.613,46.387,25.03,224,0.875,bilinear,-74.870,-45.267,+18
-tresnet_xl,19.640,80.360,53.133,46.867,78.44,224,0.875,bilinear,-75.800,-45.917,-20
-gluon_senet154,19.307,80.693,47.533,52.467,115.09,224,0.875,bicubic,-75.613,-51.227,+12
-rexnet_200,19.227,80.773,52.720,47.280,16.37,224,0.875,bicubic,-75.713,-46.290,+9
-levit_256,19.200,80.800,50.067,49.933,18.89,224,0.900,bicubic,-75.810,-48.823,+1
-repvgg_b3,19.107,80.893,50.253,49.747,123.09,224,0.875,bilinear,-75.463,-48.527,+28
-legacy_senet154,19.053,80.947,47.947,52.053,115.09,224,0.875,bilinear,-76.017,-50.883,-6
-mixer_b16_224_miil,19.053,80.947,51.227,48.773,59.88,224,0.875,bilinear,-76.247,-47.653,-21
-deit_small_patch16_224,18.907,81.093,51.413,48.587,22.05,224,0.900,bicubic,-75.493,-47.277,+41
-gluon_seresnext101_64x4d,18.907,81.093,49.187,50.813,88.23,224,0.875,bicubic,-76.023,-49.643,+4
-tf_efficientnet_b1_ns,18.693,81.307,51.667,48.333,7.79,240,0.882,bicubic,-76.477,-47.443,-17
-seresnext50_32x4d,18.360,81.640,50.973,49.027,27.56,224,0.875,bicubic,-76.680,-47.957,-9
-cait_xxs36_224,18.253,81.747,49.427,50.573,17.30,224,1.000,bicubic,-76.007,-49.293,+47
-ecaresnet50d,18.227,81.773,51.880,48.120,25.58,224,0.875,bicubic,-76.403,-47.010,+15
-tf_efficientnet_lite4,18.133,81.867,50.707,49.293,13.01,380,0.920,bilinear,-76.757,-48.143,+2
-vit_tiny_patch16_384,18.027,81.973,50.307,49.693,5.79,384,1.000,bicubic,-75.623,-48.293,+97
-resnest50d_1s4x24d,17.693,82.307,49.800,50.200,25.68,224,0.875,bicubic,-77.057,-49.180,+5
-resnest50d,17.373,82.627,50.707,49.293,27.48,224,0.875,bilinear,-77.457,-48.173,+1
-gluon_seresnext101_32x4d,17.373,82.627,46.373,53.627,48.96,224,0.875,bicubic,-77.547,-52.437,-2
-efficientnet_el,17.347,82.653,49.987,50.013,10.59,300,0.904,bicubic,-77.773,-49.003,-23
-inception_v4,17.267,82.733,45.920,54.080,42.68,299,0.875,bicubic,-77.113,-52.660,+31
-tf_efficientnet_b3_ap,17.187,82.813,49.680,50.320,12.23,300,0.904,bicubic,-78.133,-49.220,-36
-tf_efficientnet_b3,17.000,83.000,49.267,50.733,12.23,300,0.904,bicubic,-78.010,-49.643,-15
-xception71,17.000,83.000,45.520,54.480,42.34,299,0.903,bicubic,-77.280,-53.120,+35
-resmlp_36_distilled_224,16.880,83.120,51.467,48.533,44.69,224,0.875,bicubic,-78.010,-47.553,-7
-gluon_resnext101_64x4d,16.853,83.147,44.213,55.787,83.46,224,0.875,bicubic,-77.817,-54.437,0
-tf_efficientnetv2_b3,16.667,83.333,48.680,51.320,14.36,300,0.904,bicubic,-78.493,-50.140,-32
-tresnet_l,16.600,83.400,49.920,50.080,55.99,224,0.875,bilinear,-78.690,-49.090,-40
-gluon_resnet152_v1d,16.573,83.427,44.280,55.720,60.21,224,0.875,bicubic,-78.167,-54.460,-6
-gluon_resnet152_v1s,16.573,83.427,44.533,55.467,60.32,224,0.875,bicubic,-78.467,-54.297,-25
-inception_resnet_v2,16.573,83.427,44.960,55.040,55.84,299,0.897,bicubic,-77.967,-53.830,+6
-resmlp_24_distilled_224,16.467,83.533,50.387,49.613,30.02,224,0.875,bicubic,-77.993,-48.353,+13
-gluon_xception65,16.440,83.560,46.027,53.973,39.92,299,0.903,bicubic,-77.820,-52.543,+28
-gernet_l,16.373,83.627,47.213,52.787,31.08,256,0.875,bilinear,-78.717,-51.687,-36
-wide_resnet50_2,16.280,83.720,48.347,51.653,68.88,224,0.875,bicubic,-78.800,-50.623,-35
-ens_adv_inception_resnet_v2,16.240,83.760,43.640,56.360,55.84,299,0.897,bicubic,-77.920,-54.960,+38
-repvgg_b3g4,16.213,83.787,47.653,52.347,83.83,224,0.875,bilinear,-78.307,-51.317,+3
-xception65,16.027,83.973,43.773,56.227,39.92,299,0.903,bicubic,-77.733,-54.597,+66
-ssl_resnet50,15.960,84.040,49.467,50.533,25.56,224,0.875,bilinear,-78.490,-49.453,+8
-regnety_320,15.627,84.373,44.827,55.173,145.05,224,0.875,bicubic,-78.913,-54.023,-2
-ecaresnet101d_pruned,15.600,84.400,48.027,51.973,24.88,224,0.875,bicubic,-79.480,-50.953,-42
-ecaresnet26t,15.467,84.533,47.920,52.080,16.01,320,0.950,bicubic,-78.843,-50.720,+16
-coat_tiny,15.413,84.587,45.600,54.400,5.50,224,0.900,bicubic,-78.177,-52.830,+74
-skresnext50_32x4d,15.373,84.627,44.493,55.507,27.48,224,0.875,bicubic,-78.887,-53.967,+19
-ecaresnetlight,15.160,84.840,45.827,54.173,30.16,224,0.875,bicubic,-79.610,-52.973,-25
-cait_xxs24_224,15.160,84.840,44.960,55.040,11.96,224,1.000,bicubic,-78.440,-53.480,+71
-levit_192,14.893,85.107,44.920,55.080,10.95,224,0.900,bicubic,-79.277,-53.620,+25
-rexnet_150,14.720,85.280,46.907,53.093,9.73,224,0.875,bicubic,-79.760,-51.903,-5
-coat_lite_mini,14.507,85.493,44.507,55.493,11.01,224,0.900,bicubic,-79.553,-54.053,+35
-efficientnet_el_pruned,14.480,85.520,46.120,53.880,10.59,300,0.904,bicubic,-79.920,-52.620,+1
-efficientnet_b2,14.440,85.560,46.080,53.920,9.11,288,1.000,bicubic,-80.170,-52.630,-19
-legacy_seresnext101_32x4d,14.147,85.853,42.973,57.027,48.96,224,0.875,bilinear,-80.223,-55.677,+1
-seresnet50,14.147,85.853,45.467,54.533,28.09,224,0.875,bicubic,-80.403,-53.283,-17
-gernet_m,14.013,85.987,46.067,53.933,21.14,224,0.875,bilinear,-80.607,-52.793,-23
-gluon_resnext101_32x4d,13.867,86.133,41.653,58.347,44.18,224,0.875,bicubic,-80.663,-56.977,-16
-gluon_seresnext50_32x4d,13.600,86.400,43.760,56.240,27.56,224,0.875,bicubic,-80.740,-54.850,-1
-resmlp_36_224,13.507,86.493,46.693,53.307,44.69,224,0.875,bicubic,-80.683,-51.647,+12
-repvgg_b2g4,13.440,86.560,43.787,56.213,61.76,224,0.875,bilinear,-80.420,-54.863,+38
-ese_vovnet39b,13.320,86.680,43.813,56.187,24.57,224,0.875,bicubic,-80.770,-54.847,+23
-regnetx_320,13.307,86.693,40.720,59.280,107.81,224,0.875,bicubic,-81.153,-58.050,-14
-pit_xs_distilled_224,13.240,86.760,44.573,55.427,11.00,224,0.900,bicubic,-80.570,-54.097,+40
-efficientnet_b3_pruned,13.173,86.827,45.213,54.787,9.86,300,0.904,bicubic,-81.457,-53.547,-32
-gluon_resnet101_v1d,13.160,86.840,41.493,58.507,44.57,224,0.875,bicubic,-81.060,-57.057,+4
-mixnet_xl,13.120,86.880,43.253,56.747,11.90,224,0.875,bicubic,-81.070,-55.407,+6
-nf_regnet_b1,12.947,87.053,44.400,55.600,10.22,288,0.900,bicubic,-81.173,-54.230,+14
-pit_xs_224,12.813,87.187,42.840,57.160,10.62,224,0.900,bicubic,-80.297,-55.550,+84
-gluon_inception_v3,12.640,87.360,40.493,59.507,23.83,299,0.875,bicubic,-80.820,-58.077,+59
-coat_lite_tiny,12.520,87.480,41.160,58.840,5.72,224,0.900,bicubic,-80.720,-57.100,+74
-resmlp_24_224,12.493,87.507,43.427,56.573,30.02,224,0.875,bicubic,-81.527,-54.903,+16
-regnety_120,12.427,87.573,42.200,57.800,51.82,224,0.875,bicubic,-82.053,-56.480,-28
-efficientnet_em,12.360,87.640,43.880,56.120,6.90,240,0.882,bicubic,-81.480,-54.930,+27
-hrnet_w64,12.027,87.973,40.787,59.213,128.06,224,0.875,bilinear,-81.983,-57.823,+15
-cspdarknet53,12.013,87.987,43.253,56.747,27.64,256,0.887,bilinear,-82.647,-55.547,-46
-gluon_resnet101_v1s,11.880,88.120,40.973,59.027,44.67,224,0.875,bicubic,-82.840,-57.847,-50
-gmixer_24_224,11.853,88.147,37.773,62.227,24.72,224,0.875,bicubic,-80.977,-60.407,+89
-nf_resnet50,11.760,88.240,45.933,54.067,25.56,288,0.940,bicubic,-82.800,-52.857,-41
-resnet50d,11.693,88.307,42.453,57.547,25.58,224,0.875,bicubic,-82.567,-56.267,-15
-dpn92,11.627,88.373,40.267,59.733,37.67,224,0.875,bicubic,-82.603,-58.463,-13
-xception41,11.600,88.400,39.133,60.867,26.97,299,0.903,bicubic,-81.830,-59.297,+50
-dla102x2,11.573,88.427,41.293,58.707,41.28,224,0.875,bilinear,-82.377,-57.197,+9
-vit_small_patch32_224,11.480,88.520,39.573,60.427,22.88,224,0.900,bicubic,-80.560,-58.657,+119
-levit_128,11.427,88.573,40.267,59.733,9.21,224,0.900,bicubic,-81.913,-58.113,+51
-regnety_080,11.413,88.587,40.613,59.387,39.18,224,0.875,bicubic,-82.757,-58.067,-10
-efficientnet_b2_pruned,11.360,88.640,42.027,57.973,8.31,260,0.890,bicubic,-82.780,-56.503,-7
-tf_efficientnet_el,11.333,88.667,42.040,57.960,10.59,300,0.904,bicubic,-83.077,-56.670,-36
-gluon_resnet152_v1c,11.093,88.907,37.120,62.880,60.21,224,0.875,bicubic,-83.067,-61.520,-11
-vit_tiny_r_s16_p8_384,11.093,88.907,39.987,60.013,6.36,384,1.000,bicubic,-80.947,-58.303,+114
-dpn107,11.080,88.920,38.693,61.307,86.92,224,0.875,bicubic,-83.230,-60.027,-31
-hrnet_w48,11.080,88.920,40.320,59.680,77.47,224,0.875,bilinear,-82.840,-58.290,+2
-ecaresnet50d_pruned,11.027,88.973,41.947,58.053,19.94,224,0.875,bicubic,-83.193,-56.783,-24
-tf_efficientnetv2_b2,11.027,88.973,39.760,60.240,10.10,260,0.890,bicubic,-83.393,-58.810,-43
-adv_inception_v3,11.013,88.987,36.720,63.280,23.83,299,0.875,bicubic,-81.867,-61.420,+68
-tf_efficientnet_b0_ns,10.933,89.067,40.067,59.933,5.29,224,0.875,bicubic,-82.697,-58.573,+21
-tf_inception_v3,10.840,89.160,36.853,63.147,23.83,299,0.875,bicubic,-82.480,-61.177,+42
-resnext50_32x4d,10.800,89.200,40.307,59.693,25.03,224,0.875,bicubic,-83.300,-58.043,-14
-dpn131,10.787,89.213,37.200,62.800,79.25,224,0.875,bicubic,-83.223,-61.520,-10
-tf_efficientnet_b2_ap,10.533,89.467,40.107,59.893,9.11,260,0.890,bicubic,-83.957,-58.513,-56
-resnext50d_32x4d,10.413,89.587,39.733,60.267,25.05,224,0.875,bicubic,-83.767,-58.837,-27
-rexnet_130,10.400,89.600,41.547,58.453,7.56,224,0.875,bicubic,-83.500,-56.853,-7
-hrnet_w44,10.320,89.680,39.507,60.493,67.06,224,0.875,bilinear,-83.230,-59.193,+19
-resnext101_32x8d,10.187,89.813,37.827,62.173,88.79,224,0.875,bilinear,-83.643,-60.753,-2
-regnetx_160,10.147,89.853,38.000,62.000,54.28,224,0.875,bicubic,-83.973,-60.750,-22
-dpn98,10.133,89.867,36.587,63.413,61.57,224,0.875,bicubic,-83.997,-61.983,-25
-cspresnext50,10.120,89.880,40.373,59.627,20.57,224,0.875,bilinear,-84.360,-58.417,-60
-legacy_seresnext50_32x4d,10.107,89.893,39.200,60.800,27.56,224,0.875,bilinear,-83.623,-59.380,+3
-resnetrs50,10.093,89.907,37.507,62.493,35.69,224,0.910,bicubic,-84.217,-60.973,-50
-inception_v3,10.027,89.973,35.227,64.773,23.83,299,0.875,bicubic,-82.693,-62.743,+64
-efficientnet_b1,10.013,89.987,37.547,62.453,7.79,256,1.000,bicubic,-83.237,-60.743,+33
-xception,9.987,90.013,38.027,61.973,22.86,299,0.897,bicubic,-83.473,-60.503,+18
-regnety_064,9.947,90.053,39.067,60.933,30.58,224,0.875,bicubic,-84.203,-59.663,-34
-dpn68b,9.787,90.213,38.053,61.947,12.61,224,0.875,bicubic,-83.903,-60.307,0
-gluon_resnet152_v1b,9.747,90.253,36.067,63.933,60.19,224,0.875,bicubic,-84.333,-62.383,-29
-tf_efficientnet_lite3,9.667,90.333,39.000,61.000,8.20,300,0.904,bilinear,-84.533,-59.640,-45
-tf_efficientnet_b2,9.653,90.347,38.880,61.120,9.11,260,0.890,bicubic,-84.707,-59.730,-60
-tf_efficientnet_cc_b1_8e,9.573,90.427,36.773,63.227,39.72,240,0.882,bicubic,-84.327,-61.487,-22
-res2net101_26w_4s,9.520,90.480,35.027,64.973,45.21,224,0.875,bilinear,-84.230,-63.283,-10
-legacy_seresnet152,9.347,90.653,37.413,62.587,66.82,224,0.875,bilinear,-84.053,-60.937,+14
-cspresnet50,9.253,90.747,39.640,60.360,21.62,256,0.887,bilinear,-84.487,-59.000,-11
-hrnet_w40,9.227,90.773,36.893,63.107,57.56,224,0.875,bilinear,-84.263,-61.687,+6
-regnetx_120,9.187,90.813,37.200,62.800,46.11,224,0.875,bicubic,-85.053,-61.450,-56
-seresnext26d_32x4d,9.147,90.853,36.840,63.160,16.81,224,0.875,bicubic,-83.553,-61.310,+51
-resnest26d,9.080,90.920,37.853,62.147,17.07,224,0.875,bilinear,-84.250,-60.777,+13
-vit_tiny_patch16_224,9.067,90.933,34.573,65.427,5.72,224,0.900,bicubic,-82.693,-63.467,+91
-regnety_040,9.000,91.000,37.053,62.947,20.65,224,0.875,bicubic,-84.860,-61.537,-27
-gluon_resnext50_32x4d,8.947,91.053,36.333,63.667,25.03,224,0.875,bicubic,-84.863,-62.077,-25
-rexnet_100,8.893,91.107,36.373,63.627,4.80,224,0.875,bicubic,-84.137,-61.817,+28
-seresnext26t_32x4d,8.893,91.107,36.907,63.093,16.81,224,0.875,bicubic,-83.927,-61.463,+38
-mixnet_l,8.853,91.147,36.187,63.813,7.33,224,0.875,bicubic,-84.597,-62.033,0
-convit_tiny,8.840,91.160,34.360,65.640,5.71,224,0.875,bicubic,-81.790,-63.380,+113
-mobilenetv3_large_100_miil,8.840,91.160,32.973,67.027,5.48,224,0.875,bilinear,-83.420,-64.667,+62
-levit_128s,8.653,91.347,33.107,66.893,7.78,224,0.900,bicubic,-83.317,-64.953,+74
-dla169,8.640,91.360,36.040,63.960,53.39,224,0.875,bilinear,-84.700,-62.560,0
-hrnet_w30,8.613,91.387,37.040,62.960,37.71,224,0.875,bilinear,-84.587,-61.370,+10
-mixer_b16_224,8.600,91.400,29.413,70.587,59.88,224,0.875,bicubic,-83.270,-67.837,+76
-legacy_seresnet101,8.533,91.467,36.013,63.987,49.33,224,0.875,bilinear,-84.747,-62.497,+5
-tf_efficientnet_b1_ap,8.453,91.547,35.253,64.747,7.79,240,0.882,bicubic,-85.237,-63.257,-26
-repvgg_b2,8.427,91.573,36.467,63.533,89.02,224,0.875,bilinear,-85.073,-62.263,-14
-resmlp_12_distilled_224,8.307,91.693,36.853,63.147,15.35,224,0.875,bicubic,-84.523,-61.287,+25
-resnetblur50,8.240,91.760,37.400,62.600,25.56,224,0.875,bicubic,-85.720,-61.190,-51
-dla102x,8.200,91.800,37.013,62.987,26.31,224,0.875,bilinear,-85.320,-61.497,-18
-hrnet_w32,8.040,91.960,37.507,62.493,41.23,224,0.875,bilinear,-85.490,-60.943,-20
-res2net50_26w_8s,8.000,92.000,33.853,66.147,48.40,224,0.875,bilinear,-85.540,-64.407,-22
-gluon_resnet101_v1c,7.987,92.013,33.360,66.640,44.57,224,0.875,bicubic,-85.683,-65.060,-31
-gluon_resnet50_v1d,7.920,92.080,35.000,65.000,25.58,224,0.875,bicubic,-85.850,-63.390,-41
-dla60_res2next,7.787,92.213,34.987,65.013,17.03,224,0.875,bilinear,-85.393,-63.423,0
-densenetblur121d,7.720,92.280,34.733,65.267,8.00,224,0.875,bicubic,-84.190,-63.337,+62
-deit_tiny_distilled_patch16_224,7.707,92.293,33.560,66.440,5.91,224,0.900,bicubic,-82.993,-64.010,+92
-tf_efficientnetv2_b1,7.693,92.307,34.653,65.347,8.14,240,0.882,bicubic,-86.247,-63.967,-58
-dla60_res2net,7.560,92.440,34.627,65.373,20.85,224,0.875,bilinear,-85.620,-63.793,-5
-efficientnet_b1_pruned,7.440,92.560,34.533,65.467,6.33,240,0.882,bicubic,-85.330,-63.507,+17
-wide_resnet101_2,7.360,92.640,34.147,65.853,126.89,224,0.875,bilinear,-86.360,-64.393,-42
-regnetx_064,7.333,92.667,34.373,65.627,26.21,224,0.875,bicubic,-86.557,-64.257,-58
-deit_tiny_patch16_224,7.307,92.693,30.707,69.293,5.72,224,0.900,bicubic,-82.363,-66.743,+101
-hardcorenas_e,7.240,92.760,33.293,66.707,8.07,224,0.875,bilinear,-85.330,-64.817,+25
-gluon_resnet101_v1b,7.227,92.773,32.773,67.227,44.55,224,0.875,bicubic,-86.523,-65.607,-50
-efficientnet_b0,7.213,92.787,34.013,65.987,5.29,224,0.875,bicubic,-85.477,-64.057,+17
-gluon_resnet50_v1s,7.213,92.787,33.507,66.493,25.68,224,0.875,bicubic,-86.407,-64.953,-42
-tf_mixnet_l,7.147,92.853,31.613,68.387,7.33,224,0.875,bicubic,-86.163,-66.417,-21
-tf_efficientnet_b1,7.133,92.867,33.040,66.960,7.79,240,0.882,bicubic,-86.367,-65.320,-35
-tf_efficientnet_cc_b0_8e,7.120,92.880,31.787,68.213,24.01,224,0.875,bicubic,-85.710,-66.093,+2
-resmlp_12_224,7.013,92.987,33.947,66.053,15.35,224,0.875,bicubic,-85.197,-64.213,+34
-hardcorenas_f,6.827,93.173,34.093,65.907,8.20,224,0.875,bilinear,-86.123,-64.067,-4
-ese_vovnet19b_dw,6.733,93.267,33.413,66.587,6.54,224,0.875,bicubic,-85.557,-64.677,+27
-selecsls60b,6.733,93.267,33.267,66.733,32.77,224,0.875,bicubic,-86.567,-65.013,-26
-efficientnet_es,6.707,93.293,33.840,66.160,5.44,224,0.875,bicubic,-86.433,-64.580,-19
-res2net50_26w_6s,6.693,93.307,31.653,68.347,37.05,224,0.875,bilinear,-86.717,-66.627,-36
-legacy_seresnext26_32x4d,6.627,93.373,33.253,66.747,16.79,224,0.875,bicubic,-86.013,-64.877,+9
-mixnet_m,6.627,93.373,32.053,67.947,5.01,224,0.875,bicubic,-85.803,-65.817,+16
-pit_ti_distilled_224,6.627,93.373,30.760,69.240,5.10,224,0.900,bicubic,-84.273,-66.940,+66
-skresnet34,6.480,93.520,31.547,68.453,22.28,224,0.875,bicubic,-85.910,-66.603,+17
-repvgg_b1,6.467,93.533,33.827,66.173,57.42,224,0.875,bilinear,-86.863,-64.683,-37
-hardcorenas_d,6.440,93.560,32.213,67.787,7.50,224,0.875,bilinear,-85.960,-65.857,+13
-dla60x,6.427,93.573,34.080,65.920,17.35,224,0.875,bilinear,-86.693,-64.430,-26
-resnet34d,6.400,93.600,31.493,68.507,21.82,224,0.875,bicubic,-86.280,-66.817,0
-regnetx_080,6.307,93.693,32.320,67.680,39.57,224,0.875,bicubic,-87.563,-66.200,-80
-swsl_resnet18,6.240,93.760,31.600,68.400,11.69,224,0.875,bilinear,-84.450,-66.100,+65
-legacy_seresnet50,6.187,93.813,32.653,67.347,28.09,224,0.875,bilinear,-86.773,-65.537,-20
-pit_ti_224,6.120,93.880,30.227,69.773,4.85,224,0.900,bicubic,-83.820,-67.223,+73
-tv_resnet152,6.040,93.960,32.053,67.947,60.19,224,0.875,bilinear,-87.260,-66.337,-40
-regnetx_040,5.973,94.027,31.547,68.453,22.12,224,0.875,bicubic,-87.587,-66.993,-62
-tf_efficientnet_cc_b0_4e,5.973,94.027,29.600,70.400,13.31,224,0.875,bicubic,-86.617,-68.480,-3
-resnet50,5.933,94.067,29.093,70.907,25.56,224,0.875,bicubic,-87.877,-69.297,-80
-tf_efficientnetv2_b0,5.893,94.107,30.773,69.227,7.14,224,0.875,bicubic,-87.217,-67.537,-34
-dla102,5.880,94.120,32.707,67.293,33.27,224,0.875,bilinear,-87.180,-65.833,-33
-mixer_l16_224,5.867,94.133,18.533,81.467,208.20,224,0.875,bicubic,-81.283,-74.987,+85
-regnety_016,5.680,94.320,30.413,69.587,11.20,224,0.875,bicubic,-87.350,-67.947,-33
-selecsls60,5.653,94.347,32.507,67.493,30.67,224,0.875,bicubic,-87.377,-65.793,-32
-hardcorenas_c,5.640,94.360,30.400,69.600,5.52,224,0.875,bilinear,-86.380,-67.440,+14
-res2next50,5.627,94.373,30.867,69.133,24.67,224,0.875,bilinear,-87.213,-67.313,-28
-hrnet_w18,5.493,94.507,30.960,69.040,21.30,224,0.875,bilinear,-86.827,-67.280,-1
-resnest14d,5.480,94.520,28.547,71.453,10.61,224,0.875,bilinear,-86.240,-69.323,+25
-tf_efficientnet_lite2,5.360,94.640,30.907,69.093,6.09,260,0.890,bicubic,-87.290,-67.323,-17
-tf_efficientnet_em,5.347,94.653,31.107,68.893,6.90,240,0.882,bicubic,-87.583,-67.083,-34
-gernet_s,5.307,94.693,30.133,69.867,8.17,224,0.875,bilinear,-86.833,-68.057,+4
-tf_efficientnet_b0_ap,5.307,94.693,28.813,71.187,5.29,224,0.875,bicubic,-86.893,-69.207,+1
-densenet121,5.293,94.707,29.907,70.093,7.98,224,0.875,bicubic,-86.277,-68.123,+21
-repvgg_b1g4,5.293,94.707,30.813,69.187,39.97,224,0.875,bilinear,-87.687,-67.617,-41
-res2net50_26w_4s,5.160,94.840,29.360,70.640,25.70,224,0.875,bilinear,-87.340,-68.700,-15
-tf_mixnet_m,5.080,94.920,28.147,71.853,5.01,224,0.875,bicubic,-87.250,-69.743,-11
-vit_tiny_r_s16_p8_224,5.080,94.920,27.080,72.920,6.34,224,0.900,bicubic,-84.090,-70.150,+58
-tf_efficientnet_b0,5.067,94.933,28.800,71.200,5.29,224,0.875,bicubic,-87.183,-69.200,-9
-mobilenetv3_large_100,5.067,94.933,28.187,71.813,5.48,224,0.875,bicubic,-86.253,-69.523,+21
-res2net50_14w_8s,5.040,94.960,28.773,71.227,25.06,224,0.875,bilinear,-87.700,-69.407,-34
-hardcorenas_b,4.947,95.053,28.120,71.880,5.18,224,0.875,bilinear,-86.823,-69.660,+9
-mixnet_s,4.907,95.093,28.573,71.427,4.13,224,0.875,bicubic,-86.923,-69.117,+6
-mobilenetv3_rw,4.907,95.093,29.853,70.147,5.48,224,0.875,bicubic,-86.303,-67.807,+19
-gluon_resnet50_v1c,4.893,95.107,28.147,71.853,25.58,224,0.875,bicubic,-88.137,-70.243,-55
-hardcorenas_a,4.867,95.133,28.093,71.907,5.26,224,0.875,bilinear,-86.483,-69.767,+13
-regnetx_032,4.853,95.147,30.280,69.720,15.30,224,0.875,bicubic,-88.267,-68.110,-61
-tv_resnext50_32x4d,4.840,95.160,30.307,69.693,25.03,224,0.875,bilinear,-87.900,-67.963,-40
-tv_resnet101,4.707,95.293,29.333,70.667,44.55,224,0.875,bilinear,-88.103,-68.917,-45
-densenet161,4.693,95.307,29.547,70.453,28.68,224,0.875,bicubic,-87.807,-68.743,-30
-selecsls42b,4.667,95.333,28.587,71.413,32.46,224,0.875,bicubic,-87.613,-69.563,-22
-tf_efficientnet_lite1,4.613,95.387,28.387,71.613,5.42,240,0.882,bicubic,-88.007,-69.693,-37
-mobilenetv2_120d,4.533,95.467,29.280,70.720,5.83,224,0.875,bicubic,-87.867,-68.770,-29
-efficientnet_es_pruned,4.187,95.813,26.520,73.480,5.44,224,0.875,bicubic,-86.993,-71.230,+11
-fbnetc_100,4.133,95.867,25.933,74.067,5.57,224,0.875,bilinear,-86.567,-71.277,+23
-densenet201,4.120,95.880,27.547,72.453,20.01,224,0.875,bicubic,-88.630,-70.683,-50
-gluon_resnet50_v1b,4.120,95.880,26.933,73.067,25.56,224,0.875,bicubic,-88.420,-71.237,-38
-resnet26d,4.040,95.960,28.520,71.480,16.01,224,0.875,bicubic,-88.030,-69.440,-21
-semnasnet_100,3.960,96.040,26.947,73.053,3.89,224,0.875,bicubic,-87.320,-70.613,+2
-repvgg_a2,3.947,96.053,27.267,72.733,28.21,224,0.875,bilinear,-87.993,-70.883,-16
-tf_mixnet_s,3.880,96.120,25.253,74.747,4.13,224,0.875,bicubic,-87.630,-72.367,-5
-dpn68,3.867,96.133,26.080,73.920,12.61,224,0.875,bicubic,-88.143,-71.970,-21
-tf_efficientnet_es,3.827,96.173,26.107,73.893,5.44,224,0.875,bicubic,-88.153,-71.753,-21
-regnety_008,3.813,96.187,27.133,72.867,6.26,224,0.875,bicubic,-87.937,-71.047,-11
-dla60,3.773,96.227,27.933,72.067,22.04,224,0.875,bilinear,-88.457,-70.177,-33
-ssl_resnet18,3.747,96.253,25.427,74.573,11.69,224,0.875,bilinear,-86.473,-72.123,+19
-mobilenetv2_140,3.720,96.280,26.747,73.253,6.11,224,0.875,bicubic,-88.110,-71.113,-17
-densenet169,3.707,96.293,25.613,74.387,14.15,224,0.875,bicubic,-88.223,-72.487,-23
-regnetx_016,3.627,96.373,26.293,73.707,9.19,224,0.875,bicubic,-88.543,-71.917,-34
-res2net50_48w_2s,3.587,96.413,26.613,73.387,25.29,224,0.875,bilinear,-88.963,-71.467,-52
-spnasnet_100,3.547,96.453,24.293,75.707,4.42,224,0.875,bilinear,-86.803,-72.897,+13
-tf_mobilenetv3_large_100,3.547,96.453,25.053,74.947,5.48,224,0.875,bilinear,-87.693,-72.607,-10
-regnety_006,3.467,96.533,24.893,75.107,6.06,224,0.875,bicubic,-87.903,-72.817,-15
-legacy_seresnet34,3.333,96.667,23.800,76.200,21.96,224,0.875,bilinear,-87.557,-73.780,0
-efficientnet_lite0,3.253,96.747,25.867,74.133,4.65,224,0.875,bicubic,-87.887,-71.763,-9
-dla34,3.227,96.773,23.573,76.427,15.74,224,0.875,bilinear,-87.533,-74.087,0
-ghostnet_100,3.227,96.773,24.853,75.147,5.18,224,0.875,bilinear,-86.793,-72.517,+11
-regnety_004,3.200,96.800,22.653,77.347,4.34,224,0.875,bicubic,-87.300,-74.887,+4
-mobilenetv2_110d,3.173,96.827,24.587,75.413,4.52,224,0.875,bicubic,-87.777,-72.963,-7
-mnasnet_100,3.120,96.880,24.227,75.773,4.38,224,0.875,bicubic,-87.390,-73.243,+1
-tf_efficientnet_lite0,3.080,96.920,22.907,77.093,4.65,224,0.875,bicubic,-87.960,-74.683,-11
-skresnet18,3.013,96.987,22.800,77.200,11.96,224,0.875,bicubic,-86.647,-74.430,+11
-vgg19_bn,2.947,97.053,23.480,76.520,143.68,224,0.875,bilinear,-87.133,-74.100,+4
-resnet34,2.920,97.080,23.680,76.320,21.80,224,0.875,bilinear,-88.210,-73.940,-17
-tf_mobilenetv3_large_075,2.867,97.133,21.573,78.427,3.99,224,0.875,bilinear,-86.813,-75.637,+6
-hrnet_w18_small_v2,2.720,97.280,23.693,76.307,15.60,224,0.875,bilinear,-88.470,-74.207,-22
-gluon_resnet34_v1b,2.667,97.333,21.680,78.320,21.80,224,0.875,bicubic,-88.293,-75.950,-16
-regnetx_008,2.653,97.347,22.453,77.547,7.26,224,0.875,bicubic,-88.397,-75.257,-19
-vgg16_bn,2.653,97.347,23.773,76.227,138.37,224,0.875,bilinear,-87.437,-73.597,-3
-vgg16,2.640,97.360,20.427,79.573,138.36,224,0.875,bilinear,-85.910,-76.363,+13
-resnet18d,2.600,97.400,21.613,78.387,11.71,224,0.875,bicubic,-86.680,-75.537,+4
-tv_densenet121,2.560,97.440,22.667,77.333,7.98,224,0.875,bicubic,-88.330,-75.043,-17
-repvgg_b0,2.547,97.453,24.013,75.987,15.82,224,0.875,bilinear,-88.883,-73.977,-36
-regnetx_006,2.507,97.493,20.653,79.347,6.20,224,0.875,bicubic,-87.843,-76.777,-11
-legacy_seresnet18,2.493,97.507,20.080,79.920,11.78,224,0.875,bicubic,-86.387,-76.900,+6
-resnet26,2.480,97.520,22.987,77.013,16.00,224,0.875,bicubic,-88.630,-74.753,-28
-mobilenetv2_100,2.147,97.853,19.907,80.093,3.50,224,0.875,bicubic,-87.453,-77.233,-3
-regnety_002,2.147,97.853,18.880,81.120,3.16,224,0.875,bicubic,-85.233,-77.710,+9
-vgg19,2.107,97.893,20.733,79.267,143.67,224,0.875,bilinear,-86.933,-76.137,-1
-vgg13_bn,2.093,97.907,20.307,79.693,133.05,224,0.875,bilinear,-86.667,-76.663,+2
-tf_mobilenetv3_small_100,2.013,97.987,15.867,84.133,2.54,224,0.875,bilinear,-83.177,-79.903,+12
-tf_mobilenetv3_small_075,2.000,98.000,14.813,85.187,2.04,224,0.875,bilinear,-81.520,-79.977,+14
-regnetx_004,1.960,98.040,19.173,80.827,5.16,224,0.875,bicubic,-86.940,-77.947,-3
-vgg13,1.867,98.133,17.960,82.040,133.05,224,0.875,bilinear,-85.183,-78.360,+4
-tv_resnet34,1.867,98.133,20.000,80.000,21.80,224,0.875,bilinear,-88.073,-77.340,-14
-dla46x_c,1.760,98.240,16.480,83.520,1.07,224,0.875,bilinear,-82.490,-78.790,+8
-vgg11_bn,1.720,98.280,18.093,81.907,132.87,224,0.875,bilinear,-85.780,-78.727,-2
-tf_mobilenetv3_large_minimal_100,1.627,98.373,17.120,82.880,3.92,224,0.875,bilinear,-87.343,-79.740,-9
-dla60x_c,1.613,98.387,18.040,81.960,1.32,224,0.875,bilinear,-84.677,-78.120,+2
-vgg11,1.560,98.440,16.227,83.773,132.86,224,0.875,bilinear,-84.990,-80.053,0
-gluon_resnet18_v1b,1.547,98.453,16.613,83.387,11.69,224,0.875,bicubic,-86.853,-80.067,-7
-hrnet_w18_small,1.533,98.467,18.120,81.880,13.19,224,0.875,bilinear,-87.517,-78.990,-15
-dla46_c,1.520,98.480,15.267,84.733,1.30,224,0.875,bilinear,-82.130,-79.653,+2
-regnetx_002,1.373,98.627,15.027,84.973,2.68,224,0.875,bicubic,-84.817,-80.953,-2
-resnet18,1.160,98.840,16.213,83.787,11.69,224,0.875,bilinear,-86.230,-80.077,-9
-tf_mobilenetv3_small_minimal_100,1.013,98.987,11.493,88.507,2.04,224,0.875,bilinear,-80.367,-82.177,+1
-tv_resnet50,0.000,100.000,14.453,85.547,25.56,224,0.875,bilinear,-91.880,-83.587,-70
+tf_efficientnet_l2_ns,84.707,15.293,96.027,3.973,480.31,800,0.960,bicubic,-13.833,-3.793,+1
+tf_efficientnet_l2_ns_475,83.360,16.640,95.480,4.520,480.31,475,0.936,bicubic,-15.130,-4.350,+2
+beit_large_patch16_512,82.893,17.107,95.693,4.307,305.67,512,1.000,bicubic,-15.667,-4.147,-2
+beit_large_patch16_384,80.187,19.813,94.787,5.213,305.00,384,1.000,bicubic,-18.313,-5.033,-1
+vit_large_patch16_384,71.067,28.933,89.667,10.333,304.72,384,1.000,bicubic,-27.143,-10.133,0
+swin_large_patch4_window12_384,70.773,29.227,90.600,9.400,196.74,384,1.000,bicubic,-27.247,-9.090,+1
+beit_large_patch16_224,69.013,30.987,89.947,10.053,304.43,224,0.900,bicubic,-29.157,-9.813,-1
+beit_base_patch16_384,66.947,33.053,89.080,10.920,86.74,384,1.000,bicubic,-30.883,-10.620,+3
+tf_efficientnet_b7_ns,66.880,33.120,88.507,11.493,66.35,600,0.949,bicubic,-31.000,-11.213,-1
+tf_efficientnetv2_xl_in21ft1k,66.480,33.520,86.773,13.227,208.12,512,1.000,bicubic,-31.190,-12.717,+4
+tf_efficientnetv2_l_in21ft1k,65.907,34.093,87.693,12.307,118.52,480,1.000,bicubic,-31.773,-11.977,+2
+swin_base_patch4_window12_384,65.333,34.667,88.600,11.400,87.90,384,1.000,bicubic,-32.537,-11.110,-3
+vit_base_patch16_384,62.947,37.053,86.093,13.907,86.86,384,1.000,bicubic,-34.883,-13.577,-1
+cait_m48_448,62.093,37.907,86.440,13.560,356.46,448,1.000,bicubic,-35.387,-13.110,+12
+tf_efficientnet_b6_ns,61.640,38.360,84.787,15.213,43.04,528,0.942,bicubic,-35.990,-14.793,+3
+swin_large_patch4_window7_224,61.293,38.707,86.520,13.480,196.53,224,0.900,bicubic,-36.367,-13.060,-1
+vit_large_r50_s32_384,61.147,38.853,83.773,16.227,329.09,384,1.000,bicubic,-36.713,-15.897,-7
+ig_resnext101_32x48d,61.040,38.960,83.227,16.773,828.41,224,0.875,bilinear,-36.600,-16.483,-2
+tf_efficientnetv2_m_in21ft1k,60.853,39.147,85.267,14.733,54.14,480,1.000,bicubic,-36.627,-14.263,+8
+tf_efficientnet_b5_ns,59.800,40.200,84.213,15.787,30.39,456,0.934,bicubic,-37.690,-15.417,+5
+xcit_large_24_p8_384_dist,59.787,40.213,85.333,14.667,188.93,384,1.000,bicubic,-37.743,-14.207,+1
+resnetv2_152x4_bitm,59.587,40.413,83.133,16.867,936.53,480,1.000,bilinear,-37.903,-16.487,+2
+dm_nfnet_f5,58.307,41.693,82.533,17.467,377.21,544,0.954,bicubic,-39.233,-17.037,-2
+dm_nfnet_f6,58.280,41.720,81.907,18.093,438.36,576,0.956,bicubic,-39.330,-17.643,-5
+ig_resnext101_32x32d,57.960,42.040,80.733,19.267,468.53,224,0.875,bilinear,-39.400,-18.947,+4
+dm_nfnet_f4,57.787,42.213,81.507,18.493,316.07,512,0.951,bicubic,-39.783,-18.003,-6
+cait_m36_384,57.667,42.333,84.693,15.307,271.22,384,1.000,bicubic,-39.733,-14.817,+1
+xcit_medium_24_p8_384_dist,56.587,43.413,83.440,16.560,84.32,384,1.000,bicubic,-40.713,-16.070,+4
+dm_nfnet_f3,55.333,44.667,80.480,19.520,254.92,416,0.940,bicubic,-42.017,-19.080,+1
+vit_large_patch16_224,55.333,44.667,79.840,20.160,304.33,224,0.900,bicubic,-42.307,-19.750,-13
+xcit_small_24_p8_384_dist,54.400,45.600,81.720,18.280,47.63,384,1.000,bicubic,-42.850,-17.890,+5
+vit_base_r50_s16_384,54.333,45.667,80.840,19.160,98.95,384,1.000,bicubic,-42.847,-18.720,+9
+cait_s36_384,54.240,45.760,81.267,18.733,68.37,384,1.000,bicubic,-43.100,-18.263,-2
+ig_resnext101_32x16d,53.053,46.947,76.867,23.133,194.03,224,0.875,bilinear,-43.767,-22.733,+30
+tf_efficientnetv2_l,52.933,47.067,79.000,21.000,118.52,480,1.000,bicubic,-44.337,-20.550,-1
+xcit_large_24_p16_384_dist,52.813,47.187,81.720,18.280,189.10,384,1.000,bicubic,-44.717,-17.760,-13
+resnetv2_152x2_bitm,52.733,47.267,81.187,18.813,236.34,448,1.000,bilinear,-44.297,-18.253,+14
+resnetv2_101x3_bitm,52.400,47.600,79.867,20.133,387.93,448,1.000,bilinear,-44.620,-19.623,+15
+swin_base_patch4_window7_224,51.827,48.173,80.427,19.573,87.77,224,0.900,bicubic,-45.433,-19.103,-4
+swsl_resnext101_32x8d,51.187,48.813,78.200,21.800,88.79,224,0.875,bilinear,-46.013,-21.370,-1
+tf_efficientnet_b4_ns,50.893,49.107,79.040,20.960,19.34,380,0.922,bicubic,-46.037,-20.540,+17
+beit_base_patch16_224,50.707,49.293,79.893,20.107,86.53,224,0.900,bicubic,-46.373,-19.717,+5
+xcit_small_12_p8_384_dist,50.533,49.467,79.600,20.400,26.21,384,1.000,bicubic,-46.697,-19.880,-6
+resnetv2_152x2_bit_teacher_384,50.067,49.933,77.733,22.267,236.34,384,1.000,bicubic,-46.743,-21.717,+21
+cait_s24_384,49.400,50.600,78.640,21.360,47.06,384,1.000,bicubic,-47.680,-20.790,+3
+xcit_medium_24_p16_384_dist,49.227,50.773,79.720,20.280,84.40,384,1.000,bicubic,-48.053,-19.740,-13
+deit_base_distilled_patch16_384,49.040,50.960,79.000,21.000,87.63,384,1.000,bicubic,-47.930,-20.490,+9
+dm_nfnet_f2,48.387,51.613,76.760,23.240,193.78,352,0.920,bicubic,-48.643,-22.830,+4
+tf_efficientnetv2_s_in21ft1k,48.053,51.947,77.720,22.280,21.46,384,1.000,bicubic,-48.687,-21.700,+22
+tf_efficientnet_b8,47.987,52.013,76.467,23.533,87.41,672,0.954,bicubic,-49.223,-23.033,-12
+xcit_large_24_p8_224_dist,47.893,52.107,79.133,20.867,188.93,224,1.000,bicubic,-49.167,-20.287,-1
+resnest269e,47.653,52.347,74.000,26.000,110.93,416,0.928,bicubic,-48.867,-25.350,+39
+xcit_large_24_p8_224,46.867,53.133,74.400,25.600,188.93,224,1.000,bicubic,-49.533,-24.580,+44
+xcit_small_24_p16_384_dist,46.773,53.227,77.013,22.987,47.67,384,1.000,bicubic,-50.357,-22.437,-11
+tf_efficientnet_b8_ap,46.453,53.547,76.160,23.840,87.41,672,0.954,bicubic,-50.657,-23.500,-11
+resnetv2_50x3_bitm,46.293,53.707,76.627,23.373,217.32,448,1.000,bilinear,-50.437,-22.913,+16
+efficientnetv2_rw_m,46.160,53.840,75.827,24.173,53.24,416,1.000,bicubic,-50.830,-23.703,-2
+swsl_resnext101_32x16d,45.933,54.067,72.053,27.947,194.03,224,0.875,bilinear,-50.667,-27.217,+26
+ecaresnet269d,45.720,54.280,74.920,25.080,102.09,352,1.000,bicubic,-51.370,-24.550,-13
+vit_small_patch16_384,45.360,54.640,76.160,23.840,22.20,384,1.000,bicubic,-51.330,-23.320,+16
+tf_efficientnet_b7_ap,45.267,54.733,74.027,25.973,66.35,600,0.949,bicubic,-51.933,-25.513,-21
+tf_efficientnetv2_m,45.253,54.747,74.267,25.733,54.14,480,1.000,bicubic,-51.887,-25.143,-20
+vit_small_r26_s32_384,45.240,54.760,75.427,24.573,36.47,384,1.000,bicubic,-51.440,-24.143,+15
+ig_resnext101_32x8d,45.213,54.787,70.840,29.160,88.79,224,0.875,bilinear,-51.097,-28.590,+42
+xcit_medium_24_p8_224_dist,45.160,54.840,76.720,23.280,84.32,224,1.000,bicubic,-51.770,-22.670,-6
+dm_nfnet_f1,44.853,55.147,73.653,26.347,132.63,320,0.910,bicubic,-52.037,-25.757,-5
+eca_nfnet_l2,44.627,55.373,75.773,24.227,56.72,384,1.000,bicubic,-52.463,-23.737,-22
+crossvit_18_dagger_408,43.867,56.133,73.600,26.400,44.61,408,1.000,bicubic,-52.663,-25.660,+22
+resnest200e,43.867,56.133,73.293,26.707,70.20,320,0.909,bicubic,-52.753,-26.057,+13
+cait_xs24_384,43.640,56.360,74.907,25.093,26.67,384,1.000,bicubic,-52.920,-24.513,+17
+tresnet_xl_448,43.187,56.813,72.120,27.880,78.44,448,0.875,bilinear,-52.783,-27.000,+57
+vit_base_patch16_224,43.107,56.893,72.547,27.453,86.57,224,0.900,bicubic,-53.763,-26.983,-10
+xcit_small_12_p16_384_dist,43.067,56.933,73.787,26.213,26.25,384,1.000,bicubic,-53.873,-25.613,-16
+xcit_medium_24_p8_224,43.027,56.973,70.080,29.920,84.32,224,1.000,bicubic,-53.083,-28.810,+45
+resnetrs420,42.440,57.560,70.120,29.880,191.89,416,1.000,bicubic,-54.470,-29.340,-15
+xcit_tiny_24_p8_384_dist,42.253,57.747,72.773,27.227,12.11,384,1.000,bicubic,-54.297,-26.547,+12
+tf_efficientnet_b7,42.200,57.800,72.547,27.453,66.35,600,0.949,bicubic,-54.810,-26.973,-23
+crossvit_15_dagger_408,41.773,58.227,71.973,28.027,28.50,408,1.000,bicubic,-54.617,-27.177,+21
+swsl_resnext101_32x4d,41.653,58.347,71.867,28.133,44.18,224,0.875,bilinear,-54.767,-27.603,+17
+xcit_small_24_p8_224,41.640,58.360,70.840,29.160,47.63,224,1.000,bicubic,-54.760,-28.300,+18
+vit_large_r50_s32_224,41.520,58.480,70.360,29.640,328.99,224,0.900,bicubic,-55.270,-28.990,-14
+xcit_small_24_p8_224_dist,41.467,58.533,73.707,26.293,47.63,224,1.000,bicubic,-55.403,-25.773,-19
+resmlp_big_24_224_in22ft1k,40.453,59.547,74.653,25.347,129.14,224,0.875,bicubic,-56.167,-24.857,-2
+tf_efficientnet_b6_ap,40.333,59.667,71.400,28.600,43.04,528,0.942,bicubic,-56.747,-28.220,-35
+tresnet_l_448,40.133,59.867,69.707,30.293,55.99,448,0.875,bilinear,-55.737,-29.413,+50
+deit_base_patch16_384,39.880,60.120,70.440,29.560,86.86,384,1.000,bicubic,-56.270,-28.700,+28
+resnetrs350,39.347,60.653,68.293,31.707,163.96,384,1.000,bicubic,-57.413,-31.067,-18
+vit_large_patch32_384,38.867,61.133,68.573,31.427,306.63,384,1.000,bicubic,-56.963,-30.577,+50
+resnetv2_101x1_bitm,38.240,61.760,70.267,29.733,44.54,448,1.000,bilinear,-57.860,-29.013,+33
+xcit_small_12_p8_224_dist,38.173,61.827,71.320,28.680,26.21,224,1.000,bicubic,-58.527,-28.070,-16
+resnet200d,37.827,62.173,68.200,31.800,64.69,320,1.000,bicubic,-58.913,-31.140,-21
+seresnet152d,37.440,62.560,69.053,30.947,66.84,320,1.000,bicubic,-59.330,-30.397,-24
+xcit_large_24_p16_224_dist,37.307,62.693,71.427,28.573,189.10,224,1.000,bicubic,-59.493,-27.923,-27
+twins_svt_large,37.253,62.747,69.320,30.680,99.27,224,0.900,bicubic,-58.997,-29.850,+14
+xcit_small_12_p8_224,37.200,62.800,68.200,31.800,26.21,224,1.000,bicubic,-58.910,-30.960,+25
+eca_nfnet_l1,37.013,62.987,70.560,29.440,41.41,320,1.000,bicubic,-59.687,-28.730,-23
+regnetz_d,36.760,63.240,70.080,29.920,27.58,320,0.950,bicubic,-59.830,-29.300,-12
+efficientnetv2_rw_s,36.547,63.453,68.040,31.960,23.94,384,1.000,bicubic,-59.993,-31.320,-9
+vit_base_patch32_384,36.507,63.493,69.147,30.853,88.30,384,1.000,bicubic,-59.993,-30.263,-6
+regnety_160,36.440,63.560,68.773,31.227,83.59,288,1.000,bicubic,-59.900,-30.557,+3
+cait_xxs36_384,35.933,64.067,67.293,32.707,17.37,384,1.000,bicubic,-59.927,-31.797,+35
+jx_nest_base,35.920,64.080,66.613,33.387,67.72,224,0.875,bicubic,-60.320,-32.597,+7
+pit_b_distilled_224,35.507,64.493,68.840,31.160,74.79,224,0.900,bicubic,-61.163,-30.510,-24
+tf_efficientnet_b3_ns,35.493,64.507,67.720,32.280,12.23,300,0.904,bicubic,-60.877,-31.630,-3
+tf_efficientnet_b6,34.947,65.053,67.293,32.707,43.04,528,0.942,bicubic,-61.723,-32.077,-25
+resnetrs270,34.587,65.413,65.133,34.867,129.86,352,1.000,bicubic,-62.103,-34.217,-31
+tf_efficientnet_b5_ap,34.347,65.653,67.040,32.960,30.39,456,0.934,bicubic,-62.333,-32.420,-30
+xcit_tiny_12_p8_384_dist,34.213,65.787,66.160,33.840,6.71,384,1.000,bicubic,-61.847,-32.980,+16
+vit_base_patch16_224_miil,34.133,65.867,64.547,35.453,86.54,224,0.875,bilinear,-62.307,-34.763,-14
+xcit_medium_24_p16_224_dist,34.013,65.987,67.627,32.373,84.40,224,1.000,bicubic,-62.587,-31.903,-27
+resmlp_big_24_distilled_224,33.787,66.213,69.293,30.707,129.14,224,0.875,bicubic,-62.683,-30.017,-17
+resnet152d,33.707,66.293,65.480,34.520,60.21,320,1.000,bicubic,-62.643,-33.910,-10
+tresnet_m_448,33.627,66.373,64.280,35.720,31.39,448,0.875,bilinear,-61.363,-34.700,+94
+xcit_tiny_24_p16_384_dist,33.573,66.427,65.227,34.773,12.12,384,1.000,bicubic,-62.347,-33.993,+16
+twins_pcpvt_large,33.133,66.867,67.920,32.080,60.99,224,0.900,bicubic,-63.017,-31.270,0
+swsl_resnext50_32x4d,33.053,66.947,65.187,34.813,25.03,224,0.875,bilinear,-62.827,-33.833,+17
+twins_svt_base,33.000,67.000,65.613,34.387,56.07,224,0.900,bicubic,-63.160,-33.447,-4
+pit_b_224,32.760,67.240,62.227,37.773,73.76,224,0.900,bicubic,-62.870,-36.443,+35
+xcit_large_24_p16_224,32.653,67.347,61.667,38.333,189.10,224,1.000,bicubic,-62.757,-36.963,+53
+ssl_resnext101_32x16d,32.400,67.600,63.707,36.293,194.03,224,0.875,bilinear,-63.400,-35.473,+21
+swin_small_patch4_window7_224,32.347,67.653,65.200,34.800,49.61,224,0.900,bicubic,-63.533,-34.050,+13
+jx_nest_small,32.307,67.693,63.813,36.187,38.35,224,0.875,bicubic,-63.663,-35.227,+5
+resnetv2_152x2_bit_teacher,31.973,68.027,63.600,36.400,236.34,224,0.875,bicubic,-64.117,-35.670,0
+resnest101e,31.587,68.413,64.040,35.960,48.28,256,0.875,bilinear,-64.273,-35.170,+13
+cait_s24_224,31.107,68.893,64.200,35.800,46.92,224,1.000,bicubic,-65.283,-34.960,-25
+tf_efficientnet_b5,31.107,68.893,64.493,35.507,30.39,456,0.934,bicubic,-65.233,-34.817,-22
+crossvit_base_240,31.040,68.960,60.960,39.040,105.03,240,0.875,bicubic,-64.480,-37.860,+35
+efficientnet_b4,30.547,69.453,64.333,35.667,19.34,384,1.000,bicubic,-65.613,-34.867,-16
+crossvit_18_240,30.387,69.613,61.547,38.453,43.27,240,0.875,bicubic,-65.063,-37.243,+38
+xcit_small_24_p16_224_dist,30.347,69.653,64.440,35.560,47.67,224,1.000,bicubic,-65.863,-34.770,-20
+resnetrs200,30.187,69.813,62.773,37.227,93.21,320,1.000,bicubic,-66.333,-36.577,-39
+dm_nfnet_f0,30.173,69.827,62.360,37.640,71.49,256,0.900,bicubic,-65.967,-36.890,-16
+crossvit_18_dagger_240,30.120,69.880,61.613,38.387,44.27,240,0.875,bicubic,-65.440,-37.447,+23
+xcit_medium_24_p16_224,29.920,70.080,59.213,40.787,84.40,224,1.000,bicubic,-65.600,-39.557,+29
+swsl_resnet50,29.773,70.227,63.720,36.280,25.56,224,0.875,bilinear,-65.627,-35.570,+38
+twins_pcpvt_base,29.773,70.227,64.467,35.533,43.83,224,0.900,bicubic,-66.017,-34.663,+7
+cait_xxs24_384,29.693,70.307,63.733,36.267,12.03,384,1.000,bicubic,-65.577,-35.227,+42
+convit_base,29.333,70.667,61.520,38.480,86.54,224,0.875,bicubic,-66.217,-37.370,+19
+deit_base_distilled_patch16_224,29.320,70.680,64.093,35.907,87.34,224,0.900,bicubic,-66.780,-35.097,-18
+tf_efficientnetv2_s,29.000,71.000,61.120,38.880,21.46,384,1.000,bicubic,-67.340,-38.080,-35
+ssl_resnext101_32x8d,28.893,71.107,60.613,39.387,88.79,224,0.875,bilinear,-66.577,-38.507,+25
+resnet101d,28.747,71.253,62.013,37.987,44.57,320,1.000,bicubic,-67.553,-37.217,-35
+resnetrs152,28.640,71.360,60.000,40.000,86.62,320,1.000,bicubic,-67.930,-39.240,-57
+xcit_tiny_24_p8_224,28.507,71.493,60.253,39.747,12.11,224,1.000,bicubic,-67.163,-38.797,+7
+xcit_tiny_24_p8_224_dist,28.467,71.533,61.173,38.827,12.11,224,1.000,bicubic,-67.353,-38.037,-6
+regnetz_c,28.453,71.547,63.160,36.840,13.46,320,0.940,bicubic,-67.347,-35.940,-6
+crossvit_15_dagger_240,28.227,71.773,60.013,39.987,28.21,240,0.875,bicubic,-67.443,-38.807,+3
+xcit_small_24_p16_224,28.040,71.960,58.467,41.533,47.67,224,1.000,bicubic,-67.490,-40.303,+13
+coat_lite_small,27.453,72.547,58.427,41.573,19.84,224,0.900,bicubic,-68.077,-40.433,+10
+deit_base_patch16_224,27.147,72.853,58.693,41.307,86.57,224,0.900,bicubic,-68.293,-40.147,+18
+resnetv2_50x1_bitm,27.093,72.907,62.600,37.400,25.55,448,1.000,bilinear,-67.927,-36.450,+52
+xcit_small_12_p16_224_dist,26.867,73.133,59.587,40.413,26.25,224,1.000,bicubic,-69.163,-39.543,-27
+vit_small_patch16_224,26.760,73.240,58.880,41.120,22.05,224,0.900,bicubic,-68.610,-40.270,+22
+regnety_032,26.067,73.933,60.880,39.120,19.44,288,1.000,bicubic,-69.913,-38.310,-28
+nfnet_l0,25.960,74.040,61.653,38.347,35.07,288,1.000,bicubic,-70.170,-37.587,-38
+tf_efficientnet_b4,25.853,74.147,59.880,40.120,19.34,380,0.922,bicubic,-70.037,-39.290,-25
+tf_efficientnet_b4_ap,25.840,74.160,59.640,40.360,19.34,380,0.922,bicubic,-70.330,-39.640,-46
+ecaresnet101d,25.760,74.240,58.707,41.293,44.57,224,0.875,bicubic,-69.780,-40.423,0
+ecaresnet50t,25.640,74.360,59.720,40.280,25.57,320,0.950,bicubic,-69.860,-39.180,+6
+visformer_small,25.480,74.520,58.520,41.480,40.22,224,0.900,bicubic,-70.020,-40.600,+4
+crossvit_15_240,25.440,74.560,57.320,42.680,27.53,240,0.875,bicubic,-69.680,-41.610,+27
+coat_mini,25.387,74.613,57.413,42.587,10.34,224,0.900,bicubic,-69.603,-41.367,+44
+resnetv2_50x1_bit_distilled,25.107,74.893,59.373,40.627,25.55,224,0.875,bicubic,-71.003,-39.907,-45
+xcit_small_12_p16_224,25.080,74.920,55.653,44.347,26.25,224,1.000,bicubic,-70.320,-43.177,+10
+convit_small,24.773,75.227,56.947,43.053,27.78,224,0.875,bicubic,-70.407,-41.973,+19
+gc_efficientnetv2_rw_t,24.560,75.440,57.533,42.467,13.68,288,1.000,bicubic,-71.180,-41.487,-21
+tnt_s_patch16_224,24.547,75.453,57.773,42.227,23.76,224,0.900,bicubic,-70.493,-41.067,+33
+eca_nfnet_l0,24.493,75.507,59.600,40.400,24.14,288,1.000,bicubic,-71.467,-39.610,-39
+efficientnetv2_rw_t,24.240,75.760,57.187,42.813,13.65,288,1.000,bicubic,-71.370,-41.883,-14
+xcit_tiny_12_p16_384_dist,24.160,75.840,57.000,43.000,6.72,384,1.000,bicubic,-70.950,-42.020,+21
+tf_efficientnet_b2_ns,24.120,75.880,57.480,42.520,9.11,260,0.890,bicubic,-71.630,-41.640,-27
+vit_small_r26_s32_224,23.933,76.067,55.960,44.040,36.43,224,0.900,bicubic,-71.707,-43.230,-20
+twins_svt_small,23.800,76.200,57.253,42.747,24.06,224,0.900,bicubic,-71.410,-41.637,+10
+ssl_resnext101_32x4d,23.760,76.240,57.133,42.867,44.18,224,0.875,bilinear,-71.670,-41.997,-4
+vit_small_patch32_384,23.547,76.453,56.907,43.093,22.92,384,1.000,bicubic,-71.513,-41.923,+20
+crossvit_small_240,23.413,76.587,56.400,43.600,26.86,240,0.875,bicubic,-71.417,-42.620,+43
+jx_nest_tiny,23.133,76.867,56.053,43.947,17.06,224,0.875,bicubic,-72.117,-42.927,+3
+nasnetalarge,23.120,76.880,54.533,45.467,88.75,331,0.911,bicubic,-72.560,-44.397,-30
+efficientnet_b3,23.120,76.880,55.813,44.187,12.23,320,1.000,bicubic,-72.600,-43.107,-30
+pnasnet5large,23.107,76.893,53.320,46.680,86.06,331,0.911,bicubic,-72.613,-45.720,-33
+levit_384,23.013,76.987,55.840,44.160,39.13,224,0.900,bicubic,-72.517,-43.210,-21
+resnet61q,22.693,77.307,55.440,44.560,36.85,288,1.000,bicubic,-73.097,-43.550,-40
+resmlp_big_24_224,22.627,77.373,54.067,45.933,129.14,224,0.875,bicubic,-72.023,-44.423,+47
+twins_pcpvt_small,22.440,77.560,56.547,43.453,24.11,224,0.900,bicubic,-72.790,-42.333,-2
+vit_base_patch32_224,22.253,77.747,53.760,46.240,88.22,224,0.900,bicubic,-72.757,-45.260,+20
+pit_s_distilled_224,22.147,77.853,56.867,43.133,24.04,224,0.900,bicubic,-73.093,-42.183,-5
+xcit_tiny_12_p8_224_dist,22.040,77.960,53.920,46.080,6.71,224,1.000,bicubic,-73.040,-44.990,+6
+halonet50ts,21.773,78.227,51.293,48.707,22.73,256,0.940,bicubic,-73.177,-47.457,+20
+tresnet_m,21.267,78.733,53.480,46.520,31.39,224,0.875,bilinear,-74.463,-45.550,-43
+pit_s_224,21.040,78.960,53.520,46.480,23.46,224,0.900,bicubic,-73.540,-45.200,+46
+swin_tiny_patch4_window7_224,21.027,78.973,55.627,44.373,28.29,224,0.900,bicubic,-74.103,-43.223,-4
+convmixer_1536_20,20.907,79.093,55.267,44.733,51.63,224,0.960,bicubic,-74.173,-43.763,0
+xcit_tiny_12_p8_224,20.893,79.107,52.307,47.693,6.71,224,1.000,bicubic,-73.817,-46.523,+34
+regnetz_b,20.787,79.213,53.453,46.547,9.72,288,0.940,bicubic,-74.273,-45.597,+2
+deit_small_distilled_patch16_224,20.680,79.320,54.853,45.147,22.44,224,0.900,bicubic,-74.030,-44.177,+30
+resnet51q,20.533,79.467,55.133,44.867,35.70,288,1.000,bilinear,-75.347,-43.987,-64
+resnetrs101,20.280,79.720,52.533,47.467,63.62,288,0.940,bicubic,-75.140,-46.497,-26
+resnest50d_4s2x40d,20.080,79.920,52.920,47.080,30.42,224,0.875,bicubic,-74.870,-46.150,+11
+ssl_resnext50_32x4d,19.680,80.320,53.213,46.787,25.03,224,0.875,bilinear,-75.180,-45.657,+18
+xcit_nano_12_p8_384_dist,19.680,80.320,50.413,49.587,3.05,384,1.000,bicubic,-73.800,-48.117,+142
+haloregnetz_b,19.560,80.440,49.720,50.280,11.68,224,0.940,bicubic,-75.150,-48.940,+25
+tresnet_xl,19.320,80.680,52.867,47.133,78.44,224,0.875,bilinear,-76.120,-46.193,-33
+resnetv2_101,19.307,80.693,48.800,51.200,44.54,224,0.950,bicubic,-76.323,-50.190,-49
+gluon_senet154,19.067,80.933,47.160,52.840,115.09,224,0.875,bicubic,-75.863,-51.610,+8
+gluon_seresnext101_64x4d,18.960,81.040,48.960,51.040,88.23,224,0.875,bicubic,-75.980,-49.860,+5
+legacy_senet154,18.920,81.080,47.627,52.373,115.09,224,0.875,bilinear,-76.140,-51.363,-9
+tf_efficientnet_b1_ns,18.920,81.080,51.707,48.293,7.79,240,0.882,bicubic,-76.250,-47.413,-22
+levit_256,18.893,81.107,49.653,50.347,18.89,224,0.900,bicubic,-76.137,-49.237,-7
+repvgg_b3,18.880,81.120,49.800,50.200,123.09,224,0.875,bilinear,-75.690,-48.990,+28
+rexnet_200,18.880,81.120,52.587,47.413,16.37,224,0.875,bicubic,-76.060,-46.413,+1
+deit_small_patch16_224,18.720,81.280,51.093,48.907,22.05,224,0.900,bicubic,-75.680,-47.597,+46
+mixer_b16_224_miil,18.480,81.520,50.987,49.013,59.88,224,0.875,bilinear,-76.830,-47.903,-35
+seresnext50_32x4d,18.227,81.773,50.907,49.093,27.56,224,0.875,bicubic,-76.803,-47.983,-11
+cait_xxs36_224,18.053,81.947,49.267,50.733,17.30,224,1.000,bicubic,-76.207,-49.443,+56
+ecaresnet50d,17.960,82.040,51.453,48.547,25.58,224,0.875,bicubic,-76.660,-47.437,+18
+sehalonet33ts,17.827,82.173,47.347,52.653,13.69,256,0.940,bicubic,-76.953,-51.223,+5
+resnest50d_1s4x24d,17.640,82.360,49.613,50.387,25.68,224,0.875,bicubic,-77.130,-49.367,+6
+tf_efficientnet_lite4,17.627,82.373,50.253,49.747,13.01,380,0.920,bilinear,-77.233,-48.767,0
+vit_tiny_patch16_384,17.547,82.453,49.920,50.080,5.79,384,1.000,bicubic,-76.103,-48.680,+109
+gluon_seresnext101_32x4d,17.373,82.627,46.467,53.533,48.96,224,0.875,bicubic,-77.547,-52.343,-7
+inception_v4,17.293,82.707,45.387,54.613,42.68,299,0.875,bicubic,-77.077,-53.223,+40
+resnest50d,17.293,82.707,50.533,49.467,27.48,224,0.875,bilinear,-77.537,-48.347,-2
+efficientnet_el,17.013,82.987,49.933,50.067,10.59,300,0.904,bicubic,-78.107,-49.047,-34
+tf_efficientnet_b3_ap,17.000,83.000,49.387,50.613,12.23,300,0.904,bicubic,-78.320,-49.513,-48
+xcit_tiny_24_p16_224_dist,16.960,83.040,47.253,52.747,12.12,224,1.000,bicubic,-77.560,-51.537,+19
+gluon_resnext101_64x4d,16.707,83.293,43.933,56.067,83.46,224,0.875,bicubic,-77.933,-54.737,+5
+resmlp_36_distilled_224,16.707,83.293,51.093,48.907,44.69,224,0.875,bicubic,-78.163,-47.767,-13
+tf_efficientnet_b3,16.680,83.320,49.107,50.893,12.23,300,0.904,bicubic,-78.340,-49.803,-24
+xception71,16.600,83.400,45.240,54.760,42.34,299,0.903,bicubic,-77.690,-53.400,+39
+tf_efficientnetv2_b3,16.493,83.507,48.400,51.600,14.36,300,0.904,bicubic,-78.677,-50.420,-44
+gluon_resnet152_v1s,16.467,83.533,44.227,55.773,60.32,224,0.875,bicubic,-78.583,-54.703,-33
+inception_resnet_v2,16.467,83.533,44.720,55.280,55.84,299,0.897,bicubic,-78.073,-54.070,+10
+tresnet_l,16.413,83.587,49.587,50.413,55.99,224,0.875,bilinear,-78.877,-49.423,-55
+resmlp_24_distilled_224,16.253,83.747,49.960,50.040,30.02,224,0.875,bicubic,-78.197,-48.810,+19
+gluon_xception65,16.240,83.760,45.933,54.067,39.92,299,0.903,bicubic,-78.020,-52.637,+36
+gcresnet50t,16.227,83.773,48.107,51.893,25.90,256,0.900,bicubic,-78.633,-50.693,-20
+gernet_l,16.187,83.813,46.973,53.027,31.08,256,0.875,bilinear,-78.923,-51.927,-47
+wide_resnet50_2,16.187,83.813,48.053,51.947,68.88,224,0.875,bicubic,-78.863,-50.917,-39
+gluon_resnet152_v1d,16.160,83.840,44.107,55.893,60.21,224,0.875,bicubic,-78.590,-54.633,-15
+ens_adv_inception_resnet_v2,16.093,83.907,43.413,56.587,55.84,299,0.897,bicubic,-78.067,-55.197,+44
+gmlp_s16_224,16.093,83.907,44.693,55.307,19.42,224,0.875,bicubic,-78.057,-53.807,+45
+gcresnext50ts,16.040,83.960,46.080,53.920,15.67,256,0.900,bicubic,-78.440,-52.590,+6
+xcit_tiny_24_p16_224,16.027,83.973,45.600,54.400,12.12,224,1.000,bicubic,-78.053,-52.910,+53
+xception65,15.907,84.093,43.467,56.533,39.92,299,0.903,bicubic,-77.863,-54.893,+74
+ssl_resnet50,15.840,84.160,49.280,50.720,25.56,224,0.875,bilinear,-78.630,-49.640,+7
+repvgg_b3g4,15.813,84.187,47.373,52.627,83.83,224,0.875,bilinear,-78.717,-51.587,-3
+ecaresnet26t,15.480,84.520,47.800,52.200,16.01,320,0.950,bicubic,-78.820,-50.910,+19
+ecaresnet101d_pruned,15.480,84.520,47.933,52.067,24.88,224,0.875,bicubic,-79.590,-51.047,-54
+regnety_320,15.453,84.547,44.560,55.440,145.05,224,0.875,bicubic,-79.097,-54.290,-9
+coat_tiny,15.440,84.560,45.560,54.440,5.50,224,0.900,bicubic,-78.140,-52.850,+83
+convmixer_768_32,15.360,84.640,47.667,52.333,21.11,224,0.960,bicubic,-79.130,-50.953,-5
+ecaresnetlight,15.160,84.840,45.680,54.320,30.16,224,0.875,bicubic,-79.610,-53.120,-30
+skresnext50_32x4d,15.107,84.893,44.467,55.533,27.48,224,0.875,bicubic,-79.153,-54.003,+19
+cait_xxs24_224,14.893,85.107,44.547,55.453,11.96,224,1.000,bicubic,-78.697,-53.893,+78
+levit_192,14.667,85.333,44.627,55.373,10.95,224,0.900,bicubic,-79.513,-53.933,+27
+efficientnet_el_pruned,14.373,85.627,45.853,54.147,10.59,300,0.904,bicubic,-80.017,-52.897,+3
+rexnet_150,14.347,85.653,46.587,53.413,9.73,224,0.875,bicubic,-80.123,-52.203,-6
+efficientnet_b2,14.307,85.693,45.773,54.227,9.11,288,1.000,bicubic,-80.323,-52.937,-26
+coat_lite_mini,14.280,85.720,44.347,55.653,11.01,224,0.900,bicubic,-79.770,-54.193,+38
+seresnet33ts,14.267,85.733,45.707,54.293,19.78,256,0.900,bicubic,-80.603,-53.083,-45
+seresnet50,14.040,85.960,45.347,54.653,28.09,224,0.875,bicubic,-80.520,-53.403,-22
+eca_resnet33ts,14.013,85.987,46.907,53.093,19.68,256,0.900,bicubic,-80.187,-51.433,+16
+gernet_m,14.000,86.000,45.853,54.147,21.14,224,0.875,bilinear,-80.620,-53.007,-28
+legacy_seresnext101_32x4d,13.867,86.133,42.653,57.347,48.96,224,0.875,bilinear,-80.483,-55.977,-2
+gluon_resnext101_32x4d,13.667,86.333,41.480,58.520,44.18,224,0.875,bicubic,-80.873,-57.150,-24
+gluon_seresnext50_32x4d,13.453,86.547,43.507,56.493,27.56,224,0.875,bicubic,-80.877,-55.113,-3
+resmlp_36_224,13.400,86.600,46.267,53.733,44.69,224,0.875,bicubic,-80.790,-52.393,+12
+gcresnet33ts,13.360,86.640,44.480,55.520,19.88,256,0.900,bicubic,-81.120,-54.300,-21
+repvgg_b2g4,13.240,86.760,43.453,56.547,61.76,224,0.875,bilinear,-80.600,-55.147,+43
+regnetx_320,13.187,86.813,40.240,59.760,107.81,224,0.875,bicubic,-81.253,-58.490,-16
+ese_vovnet39b,13.147,86.853,43.667,56.333,24.57,224,0.875,bicubic,-80.943,-54.993,+23
+pit_xs_distilled_224,13.120,86.880,44.440,55.560,11.00,224,0.900,bicubic,-80.700,-54.230,+43
+mixnet_xl,13.000,87.000,43.133,56.867,11.90,224,0.875,bicubic,-81.200,-55.637,+3
+efficientnet_b3_pruned,12.987,87.013,44.813,55.187,9.86,300,0.904,bicubic,-81.633,-53.957,-40
+nf_regnet_b1,12.840,87.160,44.027,55.973,10.22,288,0.900,bicubic,-81.280,-54.593,+16
+gluon_resnet101_v1d,12.747,87.253,41.280,58.720,44.57,224,0.875,bicubic,-81.453,-57.290,+1
+pit_xs_224,12.747,87.253,42.627,57.373,10.62,224,0.900,bicubic,-80.373,-55.693,+91
+crossvit_9_dagger_240,12.560,87.440,41.480,58.520,8.78,240,0.875,bicubic,-80.360,-56.770,+103
+gluon_inception_v3,12.520,87.480,40.187,59.813,23.83,299,0.875,bicubic,-80.940,-58.373,+66
+resmlp_24_224,12.387,87.613,43.133,56.867,30.02,224,0.875,bicubic,-81.633,-55.197,+18
+coat_lite_tiny,12.267,87.733,41.067,58.933,5.72,224,0.900,bicubic,-80.953,-57.203,+82
+regnety_120,12.240,87.760,41.880,58.120,51.82,224,0.875,bicubic,-82.240,-56.930,-33
+gluon_resnet101_v1s,12.000,88.000,40.773,59.227,44.67,224,0.875,bicubic,-82.700,-58.047,-55
+efficientnet_em,11.960,88.040,43.667,56.333,6.90,240,0.882,bicubic,-81.880,-55.143,+27
+hrnet_w64,11.867,88.133,40.560,59.440,128.06,224,0.875,bilinear,-82.123,-58.060,+15
+xcit_tiny_12_p16_224_dist,11.707,88.293,39.840,60.160,6.72,224,1.000,bicubic,-81.693,-58.650,+65
+cspdarknet53,11.680,88.320,42.880,57.120,27.64,256,0.887,bilinear,-82.990,-55.930,-58
+nf_resnet50,11.680,88.320,45.320,54.680,25.56,288,0.940,bicubic,-82.880,-53.470,-50
+resnet50d,11.640,88.360,42.080,57.920,25.58,224,0.875,bicubic,-82.630,-56.640,-20
+gmixer_24_224,11.600,88.400,37.173,62.827,24.72,224,0.875,bicubic,-81.240,-60.707,+94
+xception41,11.547,88.453,38.760,61.240,26.97,299,0.903,bicubic,-81.863,-59.660,+58
+vit_small_patch32_224,11.507,88.493,39.453,60.547,22.88,224,0.900,bicubic,-80.523,-58.777,+137
+dla102x2,11.400,88.600,41.240,58.760,41.28,224,0.875,bilinear,-82.560,-57.240,+9
+dpn92,11.333,88.667,39.507,60.493,37.67,224,0.875,bicubic,-82.887,-59.223,-20
+lambda_resnet26t,11.293,88.707,39.987,60.013,10.96,256,0.940,bicubic,-82.527,-58.663,+19
+efficientnet_b2_pruned,11.253,88.747,41.773,58.227,8.31,260,0.890,bicubic,-82.887,-56.747,-7
+regnety_080,11.253,88.747,40.627,59.373,39.18,224,0.875,bicubic,-82.927,-58.053,-14
+levit_128,11.213,88.787,40.053,59.947,9.21,224,0.900,bicubic,-82.127,-58.327,+56
+xcit_nano_12_p16_384_dist,11.187,88.813,39.560,60.440,3.05,384,1.000,bicubic,-80.643,-58.450,+143
+tf_efficientnet_el,11.173,88.827,41.360,58.640,10.59,300,0.904,bicubic,-83.227,-57.350,-42
+tf_efficientnet_b0_ns,11.080,88.920,39.880,60.120,5.29,224,0.875,bicubic,-82.540,-58.760,+29
+ecaresnet50d_pruned,11.000,89.000,42.013,57.987,19.94,224,0.875,bicubic,-83.210,-56.717,-27
+vit_tiny_r_s16_p8_384,10.933,89.067,39.427,60.573,6.36,384,1.000,bicubic,-81.097,-58.863,+127
+xcit_tiny_12_p16_224,10.920,89.080,36.840,63.160,6.72,224,1.000,bicubic,-81.570,-61.410,+105
+eca_halonext26ts,10.867,89.133,39.560,60.440,10.76,256,0.940,bicubic,-82.643,-58.720,+33
+hrnet_w48,10.853,89.147,39.973,60.027,77.47,224,0.875,bilinear,-83.087,-58.637,-3
+tf_efficientnetv2_b2,10.853,89.147,39.493,60.507,10.10,260,0.890,bicubic,-83.557,-59.077,-51
+dpn107,10.827,89.173,38.453,61.547,86.92,224,0.875,bicubic,-83.473,-60.017,-44
+tf_inception_v3,10.827,89.173,36.680,63.320,23.83,299,0.875,bicubic,-82.503,-61.830,+45
+adv_inception_v3,10.827,89.173,36.480,63.520,23.83,299,0.875,bicubic,-82.063,-61.650,+74
+halonet26t,10.813,89.187,38.587,61.413,12.48,256,0.950,bicubic,-83.167,-59.903,-10
+gluon_resnet152_v1c,10.747,89.253,36.840,63.160,60.21,224,0.875,bicubic,-83.413,-61.800,-27
+resnext50_32x4d,10.640,89.360,40.213,59.787,25.03,224,0.875,bicubic,-83.470,-58.137,-20
+xcit_nano_12_p8_224_dist,10.573,89.427,38.053,61.947,3.05,224,1.000,bicubic,-81.527,-60.107,+113
+dpn131,10.560,89.440,37.000,63.000,79.25,224,0.875,bicubic,-83.430,-61.720,-16
+resnetv2_50,10.547,89.453,39.173,60.827,25.55,224,0.950,bicubic,-83.893,-59.557,-61
+resnext50d_32x4d,10.427,89.573,39.333,60.667,25.05,224,0.875,bicubic,-83.763,-59.237,-37
+tf_efficientnet_b2_ap,10.413,89.587,39.760,60.240,9.11,260,0.890,bicubic,-84.077,-59.090,-73
+hrnet_w44,10.333,89.667,39.200,60.800,67.06,224,0.875,bilinear,-83.247,-59.500,+15
+rexnet_130,10.333,89.667,41.387,58.613,7.56,224,0.875,bicubic,-83.567,-57.013,-13
+xcit_nano_12_p8_224,10.213,89.787,37.200,62.800,3.05,224,1.000,bicubic,-80.777,-60.600,+144
+cspresnext50,10.133,89.867,40.213,59.787,20.57,224,0.875,bilinear,-84.337,-58.467,-72
+dpn98,10.120,89.880,36.440,63.560,61.57,224,0.875,bicubic,-84.000,-62.140,-33
+resnetrs50,10.067,89.933,37.227,62.773,35.69,224,0.910,bicubic,-84.223,-61.413,-57
+resnet50,10.000,90.000,37.947,62.053,25.56,224,0.950,bicubic,-84.330,-60.493,-62
+regnety_064,10.000,90.000,38.960,61.040,30.58,224,0.875,bicubic,-84.150,-59.780,-38
+regnetx_160,9.973,90.027,37.760,62.240,54.28,224,0.875,bicubic,-84.147,-60.980,-35
+resnext101_32x8d,9.947,90.053,37.453,62.547,88.79,224,0.875,bilinear,-83.843,-61.127,-12
+lambda_resnet26rpt_256,9.907,90.093,37.520,62.480,10.99,256,0.940,bicubic,-83.813,-60.980,-8
+legacy_seresnext50_32x4d,9.880,90.120,39.013,60.987,27.56,224,0.875,bilinear,-83.840,-59.567,-8
+efficientnet_b1,9.867,90.133,37.293,62.707,7.79,256,1.000,bicubic,-83.373,-60.997,+31
+xception,9.853,90.147,37.920,62.080,22.86,299,0.897,bicubic,-83.627,-60.600,+11
+inception_v3,9.827,90.173,35.040,64.960,23.83,299,0.875,bicubic,-82.893,-62.920,+62
+tf_efficientnet_b2,9.653,90.347,38.640,61.360,9.11,260,0.890,bicubic,-84.717,-59.940,-74
+tf_efficientnet_cc_b1_8e,9.613,90.387,36.867,63.133,39.72,240,0.882,bicubic,-84.307,-61.383,-29
+dpn68b,9.587,90.413,37.720,62.280,12.61,224,0.875,bicubic,-84.093,-60.810,-10
+gluon_resnet152_v1b,9.573,90.427,35.707,64.293,60.19,224,0.875,bicubic,-84.507,-62.753,-42
+tf_efficientnet_lite3,9.480,90.520,38.947,61.053,8.20,300,0.904,bilinear,-84.710,-59.693,-57
+res2net101_26w_4s,9.413,90.587,34.440,65.560,45.21,224,0.875,bilinear,-84.307,-63.880,-16
+legacy_seresnet152,9.240,90.760,37.093,62.907,66.82,224,0.875,bilinear,-84.180,-61.247,+8
+cspresnet50,9.227,90.773,39.493,60.507,21.62,256,0.887,bilinear,-84.523,-59.137,-22
+hrnet_w40,9.120,90.880,36.533,63.467,57.56,224,0.875,bilinear,-84.370,-62.197,-1
+regnetx_120,9.067,90.933,36.947,63.053,46.11,224,0.875,bicubic,-85.173,-61.723,-70
+vit_tiny_patch16_224,9.040,90.960,34.267,65.733,5.72,224,0.900,bicubic,-82.720,-63.773,+100
+gluon_resnext50_32x4d,9.027,90.973,36.307,63.693,25.03,224,0.875,bicubic,-84.793,-62.103,-32
+vit_base_patch16_sam_224,9.013,90.987,36.080,63.920,86.57,224,0.900,bicubic,-85.137,-62.590,-58
+resnest26d,9.000,91.000,37.533,62.467,17.07,224,0.875,bilinear,-84.360,-61.107,+5
+resnet33ts,9.000,91.000,38.240,61.760,19.68,256,0.900,bicubic,-84.600,-60.290,-17
+crossvit_tiny_240,8.893,91.107,34.320,65.680,7.01,240,0.875,bicubic,-81.357,-63.290,+132
+bat_resnext26ts,8.867,91.133,35.987,64.013,10.73,256,0.900,bicubic,-84.443,-62.043,+9
+regnety_040,8.853,91.147,37.000,63.000,20.65,224,0.875,bicubic,-85.007,-61.640,-41
+rexnet_100,8.827,91.173,36.240,63.760,4.80,224,0.875,bicubic,-84.203,-62.130,+21
+seresnext26t_32x4d,8.813,91.187,36.573,63.427,16.81,224,0.875,bicubic,-83.997,-61.797,+34
+seresnext26d_32x4d,8.800,91.200,36.467,63.533,16.81,224,0.875,bicubic,-83.940,-61.683,+40
+mixnet_l,8.733,91.267,36.173,63.827,7.33,224,0.875,bicubic,-84.697,-62.047,-9
+mobilenetv3_large_100_miil,8.720,91.280,32.893,67.107,5.48,224,0.875,bilinear,-83.550,-64.747,+64
+convit_tiny,8.693,91.307,33.987,66.013,5.71,224,0.875,bicubic,-81.917,-63.743,+118
+levit_128s,8.667,91.333,32.800,67.200,7.78,224,0.900,bicubic,-83.283,-65.260,+76
+gcresnext26ts,8.560,91.440,35.547,64.453,10.48,256,0.900,bicubic,-84.210,-62.493,+30
+hrnet_w30,8.533,91.467,36.800,63.200,37.71,224,0.875,bilinear,-84.667,-61.610,+5
+resnet32ts,8.480,91.520,36.880,63.120,17.96,256,0.900,bicubic,-84.990,-61.610,-17
+dla169,8.373,91.627,35.867,64.133,53.39,224,0.875,bilinear,-84.967,-62.733,-9
+mixer_b16_224,8.360,91.640,29.320,70.680,59.88,224,0.875,bicubic,-83.500,-68.610,+77
+tf_efficientnet_b1_ap,8.333,91.667,35.160,64.840,7.79,240,0.882,bicubic,-85.377,-63.200,-39
+legacy_seresnet101,8.253,91.747,35.747,64.253,49.33,224,0.875,bilinear,-85.047,-62.753,-5
+resnetblur50,8.213,91.787,37.360,62.640,25.56,224,0.875,bicubic,-85.717,-61.220,-61
+repvgg_b2,8.173,91.827,36.040,63.960,89.02,224,0.875,bilinear,-85.317,-62.550,-27
+dla102x,8.160,91.840,36.787,63.213,26.31,224,0.875,bilinear,-85.350,-61.713,-31
+crossvit_9_240,8.147,91.853,34.027,65.973,8.55,240,0.875,bicubic,-82.513,-63.713,+105
+eca_botnext26ts_256,8.133,91.867,30.947,69.053,10.59,256,0.950,bicubic,-82.417,-66.303,+106
+eca_resnext26ts,8.120,91.880,35.747,64.253,10.30,256,0.900,bicubic,-84.540,-62.513,+29
+resmlp_12_distilled_224,8.080,91.920,36.573,63.427,15.35,224,0.875,bicubic,-84.750,-61.567,+13
+hrnet_w32,7.947,92.053,37.267,62.733,41.23,224,0.875,bilinear,-85.573,-61.173,-37
+gluon_resnet50_v1d,7.840,92.160,34.773,65.227,25.58,224,0.875,bicubic,-85.940,-63.627,-57
+res2net50_26w_8s,7.813,92.187,33.147,66.853,48.40,224,0.875,bilinear,-85.617,-65.033,-28
+gluon_resnet101_v1c,7.800,92.200,32.973,67.027,44.57,224,0.875,bicubic,-85.860,-65.437,-49
+dla60_res2next,7.733,92.267,34.653,65.347,17.03,224,0.875,bilinear,-85.447,-63.757,-11
+tf_efficientnetv2_b1,7.720,92.280,34.360,65.640,8.14,240,0.882,bicubic,-86.220,-64.260,-74
+deit_tiny_distilled_patch16_224,7.707,92.293,33.520,66.480,5.91,224,0.900,bicubic,-83.023,-64.060,+92
+densenetblur121d,7.573,92.427,34.587,65.413,8.00,224,0.875,bicubic,-84.337,-63.503,+57
+dla60_res2net,7.373,92.627,34.400,65.600,20.85,224,0.875,bilinear,-85.787,-64.010,-14
+regnetx_064,7.333,92.667,34.360,65.640,26.21,224,0.875,bicubic,-86.557,-64.270,-74
+wide_resnet101_2,7.307,92.693,33.693,66.307,126.89,224,0.875,bilinear,-86.413,-64.847,-59
+efficientnet_b1_pruned,7.280,92.720,34.427,65.573,6.33,240,0.882,bicubic,-85.490,-63.843,+6
+deit_tiny_patch16_224,7.227,92.773,30.667,69.333,5.72,224,0.900,bicubic,-82.443,-66.773,+106
+hardcorenas_e,7.227,92.773,33.160,66.840,8.07,224,0.875,bilinear,-85.353,-64.950,+19
+efficientnet_b0,7.213,92.787,33.840,66.160,5.29,224,0.875,bicubic,-85.457,-64.240,+12
+gluon_resnet101_v1b,7.160,92.840,32.720,67.280,44.55,224,0.875,bicubic,-86.570,-65.680,-68
+tf_efficientnet_cc_b0_8e,7.120,92.880,31.653,68.347,24.01,224,0.875,bicubic,-85.700,-66.527,-4
+tf_efficientnet_b1,7.120,92.880,33.107,66.893,7.79,240,0.882,bicubic,-86.390,-65.253,-50
+gluon_resnet50_v1s,7.080,92.920,33.200,66.800,25.68,224,0.875,bicubic,-86.550,-65.270,-62
+tf_mixnet_l,7.080,92.920,31.587,68.413,7.33,224,0.875,bicubic,-86.230,-66.763,-34
+resmlp_12_224,7.067,92.933,33.853,66.147,15.35,224,0.875,bicubic,-85.123,-64.307,+31
+convmixer_1024_20_ks9_p14,7.027,92.973,32.693,67.307,24.38,224,0.960,bicubic,-85.403,-65.577,+18
+seresnext26ts,6.933,93.067,34.600,65.400,10.39,256,0.900,bicubic,-85.747,-63.700,+3
+hardcorenas_f,6.853,93.147,33.907,66.093,8.20,224,0.875,bilinear,-86.097,-64.253,-18
+mixnet_m,6.667,93.333,32.040,67.960,5.01,224,0.875,bicubic,-85.773,-65.830,+14
+ese_vovnet19b_dw,6.627,93.373,33.107,66.893,6.54,224,0.875,bicubic,-85.643,-64.993,+21
+selecsls60b,6.613,93.387,33.133,66.867,32.77,224,0.875,bicubic,-86.677,-65.147,-38
+efficientnet_es,6.560,93.440,33.693,66.307,5.44,224,0.875,bicubic,-86.640,-64.707,-36
+pit_ti_distilled_224,6.547,93.453,30.507,69.493,5.10,224,0.900,bicubic,-84.333,-67.213,+68
+res2net50_26w_6s,6.507,93.493,31.467,68.533,37.05,224,0.875,bilinear,-86.893,-66.813,-52
+hardcorenas_d,6.453,93.547,32.053,67.947,7.50,224,0.875,bilinear,-85.967,-66.017,+10
+legacy_seresnext26_32x4d,6.440,93.560,32.920,67.080,16.79,224,0.875,bicubic,-86.190,-65.200,-2
+skresnet34,6.387,93.613,31.493,68.507,22.28,224,0.875,bicubic,-85.993,-66.647,+10
+regnetx_080,6.360,93.640,32.213,67.787,39.57,224,0.875,bicubic,-87.510,-66.307,-97
+resnet34d,6.347,93.653,31.680,68.320,21.82,224,0.875,bicubic,-86.353,-66.620,-10
+dla60x,6.307,93.693,33.787,66.213,17.35,224,0.875,bilinear,-86.783,-64.703,-37
+repvgg_b1,6.240,93.760,33.307,66.693,57.42,224,0.875,bilinear,-87.090,-65.083,-52
+swsl_resnet18,6.213,93.787,31.347,68.653,11.69,224,0.875,bilinear,-84.467,-66.363,+63
+legacy_seresnet50,6.067,93.933,32.453,67.547,28.09,224,0.875,bilinear,-86.883,-65.737,-32
+pit_ti_224,6.053,93.947,30.053,69.947,4.85,224,0.900,bicubic,-83.877,-67.387,+74
+tv_resnet152,6.000,94.000,31.640,68.360,60.19,224,0.875,bilinear,-87.330,-66.400,-57
+resnet26t,5.987,94.013,31.720,68.280,16.01,256,0.940,bicubic,-86.763,-66.520,-21
+tf_efficientnet_cc_b0_4e,5.960,94.040,29.533,70.467,13.31,224,0.875,bicubic,-86.660,-68.547,-12
+tf_efficientnetv2_b0,5.893,94.107,30.613,69.387,7.14,224,0.875,bicubic,-87.217,-67.777,-46
+mixer_l16_224,5.853,94.147,18.200,81.800,208.20,224,0.875,bicubic,-81.307,-75.330,+92
+dla102,5.840,94.160,32.453,67.547,33.27,224,0.875,bilinear,-87.240,-66.087,-46
+regnetx_040,5.800,94.200,31.187,68.813,22.12,224,0.875,bicubic,-87.750,-67.373,-84
+selecsls60,5.720,94.280,32.280,67.720,30.67,224,0.875,bicubic,-87.300,-66.030,-44
+hardcorenas_c,5.600,94.400,30.213,69.787,5.52,224,0.875,bilinear,-86.420,-67.627,+11
+regnety_016,5.573,94.427,30.280,69.720,11.20,224,0.875,bicubic,-87.457,-67.910,-47
+res2next50,5.520,94.480,30.600,69.400,24.67,224,0.875,bilinear,-87.330,-67.580,-40
+hrnet_w18,5.453,94.547,30.813,69.187,21.30,224,0.875,bilinear,-86.857,-67.437,-7
+tf_efficientnet_lite2,5.373,94.627,30.907,69.093,6.09,260,0.890,bicubic,-87.287,-67.323,-24
+botnet26t_256,5.333,94.667,24.307,75.693,12.49,256,0.950,bicubic,-82.127,-71.883,+80
+resnest14d,5.333,94.667,28.547,71.453,10.61,224,0.875,bilinear,-86.397,-69.323,+19
+tf_efficientnet_b0_ap,5.320,94.680,28.707,71.293,5.29,224,0.875,bicubic,-86.900,-69.403,-6
+gernet_s,5.200,94.800,30.067,69.933,8.17,224,0.875,bilinear,-86.940,-68.123,-3
+tf_efficientnet_em,5.200,94.800,30.653,69.347,6.90,240,0.882,bicubic,-87.750,-67.557,-50
+mobilenetv3_large_100,5.107,94.893,28.053,71.947,5.48,224,0.875,bicubic,-86.233,-69.657,+22
+repvgg_b1g4,5.107,94.893,30.467,69.533,39.97,224,0.875,bilinear,-87.893,-67.963,-55
+xcit_nano_12_p16_224_dist,5.107,94.893,26.280,73.720,3.05,224,1.000,bicubic,-84.573,-70.810,+57
+densenet121,5.080,94.920,29.627,70.373,7.98,224,0.875,bicubic,-86.490,-68.403,+14
+res2net50_26w_4s,5.053,94.947,28.987,71.013,25.70,224,0.875,bilinear,-87.427,-69.083,-25
+tf_efficientnet_b0,5.040,94.960,28.907,71.093,5.29,224,0.875,bicubic,-87.190,-69.093,-15
+tf_mixnet_m,5.040,94.960,28.093,71.907,5.01,224,0.875,bicubic,-87.290,-69.797,-21
+vit_tiny_r_s16_p8_224,4.947,95.053,26.707,73.293,6.34,224,0.900,bicubic,-84.243,-70.523,+57
+hardcorenas_a,4.893,95.107,27.987,72.013,5.26,224,0.875,bilinear,-86.447,-69.873,+13
+regnetx_032,4.880,95.120,29.893,70.107,15.30,224,0.875,bicubic,-88.240,-68.497,-71
+res2net50_14w_8s,4.880,95.120,28.320,71.680,25.06,224,0.875,bilinear,-87.840,-69.870,-45
+mixnet_s,4.840,95.160,28.507,71.493,4.13,224,0.875,bicubic,-86.980,-69.183,+1
+hardcorenas_b,4.827,95.173,27.800,72.200,5.18,224,0.875,bilinear,-86.913,-69.980,+2
+mobilenetv3_rw,4.813,95.187,29.507,70.493,5.48,224,0.875,bicubic,-86.397,-68.153,+12
+xcit_nano_12_p16_224,4.800,95.200,25.253,74.747,3.05,224,1.000,bicubic,-83.790,-71.537,+57
+gluon_resnet50_v1c,4.773,95.227,27.787,72.213,25.58,224,0.875,bicubic,-88.257,-70.573,-72
+selecsls42b,4.707,95.293,28.333,71.667,32.46,224,0.875,bicubic,-87.593,-69.807,-29
+tv_resnext50_32x4d,4.693,95.307,29.813,70.187,25.03,224,0.875,bilinear,-88.067,-68.467,-57
+resnext26ts,4.640,95.360,28.733,71.267,10.30,256,0.900,bicubic,-87.220,-68.497,-10
+densenet161,4.573,95.427,29.520,70.480,28.68,224,0.875,bicubic,-87.927,-68.770,-42
+tv_resnet101,4.573,95.427,28.867,71.133,44.55,224,0.875,bilinear,-88.237,-69.363,-63
+tf_efficientnet_lite1,4.467,95.533,28.360,71.640,5.42,240,0.882,bicubic,-88.153,-69.720,-48
+mobilenetv2_120d,4.440,95.560,29.067,70.933,5.83,224,0.875,bicubic,-87.960,-68.983,-39
+vit_base_patch32_sam_224,4.307,95.693,24.347,75.653,88.22,224,0.900,bicubic,-85.443,-72.653,+34
+efficientnet_es_pruned,4.120,95.880,26.547,73.453,5.44,224,0.875,bicubic,-87.070,-71.193,+2
+fbnetc_100,4.093,95.907,25.493,74.507,5.57,224,0.875,bilinear,-86.627,-71.717,+16
+gluon_resnet50_v1b,4.027,95.973,26.827,73.173,25.56,224,0.875,bicubic,-88.513,-71.363,-50
+densenet201,3.973,96.027,27.280,72.720,20.01,224,0.875,bicubic,-88.777,-70.960,-66
+dpn68,3.933,96.067,26.000,74.000,12.61,224,0.875,bicubic,-88.087,-72.040,-28
+resnet26d,3.920,96.080,28.240,71.760,16.01,224,0.875,bicubic,-88.130,-69.720,-32
+tf_mixnet_s,3.920,96.080,25.200,74.800,4.13,224,0.875,bicubic,-87.590,-72.410,-12
+semnasnet_100,3.880,96.120,26.840,73.160,3.89,224,0.875,bicubic,-87.400,-70.730,-8
+repvgg_a2,3.800,96.200,27.293,72.707,28.21,224,0.875,bilinear,-88.140,-70.857,-28
+tf_efficientnet_es,3.747,96.253,25.973,74.027,5.44,224,0.875,bicubic,-88.243,-71.897,-31
+regnety_008,3.707,96.293,26.853,73.147,6.26,224,0.875,bicubic,-88.003,-71.327,-18
+ssl_resnet18,3.693,96.307,25.280,74.720,11.69,224,0.875,bilinear,-86.537,-72.280,+16
+densenet169,3.680,96.320,25.520,74.480,14.15,224,0.875,bicubic,-88.230,-72.580,-31
+mobilenetv2_140,3.667,96.333,26.507,73.493,6.11,224,0.875,bicubic,-88.163,-71.353,-27
+tf_mobilenetv3_large_100,3.653,96.347,24.987,75.013,5.48,224,0.875,bilinear,-87.577,-72.673,-14
+dla60,3.587,96.413,27.920,72.080,22.04,224,0.875,bilinear,-88.633,-70.100,-47
+res2net50_48w_2s,3.573,96.427,26.333,73.667,25.29,224,0.875,bilinear,-88.977,-71.747,-65
+spnasnet_100,3.533,96.467,24.213,75.787,4.42,224,0.875,bilinear,-86.817,-72.977,+7
+regnety_006,3.507,96.493,24.893,75.107,6.06,224,0.875,bicubic,-87.873,-72.817,-22
+regnetx_016,3.467,96.533,26.373,73.627,9.19,224,0.875,bicubic,-88.693,-71.837,-49
+legacy_seresnet34,3.293,96.707,23.613,76.387,21.96,224,0.875,bilinear,-87.607,-73.967,-8
+efficientnet_lite0,3.280,96.720,25.720,74.280,4.65,224,0.875,bicubic,-87.860,-71.910,-17
+ghostnet_100,3.253,96.747,24.720,75.280,5.18,224,0.875,bilinear,-86.777,-72.650,+8
+dla34,3.173,96.827,23.587,76.413,15.74,224,0.875,bilinear,-87.597,-74.063,-8
+mobilenetv2_110d,3.107,96.893,24.387,75.613,4.52,224,0.875,bicubic,-87.863,-73.173,-13
+mnasnet_100,3.093,96.907,24.227,75.773,4.38,224,0.875,bicubic,-87.417,-73.243,-3
+regnety_004,3.067,96.933,22.587,77.413,4.34,224,0.875,bicubic,-87.413,-74.973,-3
+tf_efficientnet_lite0,3.067,96.933,22.827,77.173,4.65,224,0.875,bicubic,-87.983,-74.743,-19
+skresnet18,2.960,97.040,22.733,77.267,11.96,224,0.875,bicubic,-86.700,-74.487,+9
+resnet34,2.893,97.107,23.560,76.440,21.80,224,0.875,bilinear,-88.227,-74.070,-23
+tf_mobilenetv3_large_075,2.867,97.133,21.600,78.400,3.99,224,0.875,bilinear,-86.843,-75.620,+4
+vgg19_bn,2.867,97.133,23.547,76.453,143.68,224,0.875,bilinear,-87.233,-74.033,-3
+regnetx_008,2.733,97.267,22.333,77.667,7.26,224,0.875,bicubic,-88.317,-75.377,-25
+gluon_resnet34_v1b,2.653,97.347,21.533,78.467,21.80,224,0.875,bicubic,-88.337,-76.117,-24
+hrnet_w18_small_v2,2.627,97.373,23.587,76.413,15.60,224,0.875,bilinear,-88.563,-74.313,-31
+vgg16,2.560,97.440,19.960,80.040,138.36,224,0.875,bilinear,-85.990,-76.830,+13
+vgg16_bn,2.547,97.453,23.587,76.413,138.37,224,0.875,bilinear,-87.543,-73.783,-7
+repvgg_b0,2.533,97.467,23.920,76.080,15.82,224,0.875,bilinear,-88.917,-74.060,-42
+resnet18d,2.493,97.507,21.600,78.400,11.71,224,0.875,bicubic,-86.797,-75.540,+1
+regnetx_006,2.453,97.547,20.600,79.400,6.20,224,0.875,bicubic,-87.867,-76.830,-14
+tv_densenet121,2.453,97.547,22.533,77.467,7.98,224,0.875,bicubic,-88.447,-75.167,-27
+legacy_seresnet18,2.440,97.560,19.827,80.173,11.78,224,0.875,bicubic,-86.440,-77.143,+3
+resnet26,2.387,97.613,22.733,77.267,16.00,224,0.875,bicubic,-88.743,-75.007,-37
+mobilenetv2_100,2.147,97.853,19.653,80.347,3.50,224,0.875,bicubic,-87.463,-77.497,-5
+regnety_002,2.080,97.920,18.600,81.400,3.16,224,0.875,bicubic,-85.280,-77.970,+9
+vgg13_bn,2.080,97.920,20.040,79.960,133.05,224,0.875,bilinear,-86.700,-76.930,+1
+vgg19,2.027,97.973,20.480,79.520,143.67,224,0.875,bilinear,-87.033,-76.390,-4
+tf_mobilenetv3_small_100,2.000,98.000,15.880,84.120,2.54,224,0.875,bilinear,-83.210,-79.900,+12
+tf_mobilenetv3_small_075,1.973,98.027,14.840,85.160,2.04,224,0.875,bilinear,-81.507,-79.960,+14
+regnetx_004,1.960,98.040,19.067,80.933,5.16,224,0.875,bicubic,-86.920,-78.053,-4
+tv_resnet34,1.840,98.160,19.800,80.200,21.80,224,0.875,bilinear,-88.080,-77.540,-18
+vgg13,1.840,98.160,17.880,82.120,133.05,224,0.875,bilinear,-85.190,-78.430,+4
+vgg11_bn,1.720,98.280,18.000,82.000,132.87,224,0.875,bilinear,-85.800,-78.810,-2
+dla46x_c,1.693,98.307,16.373,83.627,1.07,224,0.875,bilinear,-82.557,-78.907,+7
+tf_mobilenetv3_large_minimal_100,1.627,98.373,17.187,82.813,3.92,224,0.875,bilinear,-87.323,-79.683,-11
+dla60x_c,1.587,98.413,17.800,82.200,1.32,224,0.875,bilinear,-84.693,-78.360,+2
+vgg11,1.587,98.413,15.907,84.093,132.86,224,0.875,bilinear,-84.993,-80.383,0
+gluon_resnet18_v1b,1.547,98.453,16.600,83.400,11.69,224,0.875,bicubic,-86.833,-80.100,-8
+hrnet_w18_small,1.507,98.493,18.107,81.893,13.19,224,0.875,bilinear,-87.553,-78.993,-17
+dla46_c,1.453,98.547,15.027,84.973,1.30,224,0.875,bilinear,-82.187,-79.883,+2
+regnetx_002,1.253,98.747,14.827,85.173,2.68,224,0.875,bicubic,-84.947,-81.143,-2
+resnet18,1.120,98.880,16.173,83.827,11.69,224,0.875,bilinear,-86.250,-80.087,-9
+tf_mobilenetv3_small_minimal_100,1.027,98.973,11.400,88.600,2.04,224,0.875,bilinear,-80.363,-82.270,+1
+tv_resnet50,0.027,99.973,14.320,85.680,25.56,224,0.875,bilinear,-91.863,-83.720,-80

results/results-imagenet-r-clean.csv

@@ -1,421 +1,519 @@
 model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation
-tf_efficientnet_l2_ns,97.780,2.220,99.890,0.110,480.31,800,0.960,bicubic
+beit_large_patch16_384,97.820,2.180,99.790,0.210,305.00,384,1.000,bicubic
+tf_efficientnet_l2_ns,97.770,2.230,99.890,0.110,480.31,800,0.960,bicubic
+beit_large_patch16_512,97.770,2.230,99.810,0.190,305.67,512,1.000,bicubic
 tf_efficientnet_l2_ns_475,97.750,2.250,99.820,0.180,480.31,475,0.936,bicubic
+beit_large_patch16_224,97.470,2.530,99.690,0.310,304.43,224,0.900,bicubic
 vit_large_patch16_384,97.420,2.580,99.780,0.220,304.72,384,1.000,bicubic
-tf_efficientnet_b7_ns,97.200,2.800,99.700,0.300,66.35,600,0.949,bicubic
-swin_large_patch4_window12_384,97.170,2.830,99.680,0.320,196.74,384,1.000,bicubic
-swin_base_patch4_window12_384,97.120,2.880,99.780,0.220,87.90,384,1.000,bicubic
-tf_efficientnetv2_l_in21ft1k,97.110,2.890,99.710,0.290,118.52,480,1.000,bicubic
-tf_efficientnet_b6_ns,97.020,2.980,99.710,0.290,43.04,528,0.942,bicubic
-vit_base_patch16_384,97.020,2.980,99.710,0.290,86.86,384,1.000,bicubic
-ig_resnext101_32x48d,96.970,3.030,99.670,0.330,828.41,224,0.875,bilinear
-tf_efficientnetv2_m_in21ft1k,96.970,3.030,99.610,0.390,54.14,480,1.000,bicubic
+beit_base_patch16_384,97.350,2.650,99.710,0.290,86.74,384,1.000,bicubic
+tf_efficientnet_b7_ns,97.210,2.790,99.700,0.300,66.35,600,0.949,bicubic
+swin_large_patch4_window12_384,97.180,2.820,99.690,0.310,196.74,384,1.000,bicubic
+tf_efficientnetv2_xl_in21ft1k,97.150,2.850,99.620,0.380,208.12,512,1.000,bicubic
+tf_efficientnetv2_l_in21ft1k,97.110,2.890,99.700,0.300,118.52,480,1.000,bicubic
+swin_base_patch4_window12_384,97.070,2.930,99.770,0.230,87.90,384,1.000,bicubic
+tf_efficientnet_b6_ns,97.030,2.970,99.710,0.290,43.04,528,0.942,bicubic
+vit_base_patch16_384,97.020,2.980,99.700,0.300,86.86,384,1.000,bicubic
+ig_resnext101_32x48d,96.960,3.040,99.670,0.330,828.41,224,0.875,bilinear
 swin_large_patch4_window7_224,96.950,3.050,99.660,0.340,196.53,224,0.900,bicubic
-vit_large_r50_s32_384,96.950,3.050,99.710,0.290,329.09,384,1.000,bicubic
-dm_nfnet_f6,96.920,3.080,99.720,0.280,438.36,576,0.956,bicubic
-cait_m48_448,96.880,3.120,99.620,0.380,356.46,448,1.000,bicubic
-resnetv2_152x4_bitm,96.870,3.130,99.660,0.340,936.53,480,1.000,bilinear
-tf_efficientnet_b5_ns,96.870,3.130,99.640,0.360,30.39,456,0.934,bicubic
-cait_m36_384,96.830,3.170,99.660,0.340,271.22,384,1.000,bicubic
-dm_nfnet_f5,96.810,3.190,99.670,0.330,377.21,544,0.954,bicubic
+tf_efficientnetv2_m_in21ft1k,96.950,3.050,99.610,0.390,54.14,480,1.000,bicubic
+vit_large_r50_s32_384,96.950,3.050,99.720,0.280,329.09,384,1.000,bicubic
+xcit_large_24_p16_384_dist,96.930,3.070,99.510,0.490,189.10,384,1.000,bicubic
+dm_nfnet_f6,96.910,3.090,99.720,0.280,438.36,576,0.956,bicubic
+resnetv2_152x4_bitm,96.880,3.120,99.660,0.340,936.53,480,1.000,bilinear
+tf_efficientnet_b5_ns,96.880,3.120,99.640,0.360,30.39,456,0.934,bicubic
+cait_m48_448,96.870,3.130,99.620,0.380,356.46,448,1.000,bicubic
+xcit_small_24_p8_384_dist,96.830,3.170,99.630,0.370,47.63,384,1.000,bicubic
+cait_m36_384,96.820,3.180,99.660,0.340,271.22,384,1.000,bicubic
+dm_nfnet_f5,96.800,3.200,99.670,0.330,377.21,544,0.954,bicubic
 dm_nfnet_f4,96.780,3.220,99.620,0.380,316.07,512,0.951,bicubic
 ig_resnext101_32x32d,96.780,3.220,99.530,0.470,468.53,224,0.875,bilinear
-dm_nfnet_f3,96.730,3.270,99.630,0.370,254.92,416,0.940,bicubic
+xcit_medium_24_p8_384_dist,96.780,3.220,99.620,0.380,84.32,384,1.000,bicubic
+xcit_large_24_p8_384_dist,96.760,3.240,99.560,0.440,188.93,384,1.000,bicubic
+dm_nfnet_f3,96.720,3.280,99.630,0.370,254.92,416,0.940,bicubic
 tf_efficientnet_b4_ns,96.710,3.290,99.640,0.360,19.34,380,0.922,bicubic
 vit_large_patch16_224,96.710,3.290,99.650,0.350,304.33,224,0.900,bicubic
-tf_efficientnet_b8,96.700,3.300,99.530,0.470,87.41,672,0.954,bicubic
-swin_base_patch4_window7_224,96.680,3.320,99.660,0.340,87.77,224,0.900,bicubic
-tf_efficientnetv2_l,96.650,3.350,99.560,0.440,118.52,480,1.000,bicubic
-cait_s36_384,96.630,3.370,99.600,0.400,68.37,384,1.000,bicubic
+tf_efficientnet_b8,96.700,3.300,99.550,0.450,87.41,672,0.954,bicubic
+xcit_medium_24_p16_384_dist,96.690,3.310,99.600,0.400,84.40,384,1.000,bicubic
+swin_base_patch4_window7_224,96.670,3.330,99.670,0.330,87.77,224,0.900,bicubic
+tf_efficientnetv2_l,96.650,3.350,99.570,0.430,118.52,480,1.000,bicubic
+beit_base_patch16_224,96.650,3.350,99.660,0.340,86.53,224,0.900,bicubic
+cait_s36_384,96.630,3.370,99.590,0.410,68.37,384,1.000,bicubic
+xcit_large_24_p8_224_dist,96.620,3.380,99.460,0.540,188.93,224,1.000,bicubic
+cait_s24_384,96.580,3.420,99.550,0.450,47.06,384,1.000,bicubic
 tf_efficientnet_b7,96.580,3.420,99.510,0.490,66.35,600,0.949,bicubic
-cait_s24_384,96.570,3.430,99.550,0.450,47.06,384,1.000,bicubic
-tf_efficientnet_b8_ap,96.550,3.450,99.540,0.460,87.41,672,0.954,bicubic
+tf_efficientnet_b8_ap,96.560,3.440,99.550,0.450,87.41,672,0.954,bicubic
 tf_efficientnetv2_m,96.550,3.450,99.570,0.430,54.14,480,1.000,bicubic
+xcit_small_24_p8_224_dist,96.550,3.450,99.560,0.440,47.63,224,1.000,bicubic
 resnetv2_152x2_bitm,96.520,3.480,99.590,0.410,236.34,448,1.000,bilinear
-deit_base_distilled_patch16_384,96.510,3.490,99.590,0.410,87.63,384,1.000,bicubic
-tf_efficientnetv2_s_in21ft1k,96.470,3.530,99.570,0.430,21.46,384,1.000,bicubic
-dm_nfnet_f2,96.460,3.540,99.540,0.460,193.78,352,0.920,bicubic
+xcit_medium_24_p8_224_dist,96.500,3.500,99.500,0.500,84.32,224,1.000,bicubic
+deit_base_distilled_patch16_384,96.490,3.510,99.590,0.410,87.63,384,1.000,bicubic
+xcit_small_12_p8_384_dist,96.480,3.520,99.480,0.520,26.21,384,1.000,bicubic
+vit_base_r50_s16_384,96.470,3.530,99.660,0.340,98.95,384,1.000,bicubic
+tf_efficientnetv2_s_in21ft1k,96.460,3.540,99.570,0.430,21.46,384,1.000,bicubic
+eca_nfnet_l2,96.460,3.540,99.630,0.370,56.72,384,1.000,bicubic
 ecaresnet269d,96.460,3.540,99.610,0.390,102.09,352,1.000,bicubic
-eca_nfnet_l2,96.450,3.550,99.620,0.380,56.72,384,1.000,bicubic
-vit_base_r50_s16_384,96.450,3.550,99.660,0.340,98.95,384,1.000,bicubic
-ig_resnext101_32x16d,96.440,3.560,99.540,0.460,194.03,224,0.875,bilinear
+dm_nfnet_f2,96.450,3.550,99.540,0.460,193.78,352,0.920,bicubic
+ig_resnext101_32x16d,96.430,3.570,99.540,0.460,194.03,224,0.875,bilinear
 resnetrs420,96.400,3.600,99.540,0.460,191.89,416,1.000,bicubic
-dm_nfnet_f1,96.390,3.610,99.470,0.530,132.63,320,0.910,bicubic
-tf_efficientnet_b6_ap,96.370,3.630,99.550,0.450,43.04,528,0.942,bicubic
-resmlp_big_24_224_in22ft1k,96.350,3.650,99.520,0.480,129.14,224,0.875,bicubic
-tf_efficientnet_b7_ap,96.350,3.650,99.590,0.410,66.35,600,0.949,bicubic
-seresnet152d,96.310,3.690,99.510,0.490,66.84,320,1.000,bicubic
+dm_nfnet_f1,96.370,3.630,99.480,0.520,132.63,320,0.910,bicubic
+tf_efficientnet_b6_ap,96.360,3.640,99.550,0.450,43.04,528,0.942,bicubic
+xcit_small_24_p16_384_dist,96.360,3.640,99.590,0.410,47.67,384,1.000,bicubic
+tf_efficientnet_b7_ap,96.350,3.650,99.600,0.400,66.35,600,0.949,bicubic
+resmlp_big_24_224_in22ft1k,96.340,3.660,99.510,0.490,129.14,224,0.875,bicubic
+seresnet152d,96.330,3.670,99.510,0.490,66.84,320,1.000,bicubic
+xcit_small_12_p16_384_dist,96.330,3.670,99.490,0.510,26.25,384,1.000,bicubic
+xcit_large_24_p16_224_dist,96.310,3.690,99.500,0.500,189.10,224,1.000,bicubic
 vit_base_patch16_224,96.300,3.700,99.560,0.440,86.57,224,0.900,bicubic
-tf_efficientnet_b6,96.290,3.710,99.520,0.480,43.04,528,0.942,bicubic
+resnetv2_101x3_bitm,96.290,3.710,99.580,0.420,387.93,448,1.000,bilinear
+resnetv2_50x3_bitm,96.290,3.710,99.630,0.370,217.32,448,1.000,bilinear
+swsl_resnext101_32x16d,96.280,3.720,99.500,0.500,194.03,224,0.875,bilinear
+tf_efficientnet_b6,96.280,3.720,99.520,0.480,43.04,528,0.942,bicubic
 efficientnetv2_rw_m,96.270,3.730,99.560,0.440,53.24,416,1.000,bicubic
-resnetv2_50x3_bitm,96.270,3.730,99.630,0.370,217.32,448,1.000,bilinear
-swsl_resnext101_32x16d,96.270,3.730,99.500,0.500,194.03,224,0.875,bilinear
-resnetv2_101x3_bitm,96.250,3.750,99.590,0.410,387.93,448,1.000,bilinear
-swsl_resnext101_32x8d,96.240,3.760,99.590,0.410,88.79,224,0.875,bilinear
+xcit_medium_24_p16_224_dist,96.260,3.740,99.400,0.600,84.40,224,1.000,bicubic
+xcit_tiny_24_p8_384_dist,96.250,3.750,99.440,0.560,12.11,384,1.000,bicubic
 resnetrs350,96.240,3.760,99.470,0.530,163.96,384,1.000,bicubic
-resnetv2_152x2_bit_teacher_384,96.190,3.810,99.500,0.500,236.34,384,1.000,bicubic
-vit_large_r50_s32_224,96.180,3.820,99.530,0.470,328.99,224,0.900,bicubic
+swsl_resnext101_32x8d,96.230,3.770,99.590,0.410,88.79,224,0.875,bilinear
+vit_large_r50_s32_224,96.190,3.810,99.530,0.470,328.99,224,0.900,bicubic
+resnetv2_152x2_bit_teacher_384,96.170,3.830,99.510,0.490,236.34,384,1.000,bicubic
 resnest269e,96.120,3.880,99.520,0.480,110.93,416,0.928,bicubic
+crossvit_18_dagger_408,96.110,3.890,99.470,0.530,44.61,408,1.000,bicubic
 resnet200d,96.110,3.890,99.460,0.540,64.69,320,1.000,bicubic
-tf_efficientnet_b3_ns,96.100,3.900,99.480,0.520,12.23,300,0.904,bicubic
+tf_efficientnet_b3_ns,96.110,3.890,99.470,0.530,12.23,300,0.904,bicubic
 tf_efficientnet_b5_ap,96.080,3.920,99.540,0.460,30.39,456,0.934,bicubic
-pit_b_distilled_224,96.070,3.930,99.380,0.620,74.79,224,0.900,bicubic
-resnest200e,96.070,3.930,99.480,0.520,70.20,320,0.909,bicubic
-resnetrs270,96.060,3.940,99.490,0.510,129.86,352,1.000,bicubic
-vit_small_r26_s32_384,96.060,3.940,99.560,0.440,36.47,384,1.000,bicubic
-swsl_resnext101_32x4d,96.050,3.950,99.530,0.470,44.18,224,0.875,bilinear
-vit_base_patch16_224_miil,96.030,3.970,99.350,0.650,86.54,224,0.875,bilinear
+resnest200e,96.080,3.920,99.470,0.530,70.20,320,0.909,bicubic
+pit_b_distilled_224,96.080,3.920,99.380,0.620,74.79,224,0.900,bicubic
+resnetrs270,96.070,3.930,99.480,0.520,129.86,352,1.000,bicubic
+vit_small_r26_s32_384,96.060,3.940,99.550,0.450,36.47,384,1.000,bicubic
+xcit_large_24_p8_224,96.060,3.940,99.150,0.850,188.93,224,1.000,bicubic
+swsl_resnext101_32x4d,96.050,3.950,99.540,0.460,44.18,224,0.875,bilinear
+vit_base_patch16_224_miil,96.040,3.960,99.350,0.650,86.54,224,0.875,bilinear
 cait_xs24_384,96.010,3.990,99.430,0.570,26.67,384,1.000,bicubic
-resnetrs200,95.990,4.010,99.440,0.560,93.21,320,1.000,bicubic
+resnetrs200,96.000,4.000,99.440,0.560,93.21,320,1.000,bicubic
 tf_efficientnet_b5,95.980,4.020,99.450,0.550,30.39,456,0.934,bicubic
-vit_small_patch16_384,95.980,4.020,99.590,0.410,22.20,384,1.000,bicubic
+vit_small_patch16_384,95.980,4.020,99.600,0.400,22.20,384,1.000,bicubic
 resnetrs152,95.960,4.040,99.380,0.620,86.62,320,1.000,bicubic
-eca_nfnet_l1,95.940,4.060,99.490,0.510,41.41,320,1.000,bicubic
-ig_resnext101_32x8d,95.930,4.070,99.380,0.620,88.79,224,0.875,bilinear
-vit_base_patch32_384,95.900,4.100,99.440,0.560,88.30,384,1.000,bicubic
-regnety_160,95.880,4.120,99.560,0.440,83.59,288,1.000,bicubic
+xcit_small_12_p8_224_dist,95.960,4.040,99.420,0.580,26.21,224,1.000,bicubic
+ig_resnext101_32x8d,95.950,4.050,99.390,0.610,88.79,224,0.875,bilinear
+eca_nfnet_l1,95.920,4.080,99.500,0.500,41.41,320,1.000,bicubic
+xcit_small_24_p8_224,95.910,4.090,99.180,0.820,47.63,224,1.000,bicubic
+vit_base_patch32_384,95.910,4.090,99.440,0.560,88.30,384,1.000,bicubic
+regnety_160,95.900,4.100,99.560,0.440,83.59,288,1.000,bicubic
 resmlp_big_24_distilled_224,95.870,4.130,99.440,0.560,129.14,224,0.875,bicubic
-resnet152d,95.870,4.130,99.430,0.570,60.21,320,1.000,bicubic
+xcit_medium_24_p8_224,95.870,4.130,99.090,0.910,84.32,224,1.000,bicubic
+regnetz_d,95.860,4.140,99.440,0.560,27.58,320,0.950,bicubic
+resnet152d,95.850,4.150,99.430,0.570,60.21,320,1.000,bicubic
+crossvit_15_dagger_408,95.820,4.180,99.300,0.700,28.50,408,1.000,bicubic
+xcit_small_24_p16_224_dist,95.810,4.190,99.340,0.660,47.67,224,1.000,bicubic
+deit_base_distilled_patch16_224,95.780,4.220,99.280,0.720,87.34,224,0.900,bicubic
 resnet101d,95.750,4.250,99.440,0.560,44.57,320,1.000,bicubic
-resnetv2_152x2_bit_teacher,95.750,4.250,99.430,0.570,236.34,224,0.875,bicubic
-deit_base_distilled_patch16_224,95.750,4.250,99.280,0.720,87.34,224,0.900,bicubic
+xcit_small_12_p16_224_dist,95.750,4.250,99.290,0.710,26.25,224,1.000,bicubic
+resnetv2_152x2_bit_teacher,95.730,4.270,99.430,0.570,236.34,224,0.875,bicubic
+swin_small_patch4_window7_224,95.720,4.280,99.290,0.710,49.61,224,0.900,bicubic
 twins_pcpvt_large,95.720,4.280,99.490,0.510,60.99,224,0.900,bicubic
 twins_svt_large,95.720,4.280,99.370,0.630,99.27,224,0.900,bicubic
-swin_small_patch4_window7_224,95.720,4.280,99.290,0.710,49.61,224,0.900,bicubic
-efficientnetv2_rw_s,95.710,4.290,99.380,0.620,23.94,384,1.000,bicubic
 tf_efficientnetv2_s,95.710,4.290,99.400,0.600,21.46,384,1.000,bicubic
-dm_nfnet_f0,95.690,4.310,99.330,0.670,71.49,256,0.900,bicubic
-cait_s24_224,95.650,4.350,99.390,0.610,46.92,224,1.000,bicubic
-deit_base_patch16_384,95.650,4.350,99.240,0.760,86.86,384,1.000,bicubic
-swsl_resnext50_32x4d,95.620,4.380,99.440,0.560,25.03,224,0.875,bilinear
-tf_efficientnet_b4,95.590,4.410,99.330,0.670,19.34,380,0.922,bicubic
-resnest101e,95.570,4.430,99.270,0.730,48.28,256,0.875,bilinear
+dm_nfnet_f0,95.710,4.290,99.330,0.670,71.49,256,0.900,bicubic
+efficientnetv2_rw_s,95.700,4.300,99.380,0.620,23.94,384,1.000,bicubic
+deit_base_patch16_384,95.660,4.340,99.240,0.760,86.86,384,1.000,bicubic
+cait_s24_224,95.640,4.360,99.390,0.610,46.92,224,1.000,bicubic
+swsl_resnext50_32x4d,95.590,4.410,99.440,0.560,25.03,224,0.875,bilinear
+tf_efficientnet_b4,95.590,4.410,99.320,0.680,19.34,380,0.922,bicubic
+resnest101e,95.580,4.420,99.270,0.730,48.28,256,0.875,bilinear
 twins_svt_base,95.570,4.430,99.230,0.770,56.07,224,0.900,bicubic
-tf_efficientnet_b2_ns,95.520,4.480,99.340,0.660,9.11,260,0.890,bicubic
-efficientnet_b4,95.520,4.480,99.390,0.610,19.34,384,1.000,bicubic
-tresnet_xl_448,95.510,4.490,99.340,0.660,78.44,448,0.875,bilinear
-tf_efficientnet_b4_ap,95.490,4.510,99.390,0.610,19.34,380,0.922,bicubic
+efficientnet_b4,95.540,4.460,99.400,0.600,19.34,384,1.000,bicubic
+jx_nest_small,95.540,4.460,99.230,0.770,38.35,224,0.875,bicubic
+jx_nest_base,95.530,4.470,99.300,0.700,67.72,224,0.875,bicubic
+tf_efficientnet_b2_ns,95.530,4.470,99.340,0.660,9.11,260,0.890,bicubic
+tresnet_xl_448,95.520,4.480,99.340,0.660,78.44,448,0.875,bilinear
+tf_efficientnet_b4_ap,95.500,4.500,99.390,0.610,19.34,380,0.922,bicubic
 regnety_032,95.470,4.530,99.320,0.680,19.44,288,1.000,bicubic
-twins_pcpvt_base,95.460,4.540,99.390,0.610,43.83,224,0.900,bicubic
+twins_pcpvt_base,95.470,4.530,99.380,0.620,43.83,224,0.900,bicubic
+xcit_tiny_24_p16_384_dist,95.460,4.540,99.350,0.650,12.12,384,1.000,bicubic
+xcit_tiny_24_p8_224_dist,95.460,4.540,99.370,0.630,12.11,224,1.000,bicubic
 eca_nfnet_l0,95.450,4.550,99.390,0.610,24.14,288,1.000,bicubic
-ssl_resnext101_32x16d,95.410,4.590,99.410,0.590,194.03,224,0.875,bilinear
-tresnet_l_448,95.410,4.590,99.300,0.700,55.99,448,0.875,bilinear
-nfnet_l0,95.390,4.610,99.420,0.580,35.07,288,1.000,bicubic
+nfnet_l0,95.420,4.580,99.430,0.570,35.07,288,1.000,bicubic
+xcit_small_12_p8_224,95.420,4.580,99.200,0.800,26.21,224,1.000,bicubic
+regnetz_c,95.410,4.590,99.310,0.690,13.46,320,0.940,bicubic
+ssl_resnext101_32x16d,95.400,4.600,99.410,0.590,194.03,224,0.875,bilinear
+tresnet_m,95.400,4.600,99.150,0.850,31.39,224,0.875,bilinear
 resnetv2_50x1_bit_distilled,95.390,4.610,99.430,0.570,25.55,224,0.875,bicubic
-tresnet_m,95.380,4.620,99.150,0.850,31.39,224,0.875,bilinear
-pnasnet5large,95.360,4.640,99.130,0.870,86.06,331,0.911,bicubic
-ssl_resnext101_32x8d,95.340,4.660,99.320,0.680,88.79,224,0.875,bilinear
-resnetv2_101x1_bitm,95.320,4.680,99.370,0.630,44.54,448,1.000,bilinear
-resnetrs101,95.250,4.750,99.210,0.790,63.62,288,0.940,bicubic
-vit_large_patch32_384,95.240,4.760,99.320,0.680,306.63,384,1.000,bicubic
-cait_xxs36_384,95.220,4.780,99.320,0.680,17.37,384,1.000,bicubic
-levit_384,95.210,4.790,99.160,0.840,39.13,224,0.900,bicubic
-resnet51q,95.200,4.800,99.280,0.720,35.70,288,1.000,bilinear
-swsl_resnet50,95.200,4.800,99.390,0.610,25.56,224,0.875,bilinear
+tresnet_l_448,95.390,4.610,99.280,0.720,55.99,448,0.875,bilinear
+pnasnet5large,95.370,4.630,99.130,0.870,86.06,331,0.911,bicubic
+xcit_tiny_12_p8_384_dist,95.340,4.660,99.340,0.660,6.71,384,1.000,bicubic
+resnetv2_101x1_bitm,95.330,4.670,99.380,0.620,44.54,448,1.000,bilinear
+ssl_resnext101_32x8d,95.320,4.680,99.310,0.690,88.79,224,0.875,bilinear
+gc_efficientnetv2_rw_t,95.280,4.720,99.220,0.780,13.68,288,1.000,bicubic
+vit_large_patch32_384,95.250,4.750,99.320,0.680,306.63,384,1.000,bicubic
+cait_xxs36_384,95.240,4.760,99.330,0.670,17.37,384,1.000,bicubic
+resnetrs101,95.230,4.770,99.210,0.790,63.62,288,0.940,bicubic
+swsl_resnet50,95.220,4.780,99.400,0.600,25.56,224,0.875,bilinear
+levit_384,95.200,4.800,99.160,0.840,39.13,224,0.900,bicubic
+resnet51q,95.190,4.810,99.280,0.720,35.70,288,1.000,bilinear
+crossvit_18_dagger_240,95.180,4.820,99.120,0.880,44.27,240,0.875,bicubic
+nasnetalarge,95.170,4.830,99.130,0.870,88.75,331,0.911,bicubic
 ecaresnet101d,95.160,4.840,99.230,0.770,44.57,224,0.875,bicubic
-ssl_resnext101_32x4d,95.160,4.840,99.300,0.700,44.18,224,0.875,bilinear
-nasnetalarge,95.150,4.850,99.130,0.870,88.75,331,0.911,bicubic
-efficientnet_b3,95.140,4.860,99.210,0.790,12.23,320,1.000,bicubic
-vit_small_r26_s32_224,95.130,4.870,99.220,0.780,36.43,224,0.900,bicubic
-tf_efficientnetv2_b3,95.120,4.880,99.200,0.800,14.36,300,0.904,bicubic
-convit_base,95.100,4.900,99.140,0.860,86.54,224,0.875,bicubic
-coat_lite_small,95.080,4.920,99.020,0.980,19.84,224,0.900,bicubic
-ecaresnet50t,95.070,4.930,99.290,0.710,25.57,320,0.950,bicubic
-tresnet_xl,95.060,4.940,99.260,0.740,78.44,224,0.875,bilinear
-deit_base_patch16_224,95.010,4.990,98.980,1.020,86.57,224,0.900,bicubic
-tf_efficientnet_b3_ap,94.970,5.030,99.110,0.890,12.23,300,0.904,bicubic
-visformer_small,94.960,5.040,99.210,0.790,40.22,224,0.900,bicubic
-gernet_l,94.930,5.070,99.200,0.800,31.08,256,0.875,bilinear
-cait_xxs24_384,94.920,5.080,99.140,0.860,12.03,384,1.000,bicubic
-convit_small,94.920,5.080,99.110,0.890,27.78,224,0.875,bicubic
-tf_efficientnet_b3,94.910,5.090,99.110,0.890,12.23,300,0.904,bicubic
+efficientnet_b3,95.150,4.850,99.210,0.790,12.23,320,1.000,bicubic
+ssl_resnext101_32x4d,95.140,4.860,99.310,0.690,44.18,224,0.875,bilinear
+xcit_medium_24_p16_224,95.130,4.870,98.930,1.070,84.40,224,1.000,bicubic
+tf_efficientnetv2_b3,95.120,4.880,99.190,0.810,14.36,300,0.904,bicubic
+vit_small_r26_s32_224,95.120,4.880,99.220,0.780,36.43,224,0.900,bicubic
+coat_lite_small,95.110,4.890,99.030,0.970,19.84,224,0.900,bicubic
+ecaresnet50t,95.110,4.890,99.290,0.710,25.57,320,0.950,bicubic
+resnet61q,95.110,4.890,99.080,0.920,36.85,288,1.000,bicubic
+convit_base,95.100,4.900,99.130,0.870,86.54,224,0.875,bicubic
+tresnet_xl,95.080,4.920,99.250,0.750,78.44,224,0.875,bilinear
+efficientnetv2_rw_t,95.080,4.920,99.220,0.780,13.65,288,1.000,bicubic
+xcit_small_24_p16_224,95.070,4.930,99.060,0.940,47.67,224,1.000,bicubic
+crossvit_base_240,95.060,4.940,98.980,1.020,105.03,240,0.875,bicubic
+crossvit_18_240,95.050,4.950,99.120,0.880,43.27,240,0.875,bicubic
+deit_base_patch16_224,95.020,4.980,98.970,1.030,86.57,224,0.900,bicubic
+crossvit_15_dagger_240,94.970,5.030,99.150,0.850,28.21,240,0.875,bicubic
+visformer_small,94.970,5.030,99.210,0.790,40.22,224,0.900,bicubic
+tf_efficientnet_b3_ap,94.960,5.040,99.110,0.890,12.23,300,0.904,bicubic
+convmixer_1536_20,94.950,5.050,99.170,0.830,51.63,224,0.960,bicubic
+xcit_large_24_p16_224,94.950,5.050,98.830,1.170,189.10,224,1.000,bicubic
+cait_xxs24_384,94.940,5.060,99.130,0.870,12.03,384,1.000,bicubic
+jx_nest_tiny,94.940,5.060,99.100,0.900,17.06,224,0.875,bicubic
+resnetv2_101,94.930,5.070,99.110,0.890,44.54,224,0.950,bicubic
+convit_small,94.920,5.080,99.120,0.880,27.78,224,0.875,bicubic
+gernet_l,94.920,5.080,99.200,0.800,31.08,256,0.875,bilinear
+tf_efficientnet_b3,94.910,5.090,99.100,0.900,12.23,300,0.904,bicubic
+vit_small_patch16_224,94.900,5.100,99.280,0.720,22.05,224,0.900,bicubic
 tresnet_l,94.900,5.100,99.030,0.970,55.99,224,0.875,bilinear
-vit_small_patch16_224,94.880,5.120,99.270,0.730,22.05,224,0.900,bicubic
-mixer_b16_224_miil,94.880,5.120,99.080,0.920,59.88,224,0.875,bilinear
+mixer_b16_224_miil,94.890,5.110,99.080,0.920,59.88,224,0.875,bilinear
+tf_efficientnet_b1_ns,94.880,5.120,99.250,0.750,7.79,240,0.882,bicubic
 tf_efficientnet_lite4,94.870,5.130,99.090,0.910,13.01,380,0.920,bilinear
-tf_efficientnet_b1_ns,94.860,5.140,99.250,0.750,7.79,240,0.882,bicubic
-seresnext50_32x4d,94.820,5.180,99.130,0.870,27.56,224,0.875,bicubic
-pit_b_224,94.790,5.210,98.820,1.180,73.76,224,0.900,bicubic
-coat_mini,94.770,5.230,98.950,1.050,10.34,224,0.900,bicubic
+xcit_tiny_24_p8_224,94.870,5.130,99.190,0.810,12.11,224,1.000,bicubic
+xcit_small_12_p16_224,94.810,5.190,99.060,0.940,26.25,224,1.000,bicubic
+seresnext50_32x4d,94.800,5.200,99.130,0.870,27.56,224,0.875,bicubic
+pit_b_224,94.790,5.210,98.810,1.190,73.76,224,0.900,bicubic
 twins_svt_small,94.770,5.230,99.080,0.920,24.06,224,0.900,bicubic
+coat_mini,94.760,5.240,98.950,1.050,10.34,224,0.900,bicubic
+resnetv2_50x1_bitm,94.760,5.240,99.180,0.820,25.55,448,1.000,bilinear
+pit_s_distilled_224,94.750,5.250,99.180,0.820,24.04,224,0.900,bicubic
+xcit_tiny_12_p8_224_dist,94.740,5.260,99.180,0.820,6.71,224,1.000,bicubic
 legacy_senet154,94.730,5.270,99.100,0.900,115.09,224,0.875,bilinear
-pit_s_distilled_224,94.730,5.270,99.190,0.810,24.04,224,0.900,bicubic
-resnetv2_50x1_bitm,94.730,5.270,99.180,0.820,25.55,448,1.000,bilinear
-gluon_resnet152_v1s,94.720,5.280,99.060,0.940,60.32,224,0.875,bicubic
-gluon_senet154,94.710,5.290,98.970,1.030,115.09,224,0.875,bicubic
 resnest50d_4s2x40d,94.710,5.290,99.130,0.870,30.42,224,0.875,bicubic
+gluon_senet154,94.700,5.300,98.970,1.030,115.09,224,0.875,bicubic
 ssl_resnext50_32x4d,94.700,5.300,99.240,0.760,25.03,224,0.875,bilinear
+gluon_resnet152_v1s,94.690,5.310,99.050,0.950,60.32,224,0.875,bicubic
+regnetz_b,94.690,5.310,99.160,0.840,9.72,288,0.940,bicubic
+crossvit_15_240,94.680,5.320,99.070,0.930,27.53,240,0.875,bicubic
 efficientnet_el,94.670,5.330,99.130,0.870,10.59,300,0.904,bicubic
-wide_resnet50_2,94.670,5.330,99.050,0.950,68.88,224,0.875,bicubic
-rexnet_200,94.660,5.340,99.090,0.910,16.37,224,0.875,bicubic
-tresnet_m_448,94.660,5.340,99.150,0.850,31.39,448,0.875,bilinear
-gluon_seresnext101_64x4d,94.650,5.350,98.980,1.020,88.23,224,0.875,bicubic
+rexnet_200,94.670,5.330,99.090,0.910,16.37,224,0.875,bicubic
+tresnet_m_448,94.670,5.330,99.170,0.830,31.39,448,0.875,bilinear
+gluon_seresnext101_64x4d,94.660,5.340,98.970,1.030,88.23,224,0.875,bicubic
+wide_resnet50_2,94.650,5.350,99.050,0.950,68.88,224,0.875,bicubic
+halonet50ts,94.640,5.360,98.900,1.100,22.73,256,0.940,bicubic
+swin_tiny_patch4_window7_224,94.640,5.360,99.120,0.880,28.29,224,0.900,bicubic
 resnest50d,94.620,5.380,99.030,0.970,27.48,224,0.875,bilinear
-swin_tiny_patch4_window7_224,94.620,5.380,99.120,0.880,28.29,224,0.900,bicubic
-twins_pcpvt_small,94.600,5.400,99.150,0.850,24.11,224,0.900,bicubic
-deit_small_distilled_patch16_224,94.590,5.410,99.100,0.900,22.44,224,0.900,bicubic
+gcresnet50t,94.610,5.390,98.990,1.010,25.90,256,0.900,bicubic
+twins_pcpvt_small,94.600,5.400,99.140,0.860,24.11,224,0.900,bicubic
 pit_s_224,94.590,5.410,98.930,1.070,23.46,224,0.900,bicubic
-vit_small_patch32_384,94.590,5.410,99.140,0.860,22.92,384,1.000,bicubic
-tnt_s_patch16_224,94.580,5.420,99.180,0.820,23.76,224,0.900,bicubic
+crossvit_small_240,94.590,5.410,99.120,0.880,26.86,240,0.875,bicubic
+deit_small_distilled_patch16_224,94.590,5.410,99.090,0.910,22.44,224,0.900,bicubic
 efficientnet_b3_pruned,94.580,5.420,99.070,0.930,9.86,300,0.904,bicubic
-resmlp_36_distilled_224,94.570,5.430,99.160,0.840,44.69,224,0.875,bicubic
-gernet_m,94.550,5.450,98.930,1.070,21.14,224,0.875,bilinear
-repvgg_b3,94.550,5.450,98.910,1.090,123.09,224,0.875,bilinear
-regnety_320,94.520,5.480,99.170,0.830,145.05,224,0.875,bicubic
+tnt_s_patch16_224,94.570,5.430,99.180,0.820,23.76,224,0.900,bicubic
+vit_small_patch32_384,94.570,5.430,99.140,0.860,22.92,384,1.000,bicubic
+repvgg_b3,94.560,5.440,98.910,1.090,123.09,224,0.875,bilinear
+gernet_m,94.550,5.450,98.920,1.080,21.14,224,0.875,bilinear
+resmlp_36_distilled_224,94.550,5.450,99.160,0.840,44.69,224,0.875,bicubic
+xcit_tiny_12_p16_384_dist,94.540,5.460,99.170,0.830,6.72,384,1.000,bicubic
+sehalonet33ts,94.530,5.470,98.780,1.220,13.69,256,0.940,bicubic
+haloregnetz_b,94.500,5.500,98.960,1.040,11.68,224,0.940,bicubic
+regnety_320,94.500,5.500,99.170,0.830,145.05,224,0.875,bicubic
 repvgg_b3g4,94.490,5.510,99.020,0.980,83.83,224,0.875,bilinear
-ecaresnet101d_pruned,94.450,5.550,99.100,0.900,24.88,224,0.875,bicubic
-gluon_seresnext101_32x4d,94.450,5.550,99.090,0.910,48.96,224,0.875,bicubic
-gluon_resnet152_v1d,94.440,5.560,99.010,0.990,60.21,224,0.875,bicubic
-levit_256,94.400,5.600,99.060,0.940,18.89,224,0.900,bicubic
-nf_resnet50,94.400,5.600,99.070,0.930,25.56,288,0.940,bicubic
-vit_base_patch32_224,94.390,5.610,99.060,0.940,88.22,224,0.900,bicubic
-resnest50d_1s4x24d,94.390,5.610,99.070,0.930,25.68,224,0.875,bicubic
-inception_v4,94.380,5.620,98.820,1.180,42.68,299,0.875,bicubic
+gluon_resnet152_v1d,94.460,5.540,99.000,1.000,60.21,224,0.875,bicubic
+ecaresnet101d_pruned,94.440,5.560,99.100,0.900,24.88,224,0.875,bicubic
+gluon_seresnext101_32x4d,94.430,5.570,99.090,0.910,48.96,224,0.875,bicubic
+convmixer_768_32,94.430,5.570,99.110,0.890,21.11,224,0.960,bicubic
+gcresnext50ts,94.410,5.590,98.990,1.010,15.67,256,0.900,bicubic
+levit_256,94.410,5.590,99.060,0.940,18.89,224,0.900,bicubic
+nf_resnet50,94.380,5.620,99.070,0.930,25.56,288,0.940,bicubic
+resnest50d_1s4x24d,94.380,5.620,99.060,0.940,25.68,224,0.875,bicubic
+vit_base_patch32_224,94.380,5.620,99.060,0.940,88.22,224,0.900,bicubic
 efficientnet_b2,94.370,5.630,99.050,0.950,9.11,288,1.000,bicubic
-tf_efficientnet_el,94.360,5.640,99.100,0.900,10.59,300,0.904,bicubic
-gluon_resnext101_64x4d,94.350,5.650,98.880,1.120,83.46,224,0.875,bicubic
-inception_resnet_v2,94.340,5.660,98.800,1.200,55.84,299,0.897,bicubic
-resmlp_24_distilled_224,94.330,5.670,99.090,0.910,30.02,224,0.875,bicubic
-ssl_resnet50,94.310,5.690,99.150,0.850,25.56,224,0.875,bilinear
-regnetx_120,94.270,5.730,99.190,0.810,46.11,224,0.875,bicubic
-rexnet_150,94.270,5.730,99.080,0.920,9.73,224,0.875,bicubic
-tf_efficientnet_b2_ap,94.270,5.730,98.950,1.050,9.11,260,0.890,bicubic
-resmlp_big_24_224,94.260,5.740,98.820,1.180,129.14,224,0.875,bicubic
-mixnet_xl,94.230,5.770,98.820,1.180,11.90,224,0.875,bicubic
-tf_efficientnet_b2,94.210,5.790,99.030,0.970,9.11,260,0.890,bicubic
+inception_v4,94.370,5.630,98.820,1.180,42.68,299,0.875,bicubic
+xcit_tiny_12_p8_224,94.370,5.630,99.070,0.930,6.71,224,1.000,bicubic
+tf_efficientnet_el,94.350,5.650,99.090,0.910,10.59,300,0.904,bicubic
+resmlp_24_distilled_224,94.340,5.660,99.090,0.910,30.02,224,0.875,bicubic
+gluon_resnext101_64x4d,94.330,5.670,98.880,1.120,83.46,224,0.875,bicubic
+inception_resnet_v2,94.320,5.680,98.800,1.200,55.84,299,0.897,bicubic
+ssl_resnet50,94.320,5.680,99.160,0.840,25.56,224,0.875,bilinear
+regnetx_120,94.290,5.710,99.200,0.800,46.11,224,0.875,bicubic
+resnetv2_50,94.290,5.710,98.930,1.070,25.55,224,0.950,bicubic
+tf_efficientnet_b2_ap,94.280,5.720,98.950,1.050,9.11,260,0.890,bicubic
+resmlp_big_24_224,94.270,5.730,98.820,1.180,129.14,224,0.875,bicubic
+rexnet_150,94.270,5.730,99.090,0.910,9.73,224,0.875,bicubic
+seresnet33ts,94.260,5.740,98.780,1.220,19.78,256,0.900,bicubic
+mixnet_xl,94.220,5.780,98.810,1.190,11.90,224,0.875,bicubic
+xcit_tiny_24_p16_224_dist,94.220,5.780,98.960,1.040,12.12,224,1.000,bicubic
+ecaresnet50d,94.210,5.790,99.010,0.990,25.58,224,0.875,bicubic
 regnetx_320,94.210,5.790,99.050,0.950,107.81,224,0.875,bicubic
-dpn92,94.190,5.810,98.930,1.070,37.67,224,0.875,bicubic
-ecaresnet50d,94.190,5.810,99.020,0.980,25.58,224,0.875,bicubic
-gluon_resnet101_v1d,94.170,5.830,98.940,1.060,44.57,224,0.875,bicubic
-gluon_resnet101_v1s,94.170,5.830,99.010,0.990,44.67,224,0.875,bicubic
-gluon_seresnext50_32x4d,94.170,5.830,98.910,1.090,27.56,224,0.875,bicubic
-ecaresnetlight,94.140,5.860,98.950,1.050,30.16,224,0.875,bicubic
+tf_efficientnet_b2,94.200,5.800,99.030,0.970,9.11,260,0.890,bicubic
+dpn92,94.180,5.820,98.930,1.070,37.67,224,0.875,bicubic
+gluon_resnet101_v1d,94.180,5.820,98.950,1.050,44.57,224,0.875,bicubic
+gluon_resnet101_v1s,94.180,5.820,99.020,0.980,44.67,224,0.875,bicubic
+gluon_seresnext50_32x4d,94.180,5.820,98.910,1.090,27.56,224,0.875,bicubic
+legacy_seresnext101_32x4d,94.170,5.830,98.970,1.030,48.96,224,0.875,bilinear
+ens_adv_inception_resnet_v2,94.140,5.860,98.790,1.210,55.84,299,0.897,bicubic
 regnety_064,94.140,5.860,99.030,0.970,30.58,224,0.875,bicubic
-ens_adv_inception_resnet_v2,94.130,5.870,98.790,1.210,55.84,299,0.897,bicubic
-legacy_seresnext101_32x4d,94.130,5.870,98.970,1.030,48.96,224,0.875,bilinear
-tf_efficientnet_lite3,94.130,5.870,98.960,1.040,8.20,300,0.904,bilinear
-gluon_resnext101_32x4d,94.120,5.880,98.930,1.070,44.18,224,0.875,bicubic
-efficientnet_el_pruned,94.090,5.910,99.010,0.990,10.59,300,0.904,bicubic
-cspdarknet53,94.090,5.910,98.980,1.020,27.64,256,0.887,bilinear
-seresnet50,94.080,5.920,98.970,1.030,28.09,224,0.875,bicubic
+ecaresnetlight,94.140,5.860,98.950,1.050,30.16,224,0.875,bicubic
+gluon_resnext101_32x4d,94.120,5.880,98.940,1.060,44.18,224,0.875,bicubic
+tf_efficientnet_lite3,94.110,5.890,98.960,1.040,8.20,300,0.904,bilinear
+cspdarknet53,94.100,5.900,98.980,1.020,27.64,256,0.887,bilinear
+seresnet50,94.080,5.920,98.950,1.050,28.09,224,0.875,bicubic
 resnet50d,94.070,5.930,98.920,1.080,25.58,224,0.875,bicubic
-tf_efficientnetv2_b2,94.070,5.930,98.930,1.070,10.10,260,0.890,bicubic
-gluon_resnet152_v1b,94.030,5.970,98.740,1.260,60.19,224,0.875,bicubic
-hrnet_w48,94.030,5.970,99.040,0.960,77.47,224,0.875,bilinear
-resnetrs50,94.020,5.980,98.850,1.150,35.69,224,0.910,bicubic
-gluon_xception65,94.010,5.990,99.020,0.980,39.92,299,0.903,bicubic
-regnety_120,94.010,5.990,99.030,0.970,51.82,224,0.875,bicubic
-deit_small_patch16_224,94.000,6.000,98.960,1.040,22.05,224,0.900,bicubic
-dla102x2,94.000,6.000,99.030,0.970,41.28,224,0.875,bilinear
+efficientnet_el_pruned,94.060,5.940,99.020,0.980,10.59,300,0.904,bicubic
+regnety_120,94.060,5.940,99.020,0.980,51.82,224,0.875,bicubic
+tf_efficientnetv2_b2,94.060,5.940,98.940,1.060,10.10,260,0.890,bicubic
+gluon_xception65,94.040,5.960,99.030,0.970,39.92,299,0.903,bicubic
+hrnet_w48,94.030,5.970,99.030,0.970,77.47,224,0.875,bilinear
+resnetrs50,94.030,5.970,98.830,1.170,35.69,224,0.910,bicubic
+gluon_resnet152_v1b,94.020,5.980,98.750,1.250,60.19,224,0.875,bicubic
+dla102x2,94.010,5.990,99.030,0.970,41.28,224,0.875,bilinear
+deit_small_patch16_224,93.990,6.010,98.960,1.040,22.05,224,0.900,bicubic
 dpn107,93.960,6.040,98.840,1.160,86.92,224,0.875,bicubic
-skresnext50_32x4d,93.950,6.050,98.820,1.180,27.48,224,0.875,bicubic
-ecaresnet26t,93.940,6.060,98.920,1.080,16.01,320,0.950,bicubic
-cait_xxs36_224,93.940,6.060,98.890,1.110,17.30,224,1.000,bicubic
-dpn98,93.940,6.060,98.920,1.080,61.57,224,0.875,bicubic
-xception71,93.890,6.110,98.950,1.050,42.34,299,0.903,bicubic
-regnety_080,93.890,6.110,99.000,1.000,39.18,224,0.875,bicubic
+skresnext50_32x4d,93.950,6.050,98.830,1.170,27.48,224,0.875,bicubic
+resnet50,93.950,6.050,98.470,1.530,25.56,224,0.950,bicubic
+cait_xxs36_224,93.940,6.060,98.880,1.120,17.30,224,1.000,bicubic
+dpn98,93.930,6.070,98.920,1.080,61.57,224,0.875,bicubic
+ecaresnet26t,93.930,6.070,98.930,1.070,16.01,320,0.950,bicubic
+regnetx_160,93.900,6.100,99.080,0.920,54.28,224,0.875,bicubic
+regnety_080,93.900,6.100,98.990,1.010,39.18,224,0.875,bicubic
+xception71,93.900,6.100,98.950,1.050,42.34,299,0.903,bicubic
+nf_regnet_b1,93.890,6.110,98.750,1.250,10.22,288,0.900,bicubic
+vit_base_patch16_sam_224,93.890,6.110,98.890,1.110,86.57,224,0.900,bicubic
 gluon_resnet152_v1c,93.880,6.120,98.800,1.200,60.21,224,0.875,bicubic
-regnetx_160,93.880,6.120,99.090,0.910,54.28,224,0.875,bicubic
-nf_regnet_b1,93.880,6.120,98.740,1.260,10.22,288,0.900,bicubic
-cspresnet50,93.860,6.140,98.870,1.130,21.62,256,0.887,bilinear
+eca_resnet33ts,93.870,6.130,98.890,1.110,19.68,256,0.900,bicubic
+hrnet_w64,93.850,6.150,98.930,1.070,128.06,224,0.875,bilinear
+xcit_tiny_24_p16_224,93.850,6.150,98.770,1.230,12.12,224,1.000,bicubic
+resnext50_32x4d,93.850,6.150,98.820,1.180,25.03,224,0.875,bicubic
 ese_vovnet39b,93.850,6.150,98.900,1.100,24.57,224,0.875,bicubic
-resnext50_32x4d,93.840,6.160,98.830,1.170,25.03,224,0.875,bicubic
-hrnet_w64,93.830,6.170,98.930,1.070,128.06,224,0.875,bilinear
+cspresnet50,93.850,6.150,98.870,1.130,21.62,256,0.887,bilinear
 ecaresnet50d_pruned,93.820,6.180,99.000,1.000,19.94,224,0.875,bicubic
-repvgg_b2g4,93.820,6.180,98.930,1.070,61.76,224,0.875,bilinear
-resnext50d_32x4d,93.810,6.190,98.740,1.260,25.05,224,0.875,bicubic
+gcresnet33ts,93.820,6.180,98.930,1.070,19.88,256,0.900,bicubic
+repvgg_b2g4,93.820,6.180,98.920,1.080,61.76,224,0.875,bilinear
 efficientnet_b2_pruned,93.800,6.200,98.910,1.090,8.31,260,0.890,bicubic
-dla169,93.800,6.200,98.840,1.160,53.39,224,0.875,bilinear
-regnetx_080,93.790,6.210,98.910,1.090,39.57,224,0.875,bicubic
+resnext50d_32x4d,93.800,6.200,98.730,1.270,25.05,224,0.875,bicubic
+regnetx_080,93.790,6.210,98.900,1.100,39.57,224,0.875,bicubic
+dla169,93.780,6.220,98.830,1.170,53.39,224,0.875,bilinear
+cspresnext50,93.770,6.230,98.840,1.160,20.57,224,0.875,bilinear
+gluon_resnet101_v1b,93.770,6.230,98.720,1.280,44.55,224,0.875,bicubic
 resnext101_32x8d,93.770,6.230,98.950,1.050,88.79,224,0.875,bilinear
-cspresnext50,93.760,6.240,98.840,1.160,20.57,224,0.875,bilinear
-dpn131,93.760,6.240,98.800,1.200,79.25,224,0.875,bicubic
-gluon_resnet101_v1b,93.760,6.240,98.700,1.300,44.55,224,0.875,bicubic
-xception65,93.760,6.240,98.860,1.140,39.92,299,0.903,bicubic
-efficientnet_em,93.740,6.260,98.930,1.070,6.90,240,0.882,bicubic
-tf_efficientnet_b0_ns,93.740,6.260,98.980,1.020,5.29,224,0.875,bicubic
-wide_resnet101_2,93.730,6.270,98.810,1.190,126.89,224,0.875,bilinear
-resnetblur50,93.710,6.290,98.810,1.190,25.56,224,0.875,bicubic
-tf_efficientnetv2_b1,93.710,6.290,98.820,1.180,8.14,240,0.882,bicubic
-tf_efficientnet_b1,93.710,6.290,98.800,1.200,7.79,240,0.882,bicubic
-levit_192,93.710,6.290,98.790,1.210,10.95,224,0.900,bicubic
+dpn131,93.760,6.240,98.850,1.150,79.25,224,0.875,bicubic
+tf_efficientnet_b0_ns,93.760,6.240,98.980,1.020,5.29,224,0.875,bicubic
+efficientnet_em,93.750,6.250,98.920,1.080,6.90,240,0.882,bicubic
+xception65,93.740,6.260,98.870,1.130,39.92,299,0.903,bicubic
+wide_resnet101_2,93.720,6.280,98.810,1.190,126.89,224,0.875,bilinear
 hrnet_w40,93.710,6.290,98.800,1.200,57.56,224,0.875,bilinear
-gluon_resnet101_v1c,93.690,6.310,98.760,1.240,44.57,224,0.875,bicubic
-regnetx_040,93.680,6.320,98.940,1.060,22.12,224,0.875,bicubic
-rexnet_130,93.670,6.330,98.710,1.290,7.56,224,0.875,bicubic
-gluon_resnext50_32x4d,93.650,6.350,98.690,1.310,25.03,224,0.875,bicubic
-resmlp_36_224,93.650,6.350,98.950,1.050,44.69,224,0.875,bicubic
-xception,93.640,6.360,98.770,1.230,22.86,299,0.897,bicubic
-regnetx_064,93.630,6.370,99.050,0.950,26.21,224,0.875,bicubic
-tf_efficientnet_b1_ap,93.630,6.370,98.800,1.200,7.79,240,0.882,bicubic
-hrnet_w44,93.620,6.380,98.960,1.040,67.06,224,0.875,bilinear
-regnety_040,93.620,6.380,98.950,1.050,20.65,224,0.875,bicubic
-dpn68b,93.620,6.380,98.700,1.300,12.61,224,0.875,bicubic
-gluon_resnet50_v1s,93.590,6.410,98.840,1.160,25.68,224,0.875,bicubic
-repvgg_b2,93.590,6.410,99.070,0.930,89.02,224,0.875,bilinear
-res2net50_26w_6s,93.590,6.410,98.750,1.250,37.05,224,0.875,bilinear
-dla60_res2next,93.570,6.430,98.800,1.200,17.03,224,0.875,bilinear
-tf_efficientnet_cc_b1_8e,93.570,6.430,98.690,1.310,39.72,240,0.882,bicubic
-gluon_inception_v3,93.540,6.460,98.830,1.170,23.83,299,0.875,bicubic
-dla102x,93.530,6.470,98.850,1.150,26.31,224,0.875,bilinear
-gluon_resnet50_v1d,93.530,6.470,98.710,1.290,25.58,224,0.875,bicubic
-res2net101_26w_4s,93.520,6.480,98.600,1.400,45.21,224,0.875,bilinear
-coat_tiny,93.510,6.490,98.690,1.310,5.50,224,0.900,bicubic
-selecsls60b,93.500,6.500,98.840,1.160,32.77,224,0.875,bicubic
+levit_192,93.710,6.290,98.790,1.210,10.95,224,0.900,bicubic
+resnetblur50,93.710,6.290,98.800,1.200,25.56,224,0.875,bicubic
+tf_efficientnet_b1,93.710,6.290,98.800,1.200,7.79,240,0.882,bicubic
+tf_efficientnetv2_b1,93.700,6.300,98.810,1.190,8.14,240,0.882,bicubic
+rexnet_130,93.690,6.310,98.720,1.280,7.56,224,0.875,bicubic
+gluon_resnext50_32x4d,93.670,6.330,98.700,1.300,25.03,224,0.875,bicubic
+regnetx_040,93.670,6.330,98.950,1.050,22.12,224,0.875,bicubic
+resmlp_36_224,93.670,6.330,98.950,1.050,44.69,224,0.875,bicubic
+gluon_resnet101_v1c,93.660,6.340,98.760,1.240,44.57,224,0.875,bicubic
+regnetx_064,93.650,6.350,99.050,0.950,26.21,224,0.875,bicubic
+xception,93.650,6.350,98.770,1.230,22.86,299,0.897,bicubic
+tf_efficientnet_b1_ap,93.640,6.360,98.780,1.220,7.79,240,0.882,bicubic
+hrnet_w44,93.620,6.380,98.950,1.050,67.06,224,0.875,bilinear
+resnet33ts,93.620,6.380,98.770,1.230,19.68,256,0.900,bicubic
+regnety_040,93.610,6.390,98.960,1.040,20.65,224,0.875,bicubic
+halonet26t,93.610,6.390,98.640,1.360,12.48,256,0.950,bicubic
+dpn68b,93.600,6.400,98.710,1.290,12.61,224,0.875,bicubic
+gluon_inception_v3,93.590,6.410,98.840,1.160,23.83,299,0.875,bicubic
+gluon_resnet50_v1s,93.590,6.410,98.830,1.170,25.68,224,0.875,bicubic
+res2net50_26w_6s,93.580,6.420,98.740,1.260,37.05,224,0.875,bilinear
+tf_efficientnet_cc_b1_8e,93.580,6.420,98.690,1.310,39.72,240,0.882,bicubic
+repvgg_b2,93.570,6.430,99.070,0.930,89.02,224,0.875,bilinear
+resnet32ts,93.570,6.430,98.750,1.250,17.96,256,0.900,bicubic
+dla60_res2next,93.560,6.440,98.800,1.200,17.03,224,0.875,bilinear
+gluon_resnet50_v1d,93.550,6.450,98.710,1.290,25.58,224,0.875,bicubic
+res2net101_26w_4s,93.520,6.480,98.630,1.370,45.21,224,0.875,bilinear
+dla102x,93.510,6.490,98.850,1.150,26.31,224,0.875,bilinear
+gmlp_s16_224,93.510,6.490,98.780,1.220,19.42,224,0.875,bicubic
+coat_tiny,93.500,6.500,98.680,1.320,5.50,224,0.900,bicubic
 cait_xxs24_224,93.490,6.510,98.770,1.230,11.96,224,1.000,bicubic
-xception41,93.480,6.520,98.750,1.250,26.97,299,0.903,bicubic
-resnet50,93.460,6.540,98.600,1.400,25.56,224,0.875,bicubic
-res2net50_26w_8s,93.450,6.550,98.700,1.300,48.40,224,0.875,bilinear
-coat_lite_mini,93.450,6.550,98.780,1.220,11.01,224,0.900,bicubic
-legacy_seresnet152,93.440,6.560,98.850,1.150,66.82,224,0.875,bilinear
-resmlp_24_224,93.440,6.560,98.810,1.190,30.02,224,0.875,bicubic
-legacy_seresnext50_32x4d,93.430,6.570,98.800,1.200,27.56,224,0.875,bilinear
-vit_tiny_patch16_384,93.420,6.580,98.830,1.170,5.79,384,1.000,bicubic
-repvgg_b1,93.410,6.590,98.790,1.210,57.42,224,0.875,bilinear
-dla60_res2net,93.380,6.620,98.860,1.140,20.85,224,0.875,bilinear
-hrnet_w30,93.370,6.630,98.830,1.170,37.71,224,0.875,bilinear
-dla102,93.260,6.740,98.780,1.220,33.27,224,0.875,bilinear
-legacy_seresnet101,93.260,6.740,98.740,1.260,49.33,224,0.875,bilinear
-mixnet_l,93.260,6.740,98.700,1.300,7.33,224,0.875,bicubic
-regnetx_032,93.250,6.750,98.730,1.270,15.30,224,0.875,bicubic
-tv_resnet152,93.240,6.760,98.750,1.250,60.19,224,0.875,bilinear
-pit_xs_distilled_224,93.240,6.760,98.820,1.180,11.00,224,0.900,bicubic
-resnest26d,93.240,6.760,98.850,1.150,17.07,224,0.875,bilinear
-tf_inception_v3,93.200,6.800,98.480,1.520,23.83,299,0.875,bicubic
-dla60x,93.190,6.810,98.710,1.290,17.35,224,0.875,bilinear
+coat_lite_mini,93.490,6.510,98.780,1.220,11.01,224,0.900,bicubic
+xception41,93.480,6.520,98.760,1.240,26.97,299,0.903,bicubic
+selecsls60b,93.480,6.520,98.840,1.160,32.77,224,0.875,bicubic
+legacy_seresnet152,93.460,6.540,98.850,1.150,66.82,224,0.875,bilinear
+lambda_resnet26rpt_256,93.440,6.560,98.880,1.120,10.99,256,0.940,bicubic
+res2net50_26w_8s,93.430,6.570,98.670,1.330,48.40,224,0.875,bilinear
+resmlp_24_224,93.430,6.570,98.810,1.190,30.02,224,0.875,bicubic
+vit_tiny_patch16_384,93.430,6.570,98.840,1.160,5.79,384,1.000,bicubic
+hrnet_w30,93.410,6.590,98.830,1.170,37.71,224,0.875,bilinear
+legacy_seresnext50_32x4d,93.410,6.590,98.800,1.200,27.56,224,0.875,bilinear
+repvgg_b1,93.410,6.590,98.780,1.220,57.42,224,0.875,bilinear
+lambda_resnet26t,93.400,6.600,98.760,1.240,10.96,256,0.940,bicubic
+dla60_res2net,93.380,6.620,98.830,1.170,20.85,224,0.875,bilinear
+xcit_tiny_12_p16_224_dist,93.340,6.660,98.750,1.250,6.72,224,1.000,bicubic
+dla102,93.290,6.710,98.780,1.220,33.27,224,0.875,bilinear
+legacy_seresnet101,93.290,6.710,98.750,1.250,49.33,224,0.875,bilinear
+mixnet_l,93.290,6.710,98.710,1.290,7.33,224,0.875,bicubic
+regnetx_032,93.270,6.730,98.740,1.260,15.30,224,0.875,bicubic
+resnest26d,93.260,6.740,98.840,1.160,17.07,224,0.875,bilinear
+tv_resnet152,93.260,6.740,98.750,1.250,60.19,224,0.875,bilinear
+xcit_nano_12_p8_384_dist,93.250,6.750,98.850,1.150,3.05,384,1.000,bicubic
+pit_xs_distilled_224,93.230,6.770,98.820,1.180,11.00,224,0.900,bicubic
+dla60x,93.210,6.790,98.720,1.280,17.35,224,0.875,bilinear
+tf_inception_v3,93.210,6.790,98.490,1.510,23.83,299,0.875,bicubic
+tf_efficientnet_em,93.200,6.800,98.680,1.320,6.90,240,0.882,bicubic
 res2net50_26w_4s,93.180,6.820,98.670,1.330,25.70,224,0.875,bilinear
-tf_efficientnet_em,93.170,6.830,98.670,1.330,6.90,240,0.882,bicubic
-res2next50,93.150,6.850,98.660,1.340,24.67,224,0.875,bilinear
+eca_halonext26ts,93.140,6.860,98.690,1.310,10.76,256,0.940,bicubic
+res2next50,93.110,6.890,98.660,1.340,24.67,224,0.875,bilinear
+bat_resnext26ts,93.100,6.900,98.720,1.280,10.73,256,0.900,bicubic
 tf_efficientnetv2_b0,93.060,6.940,98.700,1.300,7.14,224,0.875,bicubic
-levit_128,93.050,6.950,98.690,1.310,9.21,224,0.900,bicubic
-tf_mixnet_l,93.040,6.960,98.540,1.460,7.33,224,0.875,bicubic
-res2net50_14w_8s,93.030,6.970,98.700,1.300,25.06,224,0.875,bilinear
-repvgg_b1g4,93.030,6.970,98.820,1.180,39.97,224,0.875,bilinear
-efficientnet_b1,93.030,6.970,98.710,1.290,7.79,256,1.000,bicubic
-adv_inception_v3,93.010,6.990,98.490,1.510,23.83,299,0.875,bicubic
-selecsls60,93.010,6.990,98.830,1.170,30.67,224,0.875,bicubic
-regnety_016,93.000,7.000,98.680,1.320,11.20,224,0.875,bicubic
-efficientnet_b1_pruned,92.980,7.020,98.530,1.470,6.33,240,0.882,bicubic
+tf_mixnet_l,93.050,6.950,98.540,1.460,7.33,224,0.875,bicubic
+levit_128,93.040,6.960,98.690,1.310,9.21,224,0.900,bicubic
+repvgg_b1g4,93.040,6.960,98.820,1.180,39.97,224,0.875,bilinear
+regnety_016,93.030,6.970,98.690,1.310,11.20,224,0.875,bicubic
+res2net50_14w_8s,93.020,6.980,98.700,1.300,25.06,224,0.875,bilinear
+efficientnet_b1,93.020,6.980,98.710,1.290,7.79,256,1.000,bicubic
+selecsls60,93.000,7.000,98.830,1.170,30.67,224,0.875,bicubic
+adv_inception_v3,92.990,7.010,98.480,1.520,23.83,299,0.875,bicubic
 hardcorenas_f,92.980,7.020,98.620,1.380,8.20,224,0.875,bilinear
-hardcorenas_e,92.950,7.050,98.570,1.430,8.07,224,0.875,bilinear
+efficientnet_b1_pruned,92.960,7.040,98.520,1.480,6.33,240,0.882,bicubic
+hardcorenas_e,92.960,7.040,98.570,1.430,8.07,224,0.875,bilinear
 hrnet_w32,92.950,7.050,98.840,1.160,41.23,224,0.875,bilinear
-efficientnet_es,92.910,7.090,98.690,1.310,5.44,224,0.875,bicubic
-gluon_resnet50_v1c,92.910,7.090,98.710,1.290,25.58,224,0.875,bicubic
-pit_xs_224,92.910,7.090,98.780,1.220,10.62,224,0.900,bicubic
-tv_resnext50_32x4d,92.900,7.100,98.720,1.280,25.03,224,0.875,bilinear
-inception_v3,92.900,7.100,98.330,1.670,23.83,299,0.875,bicubic
-densenet161,92.900,7.100,98.810,1.190,28.68,224,0.875,bicubic
+efficientnet_es,92.940,7.060,98.690,1.310,5.44,224,0.875,bicubic
+gluon_resnet50_v1c,92.920,7.080,98.710,1.290,25.58,224,0.875,bicubic
+tv_resnext50_32x4d,92.910,7.090,98.730,1.270,25.03,224,0.875,bilinear
+inception_v3,92.900,7.100,98.320,1.680,23.83,299,0.875,bicubic
+pit_xs_224,92.900,7.100,98.790,1.210,10.62,224,0.900,bicubic
+densenet161,92.880,7.120,98.810,1.190,28.68,224,0.875,bicubic
 tv_resnet101,92.880,7.120,98.660,1.340,44.55,224,0.875,bilinear
 resmlp_12_distilled_224,92.870,7.130,98.630,1.370,15.35,224,0.875,bicubic
-tf_efficientnet_cc_b0_8e,92.870,7.130,98.460,1.540,24.01,224,0.875,bicubic
-coat_lite_tiny,92.850,7.150,98.640,1.360,5.72,224,0.900,bicubic
-rexnet_100,92.850,7.150,98.620,1.380,4.80,224,0.875,bicubic
+tf_efficientnet_cc_b0_8e,92.850,7.150,98.460,1.540,24.01,224,0.875,bicubic
+rexnet_100,92.840,7.160,98.620,1.380,4.80,224,0.875,bicubic
 tf_efficientnet_cc_b0_4e,92.840,7.160,98.440,1.560,13.31,224,0.875,bicubic
-seresnext26t_32x4d,92.820,7.180,98.560,1.440,16.81,224,0.875,bicubic
-res2net50_48w_2s,92.790,7.210,98.470,1.530,25.29,224,0.875,bilinear
-hrnet_w18,92.760,7.240,98.660,1.340,21.30,224,0.875,bilinear
-densenet201,92.690,7.310,98.650,1.350,20.01,224,0.875,bicubic
-repvgg_a2,92.680,7.320,98.520,1.480,28.21,224,0.875,bilinear
-gmixer_24_224,92.680,7.320,98.280,1.720,24.72,224,0.875,bicubic
-dla60,92.670,7.330,98.630,1.370,22.04,224,0.875,bilinear
-legacy_seresnet50,92.670,7.330,98.650,1.350,28.09,224,0.875,bilinear
-resnet34d,92.640,7.360,98.420,1.580,21.82,224,0.875,bicubic
+coat_lite_tiny,92.830,7.170,98.640,1.360,5.72,224,0.900,bicubic
+res2net50_48w_2s,92.800,7.200,98.470,1.530,25.29,224,0.875,bilinear
+seresnext26ts,92.790,7.210,98.600,1.400,10.39,256,0.900,bicubic
+seresnext26t_32x4d,92.770,7.230,98.550,1.450,16.81,224,0.875,bicubic
+crossvit_9_dagger_240,92.750,7.250,98.510,1.490,8.78,240,0.875,bicubic
+hrnet_w18,92.750,7.250,98.650,1.350,21.30,224,0.875,bilinear
+densenet201,92.690,7.310,98.660,1.340,20.01,224,0.875,bicubic
+dla60,92.690,7.310,98.630,1.370,22.04,224,0.875,bilinear
+resnet26t,92.680,7.320,98.600,1.400,16.01,256,0.940,bicubic
+gmixer_24_224,92.670,7.330,98.260,1.740,24.72,224,0.875,bicubic
+legacy_seresnet50,92.670,7.330,98.660,1.340,28.09,224,0.875,bilinear
+repvgg_a2,92.660,7.340,98.530,1.470,28.21,224,0.875,bilinear
+resnet34d,92.640,7.360,98.440,1.560,21.82,224,0.875,bicubic
 mobilenetv2_120d,92.610,7.390,98.510,1.490,5.83,224,0.875,bicubic
-tf_efficientnet_b0_ap,92.610,7.390,98.370,1.630,5.29,224,0.875,bicubic
+tf_efficientnet_b0_ap,92.600,7.400,98.370,1.630,5.29,224,0.875,bicubic
 hardcorenas_d,92.600,7.400,98.430,1.570,7.50,224,0.875,bilinear
-tf_efficientnet_lite2,92.590,7.410,98.550,1.450,6.09,260,0.890,bicubic
-legacy_seresnext26_32x4d,92.570,7.430,98.420,1.580,16.79,224,0.875,bicubic
-skresnet34,92.570,7.430,98.520,1.480,22.28,224,0.875,bicubic
-gluon_resnet50_v1b,92.560,7.440,98.550,1.450,25.56,224,0.875,bicubic
-regnetx_016,92.540,7.460,98.550,1.450,9.19,224,0.875,bicubic
+legacy_seresnext26_32x4d,92.590,7.410,98.420,1.580,16.79,224,0.875,bicubic
+tf_efficientnet_lite2,92.570,7.430,98.550,1.450,6.09,260,0.890,bicubic
+regnetx_016,92.560,7.440,98.550,1.450,9.19,224,0.875,bicubic
+skresnet34,92.560,7.440,98.510,1.490,22.28,224,0.875,bicubic
+gluon_resnet50_v1b,92.550,7.450,98.550,1.450,25.56,224,0.875,bicubic
 selecsls42b,92.480,7.520,98.440,1.560,32.46,224,0.875,bicubic
-efficientnet_b0,92.480,7.520,98.680,1.320,5.29,224,0.875,bicubic
-gernet_s,92.440,7.560,98.500,1.500,8.17,224,0.875,bilinear
-seresnext26d_32x4d,92.440,7.560,98.540,1.460,16.81,224,0.875,bicubic
-densenetblur121d,92.400,7.600,98.410,1.590,8.00,224,0.875,bicubic
+efficientnet_b0,92.470,7.530,98.680,1.320,5.29,224,0.875,bicubic
+gcresnext26ts,92.470,7.530,98.500,1.500,10.48,256,0.900,bicubic
+xcit_tiny_12_p16_224,92.460,7.540,98.630,1.370,6.72,224,1.000,bicubic
+gernet_s,92.440,7.560,98.490,1.510,8.17,224,0.875,bilinear
+seresnext26d_32x4d,92.430,7.570,98.540,1.460,16.81,224,0.875,bicubic
+eca_resnext26ts,92.420,7.580,98.610,1.390,10.30,256,0.900,bicubic
+xcit_nano_12_p8_224_dist,92.410,7.590,98.510,1.490,3.05,224,1.000,bicubic
 tf_efficientnet_b0,92.400,7.600,98.470,1.530,5.29,224,0.875,bicubic
+densenetblur121d,92.400,7.600,98.420,1.580,8.00,224,0.875,bicubic
+convmixer_1024_20_ks9_p14,92.350,7.650,98.420,1.580,24.38,224,0.960,bicubic
 hardcorenas_c,92.330,7.670,98.340,1.660,5.52,224,0.875,bilinear
-tf_efficientnet_lite1,92.310,7.690,98.490,1.510,5.42,240,0.882,bicubic
-densenet169,92.300,7.700,98.590,1.410,14.15,224,0.875,bicubic
-mixnet_m,92.270,7.730,98.350,1.650,5.01,224,0.875,bicubic
+tf_efficientnet_lite1,92.320,7.680,98.490,1.510,5.42,240,0.882,bicubic
+densenet169,92.290,7.710,98.590,1.410,14.15,224,0.875,bicubic
+dpn68,92.260,7.740,98.600,1.400,12.61,224,0.875,bicubic
+mixnet_m,92.260,7.740,98.370,1.630,5.01,224,0.875,bicubic
 mobilenetv3_large_100_miil,92.250,7.750,98.250,1.750,5.48,224,0.875,bilinear
-dpn68,92.240,7.760,98.610,1.390,12.61,224,0.875,bicubic
-resnet26d,92.230,7.770,98.450,1.550,16.01,224,0.875,bicubic
-tf_mixnet_m,92.200,7.800,98.420,1.580,5.01,224,0.875,bicubic
+resnet26d,92.250,7.750,98.470,1.530,16.01,224,0.875,bicubic
+resnext26ts,92.210,7.790,98.280,1.720,10.30,256,0.900,bicubic
+tf_mixnet_m,92.170,7.830,98.420,1.580,5.01,224,0.875,bicubic
 vit_small_patch32_224,92.150,7.850,98.510,1.490,22.88,224,0.900,bicubic
-tv_resnet50,92.140,7.860,98.420,1.580,25.56,224,0.875,bilinear
-resmlp_12_224,92.120,7.880,98.570,1.430,15.35,224,0.875,bicubic
-tf_efficientnet_es,92.100,7.900,98.440,1.560,5.44,224,0.875,bicubic
+resmlp_12_224,92.130,7.870,98.570,1.430,15.35,224,0.875,bicubic
+tv_resnet50,92.110,7.890,98.420,1.580,25.56,224,0.875,bilinear
+tf_efficientnet_es,92.100,7.900,98.430,1.570,5.44,224,0.875,bicubic
+xcit_nano_12_p16_384_dist,92.100,7.900,98.520,1.480,3.05,384,1.000,bicubic
 mobilenetv2_140,92.030,7.970,98.250,1.750,6.11,224,0.875,bicubic
-ese_vovnet19b_dw,92.010,7.990,98.510,1.490,6.54,224,0.875,bicubic
+ese_vovnet19b_dw,92.020,7.980,98.520,1.480,6.54,224,0.875,bicubic
+hardcorenas_b,91.970,8.030,98.400,1.600,5.18,224,0.875,bilinear
 densenet121,91.940,8.060,98.280,1.720,7.98,224,0.875,bicubic
-hardcorenas_b,91.940,8.060,98.400,1.600,5.18,224,0.875,bilinear
-vit_tiny_patch16_224,91.930,8.070,98.340,1.660,5.72,224,0.900,bicubic
-regnety_008,91.900,8.100,98.420,1.580,6.26,224,0.875,bicubic
+vit_tiny_patch16_224,91.930,8.070,98.330,1.670,5.72,224,0.900,bicubic
+regnety_008,91.890,8.110,98.420,1.580,6.26,224,0.875,bicubic
 mixnet_s,91.780,8.220,98.300,1.700,4.13,224,0.875,bicubic
-vit_tiny_r_s16_p8_384,91.730,8.270,98.430,1.570,6.36,384,1.000,bicubic
-efficientnet_es_pruned,91.700,8.300,98.420,1.580,5.44,224,0.875,bicubic
-tf_mixnet_s,91.680,8.320,98.240,1.760,4.13,224,0.875,bicubic
-repvgg_b0,91.680,8.320,98.450,1.550,15.82,224,0.875,bilinear
-semnasnet_100,91.660,8.340,98.270,1.730,3.89,224,0.875,bicubic
-hardcorenas_a,91.620,8.380,98.170,1.830,5.26,224,0.875,bilinear
-regnety_006,91.570,8.430,98.430,1.570,6.06,224,0.875,bicubic
+vit_tiny_r_s16_p8_384,91.720,8.280,98.430,1.570,6.36,384,1.000,bicubic
+efficientnet_es_pruned,91.710,8.290,98.400,1.600,5.44,224,0.875,bicubic
+tf_mixnet_s,91.690,8.310,98.240,1.760,4.13,224,0.875,bicubic
+repvgg_b0,91.670,8.330,98.450,1.550,15.82,224,0.875,bilinear
+semnasnet_100,91.660,8.340,98.260,1.740,3.89,224,0.875,bicubic
+hardcorenas_a,91.610,8.390,98.170,1.830,5.26,224,0.875,bilinear
+regnety_006,91.580,8.420,98.430,1.570,6.06,224,0.875,bicubic
 mobilenetv3_rw,91.550,8.450,98.270,1.730,5.48,224,0.875,bicubic
 levit_128s,91.500,8.500,98.400,1.600,7.78,224,0.900,bicubic
+mobilenetv3_large_100,91.480,8.520,98.330,1.670,5.48,224,0.875,bicubic
 legacy_seresnet34,91.480,8.520,98.200,1.800,21.96,224,0.875,bilinear
-mobilenetv3_large_100,91.480,8.520,98.320,1.680,5.48,224,0.875,bicubic
-resnet26,91.440,8.560,98.280,1.720,16.00,224,0.875,bicubic
-tf_mobilenetv3_large_100,91.420,8.580,98.260,1.740,5.48,224,0.875,bilinear
+resnet26,91.460,8.540,98.270,1.730,16.00,224,0.875,bicubic
+tf_mobilenetv3_large_100,91.410,8.590,98.250,1.750,5.48,224,0.875,bilinear
 tv_densenet121,91.400,8.600,98.250,1.750,7.98,224,0.875,bicubic
-mobilenetv2_110d,91.350,8.650,98.190,1.810,4.52,224,0.875,bicubic
-tf_efficientnet_lite0,91.300,8.700,98.090,1.910,4.65,224,0.875,bicubic
-fbnetc_100,91.270,8.730,97.830,2.170,5.57,224,0.875,bilinear
-efficientnet_lite0,91.260,8.740,98.250,1.750,4.65,224,0.875,bicubic
-dla34,91.240,8.760,98.180,1.820,15.74,224,0.875,bilinear
-mnasnet_100,91.200,8.800,98.050,1.950,4.38,224,0.875,bicubic
-resnet34,91.200,8.800,98.240,1.760,21.80,224,0.875,bilinear
-regnetx_008,91.180,8.820,98.380,1.620,7.26,224,0.875,bicubic
-hrnet_w18_small_v2,91.170,8.830,98.340,1.660,15.60,224,0.875,bilinear
-mixer_b16_224,91.140,8.860,97.400,2.600,59.88,224,0.875,bicubic
-resnest14d,91.130,8.870,98.330,1.670,10.61,224,0.875,bilinear
-deit_tiny_distilled_patch16_224,91.100,8.900,98.270,1.730,5.91,224,0.900,bicubic
-gluon_resnet34_v1b,91.100,8.900,98.180,1.820,21.80,224,0.875,bicubic
+mobilenetv2_110d,91.320,8.680,98.180,1.820,4.52,224,0.875,bicubic
+tf_efficientnet_lite0,91.280,8.720,98.090,1.910,4.65,224,0.875,bicubic
+fbnetc_100,91.260,8.740,97.820,2.180,5.57,224,0.875,bilinear
+dla34,91.250,8.750,98.180,1.820,15.74,224,0.875,bilinear
+efficientnet_lite0,91.250,8.750,98.250,1.750,4.65,224,0.875,bicubic
+mnasnet_100,91.200,8.800,98.040,1.960,4.38,224,0.875,bicubic
+regnetx_008,91.190,8.810,98.370,1.630,7.26,224,0.875,bicubic
+resnet34,91.190,8.810,98.230,1.770,21.80,224,0.875,bilinear
+hrnet_w18_small_v2,91.170,8.830,98.350,1.650,15.60,224,0.875,bilinear
+resnest14d,91.150,8.850,98.350,1.650,10.61,224,0.875,bilinear
+mixer_b16_224,91.130,8.870,97.410,2.590,59.88,224,0.875,bicubic
+xcit_nano_12_p8_224,91.100,8.900,98.240,1.760,3.05,224,1.000,bicubic
 swsl_resnet18,91.090,8.910,98.210,1.790,11.69,224,0.875,bilinear
-vgg19_bn,91.000,9.000,98.110,1.890,143.68,224,0.875,bilinear
-pit_ti_distilled_224,90.900,9.100,98.220,1.780,5.10,224,0.900,bicubic
-regnety_004,90.780,9.220,98.080,1.920,4.34,224,0.875,bicubic
-regnetx_006,90.760,9.240,98.100,1.900,6.20,224,0.875,bicubic
-ssl_resnet18,90.700,9.300,98.020,1.980,11.69,224,0.875,bilinear
+deit_tiny_distilled_patch16_224,91.090,8.910,98.270,1.730,5.91,224,0.900,bicubic
+gluon_resnet34_v1b,91.090,8.910,98.180,1.820,21.80,224,0.875,bicubic
+crossvit_9_240,91.070,8.930,98.310,1.690,8.55,240,0.875,bicubic
+vgg19_bn,90.990,9.010,98.120,1.880,143.68,224,0.875,bilinear
+pit_ti_distilled_224,90.900,9.100,98.230,1.770,5.10,224,0.900,bicubic
+eca_botnext26ts_256,90.850,9.150,97.750,2.250,10.59,256,0.950,bicubic
+regnetx_006,90.750,9.250,98.100,1.900,6.20,224,0.875,bicubic
+regnety_004,90.750,9.250,98.080,1.920,4.34,224,0.875,bicubic
+ssl_resnet18,90.700,9.300,98.030,1.970,11.69,224,0.875,bilinear
 spnasnet_100,90.610,9.390,97.950,2.050,4.42,224,0.875,bilinear
-vgg16_bn,90.540,9.460,97.990,2.010,138.37,224,0.875,bilinear
-convit_tiny,90.530,9.470,98.210,1.790,5.71,224,0.875,bicubic
-ghostnet_100,90.440,9.560,97.830,2.170,5.18,224,0.875,bilinear
-pit_ti_224,90.420,9.580,98.010,1.990,4.85,224,0.900,bicubic
-tf_mobilenetv3_large_075,90.320,9.680,97.870,2.130,3.99,224,0.875,bilinear
-tv_resnet34,90.290,9.710,97.980,2.020,21.80,224,0.875,bilinear
-skresnet18,90.160,9.840,97.780,2.220,11.96,224,0.875,bicubic
-resnet18d,89.990,10.010,97.830,2.170,11.71,224,0.875,bicubic
-hrnet_w18_small,89.880,10.120,97.900,2.100,13.19,224,0.875,bilinear
-mobilenetv2_100,89.830,10.170,97.830,2.170,3.50,224,0.875,bicubic
-vgg19,89.680,10.320,97.550,2.450,143.67,224,0.875,bilinear
-deit_tiny_patch16_224,89.620,10.380,97.960,2.040,5.72,224,0.900,bicubic
-regnetx_004,89.460,10.540,97.770,2.230,5.16,224,0.875,bicubic
-vgg16,89.360,10.640,97.520,2.480,138.36,224,0.875,bilinear
-vit_tiny_r_s16_p8_224,89.340,10.660,97.700,2.300,6.34,224,0.900,bicubic
-legacy_seresnet18,89.270,10.730,97.680,2.320,11.78,224,0.875,bicubic
-vgg13_bn,89.200,10.800,97.530,2.470,133.05,224,0.875,bilinear
-tf_mobilenetv3_large_minimal_100,89.180,10.820,97.320,2.680,3.92,224,0.875,bilinear
-gluon_resnet18_v1b,88.660,11.340,97.100,2.900,11.69,224,0.875,bicubic
-vgg11_bn,88.390,11.610,97.270,2.730,132.87,224,0.875,bilinear
-regnety_002,88.200,11.800,97.430,2.570,3.16,224,0.875,bicubic
-resnet18,88.150,11.850,97.120,2.880,11.69,224,0.875,bilinear
-vgg13,87.570,12.430,97.120,2.880,133.05,224,0.875,bilinear
-regnetx_002,87.380,12.620,96.990,3.010,2.68,224,0.875,bicubic
-vgg11,87.340,12.660,97.110,2.890,132.86,224,0.875,bilinear
-dla60x_c,87.110,12.890,97.140,2.860,1.32,224,0.875,bilinear
-mixer_l16_224,86.970,13.030,94.060,5.940,208.20,224,0.875,bicubic
-tf_mobilenetv3_small_100,85.960,14.040,96.400,3.600,2.54,224,0.875,bilinear
-dla46x_c,85.480,14.520,96.440,3.560,1.07,224,0.875,bilinear
-dla46_c,84.660,15.340,96.200,3.800,1.30,224,0.875,bilinear
+convit_tiny,90.550,9.450,98.210,1.790,5.71,224,0.875,bicubic
+crossvit_tiny_240,90.530,9.470,97.950,2.050,7.01,240,0.875,bicubic
+vgg16_bn,90.520,9.480,97.990,2.010,138.37,224,0.875,bilinear
+ghostnet_100,90.440,9.560,97.840,2.160,5.18,224,0.875,bilinear
+pit_ti_224,90.440,9.560,98.020,1.980,4.85,224,0.900,bicubic
+tv_resnet34,90.310,9.690,97.970,2.030,21.80,224,0.875,bilinear
+tf_mobilenetv3_large_075,90.310,9.690,97.880,2.120,3.99,224,0.875,bilinear
+xcit_nano_12_p16_224_dist,90.190,9.810,97.760,2.240,3.05,224,1.000,bicubic
+skresnet18,90.170,9.830,97.780,2.220,11.96,224,0.875,bicubic
+resnet18d,89.990,10.010,97.840,2.160,11.71,224,0.875,bicubic
+hrnet_w18_small,89.900,10.100,97.900,2.100,13.19,224,0.875,bilinear
+vit_base_patch32_sam_224,89.870,10.130,97.600,2.400,88.22,224,0.900,bicubic
+mobilenetv2_100,89.840,10.160,97.840,2.160,3.50,224,0.875,bicubic
+vgg19,89.690,10.310,97.550,2.450,143.67,224,0.875,bilinear
+deit_tiny_patch16_224,89.600,10.400,97.960,2.040,5.72,224,0.900,bicubic
+regnetx_004,89.450,10.550,97.780,2.220,5.16,224,0.875,bicubic
+vit_tiny_r_s16_p8_224,89.400,10.600,97.690,2.310,6.34,224,0.900,bicubic
+vgg16,89.380,10.620,97.520,2.480,138.36,224,0.875,bilinear
+legacy_seresnet18,89.250,10.750,97.690,2.310,11.78,224,0.875,bicubic
+vgg13_bn,89.210,10.790,97.540,2.460,133.05,224,0.875,bilinear
+tf_mobilenetv3_large_minimal_100,89.160,10.840,97.320,2.680,3.92,224,0.875,bilinear
+xcit_nano_12_p16_224,88.960,11.040,97.410,2.590,3.05,224,1.000,bicubic
+gluon_resnet18_v1b,88.670,11.330,97.110,2.890,11.69,224,0.875,bicubic
+vgg11_bn,88.390,11.610,97.280,2.720,132.87,224,0.875,bilinear
+regnety_002,88.210,11.790,97.420,2.580,3.16,224,0.875,bicubic
+resnet18,88.160,11.840,97.120,2.880,11.69,224,0.875,bilinear
+vgg13,87.550,12.450,97.120,2.880,133.05,224,0.875,bilinear
+regnetx_002,87.360,12.640,96.990,3.010,2.68,224,0.875,bicubic
+vgg11,87.330,12.670,97.110,2.890,132.86,224,0.875,bilinear
+botnet26t_256,87.240,12.760,96.750,3.250,12.49,256,0.950,bicubic
+dla60x_c,87.080,12.920,97.140,2.860,1.32,224,0.875,bilinear
+mixer_l16_224,86.960,13.040,94.030,5.970,208.20,224,0.875,bicubic
+tf_mobilenetv3_small_100,85.990,14.010,96.410,3.590,2.54,224,0.875,bilinear
+dla46x_c,85.470,14.530,96.450,3.550,1.07,224,0.875,bilinear
+dla46_c,84.710,15.290,96.210,3.790,1.30,224,0.875,bilinear
 tf_mobilenetv3_small_075,84.530,15.470,95.890,4.110,2.04,224,0.875,bilinear
-tf_mobilenetv3_small_minimal_100,82.670,17.330,95.000,5.000,2.04,224,0.875,bilinear
+tf_mobilenetv3_small_minimal_100,82.680,17.320,95.010,4.990,2.04,224,0.875,bilinear

results/results-imagenet-r.csv

@@ -1,421 +1,519 @@
 model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation,top1_diff,top5_diff,rank_diff
-ig_resnext101_32x48d,79.650,20.350,89.393,10.607,828.41,224,0.875,bilinear,-17.320,-10.277,+9
-ig_resnext101_32x32d,79.457,20.543,89.183,10.817,468.53,224,0.875,bilinear,-17.323,-10.347,+19
-ig_resnext101_32x16d,78.837,21.163,88.480,11.520,194.03,224,0.875,bilinear,-17.603,-11.060,+37
-tf_efficientnet_l2_ns_475,76.480,23.520,88.653,11.347,480.31,475,0.936,bicubic,-21.270,-11.167,-2
-swsl_resnext101_32x16d,76.303,23.697,87.733,12.267,194.03,224,0.875,bilinear,-19.967,-11.767,+46
-ig_resnext101_32x8d,75.813,24.187,86.200,13.800,88.79,224,0.875,bilinear,-20.117,-13.180,+67
-swsl_resnext101_32x8d,75.590,24.410,86.937,13.063,88.79,224,0.875,bilinear,-20.650,-12.533,+46
-tf_efficientnet_l2_ns,74.650,25.350,87.543,12.457,480.31,800,0.960,bicubic,-23.130,-12.347,-7
-swsl_resnext101_32x4d,72.660,27.340,85.157,14.843,44.18,224,0.875,bilinear,-23.390,-14.373,+56
-swsl_resnext50_32x4d,68.977,31.023,82.810,17.190,25.03,224,0.875,bilinear,-26.643,-16.630,+79
-swsl_resnet50,68.297,31.703,83.313,16.687,25.56,224,0.875,bilinear,-26.903,-16.077,+102
-tf_efficientnet_b7_ns,67.510,32.490,81.383,18.617,66.35,600,0.949,bicubic,-29.690,-18.317,-8
-vit_large_patch16_384,67.053,32.947,78.707,21.293,304.72,384,1.000,bicubic,-30.367,-21.073,-10
-swin_large_patch4_window12_384,66.283,33.717,79.783,20.217,196.74,384,1.000,bicubic,-30.887,-19.897,-9
-tf_efficientnet_b6_ns,65.587,34.413,79.553,20.447,43.04,528,0.942,bicubic,-31.433,-20.157,-7
-vit_large_patch16_224,64.347,35.653,76.190,23.810,304.33,224,0.900,bicubic,-32.363,-23.460,+8
-vit_large_r50_s32_384,64.100,35.900,75.850,24.150,329.09,384,1.000,bicubic,-32.850,-23.860,-4
-swin_large_patch4_window7_224,63.870,36.130,78.180,21.820,196.53,224,0.900,bicubic,-33.080,-21.480,-6
-swin_base_patch4_window12_384,63.470,36.530,78.063,21.937,87.90,384,1.000,bicubic,-33.650,-21.717,-13
-tf_efficientnet_b5_ns,63.047,36.953,77.777,22.223,30.39,456,0.934,bicubic,-33.823,-21.863,-3
-tf_efficientnet_b4_ns,61.230,38.770,76.173,23.827,19.34,380,0.922,bicubic,-35.480,-23.467,+2
-tf_efficientnetv2_l_in21ft1k,60.953,39.047,75.847,24.153,118.52,480,1.000,bicubic,-36.157,-23.863,-15
-vit_base_patch16_384,60.180,39.820,73.843,26.157,86.86,384,1.000,bicubic,-36.840,-25.867,-14
-swin_base_patch4_window7_224,59.537,40.463,74.247,25.753,87.77,224,0.900,bicubic,-37.143,-25.413,+2
-tf_efficientnetv2_m_in21ft1k,58.647,41.353,73.983,26.017,54.14,480,1.000,bicubic,-38.323,-25.627,-14
-vit_large_r50_s32_224,58.633,41.367,71.720,28.280,328.99,224,0.900,bicubic,-37.547,-27.810,+30
-tf_efficientnet_b8_ap,57.830,42.170,72.957,27.043,87.41,672,0.954,bicubic,-38.720,-26.583,+4
-cait_m48_448,57.470,42.530,71.860,28.140,356.46,448,1.000,bicubic,-39.410,-27.760,-13
-cait_m36_384,57.467,42.533,72.313,27.687,271.22,384,1.000,bicubic,-39.363,-27.347,-11
-tf_efficientnet_b3_ns,57.417,42.583,72.387,27.613,12.23,300,0.904,bicubic,-38.683,-27.093,+29
-vit_base_patch16_224,56.823,43.177,70.633,29.367,86.57,224,0.900,bicubic,-39.477,-28.927,+16
-vit_base_r50_s16_384,54.403,45.597,69.560,30.440,98.95,384,1.000,bicubic,-42.047,-30.100,+7
-resnetv2_152x4_bitm,54.320,45.680,70.167,29.833,936.53,480,1.000,bilinear,-42.550,-29.493,-17
-vit_small_r26_s32_384,54.197,45.803,68.757,31.243,36.47,384,1.000,bicubic,-41.863,-30.803,+30
-tf_efficientnet_b5_ap,53.870,46.130,69.160,30.840,30.39,456,0.934,bicubic,-42.210,-30.380,+25
-tf_efficientnet_b2_ns,53.600,46.400,70.270,29.730,9.11,260,0.890,bicubic,-41.920,-29.120,+57
-tf_efficientnet_b6_ap,53.560,46.440,68.550,31.450,43.04,528,0.942,bicubic,-42.810,-31.000,+6
-cait_s36_384,53.550,46.450,68.000,32.000,68.37,384,1.000,bicubic,-43.080,-31.600,-10
-tf_efficientnet_b8,53.410,46.590,69.090,30.910,87.41,672,0.954,bicubic,-43.290,-30.440,-14
-vit_base_patch32_384,53.307,46.693,68.047,31.953,88.30,384,1.000,bicubic,-42.593,-31.393,+34
-tf_efficientnet_b7_ap,53.260,46.740,68.873,31.127,66.35,600,0.949,bicubic,-43.090,-30.717,+4
-tf_efficientnetv2_s_in21ft1k,53.150,46.850,69.000,31.000,21.46,384,1.000,bicubic,-43.320,-30.570,-7
-tf_efficientnet_b4_ap,53.090,46.910,68.210,31.790,19.34,380,0.922,bicubic,-42.400,-31.180,+53
-dm_nfnet_f5,52.870,47.130,67.430,32.570,377.21,544,0.954,bicubic,-43.940,-32.240,-25
-dm_nfnet_f6,52.447,47.553,67.120,32.880,438.36,576,0.956,bicubic,-44.473,-32.600,-31
-tf_efficientnet_b7,52.393,47.607,68.233,31.767,66.35,600,0.949,bicubic,-44.187,-31.277,-17
-tf_efficientnetv2_l,52.377,47.623,67.237,32.763,118.52,480,1.000,bicubic,-44.273,-32.323,-20
-swsl_resnet18,52.327,47.673,70.480,29.520,11.69,224,0.875,bilinear,-38.763,-27.730,+334
-efficientnetv2_rw_m,52.323,47.677,67.210,32.790,53.24,416,1.000,bicubic,-43.947,-32.350,0
-deit_base_distilled_patch16_384,52.257,47.743,67.733,32.267,87.63,384,1.000,bicubic,-44.253,-31.857,-16
-dm_nfnet_f3,52.130,47.870,66.743,33.257,254.92,416,0.940,bicubic,-44.600,-32.887,-29
-resnetv2_152x2_bit_teacher_384,51.937,48.063,68.670,31.330,236.34,384,1.000,bicubic,-44.253,-30.830,+3
-resmlp_big_24_224_in22ft1k,51.903,48.097,68.463,31.537,129.14,224,0.875,bicubic,-44.447,-31.057,-9
-cait_s24_384,51.783,48.217,66.313,33.687,47.06,384,1.000,bicubic,-44.787,-33.237,-24
-resnetv2_152x2_bitm,51.753,48.247,69.250,30.750,236.34,448,1.000,bilinear,-44.767,-30.340,-22
-ecaresnet269d,51.670,48.330,66.047,33.953,102.09,352,1.000,bicubic,-44.790,-33.563,-19
-vit_base_patch16_224_miil,51.557,48.443,65.207,34.793,86.54,224,0.875,bilinear,-44.473,-34.143,+9
-pit_b_distilled_224,51.153,48.847,66.770,33.230,74.79,224,0.900,bicubic,-44.917,-32.610,+3
-dm_nfnet_f4,50.900,49.100,65.557,34.443,316.07,512,0.951,bicubic,-45.880,-34.063,-39
-tf_efficientnet_b1_ns,50.883,49.117,67.910,32.090,7.79,240,0.882,bicubic,-43.977,-31.340,+75
-tf_efficientnetv2_m,50.557,49.443,66.010,33.990,54.14,480,1.000,bicubic,-45.993,-33.560,-29
-efficientnet_b4,50.510,49.490,65.703,34.297,19.34,384,1.000,bicubic,-45.010,-33.637,+32
-resnetv2_101x3_bitm,50.407,49.593,67.790,32.210,387.93,448,1.000,bilinear,-45.843,-31.800,-11
-ssl_resnext101_32x16d,50.257,49.743,66.033,33.967,194.03,224,0.875,bilinear,-45.153,-33.377,+36
-cait_s24_224,50.243,49.757,65.027,34.973,46.92,224,1.000,bicubic,-45.407,-34.363,+22
-eca_nfnet_l2,50.237,49.763,65.450,34.550,56.72,384,1.000,bicubic,-46.213,-34.170,-28
-vit_small_patch16_384,50.160,49.840,65.807,34.193,22.20,384,1.000,bicubic,-45.820,-33.783,+3
-resnest269e,50.153,49.847,64.670,35.330,110.93,416,0.928,bicubic,-45.967,-34.850,-11
-deit_base_distilled_patch16_224,50.063,49.937,66.227,33.773,87.34,224,0.900,bicubic,-45.687,-33.203,+11
-tf_efficientnet_b3_ap,50.057,49.943,65.210,34.790,12.23,300,0.904,bicubic,-44.913,-33.900,+55
-resnest200e,49.873,50.127,64.743,35.257,70.20,320,0.909,bicubic,-46.197,-34.737,-9
-cait_xs24_384,49.527,50.473,64.900,35.100,26.67,384,1.000,bicubic,-46.483,-34.530,-5
-tf_efficientnet_b5,49.510,50.490,65.657,34.343,30.39,456,0.934,bicubic,-46.470,-33.793,-4
-resnetv2_152x2_bit_teacher,49.480,50.520,65.617,34.383,236.34,224,0.875,bicubic,-46.270,-33.823,+5
-resnet200d,49.470,50.530,64.330,35.670,64.69,320,1.000,bicubic,-46.640,-35.130,-17
-resnest101e,49.367,50.633,65.587,34.413,48.28,256,0.875,bilinear,-46.203,-33.683,+15
-resnet152d,49.253,50.747,64.413,35.587,60.21,320,1.000,bicubic,-46.617,-35.017,0
-vit_base_patch32_224,49.253,50.747,64.340,35.660,88.22,224,0.900,bicubic,-45.137,-34.730,+92
-seresnet152d,49.247,50.753,64.170,35.830,66.84,320,1.000,bicubic,-47.063,-35.340,-33
-resmlp_big_24_distilled_224,49.097,50.903,65.470,34.530,129.14,224,0.875,bicubic,-46.773,-33.970,-4
-ssl_resnext101_32x8d,49.067,50.933,65.480,34.520,88.79,224,0.875,bilinear,-46.273,-33.840,+25
-repvgg_b3,48.917,51.083,64.887,35.113,123.09,224,0.875,bilinear,-45.633,-34.023,+80
-resnetrs420,48.857,51.143,63.427,36.573,191.89,416,1.000,bicubic,-47.543,-36.113,-42
-efficientnetv2_rw_s,48.603,51.397,63.840,36.160,23.94,384,1.000,bicubic,-47.107,-35.540,0
-efficientnet_b3,48.563,51.437,64.250,35.750,12.23,320,1.000,bicubic,-46.577,-34.960,+32
-ecaresnet101d,48.527,51.473,64.100,35.900,44.57,224,0.875,bicubic,-46.633,-35.130,+28
-dm_nfnet_f2,48.373,51.627,63.233,36.767,193.78,352,0.920,bicubic,-48.087,-36.307,-51
-vit_small_r26_s32_224,48.363,51.637,63.797,36.203,36.43,224,0.900,bicubic,-46.767,-35.423,+30
-repvgg_b3g4,48.310,51.690,64.800,35.200,83.83,224,0.875,bilinear,-46.180,-34.220,+75
-vit_large_patch32_384,48.250,51.750,61.830,38.170,306.63,384,1.000,bicubic,-46.990,-37.490,+19
-convit_base,48.217,51.783,63.000,37.000,86.54,224,0.875,bicubic,-46.883,-36.140,+29
-resnetrs350,48.050,51.950,62.653,37.347,163.96,384,1.000,bicubic,-48.190,-36.937,-38
-twins_svt_large,47.947,52.053,62.907,37.093,99.27,224,0.900,bicubic,-47.773,-36.583,-11
-mixer_b16_224_miil,47.790,52.210,63.400,36.600,59.88,224,0.875,bilinear,-47.090,-35.870,+39
-repvgg_b2g4,47.787,52.213,64.390,35.610,61.76,224,0.875,bilinear,-46.033,-34.540,+129
-eca_nfnet_l1,47.650,52.350,62.763,37.237,41.41,320,1.000,bicubic,-48.290,-36.727,-24
-resnetv2_50x3_bitm,47.593,52.407,65.603,34.397,217.32,448,1.000,bilinear,-48.677,-34.027,-47
-pit_s_distilled_224,47.543,52.457,63.493,36.507,24.04,224,0.900,bicubic,-47.187,-35.697,+43
-resnest50d_4s2x40d,47.483,52.517,63.807,36.193,30.42,224,0.875,bicubic,-47.227,-35.323,+46
-efficientnet_b3_pruned,47.447,52.553,62.793,37.207,9.86,300,0.904,bicubic,-47.133,-36.387,+59
-tresnet_m,47.230,52.770,61.993,38.007,31.39,224,0.875,bilinear,-48.150,-37.157,+3
-tf_efficientnet_b6,47.213,52.787,63.110,36.890,43.04,528,0.942,bicubic,-49.077,-36.410,-54
-ssl_resnext101_32x4d,47.177,52.823,63.367,36.633,44.18,224,0.875,bilinear,-47.983,-35.933,+12
-resnetrs270,47.107,52.893,62.010,37.990,129.86,352,1.000,bicubic,-48.953,-37.480,-41
-tf_efficientnet_b4,47.083,52.917,62.867,37.133,19.34,380,0.922,bicubic,-48.507,-36.463,-15
-resnet101d,46.893,53.107,62.317,37.683,44.57,320,1.000,bicubic,-48.857,-36.963,-28
-resnetrs200,46.837,53.163,62.487,37.513,93.21,320,1.000,bicubic,-49.153,-36.953,-39
-gluon_seresnext101_64x4d,46.677,53.323,61.303,38.697,88.23,224,0.875,bicubic,-47.973,-37.677,+43
-twins_pcpvt_large,46.637,53.363,62.240,37.760,60.99,224,0.900,bicubic,-49.083,-37.050,-28
-dm_nfnet_f1,46.547,53.453,61.407,38.593,132.63,320,0.910,bicubic,-49.843,-38.063,-68
-tresnet_xl,46.283,53.717,61.943,38.057,78.44,224,0.875,bilinear,-48.777,-37.317,+12
-deit_small_distilled_patch16_224,46.160,53.840,62.417,37.583,22.44,224,0.900,bicubic,-48.430,-36.683,+43
-regnety_160,46.153,53.847,61.837,38.163,83.59,288,1.000,bicubic,-49.727,-37.723,-38
-gernet_m,46.150,53.850,62.700,37.300,21.14,224,0.875,bilinear,-48.400,-36.230,+47
-resnest50d_1s4x24d,46.083,53.917,62.377,37.623,25.68,224,0.875,bicubic,-48.307,-36.683,+56
-tf_efficientnet_b0_ns,46.047,53.953,63.253,36.747,5.29,224,0.875,bicubic,-47.693,-35.727,+119
-resnet51q,46.027,53.973,60.910,39.090,35.70,288,1.000,bilinear,-49.173,-38.370,-5
-vit_small_patch16_224,45.990,54.010,61.820,38.180,22.05,224,0.900,bicubic,-48.890,-37.260,+14
-resnest50d,45.937,54.063,62.623,37.377,27.48,224,0.875,bilinear,-48.683,-36.407,+33
-twins_pcpvt_base,45.893,54.107,61.337,38.663,43.83,224,0.900,bicubic,-49.567,-38.053,-23
-regnety_032,45.893,54.107,61.537,38.463,19.44,288,1.000,bicubic,-49.577,-37.783,-23
-levit_384,45.877,54.123,61.693,38.307,39.13,224,0.900,bicubic,-49.333,-37.467,-11
-twins_svt_base,45.877,54.123,60.967,39.033,56.07,224,0.900,bicubic,-49.693,-38.263,-31
-gluon_seresnext101_32x4d,45.590,54.410,61.143,38.857,48.96,224,0.875,bicubic,-48.860,-37.947,+42
-dm_nfnet_f0,45.483,54.517,60.983,39.017,71.49,256,0.900,bicubic,-50.207,-38.347,-39
-gluon_resnet152_v1d,45.430,54.570,60.077,39.923,60.21,224,0.875,bicubic,-49.010,-38.933,+41
-nfnet_l0,45.420,54.580,62.080,37.920,35.07,288,1.000,bicubic,-49.970,-37.340,-25
-ssl_resnext50_32x4d,45.407,54.593,62.047,37.953,25.03,224,0.875,bilinear,-49.293,-37.193,+18
-resnetv2_50x1_bit_distilled,45.393,54.607,62.303,37.697,25.55,224,0.875,bicubic,-49.997,-37.127,-26
-tresnet_xl_448,45.223,54.777,61.437,38.563,78.44,448,0.875,bilinear,-50.287,-37.903,-35
-nasnetalarge,45.210,54.790,57.883,42.117,88.75,331,0.911,bicubic,-49.940,-41.247,-15
-convit_small,45.203,54.797,60.510,39.490,27.78,224,0.875,bicubic,-49.717,-38.600,-3
-swin_small_patch4_window7_224,45.163,54.837,60.330,39.670,49.61,224,0.900,bicubic,-50.557,-39.040,-50
-tf_efficientnet_b3,45.107,54.893,60.650,39.350,12.23,300,0.904,bicubic,-49.803,-38.460,-4
-rexnet_200,45.047,54.953,62.317,37.683,16.37,224,0.875,bicubic,-49.613,-36.773,+14
-resnetrs152,44.943,55.057,59.713,40.287,86.62,320,1.000,bicubic,-51.017,-39.667,-65
-ecaresnetlight,44.890,55.110,60.770,39.230,30.16,224,0.875,bicubic,-49.250,-38.180,+54
-deit_base_patch16_224,44.870,55.130,59.177,40.823,86.57,224,0.900,bicubic,-50.140,-39.803,-14
-deit_base_patch16_384,44.777,55.223,59.617,40.383,86.86,384,1.000,bicubic,-50.873,-39.623,-51
-cait_xxs36_384,44.773,55.227,59.380,40.620,17.37,384,1.000,bicubic,-50.447,-39.940,-30
-resmlp_36_distilled_224,44.757,55.243,61.073,38.927,44.69,224,0.875,bicubic,-49.813,-38.087,+19
-gernet_l,44.740,55.260,58.943,41.057,31.08,256,0.875,bilinear,-50.190,-40.257,-15
-resmlp_24_distilled_224,44.707,55.293,61.467,38.533,30.02,224,0.875,bicubic,-49.623,-37.623,+34
-tf_efficientnet_b2_ap,44.700,55.300,60.680,39.320,9.11,260,0.890,bicubic,-49.570,-38.270,+37
-ens_adv_inception_resnet_v2,44.393,55.607,58.117,41.883,55.84,299,0.897,bicubic,-49.737,-40.673,+48
-tresnet_l,44.363,55.637,59.953,40.047,55.99,224,0.875,bilinear,-50.537,-39.077,-15
-gluon_resnext101_32x4d,44.290,55.710,59.090,40.910,44.18,224,0.875,bicubic,-49.830,-39.840,+49
-wide_resnet50_2,44.177,55.823,59.727,40.273,68.88,224,0.875,bicubic,-50.493,-39.323,0
-cspresnext50,44.147,55.853,60.533,39.467,20.57,224,0.875,bilinear,-49.613,-38.307,+81
-resnetv2_101x1_bitm,44.127,55.873,61.983,38.017,44.54,448,1.000,bilinear,-51.193,-37.387,-43
-seresnext50_32x4d,44.127,55.873,59.490,40.510,27.56,224,0.875,bicubic,-50.693,-39.640,-15
-gluon_resnet152_v1s,44.073,55.927,58.703,41.297,60.32,224,0.875,bicubic,-50.647,-40.357,-9
-pit_b_224,44.070,55.930,58.017,41.983,73.76,224,0.900,bicubic,-50.720,-40.803,-16
-ssl_resnet50,44.010,55.990,61.887,38.113,25.56,224,0.875,bilinear,-50.300,-37.263,+24
-inception_resnet_v2,44.003,55.997,57.907,42.093,55.84,299,0.897,bicubic,-50.337,-40.893,+21
-pnasnet5large,43.950,56.050,56.730,43.270,86.06,331,0.911,bicubic,-51.410,-42.400,-51
-pit_s_224,43.890,56.110,58.627,41.373,23.46,224,0.900,bicubic,-50.700,-40.303,-1
-gluon_resnext101_64x4d,43.877,56.123,58.710,41.290,83.46,224,0.875,bicubic,-50.473,-40.170,+17
-coat_lite_small,43.823,56.177,57.147,42.853,19.84,224,0.900,bicubic,-51.257,-41.873,-38
-tnt_s_patch16_224,43.773,56.227,59.197,40.803,23.76,224,0.900,bicubic,-50.807,-39.873,-2
-cait_xxs36_224,43.760,56.240,58.720,41.280,17.30,224,1.000,bicubic,-50.180,-40.200,+51
-ecaresnet50d,43.750,56.250,60.387,39.613,25.58,224,0.875,bicubic,-50.440,-38.633,+25
-ecaresnet101d_pruned,43.737,56.263,59.607,40.393,24.88,224,0.875,bicubic,-50.713,-39.493,+2
-tf_efficientnetv2_s,43.710,56.290,58.597,41.403,21.46,384,1.000,bicubic,-52.000,-40.803,-79
-rexnet_150,43.690,56.310,60.897,39.103,9.73,224,0.875,bicubic,-50.580,-38.183,+15
-pit_xs_distilled_224,43.663,56.337,60.703,39.297,11.00,224,0.900,bicubic,-49.577,-38.147,+115
-gluon_resnet101_v1d,43.440,56.560,58.613,41.387,44.57,224,0.875,bicubic,-50.730,-40.327,+21
-ecaresnet50t,43.407,56.593,59.300,40.700,25.57,320,0.950,bicubic,-51.663,-39.990,-46
-gluon_resnet101_v1s,43.363,56.637,58.503,41.497,44.67,224,0.875,bicubic,-50.807,-40.507,+20
-cspdarknet53,43.357,56.643,59.430,40.570,27.64,256,0.887,bilinear,-50.733,-39.580,+28
-dpn68b,43.287,56.713,58.673,41.327,12.61,224,0.875,bicubic,-50.333,-40.277,+81
-visformer_small,43.253,56.747,57.993,42.007,40.22,224,0.900,bicubic,-51.707,-41.217,-46
-eca_nfnet_l0,43.233,56.767,59.913,40.087,24.14,288,1.000,bicubic,-52.217,-39.477,-74
-vit_small_patch32_384,43.143,56.857,59.293,40.707,22.92,384,1.000,bicubic,-51.447,-39.847,-17
-resnest26d,43.140,56.860,60.623,39.377,17.07,224,0.875,bilinear,-50.100,-38.127,+107
-twins_pcpvt_small,43.090,56.910,58.873,41.127,24.11,224,0.900,bicubic,-51.510,-40.277,-22
-resmlp_36_224,43.050,56.950,59.310,40.690,44.69,224,0.875,bicubic,-50.600,-39.640,+69
-dpn131,43.047,56.953,57.440,42.560,79.25,224,0.875,bicubic,-50.713,-41.360,+53
-cspresnet50,43.030,56.970,59.153,40.847,21.62,256,0.887,bilinear,-50.830,-39.717,+40
-tf_efficientnet_lite4,42.967,57.033,57.620,42.380,13.01,380,0.920,bilinear,-51.903,-41.470,-46
-twins_svt_small,42.923,57.077,58.453,41.547,24.06,224,0.900,bicubic,-51.847,-40.627,-42
-gluon_resnet152_v1b,42.903,57.097,57.750,42.250,60.19,224,0.875,bicubic,-51.127,-40.990,+20
-dpn107,42.857,57.143,57.367,42.633,86.92,224,0.875,bicubic,-51.103,-41.473,+26
-levit_256,42.823,57.177,57.897,42.103,18.89,224,0.900,bicubic,-51.577,-41.163,-16
-tf_efficientnet_b1_ap,42.803,57.197,58.813,41.187,7.79,240,0.882,bicubic,-50.827,-39.987,+64
-gluon_resnet152_v1c,42.800,57.200,57.737,42.263,60.21,224,0.875,bicubic,-51.080,-41.063,+30
-gluon_xception65,42.793,57.207,58.820,41.180,39.92,299,0.903,bicubic,-51.217,-40.200,+18
-tresnet_l_448,42.753,57.247,58.947,41.053,55.99,448,0.875,bilinear,-52.657,-40.353,-87
-resnet50d,42.707,57.293,58.697,41.303,25.58,224,0.875,bicubic,-51.363,-40.223,+11
-gluon_seresnext50_32x4d,42.683,57.317,58.710,41.290,27.56,224,0.875,bicubic,-51.487,-40.200,0
-resnext101_32x8d,42.557,57.443,58.317,41.683,88.79,224,0.875,bilinear,-51.213,-40.633,+38
-nf_resnet50,42.510,57.490,59.520,40.480,25.56,288,0.940,bicubic,-51.890,-39.550,-23
-seresnet50,42.510,57.490,58.667,41.333,28.09,224,0.875,bicubic,-51.570,-40.303,+6
-resnetrs101,42.437,57.563,57.300,42.700,63.62,288,0.940,bicubic,-52.813,-41.910,-86
-tf_efficientnetv2_b3,42.313,57.687,57.940,42.060,14.36,300,0.904,bicubic,-52.807,-41.260,-76
-dpn98,42.280,57.720,56.880,43.120,61.57,224,0.875,bicubic,-51.660,-42.040,+17
-deit_small_patch16_224,42.263,57.737,58.020,41.980,22.05,224,0.900,bicubic,-51.737,-40.940,+10
-tf_efficientnet_cc_b1_8e,42.233,57.767,58.420,41.580,39.72,240,0.882,bicubic,-51.337,-40.270,+59
-legacy_senet154,42.207,57.793,56.597,43.403,115.09,224,0.875,bilinear,-52.523,-42.503,-59
-cait_xxs24_384,42.187,57.813,57.460,42.540,12.03,384,1.000,bicubic,-52.733,-41.680,-72
-tf_efficientnet_b2,42.120,57.880,58.197,41.803,9.11,260,0.890,bicubic,-52.090,-40.853,-17
-gluon_resnext50_32x4d,42.043,57.957,57.667,42.333,25.03,224,0.875,bicubic,-51.607,-41.023,+43
-resnet50,42.013,57.987,56.000,44.000,25.56,224,0.875,bicubic,-51.447,-42.600,+63
-ecaresnet50d_pruned,41.953,58.047,58.217,41.783,19.94,224,0.875,bicubic,-51.867,-40.783,+19
-efficientnet_b2,41.933,58.067,58.300,41.700,9.11,288,1.000,bicubic,-52.437,-40.750,-32
-dla102x2,41.647,58.353,57.967,42.033,41.28,224,0.875,bilinear,-52.353,-41.063,+2
-hrnet_w64,41.637,58.363,57.130,42.870,128.06,224,0.875,bilinear,-52.193,-41.800,+15
-gluon_senet154,41.627,58.373,56.373,43.627,115.09,224,0.875,bicubic,-53.083,-42.597,-64
-inception_v4,41.577,58.423,55.383,44.617,42.68,299,0.875,bicubic,-52.803,-43.437,-37
-efficientnet_el,41.497,58.503,58.303,41.697,10.59,300,0.904,bicubic,-53.173,-40.827,-63
-efficientnet_em,41.493,58.507,58.877,41.123,6.90,240,0.882,bicubic,-52.247,-40.053,+23
-tf_efficientnet_cc_b0_8e,41.487,58.513,57.377,42.623,24.01,224,0.875,bicubic,-51.383,-41.083,+97
-swin_tiny_patch4_window7_224,41.457,58.543,57.303,42.697,28.29,224,0.900,bicubic,-53.163,-41.817,-60
-resnext50_32x4d,41.443,58.557,56.997,43.003,25.03,224,0.875,bicubic,-52.397,-41.833,+7
-cait_xxs24_224,41.383,58.617,57.527,42.473,11.96,224,1.000,bicubic,-52.107,-41.243,+49
-tv_resnet152,41.327,58.673,57.520,42.480,60.19,224,0.875,bilinear,-51.913,-41.300,+64
-xception71,41.270,58.730,55.873,44.127,42.34,299,0.903,bicubic,-52.620,-43.127,-3
-dpn92,41.267,58.733,56.333,43.667,37.67,224,0.875,bicubic,-52.923,-42.597,-32
-adv_inception_v3,41.263,58.737,56.317,43.683,23.83,299,0.875,bicubic,-51.747,-42.173,+75
-gernet_s,41.247,58.753,58.830,41.170,8.17,224,0.875,bilinear,-51.193,-39.670,+112
-resnetblur50,41.053,58.947,57.077,42.923,25.56,224,0.875,bicubic,-52.657,-41.723,+16
-nf_regnet_b1,41.013,58.987,58.120,41.880,10.22,288,0.900,bicubic,-52.867,-40.970,-4
-gluon_resnet50_v1d,40.970,59.030,57.137,42.863,25.58,224,0.875,bicubic,-52.560,-41.573,+37
-gluon_inception_v3,40.907,59.093,55.617,44.383,23.83,299,0.875,bicubic,-52.633,-43.213,+34
-ese_vovnet39b,40.867,59.133,56.947,43.053,24.57,224,0.875,bicubic,-52.983,-41.953,-5
-levit_192,40.847,59.153,56.687,43.313,10.95,224,0.900,bicubic,-52.863,-42.113,+14
-regnety_320,40.813,59.187,56.117,43.883,145.05,224,0.875,bicubic,-53.707,-43.053,-64
-resnet34d,40.810,59.190,56.530,43.470,21.82,224,0.875,bicubic,-51.830,-41.890,+93
-xception,40.763,59.237,56.387,43.613,22.86,299,0.897,bicubic,-52.877,-42.383,+18
-skresnext50_32x4d,40.700,59.300,56.023,43.977,27.48,224,0.875,bicubic,-53.250,-42.797,-20
-gluon_resnet101_v1b,40.680,59.320,56.117,43.883,44.55,224,0.875,bicubic,-53.080,-42.583,+1
-hrnet_w40,40.660,59.340,56.753,43.247,57.56,224,0.875,bilinear,-53.050,-42.067,+9
-resmlp_24_224,40.653,59.347,56.573,43.427,30.02,224,0.875,bicubic,-52.787,-42.237,+37
-repvgg_b1,40.593,59.407,57.837,42.163,57.42,224,0.875,bilinear,-52.817,-40.953,+39
-tf_efficientnet_lite3,40.563,59.437,56.477,43.523,8.20,300,0.904,bilinear,-53.567,-42.483,-40
-tresnet_m_448,40.530,59.470,56.700,43.300,31.39,448,0.875,bilinear,-54.130,-42.450,-86
-pit_xs_224,40.497,59.503,56.530,43.470,10.62,224,0.900,bicubic,-52.413,-42.250,+66
-dla169,40.493,59.507,57.263,42.737,53.39,224,0.875,bilinear,-53.307,-41.647,-11
-repvgg_b2,40.467,59.533,57.780,42.220,89.02,224,0.875,bilinear,-53.123,-41.290,+15
-regnetx_320,40.443,59.557,55.660,44.340,107.81,224,0.875,bicubic,-53.767,-43.370,-55
-coat_mini,40.420,59.580,55.167,44.833,10.34,224,0.900,bicubic,-54.350,-43.783,-103
-skresnet34,40.397,59.603,56.737,43.263,22.28,224,0.875,bicubic,-52.173,-41.783,+85
-efficientnet_el_pruned,40.390,59.610,56.903,43.097,10.59,300,0.904,bicubic,-53.700,-42.077,-46
-efficientnet_b2_pruned,40.383,59.617,56.537,43.463,8.31,260,0.890,bicubic,-53.417,-42.303,-18
-coat_lite_mini,40.360,59.640,55.717,44.283,11.01,224,0.900,bicubic,-53.090,-42.983,+23
-legacy_seresnext101_32x4d,40.360,59.640,54.817,45.183,48.96,224,0.875,bilinear,-53.770,-44.153,-52
-wide_resnet101_2,40.360,59.640,55.780,44.220,126.89,224,0.875,bilinear,-53.370,-43.030,-11
-tf_efficientnet_b0_ap,40.337,59.663,56.787,43.213,5.29,224,0.875,bicubic,-52.273,-41.583,+75
-xception65,40.273,59.727,55.283,44.717,39.92,299,0.903,bicubic,-53.487,-43.577,-16
-regnetx_160,40.270,59.730,56.050,43.950,54.28,224,0.875,bicubic,-53.610,-42.690,-33
-densenet201,40.267,59.733,56.710,43.290,20.01,224,0.875,bicubic,-52.423,-41.940,+65
-resnext50d_32x4d,40.170,59.830,55.487,44.513,25.05,224,0.875,bicubic,-53.640,-43.253,-27
-hrnet_w48,40.093,59.907,56.640,43.360,77.47,224,0.875,bilinear,-53.937,-42.400,-50
-legacy_seresnet152,40.043,59.957,55.820,44.180,66.82,224,0.875,bilinear,-53.397,-43.030,+15
-hrnet_w30,40.030,59.970,57.093,42.907,37.71,224,0.875,bilinear,-53.340,-41.737,+20
-regnetx_080,40.000,60.000,55.977,44.023,39.57,224,0.875,bicubic,-53.790,-42.933,-28
-tf_efficientnet_b1,39.977,60.023,56.137,43.863,7.79,240,0.882,bicubic,-53.733,-42.673,-18
-gluon_resnet101_v1c,39.953,60.047,55.300,44.700,44.57,224,0.875,bicubic,-53.737,-43.460,-16
-resmlp_12_distilled_224,39.843,60.157,57.440,42.560,15.35,224,0.875,bicubic,-53.027,-41.190,+49
-tf_efficientnetv2_b0,39.787,60.213,56.283,43.717,7.14,224,0.875,bicubic,-53.273,-42.417,+28
-res2net101_26w_4s,39.717,60.283,54.550,45.450,45.21,224,0.875,bilinear,-53.803,-44.050,0
-regnetx_120,39.687,60.313,55.633,44.367,46.11,224,0.875,bicubic,-54.583,-43.557,-83
-hrnet_w44,39.677,60.323,55.333,44.667,67.06,224,0.875,bilinear,-53.943,-43.367,-13
-vit_small_patch32_224,39.667,60.333,55.253,44.747,22.88,224,0.900,bicubic,-52.483,-43.257,+80
-densenet161,39.620,60.380,56.133,43.867,28.68,224,0.875,bicubic,-53.280,-42.587,+41
-resmlp_big_24_224,39.620,60.380,54.817,45.183,129.14,224,0.875,bicubic,-54.640,-44.003,-84
-mixnet_xl,39.617,60.383,55.887,44.113,11.90,224,0.875,bicubic,-54.613,-42.933,-84
-xception41,39.610,60.390,55.037,44.963,26.97,299,0.903,bicubic,-53.870,-43.713,-3
-res2net50_26w_8s,39.603,60.397,54.550,45.450,48.40,224,0.875,bilinear,-53.847,-44.230,-2
-tf_efficientnetv2_b1,39.570,60.430,55.343,44.657,8.14,240,0.882,bicubic,-54.140,-43.447,-32
-dla102x,39.553,60.447,56.323,43.677,26.31,224,0.875,bilinear,-53.977,-42.527,-12
-rexnet_130,39.487,60.513,56.640,43.360,7.56,224,0.875,bicubic,-54.183,-42.070,-28
-hrnet_w32,39.463,60.537,56.123,43.877,41.23,224,0.875,bilinear,-53.487,-42.717,+27
-resnetv2_50x1_bitm,39.440,60.560,57.847,42.153,25.55,448,1.000,bilinear,-55.290,-41.333,-132
-levit_128,39.433,60.567,55.350,44.650,9.21,224,0.900,bicubic,-53.617,-43.340,+14
-regnety_064,39.403,60.597,55.773,44.227,30.58,224,0.875,bicubic,-54.737,-43.257,-84
-densenetblur121d,39.380,60.620,56.640,43.360,8.00,224,0.875,bicubic,-53.020,-41.770,+57
-regnety_120,39.347,60.653,55.277,44.723,51.82,224,0.875,bicubic,-54.663,-43.753,-72
-tv_resnet101,39.307,60.693,55.803,44.197,44.55,224,0.875,bilinear,-53.573,-42.857,+28
-tf_efficientnet_el,39.303,60.697,55.387,44.613,10.59,300,0.904,bicubic,-55.057,-43.713,-106
-tf_inception_v3,39.237,60.763,54.300,45.700,23.83,299,0.875,bicubic,-53.963,-44.180,+2
-gluon_resnet50_v1s,39.233,60.767,55.010,44.990,25.68,224,0.875,bicubic,-54.357,-43.830,-29
-tf_efficientnetv2_b2,39.180,60.820,54.570,45.430,10.10,260,0.890,bicubic,-54.890,-44.360,-82
-densenet169,39.167,60.833,55.843,44.157,14.15,224,0.875,bicubic,-53.133,-42.747,+54
-legacy_seresnet101,39.037,60.963,55.003,44.997,49.33,224,0.875,bilinear,-54.223,-43.737,-8
-efficientnet_b1_pruned,39.010,60.990,55.647,44.353,6.33,240,0.882,bicubic,-53.970,-42.883,+11
-repvgg_b1g4,38.990,61.010,56.350,43.650,39.97,224,0.875,bilinear,-54.040,-42.470,+5
-inception_v3,38.960,61.040,53.853,46.147,23.83,299,0.875,bicubic,-53.940,-44.477,+17
-dpn68,38.933,61.067,54.933,45.067,12.61,224,0.875,bicubic,-53.307,-43.677,+52
-regnety_080,38.917,61.083,55.213,44.787,39.18,224,0.875,bicubic,-54.973,-43.737,-75
-legacy_seresnext50_32x4d,38.877,61.123,54.593,45.407,27.56,224,0.875,bilinear,-54.553,-44.207,-20
-dla102,38.833,61.167,55.323,44.677,33.27,224,0.875,bilinear,-54.427,-43.457,-16
-regnety_040,38.820,61.180,55.557,44.443,20.65,224,0.875,bicubic,-54.800,-43.403,-42
-densenet121,38.783,61.217,56.273,43.727,7.98,224,0.875,bicubic,-53.157,-42.007,+56
-res2net50_14w_8s,38.710,61.290,54.077,45.923,25.06,224,0.875,bilinear,-54.320,-44.633,-4
-regnetx_040,38.703,61.297,55.340,44.660,22.12,224,0.875,bicubic,-54.977,-43.600,-53
-res2net50_26w_6s,38.687,61.313,53.743,46.257,37.05,224,0.875,bilinear,-54.903,-45.007,-42
-regnetx_032,38.680,61.320,55.157,44.843,15.30,224,0.875,bicubic,-54.570,-43.573,-19
-selecsls60,38.623,61.377,55.630,44.370,30.67,224,0.875,bicubic,-54.387,-43.200,-4
-dla60x,38.617,61.383,55.383,44.617,17.35,224,0.875,bilinear,-54.573,-43.327,-16
-tf_efficientnet_b0,38.600,61.400,55.957,44.043,5.29,224,0.875,bicubic,-53.800,-42.513,+34
-dla60_res2net,38.590,61.410,54.560,45.440,20.85,224,0.875,bilinear,-54.790,-44.300,-28
-selecsls60b,38.573,61.427,55.307,44.693,32.77,224,0.875,bicubic,-54.927,-43.533,-40
-repvgg_a2,38.563,61.437,55.770,44.230,28.21,224,0.875,bilinear,-54.117,-42.510,+13
-hardcorenas_f,38.500,61.500,55.657,44.343,8.20,224,0.875,bilinear,-54.480,-42.963,-7
-dla60_res2next,38.450,61.550,54.950,45.050,17.03,224,0.875,bilinear,-55.120,-43.850,-50
-resmlp_12_224,38.443,61.557,56.327,43.673,15.35,224,0.875,bicubic,-53.677,-42.243,+39
-regnetx_064,38.430,61.570,54.990,45.010,26.21,224,0.875,bicubic,-55.200,-44.060,-60
-tf_efficientnet_cc_b0_4e,38.413,61.587,55.150,44.850,13.31,224,0.875,bicubic,-54.427,-43.290,+3
-gluon_resnet50_v1b,38.407,61.593,54.833,45.167,25.56,224,0.875,bicubic,-54.153,-43.717,+18
-hrnet_w18,38.277,61.723,55.643,44.357,21.30,224,0.875,bilinear,-54.483,-43.017,+4
-mixnet_l,38.160,61.840,54.757,45.243,7.33,224,0.875,bicubic,-55.100,-43.943,-34
-hardcorenas_e,38.137,61.863,55.173,44.827,8.07,224,0.875,bilinear,-54.813,-43.397,-14
-efficientnet_b1,38.087,61.913,54.010,45.990,7.79,256,1.000,bicubic,-54.943,-44.690,-21
-coat_lite_tiny,38.070,61.930,53.453,46.547,5.72,224,0.900,bicubic,-54.780,-45.187,-5
-gmixer_24_224,38.050,61.950,52.083,47.917,24.72,224,0.875,bicubic,-54.630,-46.437,+2
-resnetrs50,37.957,62.043,53.310,46.690,35.69,224,0.910,bicubic,-56.063,-45.540,-113
-hardcorenas_c,37.883,62.117,55.717,44.283,5.52,224,0.875,bilinear,-54.447,-42.623,+18
-gluon_resnet50_v1c,37.843,62.157,54.123,45.877,25.58,224,0.875,bicubic,-55.067,-44.587,-17
-res2net50_26w_4s,37.827,62.173,53.073,46.927,25.70,224,0.875,bilinear,-55.353,-45.597,-35
-efficientnet_es,37.770,62.230,54.967,45.033,5.44,224,0.875,bicubic,-55.140,-43.723,-20
-resnest14d,37.767,62.233,56.470,43.530,10.61,224,0.875,bilinear,-53.363,-41.860,+57
-tv_resnext50_32x4d,37.750,62.250,54.113,45.887,25.03,224,0.875,bilinear,-55.150,-44.697,-19
-ecaresnet26t,37.650,62.350,54.350,45.650,16.01,320,0.950,bicubic,-56.290,-44.540,-113
-hardcorenas_d,37.550,62.450,54.723,45.277,7.50,224,0.875,bilinear,-55.050,-43.707,-1
-res2next50,37.477,62.523,52.853,47.147,24.67,224,0.875,bilinear,-55.673,-45.807,-39
-resnet34,37.443,62.557,54.297,45.703,21.80,224,0.875,bilinear,-53.757,-43.943,+48
-pit_ti_distilled_224,37.337,62.663,55.137,44.863,5.10,224,0.900,bicubic,-53.563,-43.083,+56
-hardcorenas_b,37.243,62.757,55.073,44.927,5.18,224,0.875,bilinear,-54.697,-43.327,+22
-mobilenetv3_large_100_miil,37.210,62.790,53.513,46.487,5.48,224,0.875,bilinear,-55.040,-44.737,+10
-res2net50_48w_2s,37.117,62.883,53.333,46.667,25.29,224,0.875,bilinear,-55.673,-45.137,-17
-dla60,37.073,62.927,54.200,45.800,22.04,224,0.875,bilinear,-55.597,-44.430,-13
-rexnet_100,37.063,62.937,54.020,45.980,4.80,224,0.875,bicubic,-55.787,-44.600,-22
-regnety_016,37.017,62.983,54.093,45.907,11.20,224,0.875,bicubic,-55.983,-44.587,-38
-tf_mixnet_l,36.987,63.013,52.583,47.417,7.33,224,0.875,bicubic,-56.053,-45.957,-45
-legacy_seresnet50,36.873,63.127,53.487,46.513,28.09,224,0.875,bilinear,-55.797,-45.163,-16
-tv_densenet121,36.810,63.190,54.033,45.967,7.98,224,0.875,bicubic,-54.590,-44.217,+31
-tf_efficientnet_lite2,36.807,63.193,53.320,46.680,6.09,260,0.890,bicubic,-55.783,-45.230,-13
-mobilenetv2_120d,36.780,63.220,54.047,45.953,5.83,224,0.875,bicubic,-55.830,-44.463,-17
-tf_efficientnet_lite1,36.737,63.263,53.590,46.410,5.42,240,0.882,bicubic,-55.573,-44.900,-3
-regnetx_016,36.683,63.317,53.297,46.703,9.19,224,0.875,bicubic,-55.857,-45.253,-12
-hardcorenas_a,36.640,63.360,54.910,45.090,5.26,224,0.875,bilinear,-54.980,-43.260,+18
-levit_128s,36.620,63.380,53.117,46.883,7.78,224,0.900,bicubic,-54.880,-45.283,+20
-efficientnet_b0,36.600,63.400,53.497,46.503,5.29,224,0.875,bicubic,-55.880,-44.943,-13
-tf_efficientnet_em,36.380,63.620,52.840,47.160,6.90,240,0.882,bicubic,-56.790,-45.830,-59
-skresnet18,36.320,63.680,54.197,45.803,11.96,224,0.875,bicubic,-53.840,-43.583,+49
-repvgg_b0,36.287,63.713,54.057,45.943,15.82,224,0.875,bilinear,-55.393,-44.183,+11
-tv_resnet50,36.177,63.823,52.803,47.197,25.56,224,0.875,bilinear,-55.963,-45.617,-3
-legacy_seresnet34,36.143,63.857,52.553,47.447,21.96,224,0.875,bilinear,-55.337,-45.647,+15
-coat_tiny,36.123,63.877,51.063,48.937,5.50,224,0.900,bicubic,-57.387,-47.627,-88
-tv_resnet34,36.087,63.913,53.533,46.467,21.80,224,0.875,bilinear,-54.203,-44.447,+43
-deit_tiny_distilled_patch16_224,36.023,63.977,54.240,45.760,5.91,224,0.900,bicubic,-55.077,-44.030,+28
-mobilenetv2_140,36.000,64.000,53.943,46.057,6.11,224,0.875,bicubic,-56.030,-44.307,-5
-tf_efficientnet_lite0,35.930,64.070,53.480,46.520,4.65,224,0.875,bicubic,-55.370,-44.610,+16
-selecsls42b,35.813,64.187,52.487,47.513,32.46,224,0.875,bicubic,-56.667,-46.193,-25
-gluon_resnet34_v1b,35.760,64.240,52.187,47.813,21.80,224,0.875,bicubic,-55.340,-45.993,+25
-dla34,35.643,64.357,52.783,47.217,15.74,224,0.875,bilinear,-55.597,-45.397,+16
-mixnet_m,35.640,64.360,52.430,47.570,5.01,224,0.875,bicubic,-56.630,-45.920,-19
-efficientnet_lite0,35.620,64.380,53.657,46.343,4.65,224,0.875,bicubic,-55.640,-44.593,+13
-ssl_resnet18,35.597,64.403,53.740,46.260,11.69,224,0.875,bilinear,-55.103,-44.280,+27
-mobilenetv3_rw,35.547,64.453,53.713,46.287,5.48,224,0.875,bicubic,-56.003,-44.557,+1
-efficientnet_es_pruned,35.390,64.610,52.850,47.150,5.44,224,0.875,bicubic,-56.310,-45.570,-6
-mobilenetv2_110d,35.293,64.707,52.830,47.170,4.52,224,0.875,bicubic,-56.057,-45.360,+6
-tf_mixnet_m,35.180,64.820,50.987,49.013,5.01,224,0.875,bicubic,-57.020,-47.433,-21
-hrnet_w18_small_v2,35.173,64.827,52.440,47.560,15.60,224,0.875,bilinear,-55.997,-45.900,+12
-resnet18d,35.127,64.873,52.890,47.110,11.71,224,0.875,bicubic,-54.863,-44.940,+30
-convit_tiny,35.047,64.953,51.787,48.213,5.71,224,0.875,bicubic,-55.483,-46.423,+23
-ese_vovnet19b_dw,34.840,65.160,52.030,47.970,6.54,224,0.875,bicubic,-57.170,-46.480,-19
-regnety_008,34.807,65.193,51.743,48.257,6.26,224,0.875,bicubic,-57.093,-46.677,-16
-pit_ti_224,34.670,65.330,52.170,47.830,4.85,224,0.900,bicubic,-55.750,-45.840,+22
-mobilenetv3_large_100,34.603,65.397,52.860,47.140,5.48,224,0.875,bicubic,-56.877,-45.460,-6
-seresnext26d_32x4d,34.543,65.457,51.543,48.457,16.81,224,0.875,bicubic,-57.897,-46.997,-39
-seresnext26t_32x4d,34.540,65.460,51.377,48.623,16.81,224,0.875,bicubic,-58.280,-47.183,-60
-mixer_b16_224,34.423,65.577,48.093,51.907,59.88,224,0.875,bicubic,-56.717,-49.307,+4
-resnet26d,34.273,65.727,51.687,48.313,16.01,224,0.875,bicubic,-57.957,-46.763,-33
-tf_efficientnet_es,34.263,65.737,51.350,48.650,5.44,224,0.875,bicubic,-57.837,-47.090,-29
-fbnetc_100,34.253,65.747,51.180,48.820,5.57,224,0.875,bilinear,-57.017,-46.650,-6
-regnety_006,34.150,65.850,51.277,48.723,6.06,224,0.875,bicubic,-57.420,-47.153,-17
-tf_mobilenetv3_large_100,33.950,66.050,51.490,48.510,5.48,224,0.875,bilinear,-57.470,-46.770,-12
-regnetx_008,33.770,66.230,50.547,49.453,7.26,224,0.875,bicubic,-57.410,-47.833,-4
-mnasnet_100,33.763,66.237,51.170,48.830,4.38,224,0.875,bicubic,-57.437,-46.880,-7
-vit_tiny_r_s16_p8_384,33.650,66.350,50.683,49.317,6.36,384,1.000,bicubic,-58.080,-47.747,-27
-vit_tiny_patch16_384,33.550,66.450,51.077,48.923,5.79,384,1.000,bicubic,-59.870,-47.753,-111
-semnasnet_100,33.520,66.480,50.787,49.213,3.89,224,0.875,bicubic,-58.140,-47.483,-25
-resnet26,33.500,66.500,50.927,49.073,16.00,224,0.875,bicubic,-57.940,-47.353,-19
-mixnet_s,33.480,66.520,50.997,49.003,4.13,224,0.875,bicubic,-58.300,-47.303,-32
-spnasnet_100,33.477,66.523,51.267,48.733,4.42,224,0.875,bilinear,-57.133,-46.683,+1
-vgg19_bn,33.230,66.770,50.803,49.197,143.68,224,0.875,bilinear,-57.770,-47.307,-5
-ghostnet_100,33.207,66.793,51.163,48.837,5.18,224,0.875,bilinear,-57.233,-46.667,+2
-regnetx_006,33.157,66.843,50.250,49.750,6.20,224,0.875,bicubic,-57.603,-47.850,-4
-resnet18,33.067,66.933,51.170,48.830,11.69,224,0.875,bilinear,-55.083,-45.950,+19
-legacy_seresnext26_32x4d,32.757,67.243,49.237,50.763,16.79,224,0.875,bicubic,-59.813,-49.183,-66
-deit_tiny_patch16_224,32.667,67.333,50.273,49.727,5.72,224,0.900,bicubic,-56.953,-47.687,+7
-hrnet_w18_small,32.667,67.333,50.587,49.413,13.19,224,0.875,bilinear,-57.213,-47.313,+3
-legacy_seresnet18,32.600,67.400,50.340,49.660,11.78,224,0.875,bicubic,-56.670,-47.340,+9
-mobilenetv2_100,32.523,67.477,50.800,49.200,3.50,224,0.875,bicubic,-57.307,-47.030,+2
-regnetx_004,32.517,67.483,49.343,50.657,5.16,224,0.875,bicubic,-56.943,-48.427,+4
-gluon_resnet18_v1b,32.407,67.593,49.727,50.273,11.69,224,0.875,bicubic,-56.253,-47.373,+9
-regnety_004,32.333,67.667,49.453,50.547,4.34,224,0.875,bicubic,-58.447,-48.627,-14
-tf_mixnet_s,32.183,67.817,48.493,51.507,4.13,224,0.875,bicubic,-59.497,-49.957,-43
-vit_tiny_patch16_224,32.023,67.977,49.017,50.983,5.72,224,0.900,bicubic,-59.907,-49.323,-49
-tf_mobilenetv3_large_075,31.867,68.133,49.110,50.890,3.99,224,0.875,bilinear,-58.453,-48.760,-9
-tf_mobilenetv3_large_minimal_100,31.597,68.403,49.337,50.663,3.92,224,0.875,bilinear,-57.583,-47.983,+3
-vit_tiny_r_s16_p8_224,30.807,69.193,47.657,52.343,6.34,224,0.900,bicubic,-58.533,-50.043,-1
-vgg16_bn,30.357,69.643,47.260,52.740,138.37,224,0.875,bilinear,-60.183,-50.730,-16
-regnety_002,29.687,70.313,46.787,53.213,3.16,224,0.875,bicubic,-58.513,-50.643,+3
-vgg13_bn,28.883,71.117,46.737,53.263,133.05,224,0.875,bilinear,-60.317,-50.793,-2
-regnetx_002,28.860,71.140,45.420,54.580,2.68,224,0.875,bicubic,-58.520,-51.570,+4
-vgg19,28.580,71.420,45.170,54.830,143.67,224,0.875,bilinear,-61.100,-52.380,-10
-dla60x_c,28.447,71.553,46.193,53.807,1.32,224,0.875,bilinear,-58.663,-50.947,+4
-vgg11_bn,28.423,71.577,46.453,53.547,132.87,224,0.875,bilinear,-59.967,-50.817,-3
-vgg16,27.877,72.123,44.673,55.327,138.36,224,0.875,bilinear,-61.483,-52.847,-10
-tf_mobilenetv3_small_100,27.297,72.703,44.420,55.580,2.54,224,0.875,bilinear,-58.663,-51.980,+3
-mixer_l16_224,26.853,73.147,37.923,62.077,208.20,224,0.875,bicubic,-60.117,-56.137,+1
-vgg11,26.533,73.467,43.460,56.540,132.86,224,0.875,bilinear,-60.807,-53.650,-2
-vgg13,26.267,73.733,43.370,56.630,133.05,224,0.875,bilinear,-61.303,-53.750,-5
-dla46x_c,26.217,73.783,43.780,56.220,1.07,224,0.875,bilinear,-59.263,-52.660,0
-tf_mobilenetv3_small_075,26.200,73.800,43.637,56.363,2.04,224,0.875,bilinear,-58.330,-52.253,+1
-dla46_c,25.490,74.510,43.800,56.200,1.30,224,0.875,bilinear,-59.170,-52.400,-1
-tf_mobilenetv3_small_minimal_100,25.087,74.913,42.930,57.070,2.04,224,0.875,bilinear,-57.583,-52.070,0
+ig_resnext101_32x48d,79.727,20.273,89.523,10.477,828.41,224,0.875,bilinear,-17.233,-10.147,+14
+ig_resnext101_32x32d,79.510,20.490,89.230,10.770,468.53,224,0.875,bilinear,-17.270,-10.300,+26
+ig_resnext101_32x16d,78.823,21.177,88.457,11.543,194.03,224,0.875,bilinear,-17.607,-11.083,+52
+tf_efficientnet_l2_ns_475,76.370,23.630,88.540,11.460,480.31,475,0.936,bicubic,-21.380,-11.280,0
+swsl_resnext101_32x16d,76.230,23.770,87.750,12.250,194.03,224,0.875,bilinear,-20.050,-11.750,+63
+ig_resnext101_32x8d,75.890,24.110,86.243,13.757,88.79,224,0.875,bilinear,-20.060,-13.147,+89
+swsl_resnext101_32x8d,75.583,24.417,87.063,12.937,88.79,224,0.875,bilinear,-20.647,-12.527,+67
+tf_efficientnet_l2_ns,74.623,25.377,87.497,12.503,480.31,800,0.960,bicubic,-23.147,-12.313,-6
+beit_large_patch16_384,73.100,26.900,84.797,15.203,305.00,384,1.000,bicubic,-24.720,-14.993,-8
+beit_large_patch16_512,73.030,26.970,84.943,15.057,305.67,512,1.000,bicubic,-24.740,-14.947,-7
+swsl_resnext101_32x4d,72.703,27.297,85.197,14.803,44.18,224,0.875,bilinear,-23.347,-14.343,+76
+beit_large_patch16_224,71.030,28.970,83.300,16.700,304.43,224,0.900,bicubic,-26.440,-16.390,-7
+swsl_resnext50_32x4d,69.097,30.903,82.873,17.127,25.03,224,0.875,bilinear,-26.493,-16.567,+105
+swsl_resnet50,68.370,31.630,83.380,16.620,25.56,224,0.875,bilinear,-26.850,-16.020,+134
+vit_large_patch16_384,67.107,32.893,78.723,21.277,304.72,384,1.000,bicubic,-30.313,-21.057,-9
+tf_efficientnet_b7_ns,67.043,32.957,81.090,18.910,66.35,600,0.949,bicubic,-30.167,-18.610,-8
+swin_large_patch4_window12_384,65.983,34.017,79.260,20.740,196.74,384,1.000,bicubic,-31.197,-20.430,-8
+tf_efficientnet_b6_ns,65.460,34.540,79.450,20.550,43.04,528,0.942,bicubic,-31.570,-20.260,-5
+vit_large_patch16_224,64.333,35.667,76.243,23.757,304.33,224,0.900,bicubic,-32.377,-23.407,+14
+vit_large_r50_s32_384,64.160,35.840,75.903,24.097,329.09,384,1.000,bicubic,-32.790,-23.817,-2
+swin_large_patch4_window7_224,63.720,36.280,78.060,21.940,196.53,224,0.900,bicubic,-33.230,-21.600,-5
+beit_base_patch16_384,63.393,36.607,77.850,22.150,86.74,384,1.000,bicubic,-33.957,-21.860,-15
+swin_base_patch4_window12_384,62.990,37.010,77.727,22.273,87.90,384,1.000,bicubic,-34.080,-22.043,-11
+tf_efficientnet_b5_ns,62.890,37.110,77.720,22.280,30.39,456,0.934,bicubic,-33.990,-21.920,-2
+tf_efficientnet_b4_ns,61.090,38.910,76.057,23.943,19.34,380,0.922,bicubic,-35.620,-23.583,+7
+tf_efficientnetv2_l_in21ft1k,60.963,39.037,75.887,24.113,118.52,480,1.000,bicubic,-36.147,-23.813,-15
+tf_efficientnetv2_xl_in21ft1k,60.710,39.290,74.393,25.607,208.12,512,1.000,bicubic,-36.440,-25.227,-17
+vit_base_patch16_384,60.197,39.803,73.840,26.160,86.86,384,1.000,bicubic,-36.823,-25.860,-14
+beit_base_patch16_224,60.143,39.857,75.367,24.633,86.53,224,0.900,bicubic,-36.507,-24.203,+9
+swin_base_patch4_window7_224,59.293,40.707,73.890,26.110,87.77,224,0.900,bicubic,-37.377,-25.780,+6
+vit_large_r50_s32_224,58.677,41.323,71.857,28.143,328.99,224,0.900,bicubic,-37.513,-27.673,+44
+tf_efficientnetv2_m_in21ft1k,58.653,41.347,74.017,25.983,54.14,480,1.000,bicubic,-38.297,-25.593,-15
+tf_efficientnet_b8_ap,57.873,42.127,72.937,27.063,87.41,672,0.954,bicubic,-38.687,-26.613,+10
+cait_m48_448,57.447,42.553,71.810,28.190,356.46,448,1.000,bicubic,-39.423,-27.810,-11
+cait_m36_384,57.413,42.587,72.307,27.693,271.22,384,1.000,bicubic,-39.407,-27.353,-10
+tf_efficientnet_b3_ns,57.313,42.687,72.387,27.613,12.23,300,0.904,bicubic,-38.797,-27.083,+44
+vit_base_patch16_224,56.837,43.163,70.713,29.287,86.57,224,0.900,bicubic,-39.463,-28.847,+28
+xcit_large_24_p8_384_dist,56.373,43.627,71.240,28.760,188.93,384,1.000,bicubic,-40.387,-28.320,-8
+xcit_large_24_p8_224_dist,55.980,44.020,70.687,29.313,188.93,224,1.000,bicubic,-40.640,-28.773,+1
+xcit_large_24_p16_384_dist,54.850,45.150,69.857,30.143,189.10,384,1.000,bicubic,-42.080,-29.653,-21
+vit_base_r50_s16_384,54.340,45.660,69.510,30.490,98.95,384,1.000,bicubic,-42.130,-30.150,+9
+resnetv2_152x4_bitm,54.220,45.780,70.290,29.710,936.53,480,1.000,bilinear,-42.660,-29.370,-21
+xcit_large_24_p16_224_dist,54.217,45.783,68.950,31.050,189.10,224,1.000,bicubic,-42.093,-30.550,+21
+vit_small_r26_s32_384,54.097,45.903,68.793,31.207,36.47,384,1.000,bicubic,-41.963,-30.757,+41
+tf_efficientnet_b5_ap,53.923,46.077,69.180,30.820,30.39,456,0.934,bicubic,-42.157,-30.200,+36
+xcit_medium_24_p8_224_dist,53.650,46.350,68.327,31.673,84.32,224,1.000,bicubic,-42.850,-31.173,+1
+tf_efficientnet_b6_ap,53.560,46.440,68.580,31.420,43.04,528,0.942,bicubic,-42.800,-30.970,+11
+cait_s36_384,53.507,46.493,67.990,32.010,68.37,384,1.000,bicubic,-43.123,-31.600,-9
+tf_efficientnet_b2_ns,53.503,46.497,70.393,29.607,9.11,260,0.890,bicubic,-42.027,-28.947,+76
+vit_base_patch32_384,53.340,46.660,68.133,31.867,88.30,384,1.000,bicubic,-42.570,-31.047,+48
+tf_efficientnet_b7_ap,53.320,46.680,68.900,31.100,66.35,600,0.949,bicubic,-43.030,-30.700,+9
+xcit_medium_24_p8_384_dist,53.297,46.703,68.067,31.933,84.32,384,1.000,bicubic,-43.483,-31.553,-23
+tf_efficientnetv2_s_in21ft1k,53.253,46.747,69.057,30.943,21.46,384,1.000,bicubic,-43.207,-30.573,-2
+xcit_medium_24_p16_384_dist,53.210,46.790,68.047,31.953,84.40,384,1.000,bicubic,-43.480,-31.553,-19
+tf_efficientnet_b8,53.200,46.800,68.953,31.047,87.41,672,0.954,bicubic,-43.500,-30.597,-21
+tf_efficientnet_b4_ap,53.073,46.927,68.237,31.763,19.34,380,0.922,bicubic,-42.427,-31.153,+71
+dm_nfnet_f5,52.717,47.283,67.250,32.750,377.21,544,0.954,bicubic,-44.083,-32.420,-31
+efficientnetv2_rw_m,52.347,47.653,67.260,32.740,53.24,416,1.000,bicubic,-43.923,-32.300,+12
+tf_efficientnet_b7,52.303,47.697,68.230,31.770,66.35,600,0.949,bicubic,-44.277,-31.280,-17
+xcit_small_24_p8_384_dist,52.283,47.717,66.753,33.247,47.63,384,1.000,bicubic,-44.547,-32.877,-36
+tf_efficientnetv2_l,52.277,47.723,67.197,32.803,118.52,480,1.000,bicubic,-44.373,-32.463,-24
+dm_nfnet_f6,52.250,47.750,66.963,33.037,438.36,576,0.956,bicubic,-44.660,-32.757,-42
+swsl_resnet18,52.243,47.757,70.503,29.497,11.69,224,0.875,bilinear,-38.847,-27.767,+408
+xcit_medium_24_p16_224_dist,52.210,47.790,66.883,33.117,84.40,224,1.000,bicubic,-44.050,-32.517,+7
+deit_base_distilled_patch16_384,52.180,47.820,67.693,32.307,87.63,384,1.000,bicubic,-44.310,-31.897,-17
+xcit_small_24_p8_224_dist,52.133,47.867,66.717,33.283,47.63,224,1.000,bicubic,-44.417,-32.843,-21
+resnetv2_152x2_bit_teacher_384,52.060,47.940,68.833,31.167,236.34,384,1.000,bicubic,-44.110,-30.677,+9
+dm_nfnet_f3,51.960,48.040,66.597,33.403,254.92,416,0.940,bicubic,-44.760,-33.033,-37
+resmlp_big_24_224_in22ft1k,51.893,48.107,68.423,31.577,129.14,224,0.875,bicubic,-44.447,-31.087,-8
+xcit_small_24_p16_384_dist,51.883,48.117,66.307,33.693,47.67,384,1.000,bicubic,-44.477,-33.283,-11
+resnetv2_152x2_bitm,51.780,48.220,69.353,30.647,236.34,448,1.000,bilinear,-44.740,-30.237,-25
+cait_s24_384,51.727,48.273,66.330,33.670,47.06,384,1.000,bicubic,-44.853,-33.220,-31
+ecaresnet269d,51.590,48.410,66.087,33.913,102.09,352,1.000,bicubic,-44.870,-33.483,-20
+vit_base_patch16_224_miil,51.557,48.443,65.253,34.747,86.54,224,0.875,bilinear,-44.483,-34.097,+14
+pit_b_distilled_224,51.163,48.837,66.773,33.227,74.79,224,0.900,bicubic,-44.917,-32.767,+8
+xcit_small_12_p8_384_dist,51.040,48.960,65.710,34.290,26.21,384,1.000,bicubic,-45.440,-33.770,-27
+dm_nfnet_f4,50.810,49.190,65.430,34.570,316.07,512,0.951,bicubic,-45.970,-34.190,-50
+tf_efficientnet_b1_ns,50.767,49.233,67.963,32.037,7.79,240,0.882,bicubic,-44.113,-31.287,+105
+xcit_small_24_p16_224_dist,50.700,49.300,65.007,34.993,47.67,224,1.000,bicubic,-45.110,-34.333,+26
+tf_efficientnetv2_m,50.570,49.430,66.013,33.987,54.14,480,1.000,bicubic,-45.980,-33.557,-36
+efficientnet_b4,50.523,49.477,65.800,34.200,19.34,384,1.000,bicubic,-45.017,-33.600,+41
+resnetv2_101x3_bitm,50.520,49.480,67.963,32.037,387.93,448,1.000,bilinear,-45.770,-31.667,-16
+xcit_small_12_p16_384_dist,50.447,49.553,65.287,34.713,26.25,384,1.000,bicubic,-45.883,-34.203,-20
+xcit_small_12_p8_224_dist,50.400,49.600,65.440,34.560,26.21,224,1.000,bicubic,-45.560,-33.980,+10
+cait_s24_224,50.230,49.770,65.033,34.967,46.92,224,1.000,bicubic,-45.410,-34.357,+32
+eca_nfnet_l2,50.227,49.773,65.463,34.537,56.72,384,1.000,bicubic,-46.233,-34.147,-34
+ssl_resnext101_32x16d,50.220,49.780,66.073,33.927,194.03,224,0.875,bilinear,-45.180,-33.337,+49
+vit_small_patch16_384,50.153,49.847,65.883,34.117,22.20,384,1.000,bicubic,-45.827,-33.717,+4
+resnest269e,50.137,49.863,64.713,35.287,110.93,416,0.928,bicubic,-45.983,-34.807,-12
+tf_efficientnet_b3_ap,50.093,49.907,65.280,34.720,12.23,300,0.904,bicubic,-44.867,-33.830,+81
+deit_base_distilled_patch16_224,50.070,49.930,66.253,33.747,87.34,224,0.900,bicubic,-45.710,-33.027,+15
+resnest200e,49.817,50.183,64.777,35.223,70.20,320,0.909,bicubic,-46.263,-34.693,-10
+cait_xs24_384,49.510,50.490,64.843,35.157,26.67,384,1.000,bicubic,-46.500,-34.587,-4
+tf_efficientnet_b5,49.503,50.497,65.597,34.403,30.39,456,0.934,bicubic,-46.477,-33.853,-3
+xcit_small_12_p16_224_dist,49.443,50.557,63.893,36.107,26.25,224,1.000,bicubic,-46.307,-35.397,+13
+resnet200d,49.427,50.573,64.303,35.697,64.69,320,1.000,bicubic,-46.683,-35.157,-17
+vit_base_patch32_224,49.383,50.617,64.450,35.550,88.22,224,0.900,bicubic,-44.997,-34.610,+136
+resnest101e,49.377,50.623,65.527,34.473,48.28,256,0.875,bilinear,-46.203,-33.743,+22
+resnet152d,49.257,50.743,64.427,35.573,60.21,320,1.000,bicubic,-46.593,-35.003,+4
+seresnet152d,49.217,50.783,64.277,35.723,66.84,320,1.000,bicubic,-47.113,-35.233,-38
+resnetv2_152x2_bit_teacher,49.190,50.810,65.430,34.570,236.34,224,0.875,bicubic,-46.540,-34.000,+8
+ssl_resnext101_32x8d,49.153,50.847,65.503,34.497,88.79,224,0.875,bilinear,-46.167,-33.807,+41
+xcit_large_24_p8_224,49.143,50.857,62.727,37.273,188.93,224,1.000,bicubic,-46.917,-36.423,-17
+resmlp_big_24_distilled_224,49.047,50.953,65.463,34.537,129.14,224,0.875,bicubic,-46.823,-33.977,-4
+repvgg_b3,49.023,50.977,64.877,35.123,123.09,224,0.875,bilinear,-45.537,-34.033,+112
+resnetrs420,48.817,51.183,63.453,36.547,191.89,416,1.000,bicubic,-47.583,-36.087,-50
+efficientnetv2_rw_s,48.673,51.327,63.863,36.137,23.94,384,1.000,bicubic,-47.027,-35.517,+8
+regnetz_d,48.633,51.367,65.220,34.780,27.58,320,0.950,bicubic,-47.227,-34.220,-6
+efficientnet_b3,48.580,51.420,64.343,35.657,12.23,320,1.000,bicubic,-46.570,-34.867,+45
+ecaresnet101d,48.473,51.527,64.090,35.910,44.57,224,0.875,bicubic,-46.687,-35.140,+43
+vit_small_r26_s32_224,48.417,51.583,63.927,36.073,36.43,224,0.900,bicubic,-46.703,-35.293,+47
+vit_large_patch32_384,48.353,51.647,61.907,38.093,306.63,384,1.000,bicubic,-46.897,-37.413,+33
+repvgg_b3g4,48.270,51.730,64.820,35.180,83.83,224,0.875,bilinear,-46.220,-34.200,+111
+convit_base,48.243,51.757,63.003,36.997,86.54,224,0.875,bicubic,-46.857,-36.127,+48
+dm_nfnet_f2,48.203,51.797,63.200,36.800,193.78,352,0.920,bicubic,-48.247,-36.340,-61
+resnetrs350,47.963,52.037,62.577,37.423,163.96,384,1.000,bicubic,-48.277,-36.893,-43
+twins_svt_large,47.907,52.093,62.860,37.140,99.27,224,0.900,bicubic,-47.813,-36.510,-5
+mixer_b16_224_miil,47.827,52.173,63.363,36.637,59.88,224,0.875,bilinear,-47.063,-35.717,+64
+repvgg_b2g4,47.773,52.227,64.427,35.573,61.76,224,0.875,bilinear,-46.047,-34.493,+176
+resnetv2_50x3_bitm,47.757,52.243,65.667,34.333,217.32,448,1.000,bilinear,-48.533,-33.913,-53
+eca_nfnet_l1,47.610,52.390,62.650,37.350,41.41,320,1.000,bicubic,-48.310,-36.850,-25
+pit_s_distilled_224,47.603,52.397,63.543,36.457,24.04,224,0.900,bicubic,-47.147,-35.637,+70
+resnest50d_4s2x40d,47.503,52.497,63.863,36.137,30.42,224,0.875,bicubic,-47.207,-35.267,+72
+efficientnet_b3_pruned,47.467,52.533,62.850,37.150,9.86,300,0.904,bicubic,-47.113,-36.220,+90
+crossvit_18_dagger_408,47.353,52.647,60.900,39.100,44.61,408,1.000,bicubic,-48.757,-38.570,-47
+xcit_small_24_p8_224,47.340,52.660,61.097,38.903,47.63,224,1.000,bicubic,-48.570,-38.343,-29
+tresnet_m,47.297,52.703,62.087,37.913,31.39,224,0.875,bilinear,-48.103,-37.063,+10
+ssl_resnext101_32x4d,47.167,52.833,63.390,36.610,44.18,224,0.875,bilinear,-47.973,-35.920,+27
+tf_efficientnet_b6,47.150,52.850,63.057,36.943,43.04,528,0.942,bicubic,-49.130,-36.463,-60
+resnetrs270,47.147,52.853,62.057,37.943,129.86,352,1.000,bicubic,-48.923,-37.423,-46
+xcit_small_12_p8_224,47.057,52.943,60.570,39.430,26.21,224,1.000,bicubic,-48.363,-38.630,+3
+tf_efficientnet_b4,47.027,52.973,62.907,37.093,19.34,380,0.922,bicubic,-48.563,-36.413,-13
+resnet101d,46.907,53.093,62.357,37.643,44.57,320,1.000,bicubic,-48.843,-37.083,-26
+xcit_large_24_p16_224,46.877,53.123,60.770,39.230,189.10,224,1.000,bicubic,-48.073,-38.060,+39
+resnetrs200,46.867,53.133,62.480,37.520,93.21,320,1.000,bicubic,-49.133,-36.960,-45
+gluon_seresnext101_64x4d,46.677,53.323,61.363,38.637,88.23,224,0.875,bicubic,-47.983,-37.607,+68
+twins_pcpvt_large,46.557,53.443,62.170,37.830,60.99,224,0.900,bicubic,-49.163,-37.320,-26
+dm_nfnet_f1,46.457,53.543,61.450,38.550,132.63,320,0.910,bicubic,-49.913,-38.030,-81
+xcit_medium_24_p8_224,46.427,53.573,59.607,40.393,84.32,224,1.000,bicubic,-49.443,-39.483,-38
+crossvit_15_dagger_408,46.367,53.633,60.537,39.463,28.50,408,1.000,bicubic,-49.453,-38.763,-36
+tresnet_xl,46.277,53.723,61.907,38.093,78.44,224,0.875,bilinear,-48.803,-37.313,+22
+xcit_tiny_24_p8_224_dist,46.250,53.750,60.627,39.373,12.11,224,1.000,bicubic,-49.210,-38.723,-11
+xcit_tiny_24_p8_384_dist,46.233,53.767,60.660,39.340,12.11,384,1.000,bicubic,-50.017,-38.780,-71
+gernet_m,46.157,53.843,62.720,37.280,21.14,224,0.875,bilinear,-48.393,-36.200,+74
+deit_small_distilled_patch16_224,46.150,53.850,62.447,37.553,22.44,224,0.900,bicubic,-48.440,-36.483,+68
+resnest50d_1s4x24d,46.133,53.867,62.483,37.517,25.68,224,0.875,bicubic,-48.247,-36.577,+86
+regnety_160,46.123,53.877,61.803,38.197,83.59,288,1.000,bicubic,-49.777,-37.757,-48
+crossvit_base_240,46.087,53.913,60.247,39.753,105.03,240,0.875,bicubic,-48.973,-38.733,+18
+tf_efficientnet_b0_ns,46.047,53.953,63.280,36.720,5.29,224,0.875,bicubic,-47.713,-35.700,+155
+vit_small_patch16_224,46.027,53.973,61.850,38.150,22.05,224,0.900,bicubic,-48.873,-37.180,+30
+resnet51q,46.017,53.983,60.917,39.083,35.70,288,1.000,bilinear,-49.173,-38.363,-1
+jx_nest_base,45.973,54.027,60.113,39.887,67.72,224,0.875,bicubic,-49.557,-39.187,-28
+crossvit_18_240,45.923,54.077,60.380,39.620,43.27,240,0.875,bicubic,-49.127,-38.740,+14
+resnest50d,45.900,54.100,62.673,37.327,27.48,224,0.875,bilinear,-48.720,-36.357,+54
+twins_pcpvt_base,45.890,54.110,61.357,38.643,43.83,224,0.900,bicubic,-49.580,-38.023,-26
+regnety_032,45.887,54.113,61.520,38.480,19.44,288,1.000,bicubic,-49.583,-37.800,-28
+twins_svt_base,45.863,54.137,60.903,39.097,56.07,224,0.900,bicubic,-49.707,-38.327,-36
+crossvit_18_dagger_240,45.820,54.180,59.963,40.037,44.27,240,0.875,bicubic,-49.360,-39.157,-7
+levit_384,45.783,54.217,61.727,38.273,39.13,224,0.900,bicubic,-49.417,-37.433,-10
+gc_efficientnetv2_rw_t,45.703,54.297,60.197,39.803,13.68,288,1.000,bicubic,-49.577,-39.023,-16
+regnetz_c,45.667,54.333,62.437,37.563,13.46,320,0.940,bicubic,-49.743,-36.873,-26
+convmixer_1536_20,45.647,54.353,61.740,38.260,51.63,224,0.960,bicubic,-49.303,-37.430,+10
+efficientnetv2_rw_t,45.593,54.407,60.160,39.840,13.65,288,1.000,bicubic,-49.487,-39.090,+1
+crossvit_15_dagger_240,45.580,54.420,60.053,39.947,28.21,240,0.875,bicubic,-49.390,-39.097,+5
+xcit_tiny_24_p16_384_dist,45.563,54.437,60.473,39.527,12.12,384,1.000,bicubic,-49.897,-38.897,-35
+xcit_medium_24_p16_224,45.560,54.440,58.993,41.007,84.40,224,1.000,bicubic,-49.570,-39.937,-10
+dm_nfnet_f0,45.543,54.457,61.013,38.987,71.49,256,0.900,bicubic,-50.167,-38.387,-53
+gluon_seresnext101_32x4d,45.517,54.483,61.147,38.853,48.96,224,0.875,bicubic,-48.913,-37.963,+59
+xcit_small_24_p16_224,45.493,54.507,58.910,41.090,47.67,224,1.000,bicubic,-49.577,-40.150,-4
+gluon_resnet152_v1d,45.433,54.567,60.093,39.907,60.21,224,0.875,bicubic,-49.027,-38.907,+55
+xcit_small_12_p16_224,45.433,54.567,59.407,40.593,26.25,224,1.000,bicubic,-49.377,-39.653,+15
+nfnet_l0,45.367,54.633,62.073,37.927,35.07,288,1.000,bicubic,-50.053,-37.357,-39
+ssl_resnext50_32x4d,45.363,54.637,61.973,38.027,25.03,224,0.875,bilinear,-49.337,-37.267,+24
+resnetv2_50x1_bit_distilled,45.330,54.670,62.290,37.710,25.55,224,0.875,bicubic,-50.060,-37.140,-36
+jx_nest_small,45.317,54.683,59.017,40.983,38.35,224,0.875,bicubic,-50.223,-40.213,-52
+resnet61q,45.277,54.723,59.350,40.650,36.85,288,1.000,bicubic,-49.833,-39.730,-15
+convit_small,45.227,54.773,60.530,39.470,27.78,224,0.875,bicubic,-49.693,-38.590,0
+nasnetalarge,45.197,54.803,57.960,42.040,88.75,331,0.911,bicubic,-49.973,-41.170,-26
+tresnet_xl_448,45.163,54.837,61.440,38.560,78.44,448,0.875,bilinear,-50.357,-37.900,-53
+swin_small_patch4_window7_224,45.133,54.867,60.270,39.730,49.61,224,0.900,bicubic,-50.587,-39.020,-70
+tf_efficientnet_b3,45.100,54.900,60.677,39.323,12.23,300,0.904,bicubic,-49.810,-38.423,-2
+rexnet_200,45.067,54.933,62.223,37.777,16.37,224,0.875,bicubic,-49.603,-36.867,+20
+resnetrs152,44.990,55.010,59.683,40.317,86.62,320,1.000,bicubic,-50.970,-39.697,-90
+ecaresnetlight,44.907,55.093,60.763,39.237,30.16,224,0.875,bicubic,-49.233,-38.267,+76
+deit_base_patch16_224,44.893,55.107,59.203,40.797,86.57,224,0.900,bicubic,-50.127,-39.767,-17
+resnetv2_101,44.817,55.183,58.843,41.157,44.54,224,0.950,bicubic,-50.113,-40.267,-10
+resmlp_24_distilled_224,44.787,55.213,61.517,38.483,30.02,224,0.875,bicubic,-49.553,-37.573,+51
+cait_xxs36_384,44.750,55.250,59.410,40.590,17.37,384,1.000,bicubic,-50.490,-39.920,-42
+tf_efficientnet_b2_ap,44.743,55.257,60.693,39.307,9.11,260,0.890,bicubic,-49.537,-38.257,+55
+resmlp_36_distilled_224,44.720,55.280,61.110,38.890,44.69,224,0.875,bicubic,-49.830,-38.050,+29
+gernet_l,44.697,55.303,59.007,40.993,31.08,256,0.875,bilinear,-50.223,-40.193,-13
+xcit_tiny_24_p16_224_dist,44.690,55.310,59.397,40.603,12.12,224,1.000,bicubic,-49.530,-39.563,+57
+deit_base_patch16_384,44.660,55.340,59.570,40.430,86.86,384,1.000,bicubic,-51.000,-39.670,-77
+gmlp_s16_224,44.487,55.513,58.667,41.333,19.42,224,0.875,bicubic,-49.023,-40.113,+142
+ens_adv_inception_resnet_v2,44.407,55.593,58.153,41.847,55.84,299,0.897,bicubic,-49.733,-40.797,+63
+tresnet_l,44.360,55.640,59.953,40.047,55.99,224,0.875,bilinear,-50.540,-39.327,-15
+gluon_resnext101_32x4d,44.330,55.670,59.097,40.903,44.18,224,0.875,bicubic,-49.790,-39.843,+64
+cspresnext50,44.180,55.820,60.463,39.537,20.57,224,0.875,bilinear,-49.590,-38.377,+102
+wide_resnet50_2,44.157,55.843,59.657,40.343,68.88,224,0.875,bicubic,-50.493,-39.393,+6
+crossvit_15_240,44.140,55.860,59.153,40.847,27.53,240,0.875,bicubic,-50.540,-39.917,0
+resnetv2_101x1_bitm,44.113,55.887,62.063,37.937,44.54,448,1.000,bilinear,-51.217,-37.317,-59
+gluon_resnet152_v1s,44.090,55.910,58.743,41.257,60.32,224,0.875,bicubic,-50.600,-40.307,-4
+pit_b_224,44.080,55.920,57.990,42.010,73.76,224,0.900,bicubic,-50.710,-40.820,-15
+seresnext50_32x4d,44.077,55.923,59.413,40.587,27.56,224,0.875,bicubic,-50.723,-39.717,-17
+inception_resnet_v2,44.057,55.943,57.930,42.070,55.84,299,0.897,bicubic,-50.263,-40.870,+35
+pnasnet5large,43.993,56.007,56.770,43.230,86.06,331,0.911,bicubic,-51.377,-42.360,-66
+ssl_resnet50,43.903,56.097,61.940,38.060,25.56,224,0.875,bilinear,-50.417,-37.220,+34
+gluon_resnext101_64x4d,43.900,56.100,58.703,41.297,83.46,224,0.875,bicubic,-50.430,-40.177,+31
+pit_s_224,43.893,56.107,58.663,41.337,23.46,224,0.900,bicubic,-50.697,-40.457,+2
+tf_efficientnetv2_s,43.853,56.147,58.710,41.290,21.46,384,1.000,bicubic,-51.857,-40.620,-97
+cait_xxs36_224,43.823,56.177,58.773,41.227,17.30,224,1.000,bicubic,-50.117,-40.107,+67
+ecaresnet101d_pruned,43.787,56.213,59.647,40.353,24.88,224,0.875,bicubic,-50.653,-39.453,+14
+coat_lite_small,43.780,56.220,56.930,43.070,19.84,224,0.900,bicubic,-51.330,-42.100,-54
+tnt_s_patch16_224,43.767,56.233,59.223,40.777,23.76,224,0.900,bicubic,-50.803,-39.957,+1
+ecaresnet50d,43.703,56.297,60.380,39.620,25.58,224,0.875,bicubic,-50.507,-38.630,+35
+pit_xs_distilled_224,43.683,56.317,60.680,39.320,11.00,224,0.900,bicubic,-49.547,-38.140,+144
+xcit_tiny_12_p8_224_dist,43.597,56.403,58.480,41.520,6.71,224,1.000,bicubic,-51.143,-40.700,-24
+rexnet_150,43.587,56.413,60.837,39.163,9.73,224,0.875,bicubic,-50.683,-38.253,+28
+crossvit_small_240,43.510,56.490,58.980,41.020,26.86,240,0.875,bicubic,-51.080,-40.110,-7
+ecaresnet50t,43.420,56.580,59.327,40.673,25.57,320,0.950,bicubic,-51.690,-39.963,-60
+gluon_resnet101_v1d,43.420,56.580,58.560,41.440,44.57,224,0.875,bicubic,-50.760,-40.390,+33
+gluon_resnet101_v1s,43.410,56.590,58.703,41.297,44.67,224,0.875,bicubic,-50.770,-40.317,+33
+cspdarknet53,43.330,56.670,59.487,40.513,27.64,256,0.887,bilinear,-50.770,-39.493,+40
+eca_nfnet_l0,43.297,56.703,59.910,40.090,24.14,288,1.000,bicubic,-52.153,-39.480,-92
+convmixer_768_32,43.263,56.737,59.270,40.730,21.11,224,0.960,bicubic,-51.167,-39.820,+3
+xcit_tiny_24_p8_224,43.263,56.737,57.297,42.703,12.11,224,1.000,bicubic,-51.607,-41.893,-41
+dpn68b,43.257,56.743,58.610,41.390,12.61,224,0.875,bicubic,-50.343,-40.100,+98
+xcit_tiny_12_p8_384_dist,43.253,56.747,58.160,41.840,6.71,384,1.000,bicubic,-52.087,-41.180,-87
+visformer_small,43.187,56.813,57.970,42.030,40.22,224,0.900,bicubic,-51.783,-41.240,-59
+vit_small_patch32_384,43.137,56.863,59.273,40.727,22.92,384,1.000,bicubic,-51.433,-39.867,-14
+cspresnet50,43.130,56.870,59.230,40.770,21.62,256,0.887,bilinear,-50.720,-39.540,+61
+resnest26d,43.107,56.893,60.597,39.403,17.07,224,0.875,bilinear,-50.153,-38.243,+125
+twins_pcpvt_small,43.080,56.920,58.913,41.087,24.11,224,0.900,bicubic,-51.520,-40.227,-23
+dpn131,43.003,56.997,57.420,42.580,79.25,224,0.875,bicubic,-50.757,-41.430,+69
+resmlp_36_224,43.003,56.997,59.417,40.583,44.69,224,0.875,bicubic,-50.667,-39.533,+81
+gluon_resnet152_v1b,42.987,57.013,57.727,42.273,60.19,224,0.875,bicubic,-51.033,-41.023,+36
+dpn107,42.883,57.117,57.533,42.467,86.92,224,0.875,bicubic,-51.077,-41.307,+38
+tf_efficientnet_lite4,42.860,57.140,57.723,42.277,13.01,380,0.920,bilinear,-52.010,-41.367,-54
+gcresnet50t,42.840,57.160,59.237,40.763,25.90,256,0.900,bicubic,-51.770,-39.753,-30
+gluon_resnet152_v1c,42.830,57.170,57.807,42.193,60.21,224,0.875,bicubic,-51.050,-40.993,+46
+twins_svt_small,42.830,57.170,58.473,41.527,24.06,224,0.900,bicubic,-51.940,-40.607,-52
+tf_efficientnet_b1_ap,42.823,57.177,58.853,41.147,7.79,240,0.882,bicubic,-50.817,-39.927,+78
+levit_256,42.807,57.193,57.913,42.087,18.89,224,0.900,bicubic,-51.603,-41.147,-13
+tresnet_l_448,42.780,57.220,58.937,41.063,55.99,448,0.875,bilinear,-52.610,-40.343,-105
+gluon_xception65,42.730,57.270,58.867,41.133,39.92,299,0.903,bicubic,-51.310,-40.163,+24
+resnet50d,42.703,57.297,58.770,41.230,25.58,224,0.875,bicubic,-51.367,-40.150,+19
+gluon_seresnext50_32x4d,42.693,57.307,58.713,41.287,27.56,224,0.875,bicubic,-51.487,-40.197,+9
+resnext101_32x8d,42.577,57.423,58.337,41.663,88.79,224,0.875,bilinear,-51.193,-40.613,+54
+xcit_tiny_12_p16_384_dist,42.563,57.437,58.057,41.943,6.72,384,1.000,bicubic,-51.977,-41.113,-29
+seresnet50,42.507,57.493,58.760,41.240,28.09,224,0.875,bicubic,-51.573,-40.190,+14
+nf_resnet50,42.490,57.510,59.593,40.407,25.56,288,0.940,bicubic,-51.890,-39.477,-20
+resnetrs101,42.447,57.553,57.300,42.700,63.62,288,0.940,bicubic,-52.783,-41.910,-105
+tf_efficientnetv2_b3,42.317,57.683,58.000,42.000,14.36,300,0.904,bicubic,-52.803,-41.190,-96
+jx_nest_tiny,42.313,57.687,57.023,42.977,17.06,224,0.875,bicubic,-52.627,-42.077,-79
+legacy_senet154,42.283,57.717,56.573,43.427,115.09,224,0.875,bilinear,-52.447,-42.527,-61
+dpn98,42.277,57.723,56.927,43.073,61.57,224,0.875,bicubic,-51.653,-41.993,+23
+tf_efficientnet_cc_b1_8e,42.273,57.727,58.527,41.473,39.72,240,0.882,bicubic,-51.307,-40.163,+72
+xcit_tiny_24_p16_224,42.273,57.727,56.780,43.220,12.12,224,1.000,bicubic,-51.577,-42.120,+31
+convmixer_1024_20_ks9_p14,42.270,57.730,59.693,40.307,24.38,224,0.960,bicubic,-50.080,-38.727,+164
+deit_small_patch16_224,42.257,57.743,58.027,41.973,22.05,224,0.900,bicubic,-51.733,-40.933,+14
+tf_efficientnet_b2,42.197,57.803,58.203,41.797,9.11,260,0.890,bicubic,-52.003,-40.827,-9
+cait_xxs24_384,42.177,57.823,57.513,42.487,12.03,384,1.000,bicubic,-52.763,-41.617,-88
+gluon_resnext50_32x4d,42.100,57.900,57.690,42.310,25.03,224,0.875,bicubic,-51.570,-41.010,+51
+ecaresnet50d_pruned,41.993,58.007,58.323,41.677,19.94,224,0.875,bicubic,-51.827,-40.677,+29
+efficientnet_b2,41.937,58.063,58.300,41.700,9.11,288,1.000,bicubic,-52.433,-40.750,-31
+xcit_tiny_12_p16_224_dist,41.883,58.117,57.213,42.787,6.72,224,1.000,bicubic,-51.457,-41.537,+86
+gluon_senet154,41.700,58.300,56.480,43.520,115.09,224,0.875,bicubic,-53.000,-42.490,-71
+dla102x2,41.677,58.323,58.033,41.967,41.28,224,0.875,bilinear,-52.333,-40.997,+5
+inception_v4,41.647,58.353,55.367,44.633,42.68,299,0.875,bicubic,-52.723,-43.453,-34
+hrnet_w64,41.617,58.383,57.173,42.827,128.06,224,0.875,bilinear,-52.233,-41.697,+18
+haloregnetz_b,41.590,58.410,57.073,42.927,11.68,224,0.940,bicubic,-52.910,-41.887,-49
+tf_efficientnet_cc_b0_8e,41.533,58.467,57.393,42.607,24.01,224,0.875,bicubic,-51.317,-41.067,+117
+efficientnet_el,41.503,58.497,58.317,41.683,10.59,300,0.904,bicubic,-53.167,-40.813,-72
+efficientnet_em,41.477,58.523,58.873,41.127,6.90,240,0.882,bicubic,-52.273,-40.047,+31
+resnetv2_50,41.447,58.553,56.750,43.250,25.55,224,0.950,bicubic,-52.843,-42.180,-32
+swin_tiny_patch4_window7_224,41.403,58.597,57.333,42.667,28.29,224,0.900,bicubic,-53.237,-41.787,-69
+cait_xxs24_224,41.387,58.613,57.523,42.477,11.96,224,1.000,bicubic,-52.103,-41.247,+61
+resnext50_32x4d,41.373,58.627,56.940,43.060,25.03,224,0.875,bicubic,-52.477,-41.990,+12
+tv_resnet152,41.320,58.680,57.587,42.413,60.19,224,0.875,bilinear,-51.940,-41.163,+79
+gernet_s,41.317,58.683,58.880,41.120,8.17,224,0.875,bilinear,-51.123,-39.610,+137
+xception71,41.300,58.700,55.940,44.060,42.34,299,0.903,bicubic,-52.600,-43.010,+2
+gcresnext50ts,41.270,58.730,57.090,42.910,15.67,256,0.900,bicubic,-53.140,-41.900,-53
+dpn92,41.263,58.737,56.313,43.687,37.67,224,0.875,bicubic,-52.917,-42.617,-30
+adv_inception_v3,41.220,58.780,56.357,43.643,23.83,299,0.875,bicubic,-51.770,-42.123,+92
+resnetblur50,41.073,58.927,57.080,42.920,25.56,224,0.875,bicubic,-52.637,-41.720,+25
+nf_regnet_b1,41.053,58.947,58.157,41.843,10.22,288,0.900,bicubic,-52.837,-40.593,-2
+gluon_resnet50_v1d,41.017,58.983,57.147,42.853,25.58,224,0.875,bicubic,-52.533,-41.563,+46
+ese_vovnet39b,40.883,59.117,57.023,42.977,24.57,224,0.875,bicubic,-52.967,-41.797,+3
+gluon_inception_v3,40.880,59.120,55.670,44.330,23.83,299,0.875,bicubic,-52.710,-43.170,+37
+resnet34d,40.853,59.147,56.527,43.473,21.82,224,0.875,bicubic,-51.787,-41.913,+114
+regnety_320,40.837,59.163,56.173,43.827,145.05,224,0.875,bicubic,-53.663,-42.997,-68
+levit_192,40.800,59.200,56.663,43.337,10.95,224,0.900,bicubic,-52.910,-42.127,+17
+xception,40.793,59.207,56.507,43.493,22.86,299,0.897,bicubic,-52.857,-42.263,+26
+gluon_resnet101_v1b,40.703,59.297,56.193,43.807,44.55,224,0.875,bicubic,-53.067,-42.527,+7
+skresnext50_32x4d,40.690,59.310,56.017,43.983,27.48,224,0.875,bicubic,-53.260,-42.453,-19
+repvgg_b1,40.683,59.317,57.830,42.170,57.42,224,0.875,bilinear,-52.727,-40.950,+53
+hrnet_w40,40.660,59.340,56.860,43.140,57.56,224,0.875,bilinear,-53.050,-41.940,+11
+resmlp_24_224,40.660,59.340,56.597,43.403,30.02,224,0.875,bicubic,-52.770,-42.213,+47
+tf_efficientnet_lite3,40.613,59.387,56.573,43.427,8.20,300,0.904,bilinear,-53.497,-42.387,-37
+regnetx_320,40.533,59.467,55.667,44.333,107.81,224,0.875,bicubic,-53.677,-43.383,-49
+xcit_tiny_12_p8_224,40.533,59.467,55.583,44.417,6.71,224,1.000,bicubic,-53.837,-43.487,-65
+repvgg_b2,40.523,59.477,57.790,42.210,89.02,224,0.875,bilinear,-53.047,-41.280,+28
+tresnet_m_448,40.520,59.480,56.673,43.327,31.39,448,0.875,bilinear,-54.150,-42.497,-100
+pit_xs_224,40.513,59.487,56.543,43.457,10.62,224,0.900,bicubic,-52.387,-42.247,+81
+dla169,40.507,59.493,57.320,42.680,53.39,224,0.875,bilinear,-53.273,-41.510,-6
+wide_resnet101_2,40.477,59.523,55.863,44.137,126.89,224,0.875,bilinear,-53.243,-42.947,+1
+efficientnet_b2_pruned,40.457,59.543,56.603,43.397,8.31,260,0.890,bicubic,-53.343,-42.307,-11
+resnet50,40.397,59.603,54.667,45.333,25.56,224,0.950,bicubic,-53.553,-44.163,-31
+skresnet34,40.373,59.627,56.793,43.207,22.28,224,0.875,bicubic,-52.187,-41.717,+102
+tf_efficientnet_b0_ap,40.357,59.643,56.823,43.177,5.29,224,0.875,bicubic,-52.243,-41.607,+96
+regnetx_160,40.350,59.650,56.090,43.910,54.28,224,0.875,bicubic,-53.550,-42.990,-30
+legacy_seresnext101_32x4d,40.323,59.677,54.843,45.157,48.96,224,0.875,bilinear,-53.847,-44.127,-55
+xception65,40.320,59.680,55.263,44.737,39.92,299,0.903,bicubic,-53.420,-43.607,-7
+coat_mini,40.310,59.690,55.153,44.847,10.34,224,0.900,bicubic,-54.450,-43.797,-124
+densenet201,40.297,59.703,56.770,43.230,20.01,224,0.875,bicubic,-52.393,-41.890,+83
+efficientnet_el_pruned,40.293,59.707,56.750,43.250,10.59,300,0.904,bicubic,-53.767,-42.270,-50
+coat_lite_mini,40.280,59.720,55.670,44.330,11.01,224,0.900,bicubic,-53.210,-43.110,+22
+eca_resnet33ts,40.193,59.807,56.963,43.037,19.68,256,0.900,bicubic,-53.677,-41.927,-31
+hrnet_w48,40.160,59.840,56.597,43.403,77.47,224,0.875,bilinear,-53.870,-42.433,-49
+resnext50d_32x4d,40.150,59.850,55.593,44.407,25.05,224,0.875,bicubic,-53.650,-43.137,-23
+vit_base_patch16_sam_224,40.133,59.867,55.530,44.470,86.57,224,0.900,bicubic,-53.757,-43.360,-36
+legacy_seresnet152,40.053,59.947,55.887,44.113,66.82,224,0.875,bilinear,-53.407,-42.963,+20
+tf_efficientnet_b1,40.043,59.957,56.213,43.787,7.79,240,0.882,bicubic,-53.667,-42.587,-12
+hrnet_w30,40.013,59.987,57.123,42.877,37.71,224,0.875,bilinear,-53.397,-41.707,+23
+regnetz_b,39.990,60.010,55.657,44.343,9.72,288,0.940,bicubic,-54.700,-43.503,-126
+halonet50ts,39.967,60.033,54.103,45.897,22.73,256,0.940,bicubic,-54.673,-44.797,-120
+regnetx_080,39.967,60.033,56.057,43.943,39.57,224,0.875,bicubic,-53.823,-42.843,-29
+gluon_resnet101_v1c,39.953,60.047,55.253,44.747,44.57,224,0.875,bicubic,-53.707,-43.507,-11
+resmlp_12_distilled_224,39.880,60.120,57.473,42.527,15.35,224,0.875,bicubic,-52.990,-41.157,+59
+seresnet33ts,39.813,60.187,56.503,43.497,19.78,256,0.900,bicubic,-54.447,-42.277,-83
+tf_efficientnetv2_b0,39.800,60.200,56.297,43.703,7.14,224,0.875,bicubic,-53.260,-42.403,+37
+res2net50_26w_8s,39.747,60.253,54.947,45.053,48.40,224,0.875,bilinear,-53.683,-43.723,+12
+vit_small_patch32_224,39.747,60.253,55.283,44.717,22.88,224,0.900,bicubic,-52.403,-43.227,+100
+res2net101_26w_4s,39.723,60.277,54.613,45.387,45.21,224,0.875,bilinear,-53.797,-44.017,0
+regnetx_120,39.707,60.293,55.693,44.307,46.11,224,0.875,bicubic,-54.583,-43.507,-93
+hrnet_w44,39.660,60.340,55.313,44.687,67.06,224,0.875,bilinear,-53.960,-43.637,-15
+xception41,39.660,60.340,54.977,45.023,26.97,299,0.903,bicubic,-53.820,-43.863,+3
+sehalonet33ts,39.640,60.360,53.967,46.033,13.69,256,0.940,bicubic,-54.890,-44.813,-117
+resmlp_big_24_224,39.610,60.390,54.767,45.233,129.14,224,0.875,bicubic,-54.660,-44.053,-94
+tf_efficientnetv2_b1,39.607,60.393,55.490,44.510,8.14,240,0.882,bicubic,-54.093,-43.320,-28
+dla102x,39.593,60.407,56.337,43.663,26.31,224,0.875,bilinear,-53.917,-42.513,-6
+densenet161,39.590,60.410,56.180,43.820,28.68,224,0.875,bicubic,-53.290,-42.630,+44
+mixnet_xl,39.553,60.447,55.827,44.173,11.90,224,0.875,bicubic,-54.667,-42.983,-95
+hrnet_w32,39.523,60.477,56.267,43.733,41.23,224,0.875,bilinear,-53.427,-42.573,+36
+gcresnet33ts,39.507,60.493,55.863,44.137,19.88,256,0.900,bicubic,-54.313,-43.067,-51
+rexnet_130,39.477,60.523,56.633,43.367,7.56,224,0.875,bicubic,-54.213,-42.087,-33
+xcit_tiny_12_p16_224,39.477,60.523,55.023,44.977,6.72,224,1.000,bicubic,-52.983,-43.607,+69
+levit_128,39.453,60.547,55.460,44.540,9.21,224,0.900,bicubic,-53.587,-43.230,+22
+resnetv2_50x1_bitm,39.407,60.593,57.873,42.127,25.55,448,1.000,bilinear,-55.353,-41.307,-158
+regnety_064,39.390,60.610,55.817,44.183,30.58,224,0.875,bicubic,-54.750,-42.973,-91
+regnety_120,39.377,60.623,55.347,44.653,51.82,224,0.875,bicubic,-54.683,-43.673,-84
+tf_efficientnet_el,39.353,60.647,55.443,44.557,10.59,300,0.904,bicubic,-54.997,-43.647,-115
+tf_inception_v3,39.353,60.647,54.373,45.627,23.83,299,0.875,bicubic,-53.857,-44.117,+9
+densenetblur121d,39.310,60.690,56.650,43.350,8.00,224,0.875,bicubic,-53.090,-41.820,+68
+gluon_resnet50_v1s,39.283,60.717,55.100,44.900,25.68,224,0.875,bicubic,-54.307,-43.730,-28
+tv_resnet101,39.273,60.727,55.833,44.167,44.55,224,0.875,bilinear,-53.607,-42.827,+31
+tf_efficientnetv2_b2,39.190,60.810,54.620,45.380,10.10,260,0.890,bicubic,-54.870,-44.320,-89
+densenet169,39.177,60.823,55.850,44.150,14.15,224,0.875,bicubic,-53.113,-42.740,+68
+legacy_seresnet101,39.123,60.877,55.100,44.900,49.33,224,0.875,bilinear,-54.167,-43.650,-5
+repvgg_b1g4,39.000,61.000,56.433,43.567,39.97,224,0.875,bilinear,-54.040,-42.387,+11
+regnety_080,38.973,61.027,55.193,44.807,39.18,224,0.875,bicubic,-54.927,-43.797,-79
+dpn68,38.967,61.033,54.977,45.023,12.61,224,0.875,bicubic,-53.293,-43.623,+65
+efficientnet_b1_pruned,38.967,61.033,55.607,44.393,6.33,240,0.882,bicubic,-53.993,-42.913,+15
+inception_v3,38.953,61.047,53.850,46.150,23.83,299,0.875,bicubic,-53.947,-44.470,+20
+crossvit_9_dagger_240,38.947,61.053,54.913,45.087,8.78,240,0.875,bicubic,-53.803,-43.597,+31
+legacy_seresnext50_32x4d,38.897,61.103,54.637,45.363,27.56,224,0.875,bilinear,-54.513,-44.163,-18
+resnet33ts,38.890,61.110,55.550,44.450,19.68,256,0.900,bicubic,-54.730,-43.220,-45
+dla102,38.883,61.117,55.333,44.667,33.27,224,0.875,bilinear,-54.407,-43.447,-15
+regnety_040,38.833,61.167,55.600,44.400,20.65,224,0.875,bicubic,-54.777,-43.040,-46
+regnetx_040,38.803,61.197,55.493,44.507,22.12,224,0.875,bicubic,-54.867,-43.457,-55
+resnet32ts,38.767,61.233,55.847,44.153,17.96,256,0.900,bicubic,-54.803,-42.903,-40
+regnetx_032,38.760,61.240,55.160,44.840,15.30,224,0.875,bicubic,-54.510,-43.580,-16
+densenet121,38.753,61.247,56.250,43.750,7.98,224,0.875,bicubic,-53.187,-42.030,+68
+res2net50_14w_8s,38.720,61.280,54.197,45.803,25.06,224,0.875,bilinear,-54.300,-44.513,-1
+dla60_res2net,38.687,61.313,54.613,45.387,20.85,224,0.875,bilinear,-54.693,-44.217,-24
+res2net50_26w_6s,38.660,61.340,53.810,46.190,37.05,224,0.875,bilinear,-54.920,-44.930,-48
+selecsls60,38.623,61.377,55.693,44.307,30.67,224,0.875,bicubic,-54.377,-43.137,-2
+dla60x,38.617,61.383,55.500,44.500,17.35,224,0.875,bilinear,-54.593,-43.220,-17
+selecsls60b,38.573,61.427,55.327,44.673,32.77,224,0.875,bicubic,-54.907,-43.433,-38
+tf_efficientnet_b0,38.550,61.450,56.083,43.917,5.29,224,0.875,bicubic,-53.850,-42.337,+41
+dla60_res2next,38.530,61.470,55.003,44.997,17.03,224,0.875,bilinear,-55.030,-43.797,-49
+hardcorenas_f,38.507,61.493,55.743,44.257,8.20,224,0.875,bilinear,-54.473,-42.877,-5
+repvgg_a2,38.507,61.493,55.827,44.173,28.21,224,0.875,bilinear,-54.153,-42.703,+20
+regnetx_064,38.493,61.507,55.027,44.973,26.21,224,0.875,bicubic,-55.157,-44.023,-66
+gluon_resnet50_v1b,38.457,61.543,54.897,45.103,25.56,224,0.875,bicubic,-54.093,-43.653,+27
+resmlp_12_224,38.453,61.547,56.387,43.613,15.35,224,0.875,bicubic,-53.677,-42.183,+48
+tf_efficientnet_cc_b0_4e,38.427,61.573,55.200,44.800,13.31,224,0.875,bicubic,-54.413,-43.240,+4
+hrnet_w18,38.380,61.620,55.750,44.250,21.30,224,0.875,bilinear,-54.370,-42.900,+9
+mixnet_l,38.233,61.767,54.857,45.143,7.33,224,0.875,bicubic,-55.057,-43.853,-34
+hardcorenas_e,38.130,61.870,55.193,44.807,8.07,224,0.875,bilinear,-54.830,-43.377,-11
+efficientnet_b1,38.107,61.893,54.090,45.910,7.79,256,1.000,bicubic,-54.913,-44.610,-17
+coat_lite_tiny,38.080,61.920,53.467,46.533,5.72,224,0.900,bicubic,-54.750,-45.173,0
+eca_halonext26ts,38.067,61.933,54.167,45.833,10.76,256,0.940,bicubic,-55.073,-44.523,-28
+gmixer_24_224,37.977,62.023,52.117,47.883,24.72,224,0.875,bicubic,-54.693,-46.143,+7
+resnetrs50,37.907,62.093,53.320,46.680,35.69,224,0.910,bicubic,-56.123,-45.510,-124
+hardcorenas_c,37.887,62.113,55.720,44.280,5.52,224,0.875,bilinear,-54.443,-42.620,+28
+gluon_resnet50_v1c,37.867,62.133,54.150,45.850,25.58,224,0.875,bicubic,-55.053,-44.560,-15
+efficientnet_es,37.837,62.163,54.987,45.013,5.44,224,0.875,bicubic,-55.103,-43.703,-17
+res2net50_26w_4s,37.820,62.180,53.113,46.887,25.70,224,0.875,bilinear,-55.360,-45.557,-35
+resnest14d,37.790,62.210,56.570,43.430,10.61,224,0.875,bilinear,-53.360,-41.780,+68
+tv_resnext50_32x4d,37.783,62.217,54.153,45.847,25.03,224,0.875,bilinear,-55.127,-44.577,-18
+resnet26t,37.753,62.247,55.300,44.700,16.01,256,0.940,bicubic,-54.927,-43.300,-2
+ecaresnet26t,37.597,62.403,54.353,45.647,16.01,320,0.950,bicubic,-56.333,-44.577,-123
+hardcorenas_d,37.550,62.450,54.723,45.277,7.50,224,0.875,bilinear,-55.050,-43.647,+3
+res2next50,37.537,62.463,52.883,47.117,24.67,224,0.875,bilinear,-55.573,-45.777,-39
+resnet34,37.497,62.503,54.327,45.673,21.80,224,0.875,bilinear,-53.693,-43.903,+60
+lambda_resnet26t,37.370,62.630,53.550,46.450,10.96,256,0.940,bicubic,-56.030,-45.210,-57
+pit_ti_distilled_224,37.320,62.680,55.183,44.817,5.10,224,0.900,bicubic,-53.580,-43.047,+68
+hardcorenas_b,37.280,62.720,55.040,44.960,5.18,224,0.875,bilinear,-54.690,-43.360,+31
+mobilenetv3_large_100_miil,37.247,62.753,53.560,46.440,5.48,224,0.875,bilinear,-55.003,-44.690,+19
+regnety_016,37.143,62.857,54.147,45.853,11.20,224,0.875,bicubic,-55.887,-44.543,-39
+res2net50_48w_2s,37.143,62.857,53.410,46.590,25.29,224,0.875,bilinear,-55.657,-45.060,-19
+lambda_resnet26rpt_256,37.113,62.887,53.843,46.157,10.99,256,0.940,bicubic,-56.327,-45.037,-70
+dla60,37.110,62.890,54.297,45.703,22.04,224,0.875,bilinear,-55.580,-44.333,-15
+bat_resnext26ts,37.090,62.910,53.750,46.250,10.73,256,0.900,bicubic,-56.010,-44.970,-48
+rexnet_100,37.060,62.940,54.070,45.930,4.80,224,0.875,bicubic,-55.780,-44.550,-26
+tf_mixnet_l,37.040,62.960,52.710,47.290,7.33,224,0.875,bicubic,-56.010,-45.830,-48
+legacy_seresnet50,36.933,63.067,53.517,46.483,28.09,224,0.875,bilinear,-55.737,-45.143,-16
+tf_efficientnet_lite2,36.890,63.110,53.367,46.633,6.09,260,0.890,bicubic,-55.680,-45.183,-10
+halonet26t,36.783,63.217,52.267,47.733,12.48,256,0.950,bicubic,-56.827,-46.693,-96
+regnetx_016,36.767,63.233,53.293,46.707,9.19,224,0.875,bicubic,-55.793,-45.257,-11
+tv_densenet121,36.747,63.253,54.000,46.000,7.98,224,0.875,bicubic,-54.653,-44.250,+36
+mobilenetv2_120d,36.717,63.283,53.967,46.033,5.83,224,0.875,bicubic,-55.893,-44.543,-18
+hardcorenas_a,36.707,63.293,54.923,45.077,5.26,224,0.875,bilinear,-54.903,-43.247,+26
+tf_efficientnet_lite1,36.667,63.333,53.687,46.313,5.42,240,0.882,bicubic,-55.653,-44.803,0
+efficientnet_b0,36.603,63.397,53.490,46.510,5.29,224,0.875,bicubic,-55.867,-45.190,-12
+levit_128s,36.593,63.407,53.083,46.917,7.78,224,0.900,bicubic,-54.907,-45.317,+26
+vit_base_patch32_sam_224,36.593,63.407,53.087,46.913,88.22,224,0.900,bicubic,-53.277,-44.513,+65
+xcit_nano_12_p8_224_dist,36.503,63.497,52.780,47.220,3.05,224,1.000,bicubic,-55.907,-45.730,-9
+tf_efficientnet_em,36.450,63.550,52.860,47.140,6.90,240,0.882,bicubic,-56.750,-45.820,-67
+skresnet18,36.343,63.657,54.267,45.733,11.96,224,0.875,bicubic,-53.827,-43.513,+59
+repvgg_b0,36.317,63.683,54.113,45.887,15.82,224,0.875,bilinear,-55.353,-44.337,+16
+xcit_nano_12_p16_384_dist,36.153,63.847,53.217,46.783,3.05,384,1.000,bicubic,-55.947,-45.303,+4
+legacy_seresnet34,36.147,63.853,52.547,47.453,21.96,224,0.875,bilinear,-55.333,-45.783,+21
+tv_resnet50,36.143,63.857,52.873,47.127,25.56,224,0.875,bilinear,-55.967,-45.547,0
+coat_tiny,36.100,63.900,51.073,48.927,5.50,224,0.900,bicubic,-57.400,-47.607,-99
+deit_tiny_distilled_patch16_224,36.093,63.907,54.273,45.727,5.91,224,0.900,bicubic,-54.997,-43.907,+35
+tv_resnet34,36.057,63.943,53.530,46.470,21.80,224,0.875,bilinear,-54.253,-44.350,+49
+tf_efficientnet_lite0,36.020,63.980,53.520,46.480,4.65,224,0.875,bicubic,-55.260,-44.570,+21
+mobilenetv2_140,35.980,64.020,53.920,46.080,6.11,224,0.875,bicubic,-56.050,-44.330,-2
+selecsls42b,35.830,64.170,52.537,47.463,32.46,224,0.875,bicubic,-56.650,-45.903,-28
+seresnext26ts,35.807,64.193,53.990,46.010,10.39,256,0.900,bicubic,-56.983,-44.610,-48
+gluon_resnet34_v1b,35.750,64.250,52.290,47.710,21.80,224,0.875,bicubic,-55.340,-45.920,+30
+xcit_nano_12_p8_384_dist,35.730,64.270,52.297,47.703,3.05,384,1.000,bicubic,-57.520,-46.553,-85
+mixnet_m,35.677,64.323,52.447,47.553,5.01,224,0.875,bicubic,-56.583,-45.923,-17
+efficientnet_lite0,35.653,64.347,53.693,46.307,4.65,224,0.875,bicubic,-55.597,-44.557,+17
+dla34,35.647,64.353,52.817,47.183,15.74,224,0.875,bilinear,-55.603,-45.363,+15
+ssl_resnet18,35.630,64.370,53.813,46.187,11.69,224,0.875,bilinear,-55.070,-44.217,+32
+mobilenetv3_rw,35.620,64.380,53.740,46.260,5.48,224,0.875,bicubic,-55.930,-44.530,+3
+efficientnet_es_pruned,35.373,64.627,52.853,47.147,5.44,224,0.875,bicubic,-56.337,-45.547,-4
+mobilenetv2_110d,35.277,64.723,52.823,47.177,4.52,224,0.875,bicubic,-56.043,-45.357,+8
+hrnet_w18_small_v2,35.227,64.773,52.500,47.500,15.60,224,0.875,bilinear,-55.943,-45.850,+15
+tf_mixnet_m,35.217,64.783,50.977,49.023,5.01,224,0.875,bicubic,-56.953,-47.443,-21
+resnet18d,35.120,64.880,52.883,47.117,11.71,224,0.875,bicubic,-54.870,-44.957,+37
+xcit_nano_12_p16_224_dist,35.103,64.897,52.500,47.500,3.05,224,1.000,bicubic,-55.087,-45.260,+33
+convit_tiny,35.103,64.897,51.850,48.150,5.71,224,0.875,bicubic,-55.447,-46.360,+27
+resnext26ts,35.097,64.903,53.447,46.553,10.30,256,0.900,bicubic,-57.113,-44.833,-26
+gcresnext26ts,34.973,65.027,51.613,48.387,10.48,256,0.900,bicubic,-57.497,-46.887,-43
+eca_resnext26ts,34.970,65.030,52.323,47.677,10.30,256,0.900,bicubic,-57.450,-46.287,-40
+regnety_008,34.883,65.117,51.863,48.137,6.26,224,0.875,bicubic,-57.007,-46.557,-17
+ese_vovnet19b_dw,34.830,65.170,51.997,48.003,6.54,224,0.875,bicubic,-57.190,-46.523,-22
+crossvit_9_240,34.680,65.320,51.793,48.207,8.55,240,0.875,bicubic,-56.390,-46.517,+12
+pit_ti_224,34.637,65.363,52.127,47.873,4.85,224,0.900,bicubic,-55.803,-45.893,+23
+mobilenetv3_large_100,34.570,65.430,52.917,47.083,5.48,224,0.875,bicubic,-56.910,-45.283,-10
+seresnext26t_32x4d,34.560,65.440,51.480,48.520,16.81,224,0.875,bicubic,-58.210,-47.070,-70
+seresnext26d_32x4d,34.527,65.473,51.570,48.430,16.81,224,0.875,bicubic,-57.903,-46.970,-48
+resnet26d,34.333,65.667,51.857,48.143,16.01,224,0.875,bicubic,-57.917,-46.613,-37
+mixer_b16_224,34.327,65.673,48.050,51.950,59.88,224,0.875,bicubic,-56.803,-49.360,+1
+fbnetc_100,34.320,65.680,51.240,48.760,5.57,224,0.875,bilinear,-56.940,-46.580,-8
+tf_efficientnet_es,34.273,65.727,51.467,48.533,5.44,224,0.875,bicubic,-57.827,-46.963,-34
+regnety_006,34.243,65.757,51.297,48.703,6.06,224,0.875,bicubic,-57.337,-47.133,-20
+tf_mobilenetv3_large_100,33.977,66.023,51.520,48.480,5.48,224,0.875,bilinear,-57.433,-46.730,-15
+mnasnet_100,33.847,66.153,51.247,48.753,4.38,224,0.875,bicubic,-57.353,-46.793,-9
+regnetx_008,33.733,66.267,50.590,49.410,7.26,224,0.875,bicubic,-57.457,-47.780,-9
+xcit_nano_12_p8_224,33.610,66.390,50.230,49.770,3.05,224,1.000,bicubic,-57.490,-48.010,-5
+resnet26,33.593,66.407,51.017,48.983,16.00,224,0.875,bicubic,-57.867,-47.253,-20
+vit_tiny_r_s16_p8_384,33.593,66.407,50.650,49.350,6.36,384,1.000,bicubic,-58.127,-47.780,-32
+mixnet_s,33.587,66.413,51.030,48.970,4.13,224,0.875,bicubic,-58.193,-47.270,-34
+semnasnet_100,33.550,66.450,50.837,49.163,3.89,224,0.875,bicubic,-58.110,-47.423,-30
+vit_tiny_patch16_384,33.547,66.453,51.003,48.997,5.79,384,1.000,bicubic,-59.883,-47.837,-134
+spnasnet_100,33.513,66.487,51.303,48.697,4.42,224,0.875,bilinear,-57.097,-46.647,0
+crossvit_tiny_240,33.380,66.620,49.917,50.083,7.01,240,0.875,bicubic,-57.150,-48.033,+1
+vgg19_bn,33.313,66.687,50.877,49.123,143.68,224,0.875,bilinear,-57.677,-47.243,-8
+regnetx_006,33.207,66.793,50.300,49.700,6.20,224,0.875,bicubic,-57.543,-47.800,-6
+ghostnet_100,33.180,66.820,51.143,48.857,5.18,224,0.875,bilinear,-57.260,-46.697,0
+xcit_nano_12_p16_224,33.060,66.940,50.070,49.930,3.05,224,1.000,bicubic,-55.900,-47.340,+17
+resnet18,33.040,66.960,51.127,48.873,11.69,224,0.875,bilinear,-55.120,-45.993,+20
+legacy_seresnext26_32x4d,32.747,67.253,49.210,50.790,16.79,224,0.875,bicubic,-59.843,-49.210,-80
+hrnet_w18_small,32.720,67.280,50.673,49.327,13.19,224,0.875,bilinear,-57.180,-47.227,+3
+deit_tiny_patch16_224,32.703,67.297,50.323,49.677,5.72,224,0.900,bicubic,-56.897,-47.637,+6
+legacy_seresnet18,32.637,67.363,50.360,49.640,11.78,224,0.875,bicubic,-56.613,-47.330,+9
+regnetx_004,32.577,67.423,49.390,50.610,5.16,224,0.875,bicubic,-56.873,-48.390,+5
+mobilenetv2_100,32.570,67.430,50.867,49.133,3.50,224,0.875,bicubic,-57.270,-46.973,+1
+regnety_004,32.407,67.593,49.500,50.500,4.34,224,0.875,bicubic,-58.343,-48.580,-15
+gluon_resnet18_v1b,32.393,67.607,49.710,50.290,11.69,224,0.875,bicubic,-56.277,-47.400,+9
+tf_mixnet_s,32.223,67.777,48.610,51.390,4.13,224,0.875,bicubic,-59.467,-49.630,-49
+vit_tiny_patch16_224,32.147,67.853,49.103,50.897,5.72,224,0.900,bicubic,-59.783,-49.227,-55
+tf_mobilenetv3_large_075,31.947,68.053,49.147,50.853,3.99,224,0.875,bilinear,-58.363,-48.823,-10
+tf_mobilenetv3_large_minimal_100,31.603,68.397,49.407,50.593,3.92,224,0.875,bilinear,-57.557,-47.913,+3
+vit_tiny_r_s16_p8_224,30.850,69.150,47.673,52.327,6.34,224,0.900,bicubic,-58.550,-50.017,-2
+vgg16_bn,30.363,69.637,47.267,52.733,138.37,224,0.875,bilinear,-60.157,-50.723,-17
+regnety_002,29.683,70.317,46.887,53.113,3.16,224,0.875,bicubic,-58.527,-50.533,+4
+vgg13_bn,28.970,71.030,46.827,53.173,133.05,224,0.875,bilinear,-60.240,-50.713,-2
+regnetx_002,28.887,71.113,45.587,54.413,2.68,224,0.875,bicubic,-58.473,-51.403,+5
+vgg19,28.687,71.313,45.257,54.743,143.67,224,0.875,bilinear,-61.003,-52.293,-10
+dla60x_c,28.520,71.480,46.260,53.740,1.32,224,0.875,bilinear,-58.560,-50.880,+6
+vgg11_bn,28.380,71.620,46.507,53.493,132.87,224,0.875,bilinear,-60.010,-50.773,-2
+vgg16,27.990,72.010,44.743,55.257,138.36,224,0.875,bilinear,-61.390,-52.777,-9
+tf_mobilenetv3_small_100,27.350,72.650,44.490,55.510,2.54,224,0.875,bilinear,-58.640,-51.920,+5
+mixer_l16_224,26.797,73.203,37.860,62.140,208.20,224,0.875,bicubic,-60.163,-56.170,+3
+eca_botnext26ts_256,26.743,73.257,41.953,58.047,10.59,256,0.950,bicubic,-64.107,-55.797,-34
+vgg11,26.610,73.390,43.510,56.490,132.86,224,0.875,bilinear,-60.720,-53.600,-2
+vgg13,26.317,73.683,43.463,56.537,133.05,224,0.875,bilinear,-61.233,-53.657,-5
+dla46x_c,26.283,73.717,43.907,56.093,1.07,224,0.875,bilinear,-59.187,-52.543,+1
+tf_mobilenetv3_small_075,26.273,73.727,43.710,56.290,2.04,224,0.875,bilinear,-58.257,-52.180,+2
+dla46_c,25.493,74.507,43.953,56.047,1.30,224,0.875,bilinear,-59.217,-52.257,0
+tf_mobilenetv3_small_minimal_100,25.107,74.893,42.987,57.013,2.04,224,0.875,bilinear,-57.573,-52.023,+1
+botnet26t_256,22.097,77.903,37.240,62.760,12.49,256,0.950,bicubic,-65.143,-59.510,-7

results/results-imagenet-real.csv

@@ -1,421 +1,519 @@
 model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation,top1_diff,top5_diff,rank_diff
-tf_efficientnet_l2_ns,90.563,9.437,98.779,1.221,480.31,800,0.960,bicubic,+2.211,+0.129,0
-tf_efficientnet_l2_ns_475,90.537,9.463,98.710,1.290,480.31,475,0.936,bicubic,+2.303,+0.164,0
-cait_m48_448,90.196,9.804,98.484,1.516,356.46,448,1.000,bicubic,+3.712,+0.730,+3
-vit_large_patch16_384,90.196,9.804,98.661,1.339,304.72,384,1.000,bicubic,+3.116,+0.361,0
-tf_efficientnet_b7_ns,90.100,9.900,98.614,1.386,66.35,600,0.949,bicubic,+3.260,+0.520,0
-cait_m36_384,90.046,9.954,98.493,1.507,271.22,384,1.000,bicubic,+3.992,+0.763,+8
-dm_nfnet_f6,90.046,9.954,98.546,1.454,438.36,576,0.956,bicubic,+3.902,+0.816,+5
-swin_large_patch4_window12_384,90.027,9.973,98.657,1.343,196.74,384,1.000,bicubic,+2.879,+0.423,-5
-tf_efficientnetv2_l_in21ft1k,90.008,9.992,98.619,1.381,118.52,480,1.000,bicubic,+3.704,+0.641,+1
-swin_base_patch4_window12_384,89.995,10.005,98.695,1.304,87.90,384,1.000,bicubic,+3.563,+0.637,-2
-vit_base_patch16_384,89.989,10.011,98.678,1.322,86.86,384,1.000,bicubic,+3.983,+0.678,+4
-cait_s36_384,89.844,10.156,98.427,1.573,68.37,384,1.000,bicubic,+4.384,+0.947,+10
-swin_large_patch4_window7_224,89.796,10.204,98.640,1.360,196.53,224,0.900,bicubic,+3.477,+0.744,-4
-vit_large_r50_s32_384,89.794,10.206,98.514,1.486,329.09,384,1.000,bicubic,+3.610,+0.596,-3
-tf_efficientnet_b6_ns,89.782,10.218,98.510,1.490,43.04,528,0.942,bicubic,+3.330,+0.628,-8
-tf_efficientnetv2_m_in21ft1k,89.775,10.225,98.503,1.497,54.14,480,1.000,bicubic,+4.187,+0.751,+3
-tf_efficientnet_b5_ns,89.651,10.349,98.482,1.518,30.39,456,0.934,bicubic,+3.563,+0.730,-4
-tf_efficientnet_b8_ap,89.581,10.419,98.305,1.695,87.41,672,0.954,bicubic,+4.211,+1.011,+8
-dm_nfnet_f4,89.557,10.443,98.303,1.697,316.07,512,0.951,bicubic,+3.843,+0.783,-1
-cait_s24_384,89.502,10.498,98.362,1.638,47.06,384,1.000,bicubic,+4.456,+1.016,+12
-dm_nfnet_f3,89.485,10.515,98.399,1.601,254.92,416,0.940,bicubic,+3.963,+0.937,-1
-dm_nfnet_f5,89.461,10.539,98.324,1.676,377.21,544,0.954,bicubic,+3.647,+0.836,-5
-deit_base_distilled_patch16_384,89.429,10.571,98.441,1.559,87.63,384,1.000,bicubic,+4.007,+1.109,+1
-tf_efficientnet_b7_ap,89.429,10.571,98.347,1.653,66.35,600,0.949,bicubic,+4.309,+1.096,+5
-tf_efficientnetv2_l,89.367,10.633,98.275,1.725,118.52,480,1.000,bicubic,+3.877,+0.903,-4
-tf_efficientnet_b8,89.355,10.645,98.303,1.697,87.41,672,0.954,bicubic,+3.985,+0.913,-1
-tf_efficientnet_b6_ap,89.342,10.658,98.281,1.719,43.04,528,0.942,bicubic,+4.554,+1.143,+13
-vit_large_patch16_224,89.314,10.686,98.392,1.608,304.33,224,0.900,bicubic,+3.472,+0.568,-12
-tf_efficientnet_b4_ns,89.305,10.694,98.347,1.653,19.34,380,0.922,bicubic,+4.143,+0.877,-1
-tf_efficientnetv2_m,89.284,10.716,98.236,1.764,54.14,480,1.000,bicubic,+4.240,+0.958,+3
-swin_base_patch4_window7_224,89.145,10.855,98.429,1.571,87.77,224,0.900,bicubic,+3.893,+0.867,-4
-eca_nfnet_l2,89.141,10.859,98.315,1.685,56.72,384,1.000,bicubic,+4.443,+1.051,+10
-cait_xs24_384,89.139,10.861,98.290,1.710,26.67,384,1.000,bicubic,+5.077,+1.402,+27
-ig_resnext101_32x48d,89.120,10.880,98.130,1.870,828.41,224,0.875,bilinear,+3.692,+0.558,-11
-ig_resnext101_32x32d,89.111,10.889,98.181,1.819,468.53,224,0.875,bilinear,+4.017,+0.743,-5
-tf_efficientnet_b7,89.086,10.914,98.183,1.817,66.35,600,0.949,bicubic,+4.150,+0.979,+1
-ecaresnet269d,89.069,10.931,98.234,1.766,102.09,352,1.000,bicubic,+4.093,+1.008,-2
-resmlp_big_24_224_in22ft1k,89.011,10.989,98.215,1.785,129.14,224,0.875,bicubic,+4.617,+1.095,+12
-dm_nfnet_f2,89.009,10.991,98.189,1.810,193.78,352,0.920,bicubic,+3.945,+0.950,-8
-efficientnetv2_rw_m,88.987,11.013,98.213,1.787,53.24,416,1.000,bicubic,+4.179,+1.065,-1
-tf_efficientnet_b5_ap,88.938,11.062,98.164,1.836,30.39,456,0.934,bicubic,+4.686,+1.190,+14
-dm_nfnet_f1,88.925,11.075,98.115,1.885,132.63,320,0.910,bicubic,+4.299,+1.015,+1
-tf_efficientnetv2_s_in21ft1k,88.904,11.096,98.277,1.723,21.46,384,1.000,bicubic,+4.602,+1.025,+9
-vit_base_patch16_224,88.866,11.134,98.230,1.770,86.57,224,0.900,bicubic,+4.334,+0.936,0
-resnetrs420,88.840,11.160,98.034,1.966,191.89,416,1.000,bicubic,+3.832,+0.910,-11
-ig_resnext101_32x16d,88.834,11.166,98.049,1.951,194.03,224,0.875,bilinear,+4.664,+0.853,+10
-resnetrs270,88.834,11.166,98.136,1.864,129.86,352,1.000,bicubic,+4.400,+1.166,+1
-vit_small_r26_s32_384,88.819,11.181,98.337,1.663,36.47,384,1.000,bicubic,+4.773,+1.009,+14
-vit_base_r50_s16_384,88.808,11.192,98.232,1.768,98.95,384,1.000,bicubic,+3.836,+0.944,-13
-seresnet152d,88.795,11.205,98.172,1.828,66.84,320,1.000,bicubic,+4.433,+1.132,+1
-swsl_resnext101_32x8d,88.770,11.230,98.147,1.853,88.79,224,0.875,bilinear,+4.486,+0.971,+2
-tf_efficientnet_b6,88.761,11.239,98.064,1.937,43.04,528,0.942,bicubic,+4.651,+1.178,+6
-resnetrs350,88.759,11.241,98.029,1.971,163.96,384,1.000,bicubic,+4.039,+1.041,-12
-vit_base_patch16_224_miil,88.737,11.262,98.027,1.973,86.54,224,0.875,bilinear,+4.469,+1.225,0
-resnetv2_152x2_bitm,88.725,11.275,98.307,1.693,236.34,448,1.000,bilinear,+4.215,+0.875,-9
-regnety_160,88.697,11.303,98.068,1.932,83.59,288,1.000,bicubic,+5.011,+1.292,+17
-pit_b_distilled_224,88.676,11.324,98.093,1.907,74.79,224,0.900,bicubic,+4.532,+1.237,0
-vit_small_patch16_384,88.652,11.348,98.232,1.768,22.20,384,1.000,bicubic,+4.850,+1.130,+13
-eca_nfnet_l1,88.624,11.376,98.132,1.868,41.41,320,1.000,bicubic,+4.614,+1.104,+5
-resnetrs200,88.605,11.395,98.034,1.966,93.21,320,1.000,bicubic,+4.539,+1.160,-1
-resnetv2_152x4_bitm,88.545,11.455,98.192,1.808,936.53,480,1.000,bilinear,+3.629,+0.750,-23
-resnet200d,88.543,11.457,97.959,2.041,64.69,320,1.000,bicubic,+4.581,+1.135,+3
-resnest269e,88.522,11.478,98.027,1.973,110.93,416,0.928,bicubic,+4.004,+1.041,-18
-efficientnetv2_rw_s,88.473,11.527,97.974,2.026,23.94,384,1.000,bicubic,+4.665,+1.250,+6
-resnetv2_101x3_bitm,88.464,11.536,98.157,1.843,387.93,448,1.000,bilinear,+4.024,+0.775,-18
-cait_s24_224,88.447,11.553,97.957,2.043,46.92,224,1.000,bicubic,+4.995,+1.393,+11
-resnetv2_50x3_bitm,88.443,11.557,98.200,1.800,217.32,448,1.000,bilinear,+4.429,+1.076,-5
-resmlp_big_24_distilled_224,88.443,11.557,97.940,2.060,129.14,224,0.875,bicubic,+4.853,+1.292,+9
-resnest200e,88.432,11.568,98.042,1.958,70.20,320,0.909,bicubic,+4.600,+1.148,-1
-tf_efficientnet_b3_ns,88.426,11.574,98.029,1.971,12.23,300,0.904,bicubic,+4.378,+1.119,-9
-vit_large_r50_s32_224,88.426,11.574,98.085,1.915,328.99,224,0.900,bicubic,+3.992,+0.921,-22
-tf_efficientnetv2_s,88.402,11.598,97.927,2.073,21.46,384,1.000,bicubic,+4.508,+1.229,-6
-efficientnet_b4,88.372,11.628,97.961,2.039,19.34,384,1.000,bicubic,+4.944,+1.365,+5
-resnet152d,88.355,11.645,97.935,2.065,60.21,320,1.000,bicubic,+4.675,+1.197,0
-tf_efficientnet_b4_ap,88.349,11.651,97.893,2.107,19.34,380,0.922,bicubic,+5.101,+1.501,+8
-tf_efficientnet_b5,88.321,11.679,97.912,2.088,30.39,456,0.934,bicubic,+4.509,+1.164,-7
-resnetrs152,88.251,11.749,97.737,2.263,86.62,320,1.000,bicubic,+4.539,+1.123,-5
-deit_base_distilled_patch16_224,88.214,11.786,97.914,2.086,87.34,224,0.900,bicubic,+4.826,+1.426,+1
-resnetv2_152x2_bit_teacher_384,88.150,11.850,98.051,1.949,236.34,384,1.000,bicubic,+4.306,+0.933,-12
-ig_resnext101_32x8d,88.146,11.854,97.856,2.144,88.79,224,0.875,bilinear,+5.458,+1.220,+20
-cait_xxs36_384,88.140,11.860,97.908,2.092,17.37,384,1.000,bicubic,+5.946,+1.760,+34
-dm_nfnet_f0,88.125,11.875,97.854,2.146,71.49,256,0.900,bicubic,+4.739,+1.282,-2
-swsl_resnext101_32x4d,88.099,11.901,97.967,2.033,44.18,224,0.875,bilinear,+4.869,+1.207,+1
-eca_nfnet_l0,87.980,12.020,97.871,2.129,24.14,288,1.000,bicubic,+5.400,+1.381,+19
-nfnet_l0,87.967,12.033,97.867,2.133,35.07,288,1.000,bicubic,+5.217,+1.351,+12
-tf_efficientnet_b4,87.963,12.037,97.739,2.261,19.34,380,0.922,bicubic,+4.941,+1.439,+6
-resnet101d,87.941,12.059,97.908,2.092,44.57,320,1.000,bicubic,+4.919,+1.462,+4
-regnety_032,87.937,12.063,97.891,2.109,19.44,288,1.000,bicubic,+5.213,+1.467,+10
-vit_base_patch32_384,87.909,12.091,98.012,1.988,88.30,384,1.000,bicubic,+4.559,+1.176,-8
-twins_svt_large,87.901,12.099,97.581,2.419,99.27,224,0.900,bicubic,+4.223,+0.987,-15
-twins_pcpvt_large,87.877,12.123,97.856,2.144,60.99,224,0.900,bicubic,+4.737,+1.258,-5
-deit_base_patch16_384,87.845,12.155,97.510,2.490,86.86,384,1.000,bicubic,+4.739,+1.138,-4
-tresnet_xl_448,87.796,12.204,97.459,2.541,78.44,448,0.875,bilinear,+4.746,+1.285,-3
-resnetv2_50x1_bit_distilled,87.787,12.213,97.899,2.101,25.55,224,0.875,bicubic,+4.969,+1.377,+1
-tresnet_m,87.736,12.264,97.523,2.477,31.39,224,0.875,bilinear,+4.656,+1.405,-6
-twins_pcpvt_base,87.736,12.264,97.726,2.274,43.83,224,0.900,bicubic,+5.028,+1.380,+3
-resnetv2_101x1_bitm,87.681,12.319,97.940,2.060,44.54,448,1.000,bilinear,+5.349,+1.422,+11
-swin_small_patch4_window7_224,87.664,12.336,97.566,2.434,49.61,224,0.900,bicubic,+4.452,+1.244,-13
-twins_svt_base,87.638,12.362,97.523,2.477,56.07,224,0.900,bicubic,+4.502,+1.105,-12
-pnasnet5large,87.636,12.364,97.485,2.515,86.06,331,0.911,bicubic,+4.854,+1.445,-4
-swsl_resnext101_32x16d,87.615,12.386,97.820,2.180,194.03,224,0.875,bilinear,+4.269,+0.974,-19
-swsl_resnext50_32x4d,87.600,12.400,97.651,2.349,25.03,224,0.875,bilinear,+5.418,+1.421,+14
-tf_efficientnet_b2_ns,87.557,12.443,97.628,2.372,9.11,260,0.890,bicubic,+5.177,+1.380,+2
-levit_384,87.553,12.447,97.545,2.455,39.13,224,0.900,bicubic,+4.967,+1.529,-2
-ecaresnet50t,87.538,12.462,97.643,2.357,25.57,320,0.950,bicubic,+5.192,+1.505,+2
-resnetv2_152x2_bit_teacher,87.493,12.507,97.812,2.188,236.34,224,0.875,bicubic,+4.631,+1.244,-12
-efficientnet_b3,87.435,12.565,97.681,2.319,12.23,320,1.000,bicubic,+5.193,+1.567,+7
-cait_xxs24_384,87.416,12.584,97.619,2.381,12.03,384,1.000,bicubic,+6.450,+1.973,+49
-resnet51q,87.395,12.605,97.587,2.413,35.70,288,1.000,bilinear,+5.035,+1.407,-3
-coat_lite_small,87.380,12.620,97.365,2.635,19.84,224,0.900,bicubic,+5.072,+1.515,-1
-tresnet_l_448,87.377,12.623,97.485,2.515,55.99,448,0.875,bilinear,+5.109,+1.509,+2
-nasnetalarge,87.350,12.650,97.417,2.583,88.75,331,0.911,bicubic,+4.730,+1.371,-11
-ecaresnet101d,87.288,12.712,97.562,2.438,44.57,224,0.875,bicubic,+5.116,+1.516,+4
-resnest101e,87.284,12.716,97.560,2.440,48.28,256,0.875,bilinear,+4.394,+1.240,-21
-pit_s_distilled_224,87.277,12.723,97.500,2.500,24.04,224,0.900,bicubic,+5.281,+1.702,+6
-resnetrs101,87.247,12.753,97.457,2.543,63.62,288,0.940,bicubic,+4.959,+1.449,-4
-mixer_b16_224_miil,87.226,12.774,97.410,2.590,59.88,224,0.875,bilinear,+4.918,+1.694,-7
-tresnet_xl,87.224,12.776,97.400,2.600,78.44,224,0.875,bilinear,+5.170,+1.463,+1
-convit_base,87.200,12.800,97.286,2.714,86.54,224,0.875,bicubic,+4.910,+1.348,-8
-tf_efficientnet_b3_ap,87.192,12.808,97.380,2.620,12.23,300,0.904,bicubic,+5.370,+1.756,+5
-visformer_small,87.181,12.819,97.323,2.677,40.22,224,0.900,bicubic,+5.075,+1.451,-3
-convit_small,87.053,12.947,97.350,2.650,27.78,224,0.875,bicubic,+5.627,+1.606,+15
-tf_efficientnetv2_b3,87.032,12.968,97.303,2.697,14.36,300,0.904,bicubic,+5.062,+1.521,-1
-deit_small_distilled_patch16_224,86.993,13.007,97.316,2.684,22.44,224,0.900,bicubic,+5.793,+1.938,+23
-resmlp_36_distilled_224,86.993,13.007,97.278,2.722,44.69,224,0.875,bicubic,+5.833,+1.790,+24
-tnt_s_patch16_224,86.903,13.097,97.368,2.632,23.76,224,0.900,bicubic,+5.385,+1.620,+6
-vit_small_patch16_224,86.869,13.131,97.613,2.387,22.05,224,0.900,bicubic,+5.467,+1.479,+11
-vit_small_r26_s32_224,86.863,13.137,97.528,2.472,36.43,224,0.900,bicubic,+5.005,+1.506,-5
-ssl_resnext101_32x16d,86.856,13.143,97.517,2.483,194.03,224,0.875,bilinear,+5.013,+1.421,-5
-rexnet_200,86.846,13.154,97.276,2.724,16.37,224,0.875,bicubic,+5.214,+1.608,-1
-tf_efficientnet_b3,86.835,13.165,97.297,2.703,12.23,300,0.904,bicubic,+5.199,+1.579,-3
-deit_base_patch16_224,86.829,13.171,97.049,2.951,86.57,224,0.900,bicubic,+4.831,+1.315,-12
-tresnet_m_448,86.820,13.180,97.212,2.788,31.39,448,0.875,bilinear,+5.106,+1.640,-7
-ssl_resnext101_32x8d,86.807,13.193,97.466,2.534,88.79,224,0.875,bilinear,+5.191,+1.428,-4
-swsl_resnet50,86.807,13.193,97.498,2.502,25.56,224,0.875,bilinear,+5.641,+1.526,+13
-tf_efficientnet_lite4,86.803,13.197,97.263,2.737,13.01,380,0.920,bilinear,+5.267,+1.595,-5
-coat_mini,86.793,13.207,97.162,2.837,10.34,224,0.900,bicubic,+5.525,+1.770,+7
-tresnet_l,86.767,13.233,97.271,2.729,55.99,224,0.875,bilinear,+5.277,+1.647,-3
-twins_svt_small,86.756,13.244,97.175,2.825,24.06,224,0.900,bicubic,+5.074,+1.505,-12
-levit_256,86.728,13.272,97.259,2.741,18.89,224,0.900,bicubic,+5.218,+1.769,-7
-seresnext50_32x4d,86.699,13.301,97.214,2.786,27.56,224,0.875,bicubic,+5.433,+1.594,+4
-pit_b_224,86.686,13.314,96.898,3.102,73.76,224,0.900,bicubic,+4.240,+1.188,-38
-tf_efficientnet_b1_ns,86.669,13.331,97.378,2.622,7.79,240,0.882,bicubic,+5.281,+1.640,-4
-swin_tiny_patch4_window7_224,86.664,13.336,97.197,2.803,28.29,224,0.900,bicubic,+5.286,+1.657,-4
-gernet_l,86.654,13.346,97.186,2.814,31.08,256,0.875,bilinear,+5.300,+1.650,-4
-wide_resnet50_2,86.647,13.353,97.214,2.786,68.88,224,0.875,bicubic,+5.191,+1.682,-10
-efficientnet_el,86.635,13.366,97.175,2.825,10.59,300,0.904,bicubic,+5.319,+1.649,-5
-resmlp_24_distilled_224,86.622,13.378,97.135,2.865,30.02,224,0.875,bicubic,+5.856,+1.917,+16
-twins_pcpvt_small,86.620,13.380,97.340,2.660,24.11,224,0.900,bicubic,+5.532,+1.698,+3
-nf_resnet50,86.609,13.391,97.293,2.707,25.56,288,0.940,bicubic,+5.949,+1.957,+17
-resnest50d_4s2x40d,86.592,13.408,97.269,2.731,30.42,224,0.875,bicubic,+5.484,+1.711,-1
-efficientnet_b3_pruned,86.581,13.419,97.190,2.810,9.86,300,0.904,bicubic,+5.723,+1.948,+9
-repvgg_b3,86.566,13.434,97.139,2.861,123.09,224,0.875,bilinear,+6.074,+1.879,+19
-ssl_resnext101_32x4d,86.479,13.521,97.468,2.532,44.18,224,0.875,bilinear,+5.555,+1.740,+4
-ecaresnet50d,86.470,13.530,97.186,2.814,25.58,224,0.875,bicubic,+5.878,+1.866,+15
-gluon_resnet152_v1s,86.468,13.532,97.109,2.891,60.32,224,0.875,bicubic,+5.452,+1.697,-2
-resnest50d_1s4x24d,86.447,13.553,97.148,2.852,25.68,224,0.875,bicubic,+5.459,+1.826,-2
-resnetv2_50x1_bitm,86.436,13.564,97.602,2.398,25.55,448,1.000,bilinear,+6.094,+1.918,+22
-repvgg_b3g4,86.361,13.639,97.054,2.946,83.83,224,0.875,bilinear,+6.149,+1.944,+32
-legacy_senet154,86.342,13.658,96.928,3.072,115.09,224,0.875,bilinear,+5.032,+1.432,-17
-cait_xxs36_224,86.340,13.660,97.111,2.889,17.30,224,1.000,bicubic,+6.590,+2.245,+54
-gernet_m,86.319,13.681,97.096,2.904,21.14,224,0.875,bilinear,+5.587,+1.912,+3
-pit_s_224,86.316,13.684,97.045,2.955,23.46,224,0.900,bicubic,+5.222,+1.713,-12
-vit_small_patch32_384,86.312,13.688,97.417,2.583,22.92,384,1.000,bicubic,+5.832,+1.819,+9
-efficientnet_b2,86.304,13.696,96.990,3.010,9.11,288,1.000,bicubic,+5.692,+1.672,+3
-gluon_senet154,86.278,13.722,96.949,3.051,115.09,224,0.875,bicubic,+5.044,+1.601,-20
-resnest50d,86.240,13.761,97.073,2.927,27.48,224,0.875,bilinear,+5.266,+1.695,-11
-ecaresnet101d_pruned,86.210,13.790,97.335,2.665,24.88,224,0.875,bicubic,+5.392,+1.707,-6
-efficientnet_el_pruned,86.192,13.807,97.026,2.974,10.59,300,0.904,bicubic,+5.892,+1.998,+17
-cspdarknet53,86.182,13.818,97.013,2.987,27.64,256,0.887,bilinear,+6.124,+1.929,+27
-inception_v4,86.169,13.831,96.919,3.081,42.68,299,0.875,bicubic,+6.001,+1.951,+22
-rexnet_150,86.154,13.846,97.058,2.942,9.73,224,0.875,bicubic,+5.844,+1.892,+11
-inception_resnet_v2,86.133,13.867,97.043,2.957,55.84,299,0.897,bicubic,+5.675,+1.737,+4
-ssl_resnext50_32x4d,86.086,13.914,97.212,2.788,25.03,224,0.875,bilinear,+5.768,+1.806,+8
-tf_efficientnet_el,86.084,13.916,96.964,3.036,10.59,300,0.904,bicubic,+5.834,+1.836,+13
-gluon_resnet101_v1s,86.054,13.946,97.022,2.978,44.67,224,0.875,bicubic,+5.752,+1.862,+8
-ecaresnetlight,86.052,13.948,97.069,2.931,30.16,224,0.875,bicubic,+5.590,+1.819,-1
-gluon_seresnext101_32x4d,86.032,13.968,96.977,3.023,48.96,224,0.875,bicubic,+5.128,+1.683,-19
-resnet50d,86.009,13.991,96.979,3.021,25.58,224,0.875,bicubic,+5.479,+1.819,-8
-ecaresnet26t,85.983,14.017,97.041,2.959,16.01,320,0.950,bicubic,+6.129,+1.957,+29
-tf_efficientnet_b2_ap,85.975,14.025,96.810,3.190,9.11,260,0.890,bicubic,+5.675,+1.592,+4
-gluon_seresnext101_64x4d,85.960,14.040,96.979,3.021,88.23,224,0.875,bicubic,+5.066,+1.671,-22
-vit_base_patch32_224,85.956,14.044,97.130,2.869,88.22,224,0.900,bicubic,+5.231,+1.562,-17
-gluon_resnet152_v1d,85.917,14.083,96.812,3.188,60.21,224,0.875,bicubic,+5.443,+1.606,-9
-vit_large_patch32_384,85.909,14.091,97.368,2.632,306.63,384,1.000,bicubic,+4.403,+1.276,-51
-tf_efficientnet_b2,85.902,14.098,96.862,3.139,9.11,260,0.890,bicubic,+5.816,+1.954,+10
-tf_efficientnetv2_b2,85.900,14.100,96.889,3.111,10.10,260,0.890,bicubic,+5.692,+1.847,+5
-seresnet50,85.857,14.143,97.004,2.995,28.09,224,0.875,bicubic,+5.583,+1.934,-1
-repvgg_b2g4,85.855,14.145,96.812,3.188,61.76,224,0.875,bilinear,+6.489,+2.124,+42
-gluon_resnet101_v1d,85.849,14.151,96.663,3.337,44.57,224,0.875,bicubic,+5.435,+1.649,-12
-resnet50,85.804,14.196,96.712,3.288,25.56,224,0.875,bicubic,+6.766,+2.322,+63
-mixnet_xl,85.798,14.202,96.712,3.288,11.90,224,0.875,bicubic,+5.322,+1.776,-18
-ens_adv_inception_resnet_v2,85.781,14.220,96.759,3.241,55.84,299,0.897,bicubic,+5.799,+1.821,+7
-tf_efficientnet_lite3,85.755,14.245,96.887,3.113,8.20,300,0.904,bilinear,+5.935,+1.973,+18
-ese_vovnet39b,85.751,14.249,96.891,3.109,24.57,224,0.875,bicubic,+6.431,+2.179,+38
-gluon_resnext101_32x4d,85.746,14.254,96.635,3.365,44.18,224,0.875,bicubic,+5.412,+1.709,-15
-legacy_seresnext101_32x4d,85.746,14.254,96.757,3.243,48.96,224,0.875,bilinear,+5.518,+1.739,-7
-cspresnext50,85.740,14.260,96.840,3.160,20.57,224,0.875,bilinear,+5.700,+1.896,0
-regnety_320,85.727,14.273,96.725,3.275,145.05,224,0.875,bicubic,+4.915,+1.481,-36
-cspresnet50,85.721,14.279,96.795,3.205,21.62,256,0.887,bilinear,+6.147,+2.083,+23
-xception71,85.697,14.303,96.776,3.224,42.34,299,0.903,bicubic,+5.823,+1.854,+5
-resmlp_big_24_224,85.695,14.305,96.426,3.574,129.14,224,0.875,bicubic,+4.667,+1.404,-49
-gluon_resnext101_64x4d,85.693,14.307,96.644,3.356,83.46,224,0.875,bicubic,+5.089,+1.656,-34
-efficientnet_em,85.684,14.316,96.938,3.062,6.90,240,0.882,bicubic,+6.432,+2.144,+38
-deit_small_patch16_224,85.678,14.322,96.906,3.094,22.05,224,0.900,bicubic,+5.822,+1.854,+2
-pit_xs_distilled_224,85.657,14.343,96.667,3.333,11.00,224,0.900,bicubic,+6.351,+2.303,+31
-efficientnet_b2_pruned,85.642,14.358,96.746,3.254,8.31,260,0.890,bicubic,+5.726,+1.890,-5
-dpn107,85.640,14.360,96.729,3.271,86.92,224,0.875,bicubic,+5.484,+1.819,-14
-resmlp_36_224,85.620,14.380,96.795,3.205,44.69,224,0.875,bicubic,+5.850,+1.909,+4
-levit_192,85.580,14.420,96.740,3.260,10.95,224,0.900,bicubic,+5.738,+1.954,-2
-gluon_resnet152_v1c,85.580,14.420,96.646,3.354,60.21,224,0.875,bicubic,+5.670,+1.806,-8
-ecaresnet50d_pruned,85.580,14.420,96.936,3.064,19.94,224,0.875,bicubic,+5.864,+2.056,+7
-resnext50d_32x4d,85.569,14.431,96.748,3.252,25.05,224,0.875,bicubic,+5.893,+1.882,+7
-tf_efficientnetv2_b1,85.561,14.439,96.727,3.273,8.14,240,0.882,bicubic,+6.099,+2.005,+14
-regnety_120,85.543,14.457,96.785,3.215,51.82,224,0.875,bicubic,+5.177,+1.659,-36
-regnetx_320,85.524,14.476,96.669,3.331,107.81,224,0.875,bicubic,+5.278,+1.643,-27
-nf_regnet_b1,85.505,14.495,96.791,3.209,10.22,288,0.900,bicubic,+6.213,+2.043,+22
-dpn92,85.494,14.506,96.635,3.365,37.67,224,0.875,bicubic,+5.486,+1.799,-19
-gluon_resnet152_v1b,85.475,14.525,96.550,3.450,60.19,224,0.875,bicubic,+5.789,+1.814,0
-rexnet_130,85.473,14.527,96.684,3.316,7.56,224,0.875,bicubic,+5.973,+2.002,+6
-resnetrs50,85.462,14.538,96.736,3.264,35.69,224,0.910,bicubic,+5.570,+1.767,-17
-dpn131,85.398,14.602,96.639,3.361,79.25,224,0.875,bicubic,+5.576,+1.929,-11
-regnetx_160,85.390,14.610,96.637,3.363,54.28,224,0.875,bicubic,+5.534,+1.807,-15
-dla102x2,85.366,14.634,96.629,3.371,41.28,224,0.875,bilinear,+5.918,+1.989,+5
-gluon_seresnext50_32x4d,85.336,14.664,96.667,3.333,27.56,224,0.875,bicubic,+5.418,+1.845,-24
-xception65,85.315,14.685,96.637,3.363,39.92,299,0.903,bicubic,+5.763,+1.983,-2
-skresnext50_32x4d,85.313,14.687,96.390,3.610,27.48,224,0.875,bicubic,+5.157,+1.748,-32
-dpn98,85.311,14.689,96.469,3.531,61.57,224,0.875,bicubic,+5.669,+1.871,-7
-gluon_resnet101_v1c,85.304,14.696,96.405,3.595,44.57,224,0.875,bicubic,+5.770,+1.827,-4
-dpn68b,85.291,14.709,96.464,3.536,12.61,224,0.875,bicubic,+6.076,+2.050,+15
-regnety_064,85.283,14.717,96.639,3.361,30.58,224,0.875,bicubic,+5.561,+1.871,-15
-resnetblur50,85.283,14.717,96.531,3.470,25.56,224,0.875,bicubic,+5.997,+1.892,+8
-resmlp_24_224,85.268,14.732,96.492,3.508,30.02,224,0.875,bicubic,+5.894,+1.946,-3
-coat_lite_mini,85.251,14.749,96.680,3.320,11.01,224,0.900,bicubic,+6.163,+2.076,+15
-regnety_080,85.245,14.755,96.633,3.367,39.18,224,0.875,bicubic,+5.369,+1.803,-30
-cait_xxs24_224,85.228,14.773,96.712,3.288,11.96,224,1.000,bicubic,+6.842,+2.402,+44
-resnext50_32x4d,85.221,14.779,96.526,3.474,25.03,224,0.875,bicubic,+5.453,+1.928,-23
-resnext101_32x8d,85.187,14.813,96.445,3.555,88.79,224,0.875,bilinear,+5.879,+1.927,-4
-gluon_inception_v3,85.183,14.817,96.526,3.474,23.83,299,0.875,bicubic,+6.377,+2.156,+21
-hrnet_w48,85.151,14.849,96.492,3.508,77.47,224,0.875,bilinear,+5.851,+1.980,-2
-gluon_xception65,85.148,14.851,96.597,3.403,39.92,299,0.903,bicubic,+5.433,+1.737,-23
-gluon_resnet101_v1b,85.142,14.858,96.366,3.634,44.55,224,0.875,bicubic,+5.836,+1.842,-6
-regnetx_120,85.131,14.869,96.477,3.523,46.11,224,0.875,bicubic,+5.535,+1.739,-21
-xception,85.129,14.871,96.471,3.529,22.86,299,0.897,bicubic,+6.077,+2.079,+9
-tf_efficientnet_b1_ap,85.127,14.873,96.405,3.595,7.79,240,0.882,bicubic,+5.847,+2.099,-4
-hrnet_w64,85.119,14.881,96.744,3.256,128.06,224,0.875,bilinear,+5.645,+2.092,-19
-ssl_resnet50,85.097,14.903,96.866,3.134,25.56,224,0.875,bilinear,+5.875,+2.034,-4
-res2net101_26w_4s,85.093,14.907,96.381,3.619,45.21,224,0.875,bilinear,+5.895,+1.949,-1
-tf_efficientnet_cc_b1_8e,85.063,14.937,96.422,3.578,39.72,240,0.882,bicubic,+5.755,+2.052,-14
-res2net50_26w_8s,85.029,14.971,96.419,3.580,48.40,224,0.875,bilinear,+5.831,+2.052,-4
-resnest26d,85.008,14.992,96.637,3.363,17.07,224,0.875,bilinear,+6.530,+2.339,+22
-gluon_resnext50_32x4d,84.995,15.005,96.426,3.574,25.03,224,0.875,bicubic,+5.641,+2.000,-20
-tf_efficientnet_b0_ns,84.984,15.016,96.503,3.497,5.29,224,0.875,bicubic,+6.326,+2.127,+14
-coat_tiny,84.976,15.024,96.409,3.591,5.50,224,0.900,bicubic,+6.542,+2.371,+23
-regnety_040,84.948,15.052,96.612,3.388,20.65,224,0.875,bicubic,+5.728,+1.956,-11
-dla169,84.920,15.080,96.535,3.465,53.39,224,0.875,bilinear,+6.232,+2.199,+9
-tf_efficientnet_b1,84.918,15.082,96.364,3.636,7.79,240,0.882,bicubic,+6.092,+2.166,+2
-legacy_seresnext50_32x4d,84.901,15.099,96.434,3.566,27.56,224,0.875,bilinear,+5.823,+1.998,-8
-hrnet_w44,84.884,15.116,96.434,3.566,67.06,224,0.875,bilinear,+5.988,+2.066,-2
-gluon_resnet50_v1s,84.862,15.138,96.443,3.557,25.68,224,0.875,bicubic,+6.150,+2.205,+4
-regnetx_080,84.862,15.138,96.434,3.566,39.57,224,0.875,bicubic,+5.668,+1.874,-13
-levit_128,84.843,15.157,96.360,3.640,9.21,224,0.900,bicubic,+6.357,+2.350,+9
-gluon_resnet50_v1d,84.832,15.168,96.398,3.602,25.58,224,0.875,bicubic,+5.758,+1.928,-12
-dla60_res2next,84.830,15.170,96.411,3.589,17.03,224,0.875,bilinear,+6.390,+2.259,+12
-vit_tiny_patch16_384,84.828,15.172,96.708,3.292,5.79,384,1.000,bicubic,+6.398,+2.166,+13
-mixnet_l,84.822,15.178,96.328,3.672,7.33,224,0.875,bicubic,+5.846,+2.146,-11
-tv_resnet152,84.815,15.185,96.225,3.775,60.19,224,0.875,bilinear,+6.503,+2.187,+17
-dla60_res2net,84.813,15.187,96.481,3.519,20.85,224,0.875,bilinear,+6.349,+2.275,+6
-dla102x,84.813,15.187,96.552,3.448,26.31,224,0.875,bilinear,+6.303,+2.324,+1
-pit_xs_224,84.792,15.208,96.492,3.508,10.62,224,0.900,bicubic,+6.610,+2.324,+19
-xception41,84.792,15.208,96.413,3.587,26.97,299,0.903,bicubic,+6.276,+2.135,-2
-regnetx_064,84.781,15.219,96.490,3.510,26.21,224,0.875,bicubic,+5.709,+2.032,-20
-hrnet_w40,84.743,15.257,96.554,3.446,57.56,224,0.875,bilinear,+5.823,+2.084,-17
-res2net50_26w_6s,84.726,15.274,96.281,3.719,37.05,224,0.875,bilinear,+6.156,+2.157,-6
-repvgg_b2,84.724,15.276,96.469,3.531,89.02,224,0.875,bilinear,+5.932,+2.055,-13
-resmlp_12_distilled_224,84.713,15.287,96.225,3.775,15.35,224,0.875,bicubic,+6.769,+2.667,+25
-legacy_seresnet152,84.704,15.296,96.417,3.583,66.82,224,0.875,bilinear,+6.044,+2.047,-11
-selecsls60b,84.657,15.343,96.300,3.700,32.77,224,0.875,bicubic,+6.245,+2.126,+1
-hrnet_w32,84.651,15.349,96.407,3.593,41.23,224,0.875,bilinear,+6.201,+2.221,-4
-tf_efficientnetv2_b0,84.625,15.375,96.274,3.726,7.14,224,0.875,bicubic,+6.269,+2.250,+3
-efficientnet_b1,84.608,15.392,96.332,3.668,7.79,256,1.000,bicubic,+5.814,+1.990,-20
-regnetx_040,84.600,15.400,96.383,3.617,22.12,224,0.875,bicubic,+6.118,+2.139,-10
-efficientnet_es,84.591,15.409,96.311,3.689,5.44,224,0.875,bicubic,+6.525,+2.385,+11
-hrnet_w30,84.572,15.428,96.388,3.612,37.71,224,0.875,bilinear,+6.366,+2.166,+4
-tf_mixnet_l,84.564,15.437,96.244,3.756,7.33,224,0.875,bicubic,+5.790,+2.246,-22
-wide_resnet101_2,84.557,15.443,96.349,3.651,126.89,224,0.875,bilinear,+5.701,+2.067,-28
-dla60x,84.523,15.477,96.285,3.715,17.35,224,0.875,bilinear,+6.277,+2.267,-2
-legacy_seresnet101,84.504,15.496,96.330,3.670,49.33,224,0.875,bilinear,+6.122,+2.066,-7
-tf_efficientnet_em,84.450,15.550,96.180,3.820,6.90,240,0.882,bicubic,+6.320,+2.136,+2
-coat_lite_tiny,84.450,15.550,96.368,3.632,5.72,224,0.900,bicubic,+6.938,+2.452,+27
-repvgg_b1,84.416,15.584,96.221,3.779,57.42,224,0.875,bilinear,+6.050,+2.123,-9
-efficientnet_b1_pruned,84.393,15.607,96.140,3.860,6.33,240,0.882,bicubic,+6.157,+2.306,-5
-res2net50_26w_4s,84.365,15.635,96.082,3.918,25.70,224,0.875,bilinear,+6.401,+2.228,+7
-hardcorenas_f,84.326,15.674,96.025,3.975,8.20,224,0.875,bilinear,+6.222,+2.222,-1
-res2net50_14w_8s,84.309,15.691,96.072,3.929,25.06,224,0.875,bilinear,+6.159,+2.224,-4
-selecsls60,84.288,15.712,96.095,3.905,30.67,224,0.875,bicubic,+6.306,+2.267,+3
-regnetx_032,84.237,15.763,96.247,3.753,15.30,224,0.875,bicubic,+6.065,+2.159,-7
-res2next50,84.226,15.774,95.997,4.003,24.67,224,0.875,bilinear,+5.980,+2.105,-12
-gluon_resnet50_v1c,84.207,15.793,96.161,3.839,25.58,224,0.875,bicubic,+6.195,+2.173,-2
-dla102,84.190,15.810,96.206,3.794,33.27,224,0.875,bilinear,+6.158,+2.260,-4
-rexnet_100,84.162,15.838,96.255,3.745,4.80,224,0.875,bicubic,+6.304,+2.385,+5
-tf_inception_v3,84.132,15.868,95.920,4.080,23.83,299,0.875,bicubic,+6.270,+2.280,+3
-res2net50_48w_2s,84.126,15.874,95.965,4.035,25.29,224,0.875,bilinear,+6.604,+2.411,+12
-resnet34d,84.098,15.902,95.978,4.022,21.82,224,0.875,bicubic,+6.982,+2.596,+23
-tf_efficientnet_lite2,84.094,15.906,96.069,3.931,6.09,260,0.890,bicubic,+6.626,+2.315,+12
-efficientnet_b0,84.038,15.962,95.956,4.044,5.29,224,0.875,bicubic,+6.340,+2.424,+2
-gmixer_24_224,83.968,16.032,95.849,4.151,24.72,224,0.875,bicubic,+5.932,+2.185,-12
-hardcorenas_e,83.968,16.032,95.898,4.101,8.07,224,0.875,bilinear,+6.174,+2.204,-1
-tf_efficientnet_cc_b0_8e,83.966,16.034,96.065,3.935,24.01,224,0.875,bicubic,+6.058,+2.411,-6
-tv_resnext50_32x4d,83.959,16.041,95.960,4.040,25.03,224,0.875,bilinear,+6.339,+2.264,0
-regnety_016,83.955,16.045,96.005,3.995,11.20,224,0.875,bicubic,+6.093,+2.285,-7
-gluon_resnet50_v1b,83.940,16.060,96.012,3.988,25.56,224,0.875,bicubic,+6.360,+2.296,+2
-densenet161,83.906,16.094,96.010,3.990,28.68,224,0.875,bicubic,+6.548,+2.372,+8
-adv_inception_v3,83.902,16.098,95.935,4.065,23.83,299,0.875,bicubic,+6.320,+2.199,-1
-mobilenetv2_120d,83.893,16.107,95.909,4.091,5.83,224,0.875,bicubic,+6.609,+2.417,+9
-seresnext26t_32x4d,83.878,16.122,95.931,4.069,16.81,224,0.875,bicubic,+5.892,+2.185,-18
-tv_resnet101,83.848,16.152,95.892,4.108,44.55,224,0.875,bilinear,+6.474,+2.352,+3
-inception_v3,83.761,16.239,95.879,4.121,23.83,299,0.875,bicubic,+6.323,+2.405,0
-hardcorenas_d,83.759,16.241,95.734,4.266,7.50,224,0.875,bilinear,+6.327,+2.250,0
-seresnext26d_32x4d,83.754,16.246,95.849,4.151,16.81,224,0.875,bicubic,+6.152,+2.241,-9
-dla60,83.729,16.271,95.933,4.067,22.04,224,0.875,bilinear,+6.697,+2.615,+10
-repvgg_b1g4,83.699,16.301,96.020,3.980,39.97,224,0.875,bilinear,+6.105,+2.194,-10
-legacy_seresnet50,83.662,16.337,95.973,4.027,28.09,224,0.875,bilinear,+6.032,+2.225,-14
-tf_efficientnet_b0_ap,83.650,16.350,95.779,4.221,5.29,224,0.875,bicubic,+6.564,+2.523,+5
-skresnet34,83.641,16.359,95.933,4.067,22.28,224,0.875,bicubic,+6.729,+2.611,+10
-tf_efficientnet_cc_b0_4e,83.639,16.361,95.740,4.260,13.31,224,0.875,bicubic,+6.333,+2.406,-4
-resmlp_12_224,83.571,16.429,95.760,4.240,15.35,224,0.875,bicubic,+6.917,+2.580,+13
-densenet201,83.556,16.444,95.811,4.189,20.01,224,0.875,bicubic,+6.270,+2.333,-5
-mobilenetv3_large_100_miil,83.556,16.444,95.452,4.548,5.48,224,0.875,bilinear,+5.640,+2.542,-27
-gernet_s,83.522,16.478,95.794,4.206,8.17,224,0.875,bilinear,+6.606,+2.662,+4
-legacy_seresnext26_32x4d,83.517,16.483,95.719,4.281,16.79,224,0.875,bicubic,+6.413,+2.403,-3
-mixnet_m,83.515,16.485,95.689,4.311,5.01,224,0.875,bicubic,+6.255,+2.265,-7
-tf_efficientnet_b0,83.515,16.485,95.719,4.281,5.29,224,0.875,bicubic,+6.667,+2.491,+3
-hrnet_w18,83.500,16.500,95.907,4.093,21.30,224,0.875,bilinear,+6.742,+2.463,+4
-densenetblur121d,83.472,16.527,95.822,4.178,8.00,224,0.875,bicubic,+6.885,+2.630,+9
-selecsls42b,83.457,16.543,95.745,4.255,32.46,224,0.875,bicubic,+6.283,+2.355,-10
-tf_efficientnet_lite1,83.344,16.656,95.642,4.358,5.42,240,0.882,bicubic,+6.702,+2.416,+4
-hardcorenas_c,83.342,16.658,95.706,4.294,5.52,224,0.875,bilinear,+6.288,+2.548,-8
-regnetx_016,83.195,16.805,95.740,4.260,9.19,224,0.875,bicubic,+6.245,+2.320,-7
-mobilenetv2_140,83.182,16.818,95.689,4.311,6.11,224,0.875,bicubic,+6.666,+2.693,+7
-dpn68,83.178,16.822,95.597,4.402,12.61,224,0.875,bicubic,+6.860,+2.620,+8
-tf_efficientnet_es,83.178,16.822,95.585,4.415,5.44,224,0.875,bicubic,+6.584,+2.383,+1
-tf_mixnet_m,83.176,16.824,95.461,4.539,5.01,224,0.875,bicubic,+6.234,+2.309,-10
-ese_vovnet19b_dw,83.109,16.890,95.779,4.221,6.54,224,0.875,bicubic,+6.311,+2.511,-7
-levit_128s,83.069,16.931,95.531,4.469,7.78,224,0.900,bicubic,+6.539,+2.665,+1
-resnet26d,83.050,16.950,95.604,4.396,16.01,224,0.875,bicubic,+6.354,+2.454,-7
-repvgg_a2,83.001,16.999,95.589,4.411,28.21,224,0.875,bilinear,+6.541,+2.585,+1
-tv_resnet50,82.958,17.042,95.467,4.533,25.56,224,0.875,bilinear,+6.820,+2.603,+3
-hardcorenas_b,82.873,17.128,95.392,4.607,5.18,224,0.875,bilinear,+6.335,+2.638,-4
-densenet121,82.823,17.177,95.585,4.415,7.98,224,0.875,bicubic,+7.245,+2.933,+10
-vit_tiny_r_s16_p8_384,82.691,17.309,95.845,4.155,6.36,384,1.000,bicubic,+6.739,+2.585,+3
-densenet169,82.683,17.317,95.600,4.400,14.15,224,0.875,bicubic,+6.776,+2.574,+4
-mixnet_s,82.525,17.476,95.356,4.644,4.13,224,0.875,bicubic,+6.532,+2.560,-1
-vit_small_patch32_224,82.514,17.486,95.670,4.330,22.88,224,0.900,bicubic,+6.524,+2.398,-1
-regnety_008,82.493,17.508,95.487,4.513,6.26,224,0.875,bicubic,+6.177,+2.421,-5
-efficientnet_lite0,82.382,17.619,95.279,4.721,4.65,224,0.875,bicubic,+6.898,+2.769,+7
-resnest14d,82.349,17.651,95.339,4.661,10.61,224,0.875,bilinear,+6.843,+2.821,+5
-hardcorenas_a,82.313,17.687,95.294,4.706,5.26,224,0.875,bilinear,+6.397,+2.780,-3
-efficientnet_es_pruned,82.296,17.704,95.303,4.697,5.44,224,0.875,bicubic,+7.296,+2.855,+15
-mobilenetv3_rw,82.275,17.725,95.234,4.766,5.48,224,0.875,bicubic,+6.641,+2.526,-1
-semnasnet_100,82.251,17.749,95.230,4.770,3.89,224,0.875,bicubic,+6.803,+2.626,+4
-mobilenetv3_large_100,82.177,17.823,95.196,4.804,5.48,224,0.875,bicubic,+6.410,+2.654,-5
-resnet34,82.138,17.862,95.130,4.870,21.80,224,0.875,bilinear,+7.028,+2.846,+8
-mobilenetv2_110d,82.070,17.930,95.076,4.923,4.52,224,0.875,bicubic,+7.034,+2.890,+9
-vit_tiny_patch16_224,82.066,17.934,95.489,4.511,5.72,224,0.900,bicubic,+6.612,+2.641,-1
-tf_mixnet_s,82.038,17.962,95.121,4.879,4.13,224,0.875,bicubic,+6.388,+2.493,-8
-repvgg_b0,82.001,17.999,95.100,4.900,15.82,224,0.875,bilinear,+6.849,+2.682,+1
-deit_tiny_distilled_patch16_224,81.997,18.003,95.141,4.859,5.91,224,0.900,bicubic,+7.487,+3.251,+14
-mixer_b16_224,81.978,18.022,94.449,5.551,59.88,224,0.875,bicubic,+5.376,+2.221,-27
-pit_ti_distilled_224,81.967,18.033,95.145,4.855,5.10,224,0.900,bicubic,+7.437,+3.049,+11
-hrnet_w18_small_v2,81.961,18.039,95.164,4.836,15.60,224,0.875,bilinear,+6.847,+2.748,-1
-tf_efficientnet_lite0,81.952,18.048,95.168,4.832,4.65,224,0.875,bicubic,+7.122,+2.992,+3
-resnet26,81.944,18.056,95.241,4.759,16.00,224,0.875,bicubic,+6.652,+2.671,-7
-tf_mobilenetv3_large_100,81.848,18.152,95.070,4.930,5.48,224,0.875,bilinear,+6.330,+2.464,-13
-tv_densenet121,81.726,18.274,95.034,4.966,7.98,224,0.875,bicubic,+6.988,+2.884,+2
-regnety_006,81.700,18.300,95.115,4.885,6.06,224,0.875,bicubic,+6.454,+2.583,-9
-dla34,81.658,18.342,94.878,5.122,15.74,224,0.875,bilinear,+7.028,+2.800,+2
-fbnetc_100,81.559,18.441,94.970,5.030,5.57,224,0.875,bilinear,+6.436,+2.584,-9
-legacy_seresnet34,81.534,18.466,94.899,5.101,21.96,224,0.875,bilinear,+6.726,+2.775,-3
-gluon_resnet34_v1b,81.500,18.500,94.810,5.190,21.80,224,0.875,bicubic,+6.912,+2.820,0
-regnetx_008,81.485,18.515,95.059,4.941,7.26,224,0.875,bicubic,+6.447,+2.724,-9
-mnasnet_100,81.459,18.541,94.899,5.101,4.38,224,0.875,bicubic,+6.801,+2.785,-4
-vgg19_bn,81.444,18.556,94.763,5.237,143.68,224,0.875,bilinear,+7.230,+2.921,0
-convit_tiny,81.126,18.874,95.044,4.955,5.71,224,0.875,bicubic,+8.010,+3.331,+8
-spnasnet_100,80.878,19.122,94.526,5.474,4.42,224,0.875,bilinear,+6.794,+2.708,-1
-ghostnet_100,80.699,19.301,94.291,5.709,5.18,224,0.875,bilinear,+6.721,+2.835,0
-regnety_004,80.659,19.341,94.686,5.314,4.34,224,0.875,bicubic,+6.624,+2.934,-2
-skresnet18,80.637,19.363,94.378,5.622,11.96,224,0.875,bicubic,+7.599,+3.210,+5
-regnetx_006,80.629,19.371,94.524,5.476,6.20,224,0.875,bicubic,+6.777,+2.852,-2
-pit_ti_224,80.605,19.395,94.618,5.383,4.85,224,0.900,bicubic,+7.693,+3.216,+5
-swsl_resnet18,80.575,19.425,94.743,5.256,11.69,224,0.875,bilinear,+7.299,+3.010,0
-vgg16_bn,80.556,19.444,94.592,5.408,138.37,224,0.875,bilinear,+7.206,+3.086,-3
-tv_resnet34,80.389,19.611,94.436,5.564,21.80,224,0.875,bilinear,+7.077,+3.010,-3
-resnet18d,80.387,19.613,94.252,5.748,11.71,224,0.875,bicubic,+8.127,+3.556,+6
-mobilenetv2_100,80.257,19.743,94.195,5.805,3.50,224,0.875,bicubic,+7.287,+3.179,-1
-ssl_resnet18,80.101,19.899,94.590,5.410,11.69,224,0.875,bilinear,+7.491,+3.174,0
-tf_mobilenetv3_large_075,80.093,19.907,94.184,5.816,3.99,224,0.875,bilinear,+6.655,+2.834,-9
-deit_tiny_patch16_224,80.018,19.982,94.449,5.551,5.72,224,0.900,bicubic,+7.850,+3.331,+4
-hrnet_w18_small,79.557,20.443,93.898,6.102,13.19,224,0.875,bilinear,+7.215,+3.220,0
-vgg19,79.480,20.520,93.870,6.130,143.67,224,0.875,bilinear,+7.112,+2.998,-2
-regnetx_004,79.435,20.565,93.853,6.147,5.16,224,0.875,bicubic,+7.039,+3.023,-4
-tf_mobilenetv3_large_minimal_100,79.222,20.778,93.706,6.294,3.92,224,0.875,bilinear,+6.974,+3.076,-1
-legacy_seresnet18,79.153,20.847,93.783,6.217,11.78,224,0.875,bicubic,+7.411,+3.449,+2
-vgg16,79.038,20.962,93.646,6.354,138.36,224,0.875,bilinear,+7.444,+3.264,+3
-vgg13_bn,79.006,20.994,93.655,6.345,133.05,224,0.875,bilinear,+7.412,+3.279,+1
-vit_tiny_r_s16_p8_224,78.991,21.009,93.902,6.098,6.34,224,0.900,bicubic,+7.203,+3.074,-2
-gluon_resnet18_v1b,78.372,21.628,93.138,6.862,11.69,224,0.875,bicubic,+7.536,+3.376,+1
-vgg11_bn,77.926,22.074,93.230,6.770,132.87,224,0.875,bilinear,+7.566,+3.428,+1
-regnety_002,77.405,22.595,92.914,7.086,3.16,224,0.875,bicubic,+7.153,+3.374,+1
-mixer_l16_224,77.285,22.715,90.582,9.418,208.20,224,0.875,bicubic,+5.227,+2.914,-7
-resnet18,77.276,22.724,92.756,7.244,11.69,224,0.875,bilinear,+7.528,+3.678,+1
-vgg13,77.230,22.770,92.689,7.311,133.05,224,0.875,bilinear,+7.303,+3.444,-1
-vgg11,76.384,23.616,92.154,7.846,132.86,224,0.875,bilinear,+7.360,+3.526,0
-regnetx_002,76.124,23.876,92.211,7.789,2.68,224,0.875,bicubic,+7.362,+3.655,0
-dla60x_c,75.637,24.363,92.177,7.823,1.32,224,0.875,bilinear,+7.745,+3.751,+1
-tf_mobilenetv3_small_100,74.717,25.283,91.257,8.743,2.54,224,0.875,bilinear,+6.795,+3.593,-1
-dla46x_c,73.647,26.353,91.095,8.905,1.07,224,0.875,bilinear,+7.677,+4.115,0
-tf_mobilenetv3_small_075,72.812,27.188,90.036,9.964,2.04,224,0.875,bilinear,+7.096,+3.906,0
-dla46_c,72.601,27.399,90.499,9.501,1.30,224,0.875,bilinear,+7.735,+4.207,0
-tf_mobilenetv3_small_minimal_100,70.111,29.889,88.505,11.495,2.04,224,0.875,bilinear,+7.205,+4.275,0
+beit_large_patch16_512,90.695,9.305,98.770,1.230,305.67,512,1.000,bicubic,+2.111,+0.110,0
+beit_large_patch16_384,90.601,9.399,98.777,1.223,305.00,384,1.000,bicubic,+2.219,+0.169,0
+tf_efficientnet_l2_ns,90.572,9.428,98.779,1.221,480.31,800,0.960,bicubic,+2.226,+0.125,0
+tf_efficientnet_l2_ns_475,90.527,9.473,98.706,1.294,480.31,475,0.936,bicubic,+2.289,+0.156,0
+beit_base_patch16_384,90.388,9.612,98.730,1.270,86.74,384,1.000,bicubic,+3.580,+0.590,+4
+vit_large_patch16_384,90.202,9.798,98.655,1.345,304.72,384,1.000,bicubic,+3.110,+0.349,+1
+cait_m48_448,90.194,9.806,98.484,1.516,356.46,448,1.000,bicubic,+3.700,+0.734,+3
+beit_large_patch16_224,90.157,9.843,98.730,1.270,304.43,224,0.900,bicubic,+2.681,+0.412,-3
+tf_efficientnet_b7_ns,90.134,9.866,98.617,1.383,66.35,600,0.949,bicubic,+3.304,+0.532,-1
+swin_large_patch4_window12_384,90.066,9.934,98.668,1.332,196.74,384,1.000,bicubic,+2.915,+0.430,-4
+swin_base_patch4_window12_384,90.063,9.937,98.713,1.287,87.90,384,1.000,bicubic,+3.627,+0.647,+1
+cait_m36_384,90.046,9.954,98.497,1.503,271.22,384,1.000,bicubic,+3.990,+0.767,+7
+dm_nfnet_f6,90.025,9.975,98.542,1.458,438.36,576,0.956,bicubic,+3.895,+0.802,+4
+tf_efficientnetv2_l_in21ft1k,89.999,10.001,98.621,1.379,118.52,480,1.000,bicubic,+3.707,+0.637,+1
+vit_base_patch16_384,89.965,10.035,98.680,1.319,86.86,384,1.000,bicubic,+3.965,+0.674,+5
+xcit_large_24_p8_384_dist,89.893,10.107,98.373,1.627,188.93,384,1.000,bicubic,+3.897,+0.685,+5
+cait_s36_384,89.837,10.163,98.427,1.573,68.37,384,1.000,bicubic,+4.383,+0.944,+14
+xcit_medium_24_p8_384_dist,89.805,10.195,98.358,1.642,84.32,384,1.000,bicubic,+3.985,+0.764,+5
+swin_large_patch4_window7_224,89.796,10.204,98.646,1.354,196.53,224,0.900,bicubic,+3.480,+0.756,-5
+vit_large_r50_s32_384,89.790,10.210,98.516,1.484,329.09,384,1.000,bicubic,+3.610,+0.592,-4
+tf_efficientnetv2_m_in21ft1k,89.777,10.223,98.501,1.499,54.14,480,1.000,bicubic,+4.179,+0.749,+6
+tf_efficientnet_b6_ns,89.760,10.240,98.505,1.494,43.04,528,0.942,bicubic,+3.314,+0.626,-11
+xcit_small_24_p8_384_dist,89.737,10.263,98.427,1.573,47.63,384,1.000,bicubic,+4.171,+0.850,+5
+xcit_large_24_p16_384_dist,89.660,10.340,98.405,1.595,189.10,384,1.000,bicubic,+3.890,+0.871,+1
+tf_efficientnet_b5_ns,89.658,10.342,98.488,1.512,30.39,456,0.934,bicubic,+3.582,+0.736,-7
+tf_efficientnet_b8_ap,89.589,10.411,98.298,1.702,87.41,672,0.954,bicubic,+4.215,+1.000,+10
+tf_efficientnetv2_xl_in21ft1k,89.566,10.434,98.185,1.815,208.12,512,1.000,bicubic,+3.162,+0.317,-14
+dm_nfnet_f4,89.538,10.462,98.294,1.706,316.07,512,0.951,bicubic,+3.838,+0.780,-2
+xcit_small_12_p8_384_dist,89.525,10.475,98.296,1.704,26.21,384,1.000,bicubic,+4.443,+1.026,+15
+xcit_large_24_p8_224_dist,89.519,10.481,98.224,1.776,188.93,224,1.000,bicubic,+4.119,+0.808,+5
+cait_s24_384,89.500,10.500,98.362,1.638,47.06,384,1.000,bicubic,+4.456,+1.012,+17
+dm_nfnet_f3,89.478,10.522,98.392,1.608,254.92,416,0.940,bicubic,+3.946,+0.934,-3
+xcit_medium_24_p16_384_dist,89.476,10.524,98.296,1.704,84.40,384,1.000,bicubic,+4.050,+0.888,0
+dm_nfnet_f5,89.451,10.549,98.309,1.691,377.21,544,0.954,bicubic,+3.645,+0.827,-10
+beit_base_patch16_224,89.438,10.562,98.520,1.480,86.53,224,0.900,bicubic,+4.198,+0.866,+4
+deit_base_distilled_patch16_384,89.431,10.569,98.444,1.556,87.63,384,1.000,bicubic,+4.009,+1.111,-2
+tf_efficientnet_b7_ap,89.419,10.581,98.341,1.659,66.35,600,0.949,bicubic,+4.299,+1.091,+4
+tf_efficientnetv2_l,89.361,10.639,98.273,1.727,118.52,480,1.000,bicubic,+3.859,+0.903,-8
+tf_efficientnet_b6_ap,89.338,10.662,98.281,1.719,43.04,528,0.942,bicubic,+4.554,+1.143,+18
+tf_efficientnet_b8,89.338,10.662,98.305,1.695,87.41,672,0.954,bicubic,+3.988,+0.913,-3
+tf_efficientnet_b4_ns,89.323,10.678,98.352,1.648,19.34,380,0.922,bicubic,+4.172,+0.882,-1
+vit_large_patch16_224,89.308,10.692,98.397,1.603,304.33,224,0.900,bicubic,+3.470,+0.571,-20
+xcit_small_24_p16_384_dist,89.305,10.694,98.332,1.667,47.67,384,1.000,bicubic,+4.201,+1.016,-1
+xcit_medium_24_p8_224_dist,89.286,10.714,98.194,1.806,84.32,224,1.000,bicubic,+4.218,+0.918,+1
+tf_efficientnetv2_m,89.284,10.716,98.241,1.759,54.14,480,1.000,bicubic,+4.238,+0.957,+2
+xcit_small_24_p8_224_dist,89.207,10.793,98.249,1.751,47.63,224,1.000,bicubic,+4.331,+1.051,+9
+xcit_small_12_p16_384_dist,89.203,10.797,98.219,1.781,26.25,384,1.000,bicubic,+4.489,+1.103,+12
+swin_base_patch4_window7_224,89.190,10.810,98.424,1.576,87.77,224,0.900,bicubic,+3.922,+0.866,-10
+eca_nfnet_l2,89.158,10.842,98.313,1.687,56.72,384,1.000,bicubic,+4.438,+1.055,+9
+cait_xs24_384,89.143,10.857,98.290,1.710,26.67,384,1.000,bicubic,+5.089,+1.404,+32
+ig_resnext101_32x32d,89.109,10.891,98.185,1.815,468.53,224,0.875,bilinear,+4.015,+0.747,-8
+ig_resnext101_32x48d,89.107,10.893,98.127,1.873,828.41,224,0.875,bilinear,+3.677,+0.545,-20
+tf_efficientnet_b7,89.086,10.914,98.181,1.819,66.35,600,0.949,bicubic,+4.150,+0.975,0
+ecaresnet269d,89.075,10.925,98.236,1.764,102.09,352,1.000,bicubic,+4.089,+1.008,-4
+xcit_large_24_p16_224_dist,89.045,10.955,98.066,1.934,189.10,224,1.000,bicubic,+4.115,+0.936,-1
+resmlp_big_24_224_in22ft1k,89.019,10.981,98.215,1.785,129.14,224,0.875,bicubic,+4.595,+1.099,+12
+xcit_small_12_p8_224_dist,89.007,10.993,98.078,1.922,26.21,224,1.000,bicubic,+4.767,+1.206,+19
+efficientnetv2_rw_m,88.994,11.006,98.211,1.789,53.24,416,1.000,bicubic,+4.172,+1.065,-2
+dm_nfnet_f2,88.985,11.015,98.187,1.813,193.78,352,0.920,bicubic,+3.939,+0.949,-13
+tf_efficientnet_b5_ap,88.936,11.064,98.168,1.832,30.39,456,0.934,bicubic,+4.678,+1.192,+15
+dm_nfnet_f1,88.915,11.085,98.115,1.885,132.63,320,0.910,bicubic,+4.291,+1.019,0
+tf_efficientnetv2_s_in21ft1k,88.889,11.111,98.275,1.725,21.46,384,1.000,bicubic,+4.593,+1.019,+9
+vit_base_patch16_224,88.857,11.143,98.232,1.768,86.57,224,0.900,bicubic,+4.317,+0.926,-1
+resnetrs270,88.836,11.164,98.140,1.860,129.86,352,1.000,bicubic,+4.396,+0.986,+2
+resnetrs420,88.832,11.168,98.021,1.979,191.89,416,1.000,bicubic,+3.824,+0.895,-16
+vit_small_r26_s32_384,88.814,11.186,98.335,1.665,36.47,384,1.000,bicubic,+4.764,+1.013,+17
+xcit_medium_24_p16_224_dist,88.806,11.194,98.038,1.962,84.40,224,1.000,bicubic,+4.528,+1.096,+5
+ig_resnext101_32x16d,88.804,11.196,98.049,1.951,194.03,224,0.875,bilinear,+4.638,+0.853,+10
+seresnet152d,88.804,11.196,98.174,1.825,66.84,320,1.000,bicubic,+4.442,+1.132,+1
+vit_base_r50_s16_384,88.804,11.196,98.241,1.759,98.95,384,1.000,bicubic,+3.820,+0.943,-19
+xcit_tiny_24_p8_384_dist,88.784,11.216,98.160,1.840,12.11,384,1.000,bicubic,+5.020,+1.456,+27
+resnetrs350,88.757,11.243,98.038,1.962,163.96,384,1.000,bicubic,+4.045,+1.048,-12
+swsl_resnext101_32x8d,88.757,11.243,98.140,1.860,88.79,224,0.875,bilinear,+4.483,+0.966,+1
+tf_efficientnet_b6,88.757,11.243,98.066,1.934,43.04,528,0.942,bicubic,+4.645,+1.178,+6
+vit_base_patch16_224_miil,88.748,11.252,98.029,1.971,86.54,224,0.875,bilinear,+4.472,+1.231,-2
+resnetv2_152x2_bitm,88.708,11.292,98.303,1.697,236.34,448,1.000,bilinear,+4.256,+0.867,-12
+regnety_160,88.697,11.303,98.066,1.934,83.59,288,1.000,bicubic,+4.995,+1.284,+24
+pit_b_distilled_224,88.678,11.322,98.096,1.905,74.79,224,0.900,bicubic,+4.520,+1.238,+1
+regnetz_d,88.652,11.348,98.087,1.913,27.58,320,0.950,bicubic,+4.618,+1.217,+6
+eca_nfnet_l1,88.633,11.367,98.132,1.868,41.41,320,1.000,bicubic,+4.601,+1.100,+6
+vit_small_patch16_384,88.624,11.376,98.239,1.761,22.20,384,1.000,bicubic,+4.830,+1.131,+16
+resnetrs200,88.597,11.403,98.038,1.962,93.21,320,1.000,bicubic,+4.539,+1.164,-1
+resnetv2_152x4_bitm,88.552,11.448,98.189,1.810,936.53,480,1.000,bilinear,+3.614,+0.731,-31
+xcit_small_24_p16_224_dist,88.535,11.465,98.002,1.998,47.67,224,1.000,bicubic,+4.661,+1.274,+6
+resnet200d,88.533,11.467,97.957,2.043,64.69,320,1.000,bicubic,+4.563,+1.139,+3
+resnest269e,88.526,11.474,98.021,1.979,110.93,416,0.928,bicubic,+4.002,+1.035,-23
+efficientnetv2_rw_s,88.484,11.517,97.976,2.024,23.94,384,1.000,bicubic,+4.654,+1.254,+7
+crossvit_18_dagger_408,88.477,11.523,97.895,2.105,44.61,408,1.000,bicubic,+4.293,+1.073,-11
+cait_s24_224,88.451,11.549,97.950,2.050,46.92,224,1.000,bicubic,+4.989,+1.384,+17
+resmlp_big_24_distilled_224,88.447,11.553,97.940,2.060,129.14,224,0.875,bicubic,+4.851,+1.284,+14
+tf_efficientnet_b3_ns,88.441,11.559,98.031,1.968,12.23,300,0.904,bicubic,+4.399,+1.124,-7
+resnetv2_101x3_bitm,88.430,11.570,98.153,1.847,387.93,448,1.000,bilinear,+4.000,+0.781,-25
+resnest200e,88.424,11.576,98.049,1.951,70.20,320,0.909,bicubic,+4.576,+1.159,-2
+vit_large_r50_s32_224,88.424,11.576,98.072,1.928,328.99,224,0.900,bicubic,+3.984,+1.102,-29
+resnetv2_50x3_bitm,88.415,11.585,98.183,1.817,217.32,448,1.000,bilinear,+4.431,+1.053,-8
+tf_efficientnetv2_s,88.396,11.604,97.927,2.073,21.46,384,1.000,bicubic,+4.498,+1.229,-7
+efficientnet_b4,88.366,11.634,97.957,2.043,19.34,384,1.000,bicubic,+4.936,+1.363,+10
+tf_efficientnet_b4_ap,88.351,11.649,97.891,2.109,19.34,380,0.922,bicubic,+5.093,+1.495,+16
+resnet152d,88.347,11.653,97.929,2.071,60.21,320,1.000,bicubic,+4.683,+1.195,+4
+tf_efficientnet_b5,88.315,11.685,97.914,2.086,30.39,456,0.934,bicubic,+4.505,+1.166,-4
+crossvit_15_dagger_408,88.298,11.702,97.874,2.127,28.50,408,1.000,bicubic,+4.472,+1.088,-6
+xcit_small_12_p16_224_dist,88.251,11.749,97.856,2.144,26.25,224,1.000,bicubic,+4.901,+1.434,+9
+resnetrs152,88.246,11.754,97.733,2.267,86.62,320,1.000,bicubic,+4.537,+1.123,-3
+deit_base_distilled_patch16_224,88.217,11.783,97.920,2.080,87.34,224,0.900,bicubic,+4.829,+1.430,+4
+ig_resnext101_32x8d,88.161,11.839,97.856,2.144,88.79,224,0.875,bilinear,+5.451,+1.216,+28
+xcit_large_24_p8_224,88.161,11.839,97.387,2.613,188.93,224,1.000,bicubic,+3.779,+0.731,-37
+xcit_tiny_24_p16_384_dist,88.161,11.839,97.950,2.050,12.12,384,1.000,bicubic,+5.593,+1.656,+33
+cait_xxs36_384,88.142,11.858,97.914,2.086,17.37,384,1.000,bicubic,+5.952,+1.754,+53
+resnetv2_152x2_bit_teacher_384,88.142,11.858,98.044,1.956,236.34,384,1.000,bicubic,+4.298,+0.926,-16
+dm_nfnet_f0,88.135,11.865,97.850,2.150,71.49,256,0.900,bicubic,+4.751,+1.270,-1
+xcit_tiny_12_p8_384_dist,88.093,11.907,97.923,2.077,6.71,384,1.000,bicubic,+5.701,+1.705,+36
+swsl_resnext101_32x4d,88.086,11.914,97.974,2.026,44.18,224,0.875,bilinear,+4.860,+1.206,+4
+xcit_tiny_24_p8_224_dist,88.048,11.952,97.818,2.182,12.11,224,1.000,bicubic,+5.472,+1.638,+26
+nfnet_l0,87.980,12.020,97.865,2.135,35.07,288,1.000,bicubic,+5.228,+1.349,+16
+xcit_small_24_p8_224,87.975,12.025,97.575,2.425,47.63,224,1.000,bicubic,+4.129,+0.943,-23
+eca_nfnet_l0,87.973,12.027,97.874,2.127,24.14,288,1.000,bicubic,+5.381,+1.388,+20
+tf_efficientnet_b4,87.963,12.037,97.737,2.263,19.34,380,0.922,bicubic,+4.933,+1.439,+6
+resnet101d,87.945,12.055,97.903,2.097,44.57,320,1.000,bicubic,+4.921,+1.447,+6
+regnety_032,87.926,12.074,97.888,2.112,19.44,288,1.000,bicubic,+5.204,+1.456,+12
+twins_svt_large,87.907,12.093,97.581,2.419,99.27,224,0.900,bicubic,+4.223,+0.971,-18
+vit_base_patch32_384,87.898,12.101,98.021,1.979,88.30,384,1.000,bicubic,+4.552,+1.177,-9
+twins_pcpvt_large,87.879,12.121,97.859,2.142,60.99,224,0.900,bicubic,+4.741,+1.251,-5
+regnetz_c,87.854,12.146,97.816,2.184,13.46,320,0.940,bicubic,+5.338,+1.456,+19
+deit_base_patch16_384,87.852,12.149,97.510,2.490,86.86,384,1.000,bicubic,+4.745,+1.134,-4
+xcit_small_12_p8_224,87.832,12.168,97.564,2.436,26.21,224,1.000,bicubic,+4.486,+1.088,-12
+resnetv2_50x1_bit_distilled,87.802,12.198,97.901,2.099,25.55,224,0.875,bicubic,+4.980,+1.377,+2
+tresnet_xl_448,87.792,12.208,97.466,2.534,78.44,448,0.875,bilinear,+4.736,+1.282,-5
+tresnet_m,87.734,12.266,97.530,2.470,31.39,224,0.875,bilinear,+4.658,+1.404,-7
+twins_pcpvt_base,87.728,12.272,97.728,2.272,43.83,224,0.900,bicubic,+5.016,+1.380,+3
+gc_efficientnetv2_rw_t,87.717,12.283,97.805,2.195,13.68,288,1.000,bicubic,+5.239,+1.509,+14
+swin_small_patch4_window7_224,87.678,12.322,97.570,2.430,49.61,224,0.900,bicubic,+4.453,+1.240,-16
+resnetv2_101x1_bitm,87.670,12.330,97.942,2.058,44.54,448,1.000,bilinear,+5.340,+1.414,+20
+pnasnet5large,87.657,12.343,97.487,2.513,86.06,331,0.911,bicubic,+4.859,+1.453,-4
+efficientnetv2_rw_t,87.653,12.347,97.681,2.319,13.65,288,1.000,bicubic,+5.315,+1.487,+17
+twins_svt_base,87.629,12.371,97.523,2.477,56.07,224,0.900,bicubic,+4.505,+1.095,-17
+xcit_medium_24_p8_224,87.619,12.381,97.192,2.808,84.32,224,1.000,bicubic,+3.883,+0.806,-37
+jx_nest_base,87.602,12.398,97.513,2.487,67.72,224,0.875,bicubic,+4.048,+1.149,-32
+swsl_resnext101_32x16d,87.595,12.405,97.818,2.182,194.03,224,0.875,bilinear,+4.241,+0.982,-28
+swsl_resnext50_32x4d,87.593,12.407,97.654,2.346,25.03,224,0.875,bilinear,+5.427,+1.420,+24
+levit_384,87.559,12.441,97.545,2.455,39.13,224,0.900,bicubic,+4.967,+1.531,-3
+tf_efficientnet_b2_ns,87.559,12.441,97.626,2.374,9.11,260,0.890,bicubic,+5.169,+1.386,+7
+ecaresnet50t,87.546,12.454,97.649,2.351,25.57,320,0.950,bicubic,+5.182,+1.507,+8
+jx_nest_small,87.495,12.505,97.521,2.479,38.35,224,0.875,bicubic,+4.377,+1.189,-24
+resnetv2_152x2_bit_teacher,87.491,12.509,97.807,2.193,236.34,224,0.875,bicubic,+4.589,+1.239,-19
+efficientnet_b3,87.452,12.548,97.679,2.321,12.23,320,1.000,bicubic,+5.194,+1.563,+14
+resnet61q,87.433,12.567,97.605,2.396,36.85,288,1.000,bicubic,+4.911,+1.471,-5
+cait_xxs24_384,87.399,12.601,97.613,2.387,12.03,384,1.000,bicubic,+6.445,+1.975,+67
+resnet51q,87.388,12.612,97.581,2.419,35.70,288,1.000,bilinear,+5.020,+1.405,+1
+xcit_tiny_24_p8_224,87.375,12.625,97.634,2.366,12.11,224,1.000,bicubic,+5.481,+1.650,+22
+tresnet_l_448,87.373,12.627,97.489,2.511,55.99,448,0.875,bilinear,+5.111,+1.509,+8
+coat_lite_small,87.365,12.635,97.368,2.632,19.84,224,0.900,bicubic,+5.063,+1.508,+3
+nasnetalarge,87.352,12.648,97.412,2.588,88.75,331,0.911,bicubic,+4.716,+1.362,-18
+crossvit_18_dagger_240,87.335,12.665,97.453,2.547,44.27,240,0.875,bicubic,+4.829,+1.381,-10
+crossvit_18_240,87.307,12.693,97.485,2.515,43.27,240,0.875,bicubic,+4.913,+1.423,-8
+resnetv2_101,87.296,12.704,97.329,2.671,44.54,224,0.950,bicubic,+5.264,+1.465,+11
+ecaresnet101d,87.281,12.719,97.560,2.440,44.57,224,0.875,bicubic,+5.109,+1.506,+6
+pit_s_distilled_224,87.264,12.736,97.504,2.496,24.04,224,0.900,bicubic,+5.270,+1.704,+10
+resnest101e,87.262,12.738,97.558,2.442,48.28,256,0.875,bilinear,+4.386,+1.245,-31
+resnetrs101,87.243,12.757,97.455,2.545,63.62,288,0.940,bicubic,+4.949,+1.453,-3
+mixer_b16_224_miil,87.230,12.770,97.417,2.583,59.88,224,0.875,bilinear,+4.928,+1.703,-5
+tresnet_xl,87.230,12.770,97.400,2.600,78.44,224,0.875,bilinear,+5.172,+1.468,+4
+xcit_tiny_12_p8_224_dist,87.224,12.776,97.442,2.558,6.71,224,1.000,bicubic,+6.010,+1.836,+38
+convit_base,87.205,12.795,97.295,2.705,86.54,224,0.875,bicubic,+4.913,+1.361,-6
+tf_efficientnet_b3_ap,87.198,12.802,97.382,2.618,12.23,300,0.904,bicubic,+5.376,+1.762,+10
+xcit_tiny_12_p16_384_dist,87.198,12.802,97.468,2.532,6.72,384,1.000,bicubic,+6.254,+2.054,+50
+visformer_small,87.185,12.815,97.320,2.679,40.22,224,0.900,bicubic,+5.089,+1.443,-2
+crossvit_15_dagger_240,87.153,12.847,97.440,2.560,28.21,240,0.875,bicubic,+4.843,+1.478,-14
+xcit_small_24_p16_224,87.136,12.864,97.256,2.744,47.67,224,1.000,bicubic,+4.558,+1.256,-30
+convit_small,87.044,12.956,97.348,2.652,27.78,224,0.875,bicubic,+5.632,+1.602,+19
+crossvit_15_240,87.038,12.962,97.423,2.577,27.53,240,0.875,bicubic,+5.512,+1.729,+11
+jx_nest_tiny,87.014,12.986,97.380,2.620,17.06,224,0.875,bicubic,+5.581,+1.760,+16
+tf_efficientnetv2_b3,87.014,12.986,97.303,2.697,14.36,300,0.904,bicubic,+5.061,+1.519,-2
+regnetz_b,87.012,12.988,97.429,2.571,9.72,288,0.940,bicubic,+6.294,+1.955,+53
+xcit_small_12_p16_224,87.000,13.000,97.248,2.752,26.25,224,1.000,bicubic,+5.024,+1.430,-5
+deit_small_distilled_patch16_224,86.993,13.007,97.316,2.684,22.44,224,0.900,bicubic,+5.791,+1.938,+26
+resmlp_36_distilled_224,86.987,13.013,97.273,2.727,44.69,224,0.875,bicubic,+5.833,+1.777,+26
+xcit_large_24_p16_224,86.961,13.039,96.923,3.077,189.10,224,1.000,bicubic,+4.063,+1.041,-51
+xcit_medium_24_p16_224,86.940,13.060,97.096,2.904,84.40,224,1.000,bicubic,+4.314,+1.120,-43
+tnt_s_patch16_224,86.901,13.099,97.361,2.639,23.76,224,0.900,bicubic,+5.387,+1.617,+3
+convmixer_1536_20,86.861,13.139,97.346,2.654,51.63,224,0.960,bicubic,+5.485,+1.736,+12
+rexnet_200,86.854,13.146,97.282,2.718,16.37,224,0.875,bicubic,+5.228,+1.610,-3
+vit_small_patch16_224,86.852,13.148,97.598,2.402,22.05,224,0.900,bicubic,+5.466,+1.468,+8
+ssl_resnext101_32x16d,86.850,13.150,97.519,2.481,194.03,224,0.875,bilinear,+5.006,+1.429,-11
+tf_efficientnet_b3,86.842,13.158,97.293,2.707,12.23,300,0.904,bicubic,+5.196,+1.573,-7
+vit_small_r26_s32_224,86.840,13.161,97.532,2.468,36.43,224,0.900,bicubic,+5.001,+1.506,-12
+deit_base_patch16_224,86.827,13.173,97.056,2.944,86.57,224,0.900,bicubic,+4.843,+1.314,-18
+tresnet_m_448,86.814,13.186,97.210,2.791,31.39,448,0.875,bilinear,+5.100,+1.640,-12
+coat_mini,86.810,13.190,97.167,2.833,10.34,224,0.900,bicubic,+5.528,+1.773,+9
+swsl_resnet50,86.801,13.199,97.491,2.509,25.56,224,0.875,bilinear,+5.655,+1.513,+14
+tf_efficientnet_lite4,86.799,13.201,97.256,2.744,13.01,380,0.920,bilinear,+5.259,+1.596,-10
+ssl_resnext101_32x8d,86.797,13.203,97.470,2.530,88.79,224,0.875,bilinear,+5.197,+1.424,-12
+tresnet_l,86.754,13.246,97.271,2.729,55.99,224,0.875,bilinear,+5.270,+1.651,-7
+twins_svt_small,86.754,13.246,97.175,2.825,24.06,224,0.900,bicubic,+5.072,+1.497,-17
+crossvit_base_240,86.735,13.265,97.122,2.878,105.03,240,0.875,bicubic,+4.529,+1.294,-34
+levit_256,86.733,13.267,97.261,2.739,18.89,224,0.900,bicubic,+5.231,+1.781,-11
+crossvit_small_240,86.705,13.295,97.284,2.716,26.86,240,0.875,bicubic,+5.675,+1.818,+13
+seresnext50_32x4d,86.705,13.295,97.207,2.793,27.56,224,0.875,bicubic,+5.437,+1.581,+1
+pit_b_224,86.690,13.310,96.894,3.107,73.76,224,0.900,bicubic,+4.246,+1.181,-53
+tf_efficientnet_b1_ns,86.681,13.319,97.380,2.620,7.79,240,0.882,bicubic,+5.297,+1.642,-8
+swin_tiny_patch4_window7_224,86.671,13.329,97.199,2.801,28.29,224,0.900,bicubic,+5.285,+1.663,-11
+gernet_l,86.652,13.348,97.195,2.805,31.08,256,0.875,bilinear,+5.306,+1.659,-7
+wide_resnet50_2,86.647,13.353,97.205,2.795,68.88,224,0.875,bicubic,+5.197,+1.687,-16
+efficientnet_el,86.622,13.378,97.182,2.818,10.59,300,0.904,bicubic,+5.316,+1.646,-7
+twins_pcpvt_small,86.609,13.391,97.342,2.658,24.11,224,0.900,bicubic,+5.505,+1.700,+1
+resmlp_24_distilled_224,86.607,13.393,97.137,2.863,30.02,224,0.875,bicubic,+5.847,+1.917,+18
+nf_resnet50,86.598,13.402,97.295,2.705,25.56,288,0.940,bicubic,+5.942,+1.959,+21
+efficientnet_b3_pruned,86.585,13.415,97.186,2.814,9.86,300,0.904,bicubic,+5.727,+1.946,+13
+sehalonet33ts,86.585,13.415,97.004,2.995,13.69,256,0.940,bicubic,+5.603,+1.732,+4
+resnest50d_4s2x40d,86.581,13.419,97.271,2.729,30.42,224,0.875,bicubic,+5.461,+1.711,-5
+repvgg_b3,86.570,13.430,97.143,2.857,123.09,224,0.875,bilinear,+6.054,+1.879,+23
+xcit_tiny_24_p16_224_dist,86.543,13.457,97.214,2.786,12.12,224,1.000,bicubic,+6.081,+2.006,+26
+ecaresnet50d,86.479,13.521,97.186,2.814,25.58,224,0.875,bicubic,+5.859,+1.878,+17
+ssl_resnext101_32x4d,86.474,13.526,97.468,2.532,44.18,224,0.875,bilinear,+5.552,+1.738,+4
+gcresnet50t,86.459,13.541,97.141,2.859,25.90,256,0.900,bicubic,+5.521,+1.701,+2
+gluon_resnet152_v1s,86.453,13.547,97.122,2.878,60.32,224,0.875,bicubic,+5.433,+1.700,-5
+haloregnetz_b,86.449,13.551,96.938,3.062,11.68,224,0.940,bicubic,+5.407,+1.738,-9
+resnest50d_1s4x24d,86.440,13.560,97.152,2.848,25.68,224,0.875,bicubic,+5.440,+1.826,-6
+resnetv2_50x1_bitm,86.440,13.560,97.605,2.396,25.55,448,1.000,bilinear,+6.096,+1.918,+27
+repvgg_b3g4,86.359,13.641,97.052,2.949,83.83,224,0.875,bilinear,+6.141,+1.948,+38
+legacy_senet154,86.334,13.666,96.925,3.075,115.09,224,0.875,bilinear,+5.007,+1.419,-25
+gernet_m,86.325,13.675,97.092,2.908,21.14,224,0.875,bilinear,+5.599,+1.914,+4
+cait_xxs36_224,86.321,13.679,97.113,2.887,17.30,224,1.000,bicubic,+6.559,+2.245,+62
+pit_s_224,86.319,13.681,97.045,2.955,23.46,224,0.900,bicubic,+5.219,+1.711,-17
+efficientnet_b2,86.310,13.690,96.990,3.010,9.11,288,1.000,bicubic,+5.700,+1.674,+6
+vit_small_patch32_384,86.304,13.696,97.417,2.583,22.92,384,1.000,bicubic,+5.818,+1.819,+9
+gluon_senet154,86.274,13.726,96.936,3.064,115.09,224,0.875,bicubic,+5.050,+1.584,-27
+resnest50d,86.231,13.769,97.064,2.936,27.48,224,0.875,bilinear,+5.269,+1.686,-14
+convmixer_768_32,86.220,13.780,97.030,2.970,21.11,224,0.960,bicubic,+6.060,+1.956,+32
+efficientnet_el_pruned,86.188,13.812,97.022,2.978,10.59,300,0.904,bicubic,+5.900,+1.800,+21
+ecaresnet101d_pruned,86.182,13.818,97.342,2.658,24.88,224,0.875,bicubic,+5.370,+1.702,-9
+halonet50ts,86.175,13.825,96.785,3.215,22.73,256,0.940,bicubic,+4.826,+1.501,-38
+rexnet_150,86.165,13.835,97.071,2.929,9.73,224,0.875,bicubic,+5.855,+1.911,+15
+cspdarknet53,86.152,13.848,97.013,2.987,27.64,256,0.887,bilinear,+6.102,+1.921,+34
+inception_v4,86.152,13.848,96.921,3.079,42.68,299,0.875,bicubic,+6.008,+1.949,+27
+inception_resnet_v2,86.120,13.880,97.041,2.959,55.84,299,0.897,bicubic,+5.672,+1.733,+4
+xcit_tiny_12_p8_224,86.118,13.882,97.084,2.917,6.71,224,1.000,bicubic,+6.408,+2.026,+50
+ssl_resnext50_32x4d,86.075,13.925,97.212,2.788,25.03,224,0.875,bilinear,+5.773,+1.794,+12
+tf_efficientnet_el,86.071,13.929,96.966,3.034,10.59,300,0.904,bicubic,+5.823,+1.842,+16
+ecaresnetlight,86.045,13.955,97.069,2.931,30.16,224,0.875,bicubic,+5.591,+1.817,-1
+gluon_resnet101_v1s,86.037,13.963,97.026,2.974,44.67,224,0.875,bicubic,+5.755,+1.864,+11
+resnetv2_50,86.020,13.980,96.911,3.089,25.55,224,0.950,bicubic,+5.614,+1.831,-1
+gcresnext50ts,86.009,13.991,96.966,3.034,15.67,256,0.900,bicubic,+5.415,+1.786,-11
+gluon_seresnext101_32x4d,86.007,13.993,96.979,3.021,48.96,224,0.875,bicubic,+5.131,+1.687,-25
+seresnet33ts,86.005,13.995,97.009,2.991,19.78,256,0.900,bicubic,+5.633,+1.895,0
+resnet50d,85.994,14.006,96.985,3.015,25.58,224,0.875,bicubic,+5.456,+1.825,-13
+tf_efficientnet_b2_ap,85.977,14.023,96.808,3.192,9.11,260,0.890,bicubic,+5.671,+1.776,+2
+ecaresnet26t,85.964,14.036,97.032,2.968,16.01,320,0.950,bicubic,+6.130,+1.948,+32
+vit_base_patch32_224,85.960,14.040,97.128,2.872,88.22,224,0.900,bicubic,+5.228,+1.562,-24
+gluon_seresnext101_64x4d,85.951,14.049,96.987,3.013,88.23,224,0.875,bicubic,+5.081,+1.681,-30
+gluon_resnet152_v1d,85.906,14.094,96.808,3.192,60.21,224,0.875,bicubic,+5.430,+1.606,-15
+vit_large_patch32_384,85.902,14.098,97.370,2.630,306.63,384,1.000,bicubic,+4.396,+1.284,-68
+tf_efficientnetv2_b2,85.900,14.100,96.883,3.117,10.10,260,0.890,bicubic,+5.686,+1.839,+6
+tf_efficientnet_b2,85.881,14.119,96.855,3.145,9.11,260,0.890,bicubic,+5.813,+1.951,+12
+vit_base_patch16_sam_224,85.879,14.121,96.706,3.294,86.57,224,0.900,bicubic,+5.637,+1.944,+1
+repvgg_b2g4,85.857,14.143,96.821,3.179,61.76,224,0.875,bilinear,+6.477,+2.127,+48
+seresnet50,85.830,14.170,97.002,2.998,28.09,224,0.875,bicubic,+5.582,+1.932,-3
+gluon_resnet101_v1d,85.827,14.173,96.661,3.339,44.57,224,0.875,bicubic,+5.423,+1.637,-16
+gcresnet33ts,85.804,14.196,96.896,3.104,19.88,256,0.900,bicubic,+5.718,+1.904,+6
+mixnet_xl,85.785,14.215,96.721,3.280,11.90,224,0.875,bicubic,+5.317,+1.788,-23
+ens_adv_inception_resnet_v2,85.781,14.220,96.757,3.243,55.84,299,0.897,bicubic,+5.802,+1.821,+9
+cspresnext50,85.763,14.237,96.838,3.162,20.57,224,0.875,bilinear,+5.711,+1.888,+5
+tf_efficientnet_lite3,85.759,14.241,96.894,3.107,8.20,300,0.904,bilinear,+5.939,+1.984,+19
+gluon_resnext101_32x4d,85.744,14.256,96.616,3.384,44.18,224,0.875,bicubic,+5.406,+1.708,-17
+ese_vovnet39b,85.742,14.258,96.902,3.098,24.57,224,0.875,bicubic,+6.438,+2.178,+44
+legacy_seresnext101_32x4d,85.738,14.262,96.763,3.237,48.96,224,0.875,bilinear,+5.516,+1.751,-9
+eca_resnet33ts,85.736,14.264,96.900,3.100,19.68,256,0.900,bicubic,+5.640,+1.926,-3
+xcit_tiny_24_p16_224,85.736,14.264,96.938,3.062,12.12,224,1.000,bicubic,+6.284,+2.050,+33
+cspresnet50,85.725,14.275,96.802,3.198,21.62,256,0.887,bilinear,+6.149,+2.100,+26
+regnety_320,85.723,14.277,96.727,3.273,145.05,224,0.875,bicubic,+4.929,+1.481,-47
+gluon_resnext101_64x4d,85.704,14.296,96.646,3.354,83.46,224,0.875,bicubic,+5.078,+1.644,-42
+resnet50,85.704,14.296,96.490,3.510,25.56,224,0.950,bicubic,+5.322,+1.896,-28
+resmlp_big_24_224,85.697,14.303,96.417,3.583,129.14,224,0.875,bicubic,+4.665,+1.395,-64
+xception71,85.693,14.307,96.772,3.228,42.34,299,0.903,bicubic,+5.809,+1.840,0
+efficientnet_em,85.691,14.309,96.941,3.059,6.90,240,0.882,bicubic,+6.431,+2.148,+40
+deit_small_patch16_224,85.663,14.337,96.906,3.094,22.05,224,0.900,bicubic,+5.797,+1.850,+1
+dpn107,85.650,14.350,96.725,3.275,86.92,224,0.875,bicubic,+5.478,+1.821,-17
+pit_xs_distilled_224,85.644,14.356,96.665,3.335,11.00,224,0.900,bicubic,+6.350,+2.291,+35
+efficientnet_b2_pruned,85.637,14.363,96.746,3.254,8.31,260,0.890,bicubic,+5.731,+1.892,-6
+resmlp_36_224,85.623,14.377,96.795,3.205,44.69,224,0.875,bicubic,+5.846,+1.909,+4
+levit_192,85.586,14.414,96.744,3.256,10.95,224,0.900,bicubic,+5.726,+1.942,-3
+gluon_resnet152_v1c,85.576,14.425,96.652,3.348,60.21,224,0.875,bicubic,+5.664,+1.800,-10
+ecaresnet50d_pruned,85.573,14.427,96.934,3.066,19.94,224,0.875,bicubic,+5.867,+2.060,+5
+resnext50d_32x4d,85.561,14.439,96.746,3.254,25.05,224,0.875,bicubic,+5.897,+1.880,+7
+tf_efficientnetv2_b1,85.556,14.444,96.721,3.280,8.14,240,0.882,bicubic,+6.082,+2.001,+14
+regnety_120,85.541,14.459,96.774,3.226,51.82,224,0.875,bicubic,+5.155,+1.652,-43
+regnetx_320,85.516,14.484,96.667,3.333,107.81,224,0.875,bicubic,+5.268,+1.641,-34
+nf_regnet_b1,85.496,14.504,96.791,3.209,10.22,288,0.900,bicubic,+6.200,+2.049,+24
+dpn92,85.484,14.516,96.635,3.365,37.67,224,0.875,bicubic,+5.490,+1.799,-20
+rexnet_130,85.465,14.536,96.686,3.314,7.56,224,0.875,bicubic,+5.968,+2.012,+8
+gluon_resnet152_v1b,85.458,14.542,96.560,3.440,60.19,224,0.875,bicubic,+5.778,+1.824,-1
+resnetrs50,85.433,14.568,96.731,3.269,35.69,224,0.910,bicubic,+5.562,+1.761,-16
+dpn131,85.411,14.589,96.637,3.363,79.25,224,0.875,bicubic,+5.577,+1.925,-14
+dla102x2,85.383,14.617,96.635,3.365,41.28,224,0.875,bilinear,+5.943,+1.991,+8
+regnetx_160,85.364,14.636,96.633,3.367,54.28,224,0.875,bicubic,+5.530,+1.809,-14
+gmlp_s16_224,85.349,14.651,96.641,3.358,19.42,224,0.875,bicubic,+5.707,+2.019,-3
+gluon_seresnext50_32x4d,85.343,14.657,96.671,3.329,27.56,224,0.875,bicubic,+5.419,+1.843,-26
+skresnext50_32x4d,85.315,14.685,96.394,3.606,27.48,224,0.875,bicubic,+5.173,+1.750,-35
+gluon_resnet101_v1c,85.311,14.689,96.415,3.585,44.57,224,0.875,bicubic,+5.777,+1.827,-2
+dpn98,85.309,14.691,96.466,3.534,61.57,224,0.875,bicubic,+5.655,+1.862,-8
+xception65,85.304,14.696,96.633,3.367,39.92,299,0.903,bicubic,+5.758,+1.973,-5
+lambda_resnet26t,85.300,14.700,96.723,3.277,10.96,256,0.940,bicubic,+6.192,+2.135,+21
+regnety_064,85.287,14.713,96.633,3.367,30.58,224,0.875,bicubic,+5.557,+1.871,-17
+dpn68b,85.285,14.715,96.473,3.527,12.61,224,0.875,bicubic,+6.069,+2.051,+15
+resnetblur50,85.277,14.723,96.516,3.484,25.56,224,0.875,bicubic,+5.977,+1.986,+5
+resmlp_24_224,85.275,14.726,96.499,3.502,30.02,224,0.875,bicubic,+5.888,+1.953,-3
+coat_lite_mini,85.249,14.751,96.684,3.316,11.01,224,0.900,bicubic,+6.149,+2.082,+17
+resnet33ts,85.242,14.758,96.620,3.380,19.68,256,0.900,bicubic,+6.028,+2.048,+12
+resnext50_32x4d,85.232,14.768,96.526,3.474,25.03,224,0.875,bicubic,+5.432,+1.912,-27
+regnety_080,85.232,14.768,96.635,3.365,39.18,224,0.875,bicubic,+5.360,+1.803,-34
+cait_xxs24_224,85.221,14.779,96.718,3.282,11.96,224,1.000,bicubic,+6.845,+2.402,+50
+halonet26t,85.213,14.787,96.466,3.534,12.48,256,0.950,bicubic,+6.079,+2.150,+10
+xcit_tiny_12_p16_224_dist,85.206,14.794,96.605,3.395,6.72,224,1.000,bicubic,+6.626,+2.401,+33
+resnext101_32x8d,85.187,14.813,96.449,3.551,88.79,224,0.875,bilinear,+5.875,+1.927,-6
+gluon_inception_v3,85.183,14.817,96.531,3.470,23.83,299,0.875,bicubic,+6.385,+2.151,+24
+resnet32ts,85.174,14.826,96.624,3.376,17.96,256,0.900,bicubic,+6.154,+2.262,+13
+hrnet_w48,85.155,14.845,96.490,3.510,77.47,224,0.875,bilinear,+5.833,+1.976,-10
+regnetx_120,85.138,14.862,96.473,3.527,46.11,224,0.875,bicubic,+5.532,+1.743,-24
+gluon_resnet101_v1b,85.129,14.871,96.370,3.630,44.55,224,0.875,bicubic,+5.829,+1.734,-8
+tf_efficientnet_b1_ap,85.129,14.871,96.407,3.593,7.79,240,0.882,bicubic,+5.855,+2.105,-6
+xception,85.129,14.871,96.477,3.523,22.86,299,0.897,bicubic,+6.081,+2.081,+7
+gluon_xception65,85.123,14.877,96.599,3.401,39.92,299,0.903,bicubic,+5.421,+1.731,-33
+hrnet_w64,85.117,14.883,96.746,3.254,128.06,224,0.875,bilinear,+5.660,+2.092,-23
+ssl_resnet50,85.104,14.896,96.862,3.139,25.56,224,0.875,bilinear,+5.868,+2.029,-8
+res2net101_26w_4s,85.089,14.911,96.385,3.615,45.21,224,0.875,bilinear,+5.897,+1.947,-4
+lambda_resnet26rpt_256,85.084,14.916,96.558,3.442,10.99,256,0.940,bicubic,+6.116,+2.130,+6
+tf_efficientnet_cc_b1_8e,85.072,14.928,96.424,3.576,39.72,240,0.882,bicubic,+5.746,+2.056,-21
+xcit_nano_12_p8_384_dist,85.029,14.971,96.629,3.371,3.05,384,1.000,bicubic,+7.211,+2.595,+62
+gluon_resnext50_32x4d,85.010,14.990,96.426,3.574,25.03,224,0.875,bicubic,+5.646,+2.002,-24
+tf_efficientnet_b0_ns,85.003,14.997,96.496,3.504,5.29,224,0.875,bicubic,+6.345,+2.126,+15
+resnest26d,84.997,15.003,96.629,3.371,17.07,224,0.875,bilinear,+6.519,+2.333,+20
+coat_tiny,84.969,15.031,96.409,3.591,5.50,224,0.900,bicubic,+6.535,+2.375,+25
+regnety_040,84.948,15.052,96.601,3.399,20.65,224,0.875,bicubic,+5.720,+1.955,-16
+eca_halonext26ts,84.918,15.082,96.445,3.555,10.76,256,0.940,bicubic,+6.078,+2.189,+2
+dla169,84.914,15.086,96.522,3.478,53.39,224,0.875,bilinear,+6.216,+2.190,+7
+legacy_seresnext50_32x4d,84.909,15.091,96.437,3.563,27.56,224,0.875,bilinear,+5.831,+2.005,-11
+tf_efficientnet_b1,84.907,15.093,96.362,3.638,7.79,240,0.882,bicubic,+6.071,+2.168,0
+hrnet_w44,84.886,15.114,96.432,3.568,67.06,224,0.875,bilinear,+5.996,+2.050,-4
+regnetx_080,84.875,15.125,96.428,3.572,39.57,224,0.875,bicubic,+5.655,+1.882,-21
+gluon_resnet50_v1s,84.852,15.148,96.447,3.553,25.68,224,0.875,bicubic,+6.156,+2.199,+3
+res2net50_26w_8s,84.843,15.157,96.338,3.662,48.40,224,0.875,bilinear,+5.863,+2.054,-10
+dla60_res2next,84.828,15.172,96.413,3.587,17.03,224,0.875,bilinear,+6.386,+2.255,+13
+mixnet_l,84.826,15.174,96.328,3.672,7.33,224,0.875,bicubic,+5.846,+2.148,-13
+levit_128,84.822,15.178,96.351,3.649,9.21,224,0.900,bicubic,+6.356,+2.341,+8
+dla60_res2net,84.820,15.180,96.481,3.519,20.85,224,0.875,bilinear,+6.358,+2.273,+8
+vit_tiny_patch16_384,84.820,15.180,96.714,3.286,5.79,384,1.000,bicubic,+6.374,+2.170,+8
+tv_resnet152,84.818,15.182,96.219,3.781,60.19,224,0.875,bilinear,+6.496,+2.175,+16
+dla102x,84.813,15.187,96.548,3.452,26.31,224,0.875,bilinear,+6.301,+2.322,+1
+gluon_resnet50_v1d,84.811,15.189,96.394,3.606,25.58,224,0.875,bicubic,+5.747,+1.934,-23
+xception41,84.809,15.191,96.413,3.587,26.97,299,0.903,bicubic,+6.277,+2.129,-2
+pit_xs_224,84.783,15.217,96.505,3.495,10.62,224,0.900,bicubic,+6.599,+2.341,+18
+regnetx_064,84.783,15.217,96.492,3.508,26.21,224,0.875,bicubic,+5.723,+2.026,-25
+hrnet_w40,84.745,15.255,96.556,3.444,57.56,224,0.875,bilinear,+5.819,+2.078,-20
+repvgg_b2,84.726,15.274,96.484,3.517,89.02,224,0.875,bilinear,+5.932,+2.058,-14
+res2net50_26w_6s,84.724,15.276,96.274,3.726,37.05,224,0.875,bilinear,+6.158,+2.156,-8
+resmlp_12_distilled_224,84.707,15.293,96.225,3.775,15.35,224,0.875,bicubic,+6.763,+2.663,+25
+legacy_seresnet152,84.696,15.304,96.417,3.583,66.82,224,0.875,bilinear,+6.034,+2.041,-13
+selecsls60b,84.655,15.345,96.298,3.702,32.77,224,0.875,bicubic,+6.247,+2.122,0
+hrnet_w32,84.653,15.347,96.413,3.587,41.23,224,0.875,bilinear,+6.211,+2.217,-3
+bat_resnext26ts,84.640,15.360,96.285,3.715,10.73,256,0.900,bicubic,+6.378,+2.185,+4
+tf_efficientnetv2_b0,84.625,15.375,96.272,3.728,7.14,224,0.875,bicubic,+6.255,+2.246,+1
+efficientnet_b1,84.615,15.385,96.336,3.664,7.79,256,1.000,bicubic,+5.811,+1.990,-24
+regnetx_040,84.600,15.400,96.385,3.615,22.12,224,0.875,bicubic,+6.116,+2.131,-13
+efficientnet_es,84.591,15.409,96.315,3.685,5.44,224,0.875,bicubic,+6.509,+2.371,+10
+hrnet_w30,84.591,15.409,96.392,3.608,37.71,224,0.875,bilinear,+6.389,+2.164,+3
+tf_mixnet_l,84.559,15.441,96.247,3.753,7.33,224,0.875,bicubic,+5.781,+2.247,-25
+wide_resnet101_2,84.555,15.445,96.351,3.649,126.89,224,0.875,bilinear,+5.701,+2.067,-32
+dla60x,84.529,15.471,96.291,3.709,17.35,224,0.875,bilinear,+6.283,+2.267,-2
+legacy_seresnet101,84.502,15.498,96.338,3.662,49.33,224,0.875,bilinear,+6.118,+2.074,-10
+resnet26t,84.465,15.535,96.210,3.790,16.01,256,0.940,bicubic,+6.593,+2.376,+14
+tf_efficientnet_em,84.463,15.537,96.178,3.822,6.90,240,0.882,bicubic,+6.321,+2.120,0
+coat_lite_tiny,84.457,15.543,96.370,3.630,5.72,224,0.900,bicubic,+6.943,+2.454,+28
+efficientnet_b1_pruned,84.399,15.601,96.138,3.862,6.33,240,0.882,bicubic,+6.149,+2.302,-8
+repvgg_b1,84.399,15.601,96.202,3.798,57.42,224,0.875,bilinear,+6.021,+2.098,-14
+res2net50_26w_4s,84.371,15.629,96.080,3.920,25.70,224,0.875,bilinear,+6.385,+2.232,+3
+hardcorenas_f,84.322,15.678,96.027,3.973,8.20,224,0.875,bilinear,+6.218,+2.233,-3
+res2net50_14w_8s,84.307,15.693,96.074,3.926,25.06,224,0.875,bilinear,+6.173,+2.218,-5
+selecsls60,84.282,15.718,96.091,3.909,30.67,224,0.875,bicubic,+6.298,+2.259,+1
+regnetx_032,84.230,15.770,96.255,3.745,15.30,224,0.875,bicubic,+6.080,+2.169,-9
+res2next50,84.230,15.770,96.003,3.997,24.67,224,0.875,bilinear,+5.988,+2.099,-13
+gluon_resnet50_v1c,84.209,15.791,96.165,3.835,25.58,224,0.875,bicubic,+6.203,+2.177,-4
+dla102,84.192,15.808,96.223,3.777,33.27,224,0.875,bilinear,+6.164,+2.265,-6
+gcresnext26ts,84.181,15.819,96.084,3.916,10.48,256,0.900,bicubic,+6.361,+2.258,+6
+rexnet_100,84.173,15.827,96.253,3.747,4.80,224,0.875,bicubic,+6.313,+2.377,+2
+tf_inception_v3,84.128,15.872,95.918,4.082,23.83,299,0.875,bicubic,+6.268,+2.272,+2
+seresnext26ts,84.124,15.876,96.069,3.931,10.39,256,0.900,bicubic,+6.276,+2.281,+2
+res2net50_48w_2s,84.121,15.879,95.965,4.035,25.29,224,0.875,bilinear,+6.588,+2.407,+12
+resnet34d,84.104,15.896,95.975,4.025,21.82,224,0.875,bicubic,+6.990,+2.593,+25
+tf_efficientnet_lite2,84.092,15.908,96.063,3.937,6.09,260,0.890,bicubic,+6.610,+2.315,+12
+xcit_tiny_12_p16_224,84.083,15.917,96.230,3.771,6.72,224,1.000,bicubic,+6.963,+2.512,+22
+efficientnet_b0,84.034,15.966,95.956,4.044,5.29,224,0.875,bicubic,+6.330,+2.434,+1
+crossvit_9_dagger_240,84.030,15.970,96.080,3.920,8.78,240,0.875,bicubic,+7.040,+2.474,+26
+hardcorenas_e,83.972,16.028,95.901,4.099,8.07,224,0.875,bilinear,+6.172,+2.205,-2
+gmixer_24_224,83.970,16.030,95.852,4.148,24.72,224,0.875,bicubic,+5.918,+2.184,-19
+tf_efficientnet_cc_b0_8e,83.970,16.030,96.072,3.929,24.01,224,0.875,bicubic,+6.062,+2.415,-12
+regnety_016,83.955,16.045,95.997,4.003,11.20,224,0.875,bicubic,+6.091,+2.273,-11
+tv_resnext50_32x4d,83.955,16.045,95.948,4.052,25.03,224,0.875,bilinear,+6.345,+2.264,-3
+gluon_resnet50_v1b,83.942,16.058,96.018,3.982,25.56,224,0.875,bicubic,+6.366,+2.296,0
+densenet161,83.900,16.101,96.014,3.986,28.68,224,0.875,bicubic,+6.547,+2.378,+7
+mobilenetv2_120d,83.887,16.113,95.905,4.095,5.83,224,0.875,bicubic,+6.601,+2.393,+9
+seresnext26t_32x4d,83.887,16.113,95.943,4.057,16.81,224,0.875,bicubic,+5.909,+2.201,-21
+adv_inception_v3,83.876,16.124,95.939,4.061,23.83,299,0.875,bicubic,+6.298,+2.199,-5
+tv_resnet101,83.855,16.145,95.888,4.112,44.55,224,0.875,bilinear,+6.487,+2.328,+2
+inception_v3,83.771,16.229,95.898,4.101,23.83,299,0.875,bicubic,+6.307,+2.422,-2
+hardcorenas_d,83.763,16.237,95.734,4.266,7.50,224,0.875,bilinear,+6.339,+2.248,-1
+dla60,83.735,16.265,95.933,4.067,22.04,224,0.875,bilinear,+6.701,+2.609,+11
+xcit_nano_12_p8_224_dist,83.733,16.267,95.948,4.052,3.05,224,1.000,bicubic,+7.403,+2.862,+31
+seresnext26d_32x4d,83.724,16.276,95.847,4.153,16.81,224,0.875,bicubic,+6.138,+2.243,-12
+repvgg_b1g4,83.695,16.305,96.029,3.971,39.97,224,0.875,bilinear,+6.101,+2.187,-14
+eca_resnext26ts,83.692,16.308,95.939,4.061,10.30,256,0.900,bicubic,+6.242,+2.361,-7
+convmixer_1024_20_ks9_p14,83.688,16.312,95.886,4.114,24.38,224,0.960,bicubic,+6.744,+2.528,+10
+legacy_seresnet50,83.671,16.329,95.982,4.018,28.09,224,0.875,bilinear,+6.033,+2.236,-19
+tf_efficientnet_b0_ap,83.660,16.340,95.783,4.217,5.29,224,0.875,bicubic,+6.556,+2.519,+1
+skresnet34,83.650,16.350,95.920,4.080,22.28,224,0.875,bicubic,+6.730,+2.600,+8
+tf_efficientnet_cc_b0_4e,83.639,16.361,95.730,4.270,13.31,224,0.875,bicubic,+6.319,+2.408,-8
+resmlp_12_224,83.573,16.427,95.760,4.240,15.35,224,0.875,bicubic,+6.919,+2.588,+14
+mobilenetv3_large_100_miil,83.549,16.451,95.450,4.550,5.48,224,0.875,bilinear,+5.637,+2.546,-35
+densenet201,83.547,16.453,95.807,4.193,20.01,224,0.875,bicubic,+6.257,+2.327,-10
+gernet_s,83.522,16.478,95.792,4.208,8.17,224,0.875,bilinear,+6.616,+2.658,+4
+legacy_seresnext26_32x4d,83.515,16.485,95.719,4.281,16.79,224,0.875,bicubic,+6.421,+2.409,-5
+mixnet_m,83.513,16.487,95.691,4.309,5.01,224,0.875,bicubic,+6.239,+2.269,-11
+tf_efficientnet_b0,83.513,16.487,95.717,4.283,5.29,224,0.875,bicubic,+6.667,+2.487,+2
+hrnet_w18,83.500,16.500,95.907,4.093,21.30,224,0.875,bilinear,+6.742,+2.469,+4
+densenetblur121d,83.475,16.525,95.817,4.183,8.00,224,0.875,bicubic,+6.885,+2.625,+8
+selecsls42b,83.460,16.540,95.749,4.251,32.46,224,0.875,bicubic,+6.270,+2.359,-14
+resnext26ts,83.457,16.543,95.726,4.274,10.30,256,0.900,bicubic,+6.686,+2.596,0
+tf_efficientnet_lite1,83.355,16.645,95.638,4.362,5.42,240,0.882,bicubic,+6.691,+2.404,+2
+hardcorenas_c,83.336,16.664,95.713,4.287,5.52,224,0.875,bilinear,+6.286,+2.541,-12
+regnetx_016,83.186,16.814,95.740,4.260,9.19,224,0.875,bicubic,+6.240,+2.314,-9
+mobilenetv2_140,83.176,16.824,95.685,4.315,6.11,224,0.875,bicubic,+6.660,+2.685,+6
+tf_mixnet_m,83.174,16.826,95.469,4.531,5.01,224,0.875,bicubic,+6.216,+2.303,-12
+xcit_nano_12_p16_384_dist,83.174,16.826,95.743,4.257,3.05,384,1.000,bicubic,+7.706,+3.067,+22
+dpn68,83.171,16.829,95.589,4.411,12.61,224,0.875,bicubic,+6.877,+2.627,+7
+tf_efficientnet_es,83.167,16.833,95.591,4.409,5.44,224,0.875,bicubic,+6.577,+2.379,-1
+ese_vovnet19b_dw,83.114,16.886,95.790,4.210,6.54,224,0.875,bicubic,+6.290,+2.510,-10
+levit_128s,83.065,16.935,95.533,4.467,7.78,224,0.900,bicubic,+6.527,+2.669,-2
+resnet26d,83.043,16.957,95.602,4.398,16.01,224,0.875,bicubic,+6.353,+2.454,-9
+repvgg_a2,82.999,17.002,95.600,4.400,28.21,224,0.875,bilinear,+6.519,+2.580,-1
+tv_resnet50,82.954,17.046,95.472,4.529,25.56,224,0.875,bilinear,+6.802,+2.594,+2
+hardcorenas_b,82.877,17.123,95.386,4.614,5.18,224,0.875,bilinear,+6.347,+2.634,-5
+densenet121,82.815,17.185,95.585,4.415,7.98,224,0.875,bicubic,+7.247,+2.933,+9
+vit_tiny_r_s16_p8_384,82.693,17.307,95.862,4.138,6.36,384,1.000,bicubic,+6.721,+2.590,+2
+densenet169,82.661,17.339,95.593,4.407,14.15,224,0.875,bicubic,+6.763,+2.569,+3
+mixnet_s,82.525,17.476,95.352,4.648,4.13,224,0.875,bicubic,+6.531,+2.560,-2
+vit_small_patch32_224,82.510,17.490,95.674,4.326,22.88,224,0.900,bicubic,+6.516,+2.398,-2
+regnety_008,82.478,17.523,95.480,4.520,6.26,224,0.875,bicubic,+6.158,+2.412,-7
+efficientnet_lite0,82.388,17.612,95.286,4.714,4.65,224,0.875,bicubic,+6.884,+2.770,+6
+resnest14d,82.362,17.638,95.324,4.676,10.61,224,0.875,bilinear,+6.856,+2.804,+4
+hardcorenas_a,82.305,17.695,95.294,4.706,5.26,224,0.875,bilinear,+6.393,+2.780,-4
+efficientnet_es_pruned,82.279,17.721,95.301,4.699,5.44,224,0.875,bicubic,+7.283,+2.861,+15
+mobilenetv3_rw,82.268,17.732,95.241,4.759,5.48,224,0.875,bicubic,+6.650,+2.529,-2
+semnasnet_100,82.253,17.747,95.239,4.761,3.89,224,0.875,bicubic,+6.801,+2.633,+4
+mobilenetv3_large_100,82.177,17.823,95.196,4.804,5.48,224,0.875,bicubic,+6.403,+2.656,-6
+resnet34,82.125,17.875,95.136,4.864,21.80,224,0.875,bilinear,+7.013,+2.860,+7
+mobilenetv2_110d,82.076,17.924,95.076,4.923,4.52,224,0.875,bicubic,+7.024,+2.889,+9
+vit_tiny_patch16_224,82.044,17.956,95.493,4.507,5.72,224,0.900,bicubic,+6.590,+2.641,-1
+tf_mixnet_s,82.040,17.960,95.130,4.870,4.13,224,0.875,bicubic,+6.356,+2.494,-9
+repvgg_b0,82.006,17.994,95.102,4.898,15.82,224,0.875,bilinear,+6.854,+2.688,+1
+deit_tiny_distilled_patch16_224,82.001,17.999,95.147,4.853,5.91,224,0.900,bicubic,+7.477,+3.251,+14
+mixer_b16_224,81.997,18.003,94.447,5.553,59.88,224,0.875,bicubic,+5.375,+2.219,-29
+pit_ti_distilled_224,81.972,18.029,95.156,4.845,5.10,224,0.900,bicubic,+7.442,+3.056,+11
+hrnet_w18_small_v2,81.959,18.041,95.166,4.834,15.60,224,0.875,bilinear,+6.853,+2.754,0
+tf_efficientnet_lite0,81.950,18.050,95.160,4.840,4.65,224,0.875,bicubic,+7.118,+2.984,+3
+resnet26,81.942,18.058,95.245,4.755,16.00,224,0.875,bicubic,+6.650,+2.671,-7
+tf_mobilenetv3_large_100,81.841,18.159,95.076,4.923,5.48,224,0.875,bilinear,+6.331,+2.469,-14
+tv_densenet121,81.728,18.272,95.036,4.964,7.98,224,0.875,bicubic,+6.982,+2.882,+2
+regnety_006,81.703,18.297,95.113,4.887,6.06,224,0.875,bicubic,+6.436,+2.579,-9
+dla34,81.643,18.357,94.874,5.126,15.74,224,0.875,bilinear,+7.035,+2.816,+2
+xcit_nano_12_p8_224,81.641,18.359,95.264,4.736,3.05,224,1.000,bicubic,+7.729,+3.098,+10
+crossvit_9_240,81.630,18.370,94.983,5.017,8.55,240,0.875,bicubic,+7.648,+3.013,+8
+fbnetc_100,81.555,18.445,94.948,5.052,5.57,224,0.875,bilinear,+6.435,+2.574,-11
+legacy_seresnet34,81.532,18.468,94.899,5.101,21.96,224,0.875,bilinear,+6.740,+2.771,-5
+regnetx_008,81.508,18.492,95.062,4.938,7.26,224,0.875,bicubic,+6.452,+2.714,-10
+gluon_resnet34_v1b,81.489,18.511,94.808,5.192,21.80,224,0.875,bicubic,+6.897,+2.811,-3
+mnasnet_100,81.472,18.528,94.893,5.107,4.38,224,0.875,bicubic,+6.798,+2.795,-6
+vgg19_bn,81.451,18.549,94.778,5.222,143.68,224,0.875,bilinear,+7.217,+2.924,-2
+convit_tiny,81.115,18.885,95.044,4.955,5.71,224,0.875,bicubic,+8.003,+3.325,+11
+crossvit_tiny_240,81.100,18.900,94.991,5.009,7.01,240,0.875,bicubic,+7.756,+3.069,+7
+spnasnet_100,80.866,19.134,94.511,5.489,4.42,224,0.875,bilinear,+6.788,+2.691,-4
+ghostnet_100,80.699,19.301,94.291,5.709,5.18,224,0.875,bilinear,+6.715,+2.831,-3
+regnety_004,80.648,19.352,94.692,5.308,4.34,224,0.875,bicubic,+6.636,+2.926,-5
+skresnet18,80.624,19.376,94.383,5.617,11.96,224,0.875,bicubic,+7.602,+3.213,+7
+regnetx_006,80.616,19.384,94.526,5.474,6.20,224,0.875,bicubic,+6.770,+2.844,-2
+pit_ti_224,80.597,19.404,94.618,5.383,4.85,224,0.900,bicubic,+7.675,+3.208,+7
+swsl_resnet18,80.562,19.438,94.746,5.254,11.69,224,0.875,bilinear,+7.280,+2.988,+2
+vgg16_bn,80.535,19.465,94.583,5.417,138.37,224,0.875,bilinear,+7.175,+3.091,-2
+resnet18d,80.387,19.613,94.244,5.756,11.71,224,0.875,bicubic,+8.119,+3.560,+10
+tv_resnet34,80.377,19.623,94.430,5.570,21.80,224,0.875,bilinear,+7.073,+3.008,-2
+mobilenetv2_100,80.257,19.743,94.197,5.803,3.50,224,0.875,bicubic,+7.305,+3.195,+1
+xcit_nano_12_p16_224_dist,80.225,19.775,94.363,5.637,3.05,224,1.000,bicubic,+7.913,+3.511,+6
+vit_base_patch32_sam_224,80.212,19.788,93.821,6.179,88.22,224,0.900,bicubic,+6.512,+2.813,-9
+eca_botnext26ts_256,80.118,19.882,94.244,5.756,10.59,256,0.950,bicubic,+6.240,+2.456,-12
+ssl_resnet18,80.114,19.886,94.594,5.406,11.69,224,0.875,bilinear,+7.502,+3.174,-1
+tf_mobilenetv3_large_075,80.088,19.912,94.186,5.814,3.99,224,0.875,bilinear,+6.638,+2.846,-11
+deit_tiny_patch16_224,80.009,19.991,94.445,5.555,5.72,224,0.900,bicubic,+7.849,+3.333,+4
+hrnet_w18_small,79.544,20.456,93.909,6.091,13.19,224,0.875,bilinear,+7.212,+3.223,-1
+vgg19,79.484,20.516,93.881,6.119,143.67,224,0.875,bilinear,+7.096,+2.995,-3
+regnetx_004,79.424,20.576,93.849,6.151,5.16,224,0.875,bicubic,+7.034,+3.031,-5
+tf_mobilenetv3_large_minimal_100,79.232,20.768,93.706,6.294,3.92,224,0.875,bilinear,+6.980,+3.070,-1
+legacy_seresnet18,79.151,20.849,93.778,6.222,11.78,224,0.875,bicubic,+7.417,+3.440,+2
+vgg16,79.031,20.968,93.642,6.358,138.36,224,0.875,bilinear,+7.447,+3.252,+2
+vit_tiny_r_s16_p8_224,78.997,21.003,93.911,6.089,6.34,224,0.900,bicubic,+7.199,+3.087,-1
+vgg13_bn,78.987,21.013,93.655,6.345,133.05,224,0.875,bilinear,+7.423,+3.281,+1
+gluon_resnet18_v1b,78.376,21.624,93.134,6.866,11.69,224,0.875,bicubic,+7.542,+3.374,+1
+vgg11_bn,77.926,22.074,93.228,6.772,132.87,224,0.875,bilinear,+7.564,+3.422,+1
+xcit_nano_12_p16_224,77.909,22.091,93.437,6.563,3.05,224,1.000,bicubic,+7.937,+3.679,+2
+regnety_002,77.417,22.583,92.916,7.084,3.16,224,0.875,bicubic,+7.135,+3.372,0
+mixer_l16_224,77.294,22.706,90.557,9.443,208.20,224,0.875,bicubic,+5.228,+2.903,-8
+resnet18,77.276,22.724,92.760,7.240,11.69,224,0.875,bilinear,+7.537,+3.674,+1
+vgg13,77.234,22.766,92.702,7.298,133.05,224,0.875,bilinear,+7.296,+3.444,-1
+vgg11,76.397,23.603,92.171,7.829,132.86,224,0.875,bilinear,+7.349,+3.535,0
+regnetx_002,76.102,23.898,92.205,7.795,2.68,224,0.875,bicubic,+7.352,+3.645,0
+dla60x_c,75.656,24.344,92.164,7.836,1.32,224,0.875,bilinear,+7.744,+3.746,+2
+botnet26t_256,75.146,24.854,91.996,8.004,12.49,256,0.950,bicubic,+6.600,+3.300,-1
+tf_mobilenetv3_small_100,74.736,25.264,91.274,8.726,2.54,224,0.875,bilinear,+6.810,+3.598,-1
+dla46x_c,73.645,26.355,91.110,8.890,1.07,224,0.875,bilinear,+7.669,+4.122,0
+tf_mobilenetv3_small_075,72.816,27.184,90.031,9.969,2.04,224,0.875,bilinear,+7.096,+3.895,0
+dla46_c,72.607,27.393,90.495,9.505,1.30,224,0.875,bilinear,+7.737,+4.201,0
+tf_mobilenetv3_small_minimal_100,70.107,29.893,88.516,11.485,2.04,224,0.875,bilinear,+7.199,+4.269,0

results/results-imagenet.csv

@@ -1,421 +1,519 @@
 model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation
-tf_efficientnet_l2_ns,88.352,11.648,98.650,1.350,480.31,800,0.960,bicubic
-tf_efficientnet_l2_ns_475,88.234,11.766,98.546,1.454,480.31,475,0.936,bicubic
-swin_large_patch4_window12_384,87.148,12.852,98.234,1.766,196.74,384,1.000,bicubic
-vit_large_patch16_384,87.080,12.920,98.300,1.700,304.72,384,1.000,bicubic
-tf_efficientnet_b7_ns,86.840,13.160,98.094,1.906,66.35,600,0.949,bicubic
-cait_m48_448,86.484,13.516,97.754,2.246,356.46,448,1.000,bicubic
-tf_efficientnet_b6_ns,86.452,13.548,97.882,2.118,43.04,528,0.942,bicubic
-swin_base_patch4_window12_384,86.432,13.568,98.058,1.942,87.90,384,1.000,bicubic
-swin_large_patch4_window7_224,86.320,13.680,97.896,2.104,196.53,224,0.900,bicubic
-tf_efficientnetv2_l_in21ft1k,86.304,13.696,97.978,2.022,118.52,480,1.000,bicubic
-vit_large_r50_s32_384,86.184,13.816,97.918,2.082,329.09,384,1.000,bicubic
-dm_nfnet_f6,86.144,13.856,97.730,2.270,438.36,576,0.956,bicubic
-tf_efficientnet_b5_ns,86.088,13.912,97.752,2.248,30.39,456,0.934,bicubic
-cait_m36_384,86.054,13.946,97.730,2.270,271.22,384,1.000,bicubic
-vit_base_patch16_384,86.006,13.994,98.000,2.000,86.86,384,1.000,bicubic
-vit_large_patch16_224,85.842,14.158,97.824,2.176,304.33,224,0.900,bicubic
-dm_nfnet_f5,85.814,14.186,97.488,2.512,377.21,544,0.954,bicubic
-dm_nfnet_f4,85.714,14.286,97.520,2.480,316.07,512,0.951,bicubic
-tf_efficientnetv2_m_in21ft1k,85.588,14.412,97.752,2.248,54.14,480,1.000,bicubic
-dm_nfnet_f3,85.522,14.478,97.462,2.538,254.92,416,0.940,bicubic
-tf_efficientnetv2_l,85.490,14.510,97.372,2.628,118.52,480,1.000,bicubic
-cait_s36_384,85.460,14.540,97.480,2.520,68.37,384,1.000,bicubic
-ig_resnext101_32x48d,85.428,14.572,97.572,2.428,828.41,224,0.875,bilinear
+beit_large_patch16_512,88.584,11.416,98.660,1.340,305.67,512,1.000,bicubic
+beit_large_patch16_384,88.382,11.618,98.608,1.392,305.00,384,1.000,bicubic
+tf_efficientnet_l2_ns,88.346,11.654,98.654,1.346,480.31,800,0.960,bicubic
+tf_efficientnet_l2_ns_475,88.238,11.762,98.550,1.450,480.31,475,0.936,bicubic
+beit_large_patch16_224,87.476,12.524,98.318,1.682,304.43,224,0.900,bicubic
+swin_large_patch4_window12_384,87.150,12.850,98.238,1.762,196.74,384,1.000,bicubic
+vit_large_patch16_384,87.092,12.908,98.306,1.694,304.72,384,1.000,bicubic
+tf_efficientnet_b7_ns,86.830,13.170,98.084,1.916,66.35,600,0.949,bicubic
+beit_base_patch16_384,86.808,13.192,98.140,1.860,86.74,384,1.000,bicubic
+cait_m48_448,86.494,13.506,97.750,2.250,356.46,448,1.000,bicubic
+tf_efficientnet_b6_ns,86.446,13.554,97.880,2.120,43.04,528,0.942,bicubic
+swin_base_patch4_window12_384,86.436,13.564,98.066,1.934,87.90,384,1.000,bicubic
+tf_efficientnetv2_xl_in21ft1k,86.404,13.596,97.868,2.132,208.12,512,1.000,bicubic
+swin_large_patch4_window7_224,86.316,13.684,97.890,2.110,196.53,224,0.900,bicubic
+tf_efficientnetv2_l_in21ft1k,86.292,13.708,97.984,2.016,118.52,480,1.000,bicubic
+vit_large_r50_s32_384,86.180,13.820,97.924,2.076,329.09,384,1.000,bicubic
+dm_nfnet_f6,86.130,13.870,97.740,2.260,438.36,576,0.956,bicubic
+tf_efficientnet_b5_ns,86.076,13.924,97.752,2.248,30.39,456,0.934,bicubic
+cait_m36_384,86.056,13.944,97.730,2.270,271.22,384,1.000,bicubic
+vit_base_patch16_384,86.000,14.000,98.006,1.994,86.86,384,1.000,bicubic
+xcit_large_24_p8_384_dist,85.996,14.004,97.688,2.312,188.93,384,1.000,bicubic
+vit_large_patch16_224,85.838,14.162,97.826,2.174,304.33,224,0.900,bicubic
+xcit_medium_24_p8_384_dist,85.820,14.180,97.594,2.406,84.32,384,1.000,bicubic
+dm_nfnet_f5,85.806,14.194,97.482,2.518,377.21,544,0.954,bicubic
+xcit_large_24_p16_384_dist,85.770,14.230,97.534,2.466,189.10,384,1.000,bicubic
+dm_nfnet_f4,85.700,14.300,97.514,2.486,316.07,512,0.951,bicubic
+tf_efficientnetv2_m_in21ft1k,85.598,14.402,97.752,2.248,54.14,480,1.000,bicubic
+xcit_small_24_p8_384_dist,85.566,14.434,97.576,2.424,47.63,384,1.000,bicubic
+dm_nfnet_f3,85.532,14.468,97.458,2.542,254.92,416,0.940,bicubic
+tf_efficientnetv2_l,85.502,14.498,97.370,2.630,118.52,480,1.000,bicubic
+cait_s36_384,85.454,14.546,97.482,2.518,68.37,384,1.000,bicubic
+ig_resnext101_32x48d,85.430,14.570,97.582,2.418,828.41,224,0.875,bilinear
+xcit_medium_24_p16_384_dist,85.426,14.574,97.408,2.592,84.40,384,1.000,bicubic
 deit_base_distilled_patch16_384,85.422,14.578,97.332,2.668,87.63,384,1.000,bicubic
-tf_efficientnet_b8,85.370,14.630,97.390,2.610,87.41,672,0.954,bicubic
-tf_efficientnet_b8_ap,85.370,14.630,97.294,2.706,87.41,672,0.954,bicubic
-swin_base_patch4_window7_224,85.252,14.748,97.562,2.438,87.77,224,0.900,bicubic
-tf_efficientnet_b4_ns,85.162,14.838,97.470,2.530,19.34,380,0.922,bicubic
-tf_efficientnet_b7_ap,85.120,14.880,97.252,2.748,66.35,600,0.949,bicubic
+xcit_large_24_p8_224_dist,85.400,14.600,97.416,2.584,188.93,224,1.000,bicubic
+tf_efficientnet_b8_ap,85.374,14.626,97.298,2.702,87.41,672,0.954,bicubic
+tf_efficientnet_b8,85.350,14.650,97.392,2.608,87.41,672,0.954,bicubic
+swin_base_patch4_window7_224,85.268,14.732,97.558,2.442,87.77,224,0.900,bicubic
+beit_base_patch16_224,85.240,14.760,97.654,2.346,86.53,224,0.900,bicubic
+tf_efficientnet_b4_ns,85.150,14.850,97.470,2.530,19.34,380,0.922,bicubic
+tf_efficientnet_b7_ap,85.120,14.880,97.250,2.750,66.35,600,0.949,bicubic
+xcit_small_24_p16_384_dist,85.104,14.896,97.316,2.684,47.67,384,1.000,bicubic
 ig_resnext101_32x32d,85.094,14.906,97.438,2.562,468.53,224,0.875,bilinear
-dm_nfnet_f2,85.064,14.936,97.240,2.760,193.78,352,0.920,bicubic
-cait_s24_384,85.046,14.954,97.346,2.654,47.06,384,1.000,bicubic
-tf_efficientnetv2_m,85.044,14.956,97.278,2.722,54.14,480,1.000,bicubic
-resnetrs420,85.008,14.992,97.124,2.876,191.89,416,1.000,bicubic
-ecaresnet269d,84.976,15.024,97.226,2.774,102.09,352,1.000,bicubic
-vit_base_r50_s16_384,84.972,15.028,97.288,2.712,98.95,384,1.000,bicubic
-tf_efficientnet_b7,84.936,15.064,97.204,2.796,66.35,600,0.949,bicubic
-resnetv2_152x4_bitm,84.916,15.084,97.442,2.558,936.53,480,1.000,bilinear
-efficientnetv2_rw_m,84.808,15.192,97.148,2.852,53.24,416,1.000,bicubic
-tf_efficientnet_b6_ap,84.788,15.212,97.138,2.862,43.04,528,0.942,bicubic
-resnetrs350,84.720,15.280,96.988,3.012,163.96,384,1.000,bicubic
-eca_nfnet_l2,84.698,15.302,97.264,2.736,56.72,384,1.000,bicubic
-dm_nfnet_f1,84.626,15.374,97.100,2.900,132.63,320,0.910,bicubic
-vit_base_patch16_224,84.532,15.468,97.294,2.706,86.57,224,0.900,bicubic
-resnest269e,84.518,15.482,96.986,3.014,110.93,416,0.928,bicubic
-resnetv2_152x2_bitm,84.510,15.490,97.432,2.568,236.34,448,1.000,bilinear
-resnetv2_101x3_bitm,84.440,15.560,97.382,2.618,387.93,448,1.000,bilinear
-resnetrs270,84.434,15.566,96.970,3.030,129.86,352,1.000,bicubic
-vit_large_r50_s32_224,84.434,15.566,97.164,2.836,328.99,224,0.900,bicubic
-resmlp_big_24_224_in22ft1k,84.394,15.606,97.120,2.880,129.14,224,0.875,bicubic
-seresnet152d,84.362,15.638,97.040,2.960,66.84,320,1.000,bicubic
-tf_efficientnetv2_s_in21ft1k,84.302,15.698,97.252,2.748,21.46,384,1.000,bicubic
-swsl_resnext101_32x8d,84.284,15.716,97.176,2.824,88.79,224,0.875,bilinear
-vit_base_patch16_224_miil,84.268,15.732,96.802,3.198,86.54,224,0.875,bilinear
-tf_efficientnet_b5_ap,84.252,15.748,96.974,3.026,30.39,456,0.934,bicubic
-ig_resnext101_32x16d,84.170,15.830,97.196,2.804,194.03,224,0.875,bilinear
-pit_b_distilled_224,84.144,15.856,96.856,3.144,74.79,224,0.900,bicubic
-tf_efficientnet_b6,84.110,15.890,96.886,3.114,43.04,528,0.942,bicubic
-resnetrs200,84.066,15.934,96.874,3.126,93.21,320,1.000,bicubic
-cait_xs24_384,84.062,15.938,96.888,3.112,26.67,384,1.000,bicubic
-tf_efficientnet_b3_ns,84.048,15.952,96.910,3.090,12.23,300,0.904,bicubic
-vit_small_r26_s32_384,84.046,15.954,97.328,2.672,36.47,384,1.000,bicubic
-resnetv2_50x3_bitm,84.014,15.986,97.124,2.876,217.32,448,1.000,bilinear
-eca_nfnet_l1,84.010,15.990,97.028,2.972,41.41,320,1.000,bicubic
-resnet200d,83.962,16.038,96.824,3.176,64.69,320,1.000,bicubic
-tf_efficientnetv2_s,83.894,16.106,96.698,3.302,21.46,384,1.000,bicubic
+xcit_small_12_p8_384_dist,85.082,14.918,97.270,2.730,26.21,384,1.000,bicubic
+xcit_medium_24_p8_224_dist,85.068,14.932,97.276,2.724,84.32,224,1.000,bicubic
+dm_nfnet_f2,85.046,14.954,97.238,2.762,193.78,352,0.920,bicubic
+tf_efficientnetv2_m,85.046,14.954,97.284,2.716,54.14,480,1.000,bicubic
+cait_s24_384,85.044,14.956,97.350,2.650,47.06,384,1.000,bicubic
+resnetrs420,85.008,14.992,97.126,2.874,191.89,416,1.000,bicubic
+ecaresnet269d,84.986,15.014,97.228,2.772,102.09,352,1.000,bicubic
+vit_base_r50_s16_384,84.984,15.016,97.298,2.702,98.95,384,1.000,bicubic
+resnetv2_152x4_bitm,84.938,15.062,97.458,2.542,936.53,480,1.000,bilinear
+tf_efficientnet_b7,84.936,15.064,97.206,2.794,66.35,600,0.949,bicubic
+xcit_large_24_p16_224_dist,84.930,15.070,97.130,2.870,189.10,224,1.000,bicubic
+xcit_small_24_p8_224_dist,84.876,15.124,97.198,2.802,47.63,224,1.000,bicubic
+efficientnetv2_rw_m,84.822,15.178,97.146,2.854,53.24,416,1.000,bicubic
+tf_efficientnet_b6_ap,84.784,15.216,97.138,2.862,43.04,528,0.942,bicubic
+eca_nfnet_l2,84.720,15.280,97.258,2.742,56.72,384,1.000,bicubic
+xcit_small_12_p16_384_dist,84.714,15.286,97.116,2.884,26.25,384,1.000,bicubic
+resnetrs350,84.712,15.288,96.990,3.010,163.96,384,1.000,bicubic
+dm_nfnet_f1,84.624,15.376,97.096,2.904,132.63,320,0.910,bicubic
+vit_base_patch16_224,84.540,15.460,97.306,2.694,86.57,224,0.900,bicubic
+resnest269e,84.524,15.476,96.986,3.014,110.93,416,0.928,bicubic
+resnetv2_152x2_bitm,84.452,15.548,97.436,2.564,236.34,448,1.000,bilinear
+vit_large_r50_s32_224,84.440,15.560,97.154,2.846,328.99,224,0.900,bicubic
+resnetrs270,84.440,15.560,96.970,3.030,129.86,352,1.000,bicubic
+resnetv2_101x3_bitm,84.430,15.570,97.372,2.628,387.93,448,1.000,bilinear
+resmlp_big_24_224_in22ft1k,84.424,15.576,97.116,2.884,129.14,224,0.875,bicubic
+xcit_large_24_p8_224,84.382,15.618,96.656,3.344,188.93,224,1.000,bicubic
+seresnet152d,84.362,15.638,97.042,2.958,66.84,320,1.000,bicubic
+tf_efficientnetv2_s_in21ft1k,84.296,15.704,97.256,2.744,21.46,384,1.000,bicubic
+xcit_medium_24_p16_224_dist,84.278,15.722,96.942,3.058,84.40,224,1.000,bicubic
+vit_base_patch16_224_miil,84.276,15.724,96.798,3.202,86.54,224,0.875,bilinear
+swsl_resnext101_32x8d,84.274,15.726,97.174,2.826,88.79,224,0.875,bilinear
+tf_efficientnet_b5_ap,84.258,15.742,96.976,3.024,30.39,456,0.934,bicubic
+xcit_small_12_p8_224_dist,84.240,15.760,96.872,3.128,26.21,224,1.000,bicubic
+crossvit_18_dagger_408,84.184,15.816,96.822,3.178,44.61,408,1.000,bicubic
+ig_resnext101_32x16d,84.166,15.834,97.196,2.804,194.03,224,0.875,bilinear
+pit_b_distilled_224,84.158,15.842,96.858,3.142,74.79,224,0.900,bicubic
+tf_efficientnet_b6,84.112,15.888,96.888,3.112,43.04,528,0.942,bicubic
+resnetrs200,84.058,15.942,96.874,3.126,93.21,320,1.000,bicubic
+cait_xs24_384,84.054,15.946,96.886,3.114,26.67,384,1.000,bicubic
+vit_small_r26_s32_384,84.050,15.950,97.322,2.678,36.47,384,1.000,bicubic
+tf_efficientnet_b3_ns,84.042,15.958,96.908,3.092,12.23,300,0.904,bicubic
+regnetz_d,84.034,15.966,96.870,3.130,27.58,320,0.950,bicubic
+eca_nfnet_l1,84.032,15.968,97.032,2.968,41.41,320,1.000,bicubic
+resnetv2_50x3_bitm,83.984,16.016,97.130,2.870,217.32,448,1.000,bilinear
+resnet200d,83.970,16.030,96.818,3.182,64.69,320,1.000,bicubic
+tf_efficientnetv2_s,83.898,16.102,96.698,3.302,21.46,384,1.000,bicubic
+xcit_small_24_p16_224_dist,83.874,16.126,96.728,3.272,47.67,224,1.000,bicubic
+resnest200e,83.848,16.152,96.890,3.110,70.20,320,0.909,bicubic
+xcit_small_24_p8_224,83.846,16.154,96.632,3.368,47.63,224,1.000,bicubic
 resnetv2_152x2_bit_teacher_384,83.844,16.156,97.118,2.882,236.34,384,1.000,bicubic
-resnest200e,83.832,16.168,96.894,3.106,70.20,320,0.909,bicubic
-tf_efficientnet_b5,83.812,16.188,96.748,3.252,30.39,456,0.934,bicubic
-efficientnetv2_rw_s,83.808,16.192,96.724,3.276,23.94,384,1.000,bicubic
-vit_small_patch16_384,83.802,16.198,97.102,2.898,22.20,384,1.000,bicubic
-resnetrs152,83.712,16.288,96.614,3.386,86.62,320,1.000,bicubic
-regnety_160,83.686,16.314,96.776,3.224,83.59,288,1.000,bicubic
-resnet152d,83.680,16.320,96.738,3.262,60.21,320,1.000,bicubic
-twins_svt_large,83.678,16.322,96.594,3.406,99.27,224,0.900,bicubic
-resmlp_big_24_distilled_224,83.590,16.410,96.648,3.352,129.14,224,0.875,bicubic
-cait_s24_224,83.452,16.548,96.564,3.436,46.92,224,1.000,bicubic
-efficientnet_b4,83.428,16.572,96.596,3.404,19.34,384,1.000,bicubic
-deit_base_distilled_patch16_224,83.388,16.612,96.488,3.512,87.34,224,0.900,bicubic
-dm_nfnet_f0,83.386,16.614,96.572,3.428,71.49,256,0.900,bicubic
-vit_base_patch32_384,83.350,16.650,96.836,3.164,88.30,384,1.000,bicubic
-swsl_resnext101_32x16d,83.346,16.654,96.846,3.154,194.03,224,0.875,bilinear
-tf_efficientnet_b4_ap,83.248,16.752,96.392,3.608,19.34,380,0.922,bicubic
-swsl_resnext101_32x4d,83.230,16.770,96.760,3.240,44.18,224,0.875,bilinear
-swin_small_patch4_window7_224,83.212,16.788,96.322,3.678,49.61,224,0.900,bicubic
-twins_pcpvt_large,83.140,16.860,96.598,3.402,60.99,224,0.900,bicubic
-twins_svt_base,83.136,16.864,96.418,3.582,56.07,224,0.900,bicubic
-deit_base_patch16_384,83.106,16.894,96.372,3.628,86.86,384,1.000,bicubic
-tresnet_m,83.080,16.920,96.118,3.882,31.39,224,0.875,bilinear
-tresnet_xl_448,83.050,16.950,96.174,3.826,78.44,448,0.875,bilinear
-resnet101d,83.022,16.978,96.446,3.554,44.57,320,1.000,bicubic
-tf_efficientnet_b4,83.022,16.978,96.300,3.700,19.34,380,0.922,bicubic
-resnest101e,82.890,17.110,96.320,3.680,48.28,256,0.875,bilinear
-resnetv2_152x2_bit_teacher,82.862,17.138,96.568,3.432,236.34,224,0.875,bicubic
-resnetv2_50x1_bit_distilled,82.818,17.182,96.522,3.478,25.55,224,0.875,bicubic
-pnasnet5large,82.782,17.218,96.040,3.960,86.06,331,0.911,bicubic
-nfnet_l0,82.750,17.250,96.516,3.484,35.07,288,1.000,bicubic
-regnety_032,82.724,17.276,96.424,3.576,19.44,288,1.000,bicubic
-twins_pcpvt_base,82.708,17.292,96.346,3.654,43.83,224,0.900,bicubic
-ig_resnext101_32x8d,82.688,17.312,96.636,3.364,88.79,224,0.875,bilinear
-nasnetalarge,82.620,17.380,96.046,3.954,88.75,331,0.911,bicubic
-levit_384,82.586,17.414,96.016,3.984,39.13,224,0.900,bicubic
-eca_nfnet_l0,82.580,17.420,96.490,3.510,24.14,288,1.000,bicubic
-pit_b_224,82.446,17.554,95.710,4.290,73.76,224,0.900,bicubic
-tf_efficientnet_b2_ns,82.380,17.620,96.248,3.752,9.11,260,0.890,bicubic
-resnet51q,82.360,17.640,96.180,3.820,35.70,288,1.000,bilinear
-ecaresnet50t,82.346,17.654,96.138,3.862,25.57,320,0.950,bicubic
-resnetv2_101x1_bitm,82.332,17.668,96.518,3.482,44.54,448,1.000,bilinear
-coat_lite_small,82.308,17.692,95.850,4.150,19.84,224,0.900,bicubic
-mixer_b16_224_miil,82.308,17.692,95.716,4.284,59.88,224,0.875,bilinear
-convit_base,82.290,17.710,95.938,4.062,86.54,224,0.875,bicubic
-resnetrs101,82.288,17.712,96.008,3.992,63.62,288,0.940,bicubic
-tresnet_l_448,82.268,17.732,95.976,4.024,55.99,448,0.875,bilinear
-efficientnet_b3,82.242,17.758,96.114,3.886,12.23,320,1.000,bicubic
-cait_xxs36_384,82.194,17.806,96.148,3.852,17.37,384,1.000,bicubic
-swsl_resnext50_32x4d,82.182,17.818,96.230,3.770,25.03,224,0.875,bilinear
-ecaresnet101d,82.172,17.828,96.046,3.954,44.57,224,0.875,bicubic
-visformer_small,82.106,17.894,95.872,4.128,40.22,224,0.900,bicubic
-tresnet_xl,82.054,17.946,95.936,4.064,78.44,224,0.875,bilinear
-deit_base_patch16_224,81.998,18.002,95.734,4.266,86.57,224,0.900,bicubic
-pit_s_distilled_224,81.996,18.004,95.798,4.202,24.04,224,0.900,bicubic
-tf_efficientnetv2_b3,81.970,18.030,95.782,4.218,14.36,300,0.904,bicubic
-vit_small_r26_s32_224,81.858,18.142,96.022,3.978,36.43,224,0.900,bicubic
-ssl_resnext101_32x16d,81.844,18.156,96.096,3.904,194.03,224,0.875,bilinear
-tf_efficientnet_b3_ap,81.822,18.178,95.624,4.376,12.23,300,0.904,bicubic
-tresnet_m_448,81.714,18.286,95.572,4.428,31.39,448,0.875,bilinear
-twins_svt_small,81.682,18.318,95.670,4.330,24.06,224,0.900,bicubic
-tf_efficientnet_b3,81.636,18.364,95.718,4.282,12.23,300,0.904,bicubic
-rexnet_200,81.632,18.368,95.668,4.332,16.37,224,0.875,bicubic
-ssl_resnext101_32x8d,81.616,18.384,96.038,3.962,88.79,224,0.875,bilinear
-tf_efficientnet_lite4,81.536,18.464,95.668,4.332,13.01,380,0.920,bilinear
-tnt_s_patch16_224,81.518,18.482,95.748,4.252,23.76,224,0.900,bicubic
-levit_256,81.510,18.490,95.490,4.510,18.89,224,0.900,bicubic
-vit_large_patch32_384,81.506,18.494,96.092,3.908,306.63,384,1.000,bicubic
-tresnet_l,81.490,18.510,95.624,4.376,55.99,224,0.875,bilinear
-wide_resnet50_2,81.456,18.544,95.532,4.468,68.88,224,0.875,bicubic
-convit_small,81.426,18.574,95.744,4.256,27.78,224,0.875,bicubic
-vit_small_patch16_224,81.402,18.598,96.134,3.866,22.05,224,0.900,bicubic
-tf_efficientnet_b1_ns,81.388,18.612,95.738,4.262,7.79,240,0.882,bicubic
-swin_tiny_patch4_window7_224,81.378,18.622,95.540,4.460,28.29,224,0.900,bicubic
-gernet_l,81.354,18.646,95.536,4.464,31.08,256,0.875,bilinear
-efficientnet_el,81.316,18.684,95.526,4.474,10.59,300,0.904,bicubic
-legacy_senet154,81.310,18.690,95.496,4.504,115.09,224,0.875,bilinear
-coat_mini,81.268,18.732,95.392,4.608,10.34,224,0.900,bicubic
-seresnext50_32x4d,81.266,18.734,95.620,4.380,27.56,224,0.875,bicubic
-gluon_senet154,81.234,18.766,95.348,4.652,115.09,224,0.875,bicubic
-deit_small_distilled_patch16_224,81.200,18.800,95.378,4.622,22.44,224,0.900,bicubic
-swsl_resnet50,81.166,18.834,95.972,4.028,25.56,224,0.875,bilinear
-resmlp_36_distilled_224,81.160,18.840,95.488,4.512,44.69,224,0.875,bicubic
-resnest50d_4s2x40d,81.108,18.892,95.558,4.442,30.42,224,0.875,bicubic
-pit_s_224,81.094,18.906,95.332,4.668,23.46,224,0.900,bicubic
-twins_pcpvt_small,81.088,18.912,95.642,4.358,24.11,224,0.900,bicubic
-resmlp_big_24_224,81.028,18.972,95.022,4.978,129.14,224,0.875,bicubic
-gluon_resnet152_v1s,81.016,18.984,95.412,4.588,60.32,224,0.875,bicubic
-resnest50d_1s4x24d,80.988,19.012,95.322,4.678,25.68,224,0.875,bicubic
-resnest50d,80.974,19.026,95.378,4.622,27.48,224,0.875,bilinear
-cait_xxs24_384,80.966,19.034,95.646,4.354,12.03,384,1.000,bicubic
-ssl_resnext101_32x4d,80.924,19.076,95.728,4.272,44.18,224,0.875,bilinear
-gluon_seresnext101_32x4d,80.904,19.096,95.294,4.706,48.96,224,0.875,bicubic
-gluon_seresnext101_64x4d,80.894,19.106,95.308,4.692,88.23,224,0.875,bicubic
-efficientnet_b3_pruned,80.858,19.142,95.242,4.758,9.86,300,0.904,bicubic
-ecaresnet101d_pruned,80.818,19.182,95.628,4.372,24.88,224,0.875,bicubic
-regnety_320,80.812,19.188,95.244,4.756,145.05,224,0.875,bicubic
-resmlp_24_distilled_224,80.766,19.234,95.218,4.782,30.02,224,0.875,bicubic
-gernet_m,80.732,19.268,95.184,4.816,21.14,224,0.875,bilinear
-vit_base_patch32_224,80.724,19.276,95.568,4.432,88.22,224,0.900,bicubic
-nf_resnet50,80.660,19.340,95.336,4.664,25.56,288,0.940,bicubic
-efficientnet_b2,80.612,19.388,95.318,4.682,9.11,288,1.000,bicubic
-gluon_resnext101_64x4d,80.604,19.396,94.988,5.012,83.46,224,0.875,bicubic
-ecaresnet50d,80.592,19.408,95.320,4.680,25.58,224,0.875,bicubic
-resnet50d,80.530,19.470,95.160,4.840,25.58,224,0.875,bicubic
-repvgg_b3,80.492,19.508,95.260,4.740,123.09,224,0.875,bilinear
-vit_small_patch32_384,80.480,19.520,95.598,4.402,22.92,384,1.000,bicubic
-mixnet_xl,80.476,19.524,94.936,5.064,11.90,224,0.875,bicubic
-gluon_resnet152_v1d,80.474,19.526,95.206,4.794,60.21,224,0.875,bicubic
-ecaresnetlight,80.462,19.538,95.250,4.750,30.16,224,0.875,bicubic
-inception_resnet_v2,80.458,19.542,95.306,4.694,55.84,299,0.897,bicubic
-gluon_resnet101_v1d,80.414,19.586,95.014,4.986,44.57,224,0.875,bicubic
-regnety_120,80.366,19.634,95.126,4.874,51.82,224,0.875,bicubic
-resnetv2_50x1_bitm,80.342,19.658,95.684,4.316,25.55,448,1.000,bilinear
-gluon_resnext101_32x4d,80.334,19.666,94.926,5.074,44.18,224,0.875,bicubic
-ssl_resnext50_32x4d,80.318,19.682,95.406,4.594,25.03,224,0.875,bilinear
-rexnet_150,80.310,19.690,95.166,4.834,9.73,224,0.875,bicubic
-gluon_resnet101_v1s,80.302,19.698,95.160,4.840,44.67,224,0.875,bicubic
-tf_efficientnet_b2_ap,80.300,19.700,95.028,4.972,9.11,260,0.890,bicubic
-efficientnet_el_pruned,80.300,19.700,95.218,4.782,10.59,300,0.904,bicubic
-seresnet50,80.274,19.726,95.070,4.930,28.09,224,0.875,bicubic
-tf_efficientnet_el,80.250,19.750,95.128,4.872,10.59,300,0.904,bicubic
-regnetx_320,80.246,19.754,95.026,4.974,107.81,224,0.875,bicubic
-legacy_seresnext101_32x4d,80.228,19.772,95.018,4.982,48.96,224,0.875,bilinear
-repvgg_b3g4,80.212,19.788,95.110,4.890,83.83,224,0.875,bilinear
-tf_efficientnetv2_b2,80.208,19.792,95.042,4.958,10.10,260,0.890,bicubic
-inception_v4,80.168,19.832,94.968,5.032,42.68,299,0.875,bicubic
-dpn107,80.156,19.844,94.910,5.090,86.92,224,0.875,bicubic
-skresnext50_32x4d,80.156,19.844,94.642,5.358,27.48,224,0.875,bicubic
-tf_efficientnet_b2,80.086,19.914,94.908,5.092,9.11,260,0.890,bicubic
-cspdarknet53,80.058,19.942,95.084,4.916,27.64,256,0.887,bilinear
-cspresnext50,80.040,19.960,94.944,5.056,20.57,224,0.875,bilinear
-dpn92,80.008,19.992,94.836,5.164,37.67,224,0.875,bicubic
-ens_adv_inception_resnet_v2,79.982,20.018,94.938,5.062,55.84,299,0.897,bicubic
-gluon_seresnext50_32x4d,79.918,20.082,94.822,5.178,27.56,224,0.875,bicubic
-efficientnet_b2_pruned,79.916,20.084,94.856,5.144,8.31,260,0.890,bicubic
-gluon_resnet152_v1c,79.910,20.090,94.840,5.160,60.21,224,0.875,bicubic
-resnetrs50,79.892,20.108,94.968,5.032,35.69,224,0.910,bicubic
-regnety_080,79.876,20.124,94.830,5.170,39.18,224,0.875,bicubic
-xception71,79.874,20.126,94.922,5.078,42.34,299,0.903,bicubic
-deit_small_patch16_224,79.856,20.144,95.052,4.948,22.05,224,0.900,bicubic
-regnetx_160,79.856,20.144,94.830,5.170,54.28,224,0.875,bicubic
-ecaresnet26t,79.854,20.146,95.084,4.916,16.01,320,0.950,bicubic
-levit_192,79.842,20.158,94.786,5.214,10.95,224,0.900,bicubic
-dpn131,79.822,20.178,94.710,5.290,79.25,224,0.875,bicubic
-tf_efficientnet_lite3,79.820,20.180,94.914,5.086,8.20,300,0.904,bilinear
-resmlp_36_224,79.770,20.230,94.886,5.114,44.69,224,0.875,bicubic
-resnext50_32x4d,79.768,20.232,94.598,5.402,25.03,224,0.875,bicubic
-cait_xxs36_224,79.750,20.250,94.866,5.134,17.30,224,1.000,bicubic
-regnety_064,79.722,20.278,94.768,5.232,30.58,224,0.875,bicubic
-ecaresnet50d_pruned,79.716,20.284,94.880,5.120,19.94,224,0.875,bicubic
-gluon_xception65,79.716,20.284,94.860,5.140,39.92,299,0.903,bicubic
-gluon_resnet152_v1b,79.686,20.314,94.736,5.264,60.19,224,0.875,bicubic
-resnext50d_32x4d,79.676,20.324,94.866,5.134,25.05,224,0.875,bicubic
-dpn98,79.642,20.358,94.598,5.402,61.57,224,0.875,bicubic
-regnetx_120,79.596,20.404,94.738,5.262,46.11,224,0.875,bicubic
-cspresnet50,79.574,20.426,94.712,5.288,21.62,256,0.887,bilinear
-xception65,79.552,20.448,94.654,5.346,39.92,299,0.903,bicubic
-gluon_resnet101_v1c,79.534,20.466,94.578,5.422,44.57,224,0.875,bicubic
-rexnet_130,79.500,20.500,94.682,5.318,7.56,224,0.875,bicubic
-hrnet_w64,79.474,20.526,94.652,5.348,128.06,224,0.875,bilinear
-tf_efficientnetv2_b1,79.462,20.538,94.722,5.278,8.14,240,0.882,bicubic
-dla102x2,79.448,20.552,94.640,5.360,41.28,224,0.875,bilinear
-resmlp_24_224,79.374,20.626,94.546,5.454,30.02,224,0.875,bicubic
-repvgg_b2g4,79.366,20.634,94.688,5.312,61.76,224,0.875,bilinear
-gluon_resnext50_32x4d,79.354,20.646,94.426,5.574,25.03,224,0.875,bicubic
-ese_vovnet39b,79.320,20.680,94.712,5.288,24.57,224,0.875,bicubic
-resnext101_32x8d,79.308,20.692,94.518,5.482,88.79,224,0.875,bilinear
-tf_efficientnet_cc_b1_8e,79.308,20.692,94.370,5.630,39.72,240,0.882,bicubic
-gluon_resnet101_v1b,79.306,20.694,94.524,5.476,44.55,224,0.875,bicubic
-pit_xs_distilled_224,79.306,20.694,94.364,5.636,11.00,224,0.900,bicubic
-hrnet_w48,79.300,20.700,94.512,5.488,77.47,224,0.875,bilinear
-nf_regnet_b1,79.292,20.708,94.748,5.252,10.22,288,0.900,bicubic
-resnetblur50,79.286,20.714,94.638,5.362,25.56,224,0.875,bicubic
-tf_efficientnet_b1_ap,79.280,20.720,94.306,5.694,7.79,240,0.882,bicubic
-efficientnet_em,79.252,20.748,94.794,5.206,6.90,240,0.882,bicubic
-ssl_resnet50,79.222,20.778,94.832,5.168,25.56,224,0.875,bilinear
-regnety_040,79.220,20.780,94.656,5.344,20.65,224,0.875,bicubic
-dpn68b,79.216,20.784,94.414,5.586,12.61,224,0.875,bicubic
-res2net50_26w_8s,79.198,20.802,94.368,5.632,48.40,224,0.875,bilinear
-res2net101_26w_4s,79.198,20.802,94.432,5.568,45.21,224,0.875,bilinear
-regnetx_080,79.194,20.806,94.560,5.440,39.57,224,0.875,bicubic
-coat_lite_mini,79.088,20.912,94.604,5.396,11.01,224,0.900,bicubic
-legacy_seresnext50_32x4d,79.078,20.922,94.436,5.564,27.56,224,0.875,bilinear
-gluon_resnet50_v1d,79.074,20.926,94.470,5.530,25.58,224,0.875,bicubic
-regnetx_064,79.072,20.928,94.458,5.542,26.21,224,0.875,bicubic
-xception,79.052,20.948,94.392,5.608,22.86,299,0.897,bicubic
-resnet50,79.038,20.962,94.390,5.610,25.56,224,0.875,bicubic
-mixnet_l,78.976,21.024,94.182,5.818,7.33,224,0.875,bicubic
-hrnet_w40,78.920,21.080,94.470,5.530,57.56,224,0.875,bilinear
-hrnet_w44,78.896,21.104,94.368,5.632,67.06,224,0.875,bilinear
-wide_resnet101_2,78.856,21.144,94.282,5.718,126.89,224,0.875,bilinear
-tf_efficientnet_b1,78.826,21.174,94.198,5.802,7.79,240,0.882,bicubic
-gluon_inception_v3,78.806,21.194,94.370,5.630,23.83,299,0.875,bicubic
-efficientnet_b1,78.794,21.206,94.342,5.658,7.79,256,1.000,bicubic
-repvgg_b2,78.792,21.208,94.414,5.586,89.02,224,0.875,bilinear
-tf_mixnet_l,78.774,21.226,93.998,6.002,7.33,224,0.875,bicubic
-gluon_resnet50_v1s,78.712,21.288,94.238,5.762,25.68,224,0.875,bicubic
-dla169,78.688,21.312,94.336,5.664,53.39,224,0.875,bilinear
-legacy_seresnet152,78.660,21.340,94.370,5.630,66.82,224,0.875,bilinear
-tf_efficientnet_b0_ns,78.658,21.342,94.376,5.624,5.29,224,0.875,bicubic
-res2net50_26w_6s,78.570,21.430,94.124,5.876,37.05,224,0.875,bilinear
-xception41,78.516,21.484,94.278,5.722,26.97,299,0.903,bicubic
-dla102x,78.510,21.490,94.228,5.772,26.31,224,0.875,bilinear
-levit_128,78.486,21.514,94.010,5.990,9.21,224,0.900,bicubic
-regnetx_040,78.482,21.518,94.244,5.756,22.12,224,0.875,bicubic
-resnest26d,78.478,21.522,94.298,5.702,17.07,224,0.875,bilinear
-dla60_res2net,78.464,21.536,94.206,5.794,20.85,224,0.875,bilinear
-hrnet_w32,78.450,21.550,94.186,5.814,41.23,224,0.875,bilinear
-dla60_res2next,78.440,21.560,94.152,5.848,17.03,224,0.875,bilinear
-coat_tiny,78.434,21.566,94.038,5.962,5.50,224,0.900,bicubic
-vit_tiny_patch16_384,78.430,21.570,94.542,5.458,5.79,384,1.000,bicubic
-selecsls60b,78.412,21.588,94.174,5.826,32.77,224,0.875,bicubic
-cait_xxs24_224,78.386,21.614,94.310,5.690,11.96,224,1.000,bicubic
-legacy_seresnet101,78.382,21.618,94.264,5.736,49.33,224,0.875,bilinear
-repvgg_b1,78.366,21.634,94.098,5.902,57.42,224,0.875,bilinear
-tf_efficientnetv2_b0,78.356,21.644,94.024,5.976,7.14,224,0.875,bicubic
-tv_resnet152,78.312,21.688,94.038,5.962,60.19,224,0.875,bilinear
-dla60x,78.246,21.754,94.018,5.982,17.35,224,0.875,bilinear
-res2next50,78.246,21.754,93.892,6.108,24.67,224,0.875,bilinear
-efficientnet_b1_pruned,78.236,21.764,93.834,6.166,6.33,240,0.882,bicubic
-hrnet_w30,78.206,21.794,94.222,5.778,37.71,224,0.875,bilinear
-pit_xs_224,78.182,21.818,94.168,5.832,10.62,224,0.900,bicubic
-regnetx_032,78.172,21.828,94.088,5.912,15.30,224,0.875,bicubic
-res2net50_14w_8s,78.150,21.850,93.848,6.152,25.06,224,0.875,bilinear
-tf_efficientnet_em,78.130,21.870,94.044,5.956,6.90,240,0.882,bicubic
-hardcorenas_f,78.104,21.896,93.802,6.198,8.20,224,0.875,bilinear
-efficientnet_es,78.066,21.934,93.926,6.074,5.44,224,0.875,bicubic
-gmixer_24_224,78.036,21.964,93.664,6.336,24.72,224,0.875,bicubic
-dla102,78.032,21.968,93.946,6.054,33.27,224,0.875,bilinear
-gluon_resnet50_v1c,78.012,21.988,93.988,6.012,25.58,224,0.875,bicubic
-seresnext26t_32x4d,77.986,22.014,93.746,6.254,16.81,224,0.875,bicubic
-selecsls60,77.982,22.018,93.828,6.172,30.67,224,0.875,bicubic
-res2net50_26w_4s,77.964,22.036,93.854,6.146,25.70,224,0.875,bilinear
-resmlp_12_distilled_224,77.944,22.056,93.558,6.442,15.35,224,0.875,bicubic
-mobilenetv3_large_100_miil,77.916,22.084,92.910,7.090,5.48,224,0.875,bilinear
-tf_efficientnet_cc_b0_8e,77.908,22.092,93.654,6.346,24.01,224,0.875,bicubic
-regnety_016,77.862,22.138,93.720,6.280,11.20,224,0.875,bicubic
-tf_inception_v3,77.862,22.138,93.640,6.360,23.83,299,0.875,bicubic
-rexnet_100,77.858,22.142,93.870,6.130,4.80,224,0.875,bicubic
-hardcorenas_e,77.794,22.206,93.694,6.306,8.07,224,0.875,bilinear
-efficientnet_b0,77.698,22.302,93.532,6.468,5.29,224,0.875,bicubic
-legacy_seresnet50,77.630,22.370,93.748,6.252,28.09,224,0.875,bilinear
-tv_resnext50_32x4d,77.620,22.380,93.696,6.304,25.03,224,0.875,bilinear
-seresnext26d_32x4d,77.602,22.398,93.608,6.392,16.81,224,0.875,bicubic
-repvgg_b1g4,77.594,22.406,93.826,6.174,39.97,224,0.875,bilinear
-adv_inception_v3,77.582,22.418,93.736,6.264,23.83,299,0.875,bicubic
-gluon_resnet50_v1b,77.580,22.420,93.716,6.284,25.56,224,0.875,bicubic
-res2net50_48w_2s,77.522,22.478,93.554,6.446,25.29,224,0.875,bilinear
-coat_lite_tiny,77.512,22.488,93.916,6.084,5.72,224,0.900,bicubic
-tf_efficientnet_lite2,77.468,22.532,93.754,6.246,6.09,260,0.890,bicubic
-inception_v3,77.438,22.562,93.474,6.526,23.83,299,0.875,bicubic
-hardcorenas_d,77.432,22.568,93.484,6.516,7.50,224,0.875,bilinear
-tv_resnet101,77.374,22.626,93.540,6.460,44.55,224,0.875,bilinear
-densenet161,77.358,22.642,93.638,6.362,28.68,224,0.875,bicubic
-tf_efficientnet_cc_b0_4e,77.306,22.694,93.334,6.666,13.31,224,0.875,bicubic
-densenet201,77.286,22.714,93.478,6.522,20.01,224,0.875,bicubic
-mobilenetv2_120d,77.284,22.716,93.492,6.508,5.83,224,0.875,bicubic
-mixnet_m,77.260,22.740,93.424,6.576,5.01,224,0.875,bicubic
-selecsls42b,77.174,22.826,93.390,6.610,32.46,224,0.875,bicubic
-resnet34d,77.116,22.884,93.382,6.618,21.82,224,0.875,bicubic
-legacy_seresnext26_32x4d,77.104,22.896,93.316,6.684,16.79,224,0.875,bicubic
-tf_efficientnet_b0_ap,77.086,22.914,93.256,6.744,5.29,224,0.875,bicubic
-hardcorenas_c,77.054,22.946,93.158,6.842,5.52,224,0.875,bilinear
-dla60,77.032,22.968,93.318,6.682,22.04,224,0.875,bilinear
-regnetx_016,76.950,23.050,93.420,6.580,9.19,224,0.875,bicubic
-tf_mixnet_m,76.942,23.058,93.152,6.848,5.01,224,0.875,bicubic
-gernet_s,76.916,23.084,93.132,6.868,8.17,224,0.875,bilinear
-skresnet34,76.912,23.088,93.322,6.678,22.28,224,0.875,bicubic
-tf_efficientnet_b0,76.848,23.152,93.228,6.772,5.29,224,0.875,bicubic
-ese_vovnet19b_dw,76.798,23.202,93.268,6.732,6.54,224,0.875,bicubic
-hrnet_w18,76.758,23.242,93.444,6.556,21.30,224,0.875,bilinear
-resnet26d,76.696,23.304,93.150,6.850,16.01,224,0.875,bicubic
-resmlp_12_224,76.654,23.346,93.180,6.820,15.35,224,0.875,bicubic
-tf_efficientnet_lite1,76.642,23.358,93.226,6.774,5.42,240,0.882,bicubic
-mixer_b16_224,76.602,23.398,92.228,7.772,59.88,224,0.875,bicubic
-tf_efficientnet_es,76.594,23.406,93.202,6.798,5.44,224,0.875,bicubic
-densenetblur121d,76.588,23.412,93.192,6.808,8.00,224,0.875,bicubic
-hardcorenas_b,76.538,23.462,92.754,7.246,5.18,224,0.875,bilinear
-levit_128s,76.530,23.470,92.866,7.134,7.78,224,0.900,bicubic
-mobilenetv2_140,76.516,23.484,92.996,7.004,6.11,224,0.875,bicubic
-repvgg_a2,76.460,23.540,93.004,6.996,28.21,224,0.875,bilinear
-dpn68,76.318,23.682,92.978,7.022,12.61,224,0.875,bicubic
-regnety_008,76.316,23.684,93.066,6.934,6.26,224,0.875,bicubic
-tv_resnet50,76.138,23.862,92.864,7.136,25.56,224,0.875,bilinear
-mixnet_s,75.992,24.008,92.796,7.204,4.13,224,0.875,bicubic
-vit_small_patch32_224,75.990,24.010,93.272,6.728,22.88,224,0.900,bicubic
-vit_tiny_r_s16_p8_384,75.952,24.048,93.260,6.740,6.36,384,1.000,bicubic
-hardcorenas_a,75.916,24.084,92.514,7.486,5.26,224,0.875,bilinear
-densenet169,75.906,24.094,93.026,6.974,14.15,224,0.875,bicubic
-mobilenetv3_large_100,75.766,24.234,92.542,7.458,5.48,224,0.875,bicubic
-tf_mixnet_s,75.650,24.350,92.628,7.372,4.13,224,0.875,bicubic
-mobilenetv3_rw,75.634,24.366,92.708,7.292,5.48,224,0.875,bicubic
-densenet121,75.578,24.422,92.652,7.348,7.98,224,0.875,bicubic
-tf_mobilenetv3_large_100,75.518,24.482,92.606,7.394,5.48,224,0.875,bilinear
-resnest14d,75.506,24.494,92.518,7.482,10.61,224,0.875,bilinear
-efficientnet_lite0,75.484,24.516,92.510,7.490,4.65,224,0.875,bicubic
-vit_tiny_patch16_224,75.454,24.546,92.848,7.152,5.72,224,0.900,bicubic
-semnasnet_100,75.448,24.552,92.604,7.396,3.89,224,0.875,bicubic
-resnet26,75.292,24.708,92.570,7.430,16.00,224,0.875,bicubic
-regnety_006,75.246,24.754,92.532,7.468,6.06,224,0.875,bicubic
-repvgg_b0,75.152,24.848,92.418,7.582,15.82,224,0.875,bilinear
-fbnetc_100,75.124,24.876,92.386,7.614,5.57,224,0.875,bilinear
-hrnet_w18_small_v2,75.114,24.886,92.416,7.584,15.60,224,0.875,bilinear
-resnet34,75.110,24.890,92.284,7.716,21.80,224,0.875,bilinear
-regnetx_008,75.038,24.962,92.336,7.664,7.26,224,0.875,bicubic
-mobilenetv2_110d,75.036,24.964,92.186,7.814,4.52,224,0.875,bicubic
-efficientnet_es_pruned,75.000,25.000,92.448,7.552,5.44,224,0.875,bicubic
-tf_efficientnet_lite0,74.830,25.170,92.176,7.824,4.65,224,0.875,bicubic
-legacy_seresnet34,74.808,25.192,92.124,7.876,21.96,224,0.875,bilinear
-tv_densenet121,74.738,25.262,92.150,7.850,7.98,224,0.875,bicubic
-mnasnet_100,74.658,25.342,92.114,7.886,4.38,224,0.875,bicubic
-dla34,74.630,25.370,92.078,7.922,15.74,224,0.875,bilinear
-gluon_resnet34_v1b,74.588,25.412,91.990,8.010,21.80,224,0.875,bicubic
-pit_ti_distilled_224,74.530,25.470,92.096,7.904,5.10,224,0.900,bicubic
-deit_tiny_distilled_patch16_224,74.510,25.490,91.890,8.110,5.91,224,0.900,bicubic
-vgg19_bn,74.214,25.786,91.842,8.158,143.68,224,0.875,bilinear
-spnasnet_100,74.084,25.916,91.818,8.182,4.42,224,0.875,bilinear
-regnety_004,74.034,25.966,91.752,8.248,4.34,224,0.875,bicubic
-ghostnet_100,73.978,26.022,91.456,8.544,5.18,224,0.875,bilinear
-regnetx_006,73.852,26.148,91.672,8.328,6.20,224,0.875,bicubic
-tf_mobilenetv3_large_075,73.438,26.562,91.350,8.650,3.99,224,0.875,bilinear
-vgg16_bn,73.350,26.650,91.506,8.494,138.37,224,0.875,bilinear
-tv_resnet34,73.312,26.688,91.426,8.574,21.80,224,0.875,bilinear
-swsl_resnet18,73.276,26.724,91.734,8.266,11.69,224,0.875,bilinear
-convit_tiny,73.116,26.884,91.714,8.286,5.71,224,0.875,bicubic
-skresnet18,73.038,26.962,91.168,8.832,11.96,224,0.875,bicubic
-mobilenetv2_100,72.970,27.030,91.016,8.984,3.50,224,0.875,bicubic
-pit_ti_224,72.912,27.088,91.402,8.598,4.85,224,0.900,bicubic
-ssl_resnet18,72.610,27.390,91.416,8.584,11.69,224,0.875,bilinear
-regnetx_004,72.396,27.604,90.830,9.170,5.16,224,0.875,bicubic
-vgg19,72.368,27.632,90.872,9.128,143.67,224,0.875,bilinear
-hrnet_w18_small,72.342,27.658,90.678,9.322,13.19,224,0.875,bilinear
-resnet18d,72.260,27.740,90.696,9.304,11.71,224,0.875,bicubic
-tf_mobilenetv3_large_minimal_100,72.248,27.752,90.630,9.370,3.92,224,0.875,bilinear
-deit_tiny_patch16_224,72.168,27.832,91.118,8.882,5.72,224,0.900,bicubic
-mixer_l16_224,72.058,27.942,87.668,12.332,208.20,224,0.875,bicubic
-vit_tiny_r_s16_p8_224,71.788,28.212,90.828,9.172,6.34,224,0.900,bicubic
-legacy_seresnet18,71.742,28.258,90.334,9.666,11.78,224,0.875,bicubic
-vgg13_bn,71.594,28.406,90.376,9.624,133.05,224,0.875,bilinear
-vgg16,71.594,28.406,90.382,9.618,138.36,224,0.875,bilinear
-gluon_resnet18_v1b,70.836,29.164,89.762,10.238,11.69,224,0.875,bicubic
-vgg11_bn,70.360,29.640,89.802,10.198,132.87,224,0.875,bilinear
-regnety_002,70.252,29.748,89.540,10.460,3.16,224,0.875,bicubic
-vgg13,69.926,30.074,89.246,10.754,133.05,224,0.875,bilinear
-resnet18,69.748,30.252,89.078,10.922,11.69,224,0.875,bilinear
-vgg11,69.024,30.976,88.628,11.372,132.86,224,0.875,bilinear
-regnetx_002,68.762,31.238,88.556,11.444,2.68,224,0.875,bicubic
-tf_mobilenetv3_small_100,67.922,32.078,87.664,12.336,2.54,224,0.875,bilinear
-dla60x_c,67.892,32.108,88.426,11.574,1.32,224,0.875,bilinear
-dla46x_c,65.970,34.030,86.980,13.020,1.07,224,0.875,bilinear
-tf_mobilenetv3_small_075,65.716,34.284,86.130,13.870,2.04,224,0.875,bilinear
-dla46_c,64.866,35.134,86.292,13.708,1.30,224,0.875,bilinear
-tf_mobilenetv3_small_minimal_100,62.906,37.094,84.230,15.770,2.04,224,0.875,bilinear
+efficientnetv2_rw_s,83.830,16.170,96.722,3.278,23.94,384,1.000,bicubic
+crossvit_15_dagger_408,83.826,16.174,96.786,3.214,28.50,408,1.000,bicubic
+tf_efficientnet_b5,83.810,16.190,96.748,3.252,30.39,456,0.934,bicubic
+vit_small_patch16_384,83.794,16.206,97.108,2.892,22.20,384,1.000,bicubic
+xcit_tiny_24_p8_384_dist,83.764,16.236,96.704,3.296,12.11,384,1.000,bicubic
+xcit_medium_24_p8_224,83.736,16.264,96.386,3.614,84.32,224,1.000,bicubic
+resnetrs152,83.710,16.290,96.610,3.390,86.62,320,1.000,bicubic
+regnety_160,83.702,16.298,96.782,3.218,83.59,288,1.000,bicubic
+twins_svt_large,83.684,16.316,96.610,3.390,99.27,224,0.900,bicubic
+resnet152d,83.664,16.336,96.734,3.266,60.21,320,1.000,bicubic
+resmlp_big_24_distilled_224,83.596,16.404,96.656,3.344,129.14,224,0.875,bicubic
+jx_nest_base,83.554,16.446,96.364,3.636,67.72,224,0.875,bicubic
+cait_s24_224,83.462,16.538,96.566,3.434,46.92,224,1.000,bicubic
+efficientnet_b4,83.430,16.570,96.594,3.406,19.34,384,1.000,bicubic
+deit_base_distilled_patch16_224,83.388,16.612,96.490,3.510,87.34,224,0.900,bicubic
+dm_nfnet_f0,83.384,16.616,96.580,3.420,71.49,256,0.900,bicubic
+swsl_resnext101_32x16d,83.354,16.646,96.836,3.164,194.03,224,0.875,bilinear
+xcit_small_12_p16_224_dist,83.350,16.650,96.422,3.578,26.25,224,1.000,bicubic
+vit_base_patch32_384,83.346,16.654,96.844,3.156,88.30,384,1.000,bicubic
+xcit_small_12_p8_224,83.346,16.654,96.476,3.524,26.21,224,1.000,bicubic
+tf_efficientnet_b4_ap,83.258,16.742,96.396,3.604,19.34,380,0.922,bicubic
+swin_small_patch4_window7_224,83.226,16.774,96.330,3.670,49.61,224,0.900,bicubic
+swsl_resnext101_32x4d,83.226,16.774,96.768,3.232,44.18,224,0.875,bilinear
+twins_pcpvt_large,83.138,16.862,96.608,3.392,60.99,224,0.900,bicubic
+twins_svt_base,83.124,16.876,96.428,3.572,56.07,224,0.900,bicubic
+jx_nest_small,83.118,16.882,96.332,3.668,38.35,224,0.875,bicubic
+deit_base_patch16_384,83.106,16.894,96.376,3.624,86.86,384,1.000,bicubic
+tresnet_m,83.076,16.924,96.126,3.874,31.39,224,0.875,bilinear
+tresnet_xl_448,83.056,16.944,96.184,3.816,78.44,448,0.875,bilinear
+tf_efficientnet_b4,83.030,16.970,96.298,3.702,19.34,380,0.922,bicubic
+resnet101d,83.024,16.976,96.456,3.544,44.57,320,1.000,bicubic
+resnetv2_152x2_bit_teacher,82.902,17.098,96.568,3.432,236.34,224,0.875,bicubic
+xcit_large_24_p16_224,82.898,17.102,95.882,4.118,189.10,224,1.000,bicubic
+resnest101e,82.876,17.124,96.312,3.688,48.28,256,0.875,bilinear
+resnetv2_50x1_bit_distilled,82.822,17.178,96.524,3.476,25.55,224,0.875,bicubic
+pnasnet5large,82.798,17.202,96.034,3.966,86.06,331,0.911,bicubic
+nfnet_l0,82.752,17.248,96.516,3.484,35.07,288,1.000,bicubic
+regnety_032,82.722,17.278,96.432,3.568,19.44,288,1.000,bicubic
+twins_pcpvt_base,82.712,17.288,96.348,3.652,43.83,224,0.900,bicubic
+ig_resnext101_32x8d,82.710,17.290,96.640,3.360,88.79,224,0.875,bilinear
+nasnetalarge,82.636,17.364,96.050,3.950,88.75,331,0.911,bicubic
+xcit_medium_24_p16_224,82.626,17.374,95.976,4.024,84.40,224,1.000,bicubic
+eca_nfnet_l0,82.592,17.408,96.486,3.514,24.14,288,1.000,bicubic
+levit_384,82.592,17.408,96.014,3.986,39.13,224,0.900,bicubic
+xcit_small_24_p16_224,82.578,17.422,96.000,4.000,47.67,224,1.000,bicubic
+xcit_tiny_24_p8_224_dist,82.576,17.424,96.180,3.820,12.11,224,1.000,bicubic
+xcit_tiny_24_p16_384_dist,82.568,17.432,96.294,3.706,12.12,384,1.000,bicubic
+resnet61q,82.522,17.478,96.134,3.866,36.85,288,1.000,bicubic
+regnetz_c,82.516,17.484,96.360,3.640,13.46,320,0.940,bicubic
+crossvit_18_dagger_240,82.506,17.494,96.072,3.928,44.27,240,0.875,bicubic
+gc_efficientnetv2_rw_t,82.478,17.522,96.296,3.704,13.68,288,1.000,bicubic
+pit_b_224,82.444,17.556,95.712,4.288,73.76,224,0.900,bicubic
+crossvit_18_240,82.394,17.606,96.062,3.938,43.27,240,0.875,bicubic
+xcit_tiny_12_p8_384_dist,82.392,17.608,96.218,3.782,6.71,384,1.000,bicubic
+tf_efficientnet_b2_ns,82.390,17.610,96.240,3.760,9.11,260,0.890,bicubic
+resnet51q,82.368,17.632,96.176,3.824,35.70,288,1.000,bilinear
+ecaresnet50t,82.364,17.636,96.142,3.858,25.57,320,0.950,bicubic
+efficientnetv2_rw_t,82.338,17.662,96.194,3.806,13.65,288,1.000,bicubic
+resnetv2_101x1_bitm,82.330,17.670,96.528,3.472,44.54,448,1.000,bilinear
+crossvit_15_dagger_240,82.310,17.690,95.962,4.038,28.21,240,0.875,bicubic
+coat_lite_small,82.302,17.698,95.860,4.140,19.84,224,0.900,bicubic
+mixer_b16_224_miil,82.302,17.698,95.714,4.286,59.88,224,0.875,bilinear
+resnetrs101,82.294,17.706,96.002,3.998,63.62,288,0.940,bicubic
+convit_base,82.292,17.708,95.934,4.066,86.54,224,0.875,bicubic
+tresnet_l_448,82.262,17.738,95.980,4.020,55.99,448,0.875,bilinear
+efficientnet_b3,82.258,17.742,96.116,3.884,12.23,320,1.000,bicubic
+crossvit_base_240,82.206,17.794,95.828,4.172,105.03,240,0.875,bicubic
+cait_xxs36_384,82.190,17.810,96.160,3.840,17.37,384,1.000,bicubic
+ecaresnet101d,82.172,17.828,96.054,3.946,44.57,224,0.875,bicubic
+swsl_resnext50_32x4d,82.166,17.834,96.234,3.766,25.03,224,0.875,bilinear
+visformer_small,82.096,17.904,95.878,4.122,40.22,224,0.900,bicubic
+tresnet_xl,82.058,17.942,95.932,4.068,78.44,224,0.875,bilinear
+resnetv2_101,82.032,17.968,95.864,4.136,44.54,224,0.950,bicubic
+pit_s_distilled_224,81.994,18.006,95.800,4.200,24.04,224,0.900,bicubic
+deit_base_patch16_224,81.984,18.016,95.742,4.258,86.57,224,0.900,bicubic
+xcit_small_12_p16_224,81.976,18.024,95.818,4.182,26.25,224,1.000,bicubic
+tf_efficientnetv2_b3,81.954,18.046,95.784,4.216,14.36,300,0.904,bicubic
+xcit_tiny_24_p8_224,81.894,18.106,95.984,4.016,12.11,224,1.000,bicubic
+ssl_resnext101_32x16d,81.844,18.156,96.090,3.910,194.03,224,0.875,bilinear
+vit_small_r26_s32_224,81.838,18.162,96.026,3.974,36.43,224,0.900,bicubic
+tf_efficientnet_b3_ap,81.822,18.178,95.620,4.380,12.23,300,0.904,bicubic
+tresnet_m_448,81.714,18.286,95.570,4.430,31.39,448,0.875,bilinear
+twins_svt_small,81.682,18.318,95.678,4.322,24.06,224,0.900,bicubic
+tf_efficientnet_b3,81.646,18.354,95.720,4.280,12.23,300,0.904,bicubic
+rexnet_200,81.626,18.374,95.672,4.328,16.37,224,0.875,bicubic
+ssl_resnext101_32x8d,81.600,18.400,96.046,3.954,88.79,224,0.875,bilinear
+tf_efficientnet_lite4,81.540,18.460,95.660,4.340,13.01,380,0.920,bilinear
+crossvit_15_240,81.526,18.474,95.694,4.306,27.53,240,0.875,bicubic
+tnt_s_patch16_224,81.514,18.486,95.744,4.256,23.76,224,0.900,bicubic
+vit_large_patch32_384,81.506,18.494,96.086,3.914,306.63,384,1.000,bicubic
+levit_256,81.502,18.498,95.480,4.520,18.89,224,0.900,bicubic
+tresnet_l,81.484,18.516,95.620,4.380,55.99,224,0.875,bilinear
+wide_resnet50_2,81.450,18.550,95.518,4.482,68.88,224,0.875,bicubic
+jx_nest_tiny,81.434,18.566,95.620,4.380,17.06,224,0.875,bicubic
+convit_small,81.412,18.588,95.746,4.254,27.78,224,0.875,bicubic
+swin_tiny_patch4_window7_224,81.386,18.614,95.536,4.464,28.29,224,0.900,bicubic
+vit_small_patch16_224,81.386,18.614,96.130,3.870,22.05,224,0.900,bicubic
+tf_efficientnet_b1_ns,81.384,18.616,95.738,4.262,7.79,240,0.882,bicubic
+convmixer_1536_20,81.376,18.624,95.610,4.390,51.63,224,0.960,bicubic
+halonet50ts,81.350,18.650,95.284,4.716,22.73,256,0.940,bicubic
+gernet_l,81.346,18.654,95.536,4.464,31.08,256,0.875,bilinear
+legacy_senet154,81.326,18.674,95.506,4.494,115.09,224,0.875,bilinear
+efficientnet_el,81.306,18.694,95.536,4.464,10.59,300,0.904,bicubic
+coat_mini,81.282,18.718,95.394,4.606,10.34,224,0.900,bicubic
+seresnext50_32x4d,81.268,18.732,95.626,4.374,27.56,224,0.875,bicubic
+gluon_senet154,81.224,18.776,95.352,4.648,115.09,224,0.875,bicubic
+xcit_tiny_12_p8_224_dist,81.214,18.786,95.606,4.394,6.71,224,1.000,bicubic
+deit_small_distilled_patch16_224,81.202,18.798,95.378,4.622,22.44,224,0.900,bicubic
+resmlp_36_distilled_224,81.154,18.846,95.496,4.504,44.69,224,0.875,bicubic
+swsl_resnet50,81.146,18.854,95.978,4.022,25.56,224,0.875,bilinear
+resnest50d_4s2x40d,81.120,18.880,95.560,4.440,30.42,224,0.875,bicubic
+twins_pcpvt_small,81.104,18.896,95.642,4.358,24.11,224,0.900,bicubic
+pit_s_224,81.100,18.900,95.334,4.666,23.46,224,0.900,bicubic
+haloregnetz_b,81.042,18.958,95.200,4.800,11.68,224,0.940,bicubic
+resmlp_big_24_224,81.032,18.968,95.022,4.978,129.14,224,0.875,bicubic
+crossvit_small_240,81.030,18.970,95.466,4.534,26.86,240,0.875,bicubic
+gluon_resnet152_v1s,81.020,18.980,95.422,4.578,60.32,224,0.875,bicubic
+resnest50d_1s4x24d,81.000,19.000,95.326,4.674,25.68,224,0.875,bicubic
+sehalonet33ts,80.982,19.018,95.272,4.728,13.69,256,0.940,bicubic
+resnest50d,80.962,19.038,95.378,4.622,27.48,224,0.875,bilinear
+cait_xxs24_384,80.954,19.046,95.638,4.362,12.03,384,1.000,bicubic
+xcit_tiny_12_p16_384_dist,80.944,19.056,95.414,4.586,6.72,384,1.000,bicubic
+gcresnet50t,80.938,19.062,95.440,4.560,25.90,256,0.900,bicubic
+ssl_resnext101_32x4d,80.922,19.078,95.730,4.270,44.18,224,0.875,bilinear
+gluon_seresnext101_32x4d,80.876,19.124,95.292,4.708,48.96,224,0.875,bicubic
+gluon_seresnext101_64x4d,80.870,19.130,95.306,4.694,88.23,224,0.875,bicubic
+efficientnet_b3_pruned,80.858,19.142,95.240,4.760,9.86,300,0.904,bicubic
+ecaresnet101d_pruned,80.812,19.188,95.640,4.360,24.88,224,0.875,bicubic
+regnety_320,80.794,19.206,95.246,4.754,145.05,224,0.875,bicubic
+resmlp_24_distilled_224,80.760,19.240,95.220,4.780,30.02,224,0.875,bicubic
+vit_base_patch32_224,80.732,19.268,95.566,4.434,88.22,224,0.900,bicubic
+gernet_m,80.726,19.274,95.178,4.822,21.14,224,0.875,bilinear
+regnetz_b,80.718,19.282,95.474,4.526,9.72,288,0.940,bicubic
+nf_resnet50,80.656,19.344,95.336,4.664,25.56,288,0.940,bicubic
+gluon_resnext101_64x4d,80.626,19.374,95.002,4.998,83.46,224,0.875,bicubic
+ecaresnet50d,80.620,19.380,95.308,4.692,25.58,224,0.875,bicubic
+efficientnet_b2,80.610,19.390,95.316,4.684,9.11,288,1.000,bicubic
+gcresnext50ts,80.594,19.406,95.180,4.820,15.67,256,0.900,bicubic
+resnet50d,80.538,19.462,95.160,4.840,25.58,224,0.875,bicubic
+repvgg_b3,80.516,19.484,95.264,4.736,123.09,224,0.875,bilinear
+vit_small_patch32_384,80.486,19.514,95.598,4.402,22.92,384,1.000,bicubic
+gluon_resnet152_v1d,80.476,19.524,95.202,4.798,60.21,224,0.875,bicubic
+mixnet_xl,80.468,19.532,94.932,5.068,11.90,224,0.875,bicubic
+xcit_tiny_24_p16_224_dist,80.462,19.538,95.208,4.792,12.12,224,1.000,bicubic
+ecaresnetlight,80.454,19.546,95.252,4.748,30.16,224,0.875,bicubic
+inception_resnet_v2,80.448,19.552,95.308,4.692,55.84,299,0.897,bicubic
+resnetv2_50,80.406,19.594,95.080,4.920,25.55,224,0.950,bicubic
+gluon_resnet101_v1d,80.404,19.596,95.024,4.976,44.57,224,0.875,bicubic
+regnety_120,80.386,19.614,95.122,4.878,51.82,224,0.875,bicubic
+resnet50,80.382,19.618,94.594,5.406,25.56,224,0.950,bicubic
+seresnet33ts,80.372,19.628,95.114,4.886,19.78,256,0.900,bicubic
+resnetv2_50x1_bitm,80.344,19.656,95.686,4.314,25.55,448,1.000,bilinear
+gluon_resnext101_32x4d,80.338,19.662,94.908,5.092,44.18,224,0.875,bicubic
+rexnet_150,80.310,19.690,95.160,4.840,9.73,224,0.875,bicubic
+tf_efficientnet_b2_ap,80.306,19.694,95.032,4.968,9.11,260,0.890,bicubic
+ssl_resnext50_32x4d,80.302,19.698,95.418,4.582,25.03,224,0.875,bilinear
+efficientnet_el_pruned,80.288,19.712,95.222,4.778,10.59,300,0.904,bicubic
+gluon_resnet101_v1s,80.282,19.718,95.162,4.838,44.67,224,0.875,bicubic
+regnetx_320,80.248,19.752,95.026,4.974,107.81,224,0.875,bicubic
+seresnet50,80.248,19.752,95.070,4.930,28.09,224,0.875,bicubic
+tf_efficientnet_el,80.248,19.752,95.124,4.876,10.59,300,0.904,bicubic
+vit_base_patch16_sam_224,80.242,19.758,94.762,5.238,86.57,224,0.900,bicubic
+legacy_seresnext101_32x4d,80.222,19.778,95.012,4.988,48.96,224,0.875,bilinear
+repvgg_b3g4,80.218,19.782,95.104,4.896,83.83,224,0.875,bilinear
+tf_efficientnetv2_b2,80.214,19.786,95.044,4.956,10.10,260,0.890,bicubic
+dpn107,80.172,19.828,94.904,5.096,86.92,224,0.875,bicubic
+convmixer_768_32,80.160,19.840,95.074,4.926,21.11,224,0.960,bicubic
+inception_v4,80.144,19.856,94.972,5.028,42.68,299,0.875,bicubic
+skresnext50_32x4d,80.142,19.858,94.644,5.356,27.48,224,0.875,bicubic
+eca_resnet33ts,80.096,19.904,94.974,5.026,19.68,256,0.900,bicubic
+gcresnet33ts,80.086,19.914,94.992,5.008,19.88,256,0.900,bicubic
+tf_efficientnet_b2,80.068,19.932,94.904,5.096,9.11,260,0.890,bicubic
+cspresnext50,80.052,19.948,94.950,5.050,20.57,224,0.875,bilinear
+cspdarknet53,80.050,19.950,95.092,4.908,27.64,256,0.887,bilinear
+dpn92,79.994,20.006,94.836,5.164,37.67,224,0.875,bicubic
+ens_adv_inception_resnet_v2,79.978,20.022,94.936,5.064,55.84,299,0.897,bicubic
+gluon_seresnext50_32x4d,79.924,20.076,94.828,5.172,27.56,224,0.875,bicubic
+gluon_resnet152_v1c,79.912,20.088,94.852,5.148,60.21,224,0.875,bicubic
+efficientnet_b2_pruned,79.906,20.094,94.854,5.146,8.31,260,0.890,bicubic
+xception71,79.884,20.116,94.932,5.068,42.34,299,0.903,bicubic
+regnety_080,79.872,20.128,94.832,5.168,39.18,224,0.875,bicubic
+resnetrs50,79.870,20.130,94.970,5.030,35.69,224,0.910,bicubic
+deit_small_patch16_224,79.866,20.134,95.056,4.944,22.05,224,0.900,bicubic
+levit_192,79.860,20.140,94.802,5.198,10.95,224,0.900,bicubic
+dpn131,79.834,20.166,94.712,5.288,79.25,224,0.875,bicubic
+ecaresnet26t,79.834,20.166,95.084,4.916,16.01,320,0.950,bicubic
+regnetx_160,79.834,20.166,94.824,5.176,54.28,224,0.875,bicubic
+tf_efficientnet_lite3,79.820,20.180,94.910,5.090,8.20,300,0.904,bilinear
+resnext50_32x4d,79.800,20.200,94.614,5.386,25.03,224,0.875,bicubic
+resmlp_36_224,79.776,20.224,94.886,5.114,44.69,224,0.875,bicubic
+cait_xxs36_224,79.762,20.238,94.868,5.132,17.30,224,1.000,bicubic
+regnety_064,79.730,20.270,94.762,5.238,30.58,224,0.875,bicubic
+xcit_tiny_12_p8_224,79.710,20.290,95.058,4.942,6.71,224,1.000,bicubic
+ecaresnet50d_pruned,79.706,20.294,94.874,5.126,19.94,224,0.875,bicubic
+gluon_xception65,79.702,20.298,94.868,5.132,39.92,299,0.903,bicubic
+gluon_resnet152_v1b,79.680,20.320,94.736,5.264,60.19,224,0.875,bicubic
+resnext50d_32x4d,79.664,20.336,94.866,5.134,25.05,224,0.875,bicubic
+dpn98,79.654,20.346,94.604,5.396,61.57,224,0.875,bicubic
+gmlp_s16_224,79.642,20.358,94.622,5.378,19.42,224,0.875,bicubic
+regnetx_120,79.606,20.394,94.730,5.270,46.11,224,0.875,bicubic
+cspresnet50,79.576,20.424,94.702,5.298,21.62,256,0.887,bilinear
+xception65,79.546,20.454,94.660,5.340,39.92,299,0.903,bicubic
+gluon_resnet101_v1c,79.534,20.466,94.588,5.412,44.57,224,0.875,bicubic
+rexnet_130,79.496,20.504,94.674,5.326,7.56,224,0.875,bicubic
+tf_efficientnetv2_b1,79.474,20.526,94.720,5.280,8.14,240,0.882,bicubic
+hrnet_w64,79.456,20.544,94.654,5.346,128.06,224,0.875,bilinear
+xcit_tiny_24_p16_224,79.452,20.548,94.888,5.112,12.12,224,1.000,bicubic
+dla102x2,79.440,20.560,94.644,5.356,41.28,224,0.875,bilinear
+resmlp_24_224,79.386,20.614,94.546,5.454,30.02,224,0.875,bicubic
+repvgg_b2g4,79.380,20.620,94.694,5.306,61.76,224,0.875,bilinear
+gluon_resnext50_32x4d,79.364,20.636,94.424,5.576,25.03,224,0.875,bicubic
+tf_efficientnet_cc_b1_8e,79.326,20.674,94.368,5.632,39.72,240,0.882,bicubic
+hrnet_w48,79.322,20.678,94.514,5.486,77.47,224,0.875,bilinear
+resnext101_32x8d,79.312,20.688,94.522,5.478,88.79,224,0.875,bilinear
+ese_vovnet39b,79.304,20.696,94.724,5.276,24.57,224,0.875,bicubic
+resnetblur50,79.300,20.700,94.636,5.364,25.56,224,0.875,bicubic
+gluon_resnet101_v1b,79.300,20.700,94.530,5.470,44.55,224,0.875,bicubic
+nf_regnet_b1,79.296,20.704,94.742,5.258,10.22,288,0.900,bicubic
+pit_xs_distilled_224,79.294,20.706,94.374,5.626,11.00,224,0.900,bicubic
+tf_efficientnet_b1_ap,79.274,20.726,94.302,5.698,7.79,240,0.882,bicubic
+efficientnet_em,79.260,20.740,94.792,5.208,6.90,240,0.882,bicubic
+ssl_resnet50,79.236,20.764,94.832,5.168,25.56,224,0.875,bilinear
+regnety_040,79.228,20.772,94.646,5.354,20.65,224,0.875,bicubic
+regnetx_080,79.220,20.780,94.546,5.454,39.57,224,0.875,bicubic
+dpn68b,79.216,20.784,94.422,5.578,12.61,224,0.875,bicubic
+resnet33ts,79.214,20.786,94.572,5.428,19.68,256,0.900,bicubic
+res2net101_26w_4s,79.192,20.808,94.438,5.562,45.21,224,0.875,bilinear
+halonet26t,79.134,20.866,94.316,5.684,12.48,256,0.950,bicubic
+lambda_resnet26t,79.108,20.892,94.588,5.412,10.96,256,0.940,bicubic
+coat_lite_mini,79.100,20.900,94.602,5.398,11.01,224,0.900,bicubic
+legacy_seresnext50_32x4d,79.078,20.922,94.432,5.568,27.56,224,0.875,bilinear
+gluon_resnet50_v1d,79.064,20.936,94.460,5.540,25.58,224,0.875,bicubic
+regnetx_064,79.060,20.940,94.466,5.534,26.21,224,0.875,bicubic
+xception,79.048,20.952,94.396,5.604,22.86,299,0.897,bicubic
+resnet32ts,79.020,20.980,94.362,5.638,17.96,256,0.900,bicubic
+mixnet_l,78.980,21.020,94.180,5.820,7.33,224,0.875,bicubic
+res2net50_26w_8s,78.980,21.020,94.284,5.716,48.40,224,0.875,bilinear
+lambda_resnet26rpt_256,78.968,21.032,94.428,5.572,10.99,256,0.940,bicubic
+hrnet_w40,78.926,21.074,94.478,5.522,57.56,224,0.875,bilinear
+hrnet_w44,78.890,21.110,94.382,5.618,67.06,224,0.875,bilinear
+wide_resnet101_2,78.854,21.146,94.284,5.716,126.89,224,0.875,bilinear
+eca_halonext26ts,78.840,21.160,94.256,5.744,10.76,256,0.940,bicubic
+tf_efficientnet_b1,78.836,21.164,94.194,5.806,7.79,240,0.882,bicubic
+efficientnet_b1,78.804,21.196,94.346,5.654,7.79,256,1.000,bicubic
+gluon_inception_v3,78.798,21.202,94.380,5.620,23.83,299,0.875,bicubic
+repvgg_b2,78.794,21.206,94.426,5.574,89.02,224,0.875,bilinear
+tf_mixnet_l,78.778,21.222,94.000,6.000,7.33,224,0.875,bicubic
+dla169,78.698,21.302,94.332,5.668,53.39,224,0.875,bilinear
+gluon_resnet50_v1s,78.696,21.304,94.248,5.752,25.68,224,0.875,bicubic
+legacy_seresnet152,78.662,21.338,94.376,5.624,66.82,224,0.875,bilinear
+tf_efficientnet_b0_ns,78.658,21.342,94.370,5.630,5.29,224,0.875,bicubic
+xcit_tiny_12_p16_224_dist,78.580,21.420,94.204,5.796,6.72,224,1.000,bicubic
+res2net50_26w_6s,78.566,21.434,94.118,5.882,37.05,224,0.875,bilinear
+xception41,78.532,21.468,94.284,5.716,26.97,299,0.903,bicubic
+dla102x,78.512,21.488,94.226,5.774,26.31,224,0.875,bilinear
+regnetx_040,78.484,21.516,94.254,5.746,22.12,224,0.875,bicubic
+resnest26d,78.478,21.522,94.296,5.704,17.07,224,0.875,bilinear
+levit_128,78.466,21.534,94.010,5.990,9.21,224,0.900,bicubic
+dla60_res2net,78.462,21.538,94.208,5.792,20.85,224,0.875,bilinear
+vit_tiny_patch16_384,78.446,21.554,94.544,5.456,5.79,384,1.000,bicubic
+dla60_res2next,78.442,21.558,94.158,5.842,17.03,224,0.875,bilinear
+hrnet_w32,78.442,21.558,94.196,5.804,41.23,224,0.875,bilinear
+coat_tiny,78.434,21.566,94.034,5.966,5.50,224,0.900,bicubic
+selecsls60b,78.408,21.592,94.176,5.824,32.77,224,0.875,bicubic
+legacy_seresnet101,78.384,21.616,94.264,5.736,49.33,224,0.875,bilinear
+repvgg_b1,78.378,21.622,94.104,5.896,57.42,224,0.875,bilinear
+cait_xxs24_224,78.376,21.624,94.316,5.684,11.96,224,1.000,bicubic
+tf_efficientnetv2_b0,78.370,21.630,94.026,5.974,7.14,224,0.875,bicubic
+tv_resnet152,78.322,21.678,94.044,5.956,60.19,224,0.875,bilinear
+bat_resnext26ts,78.262,21.738,94.100,5.900,10.73,256,0.900,bicubic
+efficientnet_b1_pruned,78.250,21.750,93.836,6.164,6.33,240,0.882,bicubic
+dla60x,78.246,21.754,94.024,5.976,17.35,224,0.875,bilinear
+res2next50,78.242,21.758,93.904,6.096,24.67,224,0.875,bilinear
+hrnet_w30,78.202,21.798,94.228,5.772,37.71,224,0.875,bilinear
+pit_xs_224,78.184,21.816,94.164,5.836,10.62,224,0.900,bicubic
+regnetx_032,78.150,21.850,94.086,5.914,15.30,224,0.875,bicubic
+tf_efficientnet_em,78.142,21.858,94.058,5.942,6.90,240,0.882,bicubic
+res2net50_14w_8s,78.134,21.866,93.856,6.144,25.06,224,0.875,bilinear
+hardcorenas_f,78.104,21.896,93.794,6.206,8.20,224,0.875,bilinear
+efficientnet_es,78.082,21.918,93.944,6.056,5.44,224,0.875,bicubic
+gmixer_24_224,78.052,21.948,93.668,6.332,24.72,224,0.875,bicubic
+dla102,78.028,21.972,93.958,6.042,33.27,224,0.875,bilinear
+gluon_resnet50_v1c,78.006,21.994,93.988,6.012,25.58,224,0.875,bicubic
+res2net50_26w_4s,77.986,22.014,93.848,6.152,25.70,224,0.875,bilinear
+selecsls60,77.984,22.016,93.832,6.168,30.67,224,0.875,bicubic
+seresnext26t_32x4d,77.978,22.022,93.742,6.258,16.81,224,0.875,bicubic
+resmlp_12_distilled_224,77.944,22.056,93.562,6.438,15.35,224,0.875,bicubic
+mobilenetv3_large_100_miil,77.912,22.088,92.904,7.096,5.48,224,0.875,bilinear
+tf_efficientnet_cc_b0_8e,77.908,22.092,93.656,6.344,24.01,224,0.875,bicubic
+resnet26t,77.872,22.128,93.834,6.166,16.01,256,0.940,bicubic
+regnety_016,77.864,22.136,93.724,6.276,11.20,224,0.875,bicubic
+rexnet_100,77.860,22.140,93.876,6.124,4.80,224,0.875,bicubic
+tf_inception_v3,77.860,22.140,93.646,6.354,23.83,299,0.875,bicubic
+seresnext26ts,77.848,22.152,93.788,6.212,10.39,256,0.900,bicubic
+gcresnext26ts,77.820,22.180,93.826,6.174,10.48,256,0.900,bicubic
+xcit_nano_12_p8_384_dist,77.818,22.182,94.034,5.966,3.05,384,1.000,bicubic
+hardcorenas_e,77.800,22.200,93.696,6.304,8.07,224,0.875,bilinear
+efficientnet_b0,77.704,22.296,93.522,6.478,5.29,224,0.875,bicubic
+legacy_seresnet50,77.638,22.362,93.746,6.254,28.09,224,0.875,bilinear
+tv_resnext50_32x4d,77.610,22.390,93.684,6.316,25.03,224,0.875,bilinear
+repvgg_b1g4,77.594,22.406,93.842,6.158,39.97,224,0.875,bilinear
+seresnext26d_32x4d,77.586,22.414,93.604,6.396,16.81,224,0.875,bicubic
+adv_inception_v3,77.578,22.422,93.740,6.260,23.83,299,0.875,bicubic
+gluon_resnet50_v1b,77.576,22.424,93.722,6.278,25.56,224,0.875,bicubic
+res2net50_48w_2s,77.534,22.466,93.558,6.442,25.29,224,0.875,bilinear
+coat_lite_tiny,77.514,22.486,93.916,6.084,5.72,224,0.900,bicubic
+tf_efficientnet_lite2,77.482,22.518,93.748,6.252,6.09,260,0.890,bicubic
+inception_v3,77.464,22.536,93.476,6.524,23.83,299,0.875,bicubic
+eca_resnext26ts,77.450,22.550,93.578,6.422,10.30,256,0.900,bicubic
+hardcorenas_d,77.424,22.576,93.486,6.514,7.50,224,0.875,bilinear
+tv_resnet101,77.368,22.632,93.560,6.440,44.55,224,0.875,bilinear
+densenet161,77.352,22.648,93.636,6.364,28.68,224,0.875,bicubic
+tf_efficientnet_cc_b0_4e,77.320,22.680,93.322,6.678,13.31,224,0.875,bicubic
+densenet201,77.290,22.710,93.480,6.520,20.01,224,0.875,bicubic
+mobilenetv2_120d,77.286,22.714,93.512,6.488,5.83,224,0.875,bicubic
+mixnet_m,77.274,22.726,93.422,6.578,5.01,224,0.875,bicubic
+selecsls42b,77.190,22.810,93.390,6.610,32.46,224,0.875,bicubic
+xcit_tiny_12_p16_224,77.120,22.880,93.718,6.282,6.72,224,1.000,bicubic
+resnet34d,77.114,22.886,93.382,6.618,21.82,224,0.875,bicubic
+tf_efficientnet_b0_ap,77.104,22.896,93.264,6.736,5.29,224,0.875,bicubic
+legacy_seresnext26_32x4d,77.094,22.906,93.310,6.690,16.79,224,0.875,bicubic
+hardcorenas_c,77.050,22.950,93.172,6.828,5.52,224,0.875,bilinear
+dla60,77.034,22.966,93.324,6.676,22.04,224,0.875,bilinear
+crossvit_9_dagger_240,76.990,23.010,93.606,6.394,8.78,240,0.875,bicubic
+tf_mixnet_m,76.958,23.042,93.166,6.834,5.01,224,0.875,bicubic
+regnetx_016,76.946,23.054,93.426,6.574,9.19,224,0.875,bicubic
+convmixer_1024_20_ks9_p14,76.944,23.056,93.358,6.642,24.38,224,0.960,bicubic
+skresnet34,76.920,23.080,93.320,6.680,22.28,224,0.875,bicubic
+gernet_s,76.906,23.094,93.134,6.866,8.17,224,0.875,bilinear
+tf_efficientnet_b0,76.846,23.154,93.230,6.770,5.29,224,0.875,bicubic
+ese_vovnet19b_dw,76.824,23.176,93.280,6.720,6.54,224,0.875,bicubic
+resnext26ts,76.772,23.228,93.130,6.870,10.30,256,0.900,bicubic
+hrnet_w18,76.758,23.242,93.438,6.562,21.30,224,0.875,bilinear
+resnet26d,76.690,23.310,93.148,6.852,16.01,224,0.875,bicubic
+tf_efficientnet_lite1,76.664,23.336,93.234,6.766,5.42,240,0.882,bicubic
+resmlp_12_224,76.654,23.346,93.172,6.828,15.35,224,0.875,bicubic
+mixer_b16_224,76.622,23.378,92.228,7.772,59.88,224,0.875,bicubic
+densenetblur121d,76.590,23.410,93.192,6.808,8.00,224,0.875,bicubic
+tf_efficientnet_es,76.590,23.410,93.212,6.788,5.44,224,0.875,bicubic
+levit_128s,76.538,23.462,92.864,7.136,7.78,224,0.900,bicubic
+hardcorenas_b,76.530,23.470,92.752,7.248,5.18,224,0.875,bilinear
+mobilenetv2_140,76.516,23.484,93.000,7.000,6.11,224,0.875,bicubic
+repvgg_a2,76.480,23.520,93.020,6.980,28.21,224,0.875,bilinear
+xcit_nano_12_p8_224_dist,76.330,23.670,93.086,6.914,3.05,224,1.000,bicubic
+regnety_008,76.320,23.680,93.068,6.932,6.26,224,0.875,bicubic
+dpn68,76.294,23.706,92.962,7.038,12.61,224,0.875,bicubic
+tv_resnet50,76.152,23.848,92.878,7.122,25.56,224,0.875,bilinear
+mixnet_s,75.994,24.006,92.792,7.208,4.13,224,0.875,bicubic
+vit_small_patch32_224,75.994,24.006,93.276,6.724,22.88,224,0.900,bicubic
+vit_tiny_r_s16_p8_384,75.972,24.028,93.272,6.728,6.36,384,1.000,bicubic
+hardcorenas_a,75.912,24.088,92.514,7.486,5.26,224,0.875,bilinear
+densenet169,75.898,24.102,93.024,6.976,14.15,224,0.875,bicubic
+mobilenetv3_large_100,75.774,24.226,92.540,7.460,5.48,224,0.875,bicubic
+tf_mixnet_s,75.684,24.316,92.636,7.364,4.13,224,0.875,bicubic
+mobilenetv3_rw,75.618,24.382,92.712,7.288,5.48,224,0.875,bicubic
+densenet121,75.568,24.432,92.652,7.348,7.98,224,0.875,bicubic
+tf_mobilenetv3_large_100,75.510,24.490,92.608,7.392,5.48,224,0.875,bilinear
+resnest14d,75.506,24.494,92.520,7.480,10.61,224,0.875,bilinear
+efficientnet_lite0,75.504,24.496,92.516,7.484,4.65,224,0.875,bicubic
+xcit_nano_12_p16_384_dist,75.468,24.532,92.676,7.324,3.05,384,1.000,bicubic
+vit_tiny_patch16_224,75.454,24.546,92.852,7.148,5.72,224,0.900,bicubic
+semnasnet_100,75.452,24.548,92.606,7.394,3.89,224,0.875,bicubic
+resnet26,75.292,24.708,92.574,7.426,16.00,224,0.875,bicubic
+regnety_006,75.266,24.734,92.534,7.466,6.06,224,0.875,bicubic
+repvgg_b0,75.152,24.848,92.414,7.586,15.82,224,0.875,bilinear
+fbnetc_100,75.120,24.880,92.374,7.626,5.57,224,0.875,bilinear
+resnet34,75.112,24.888,92.276,7.724,21.80,224,0.875,bilinear
+hrnet_w18_small_v2,75.106,24.894,92.412,7.588,15.60,224,0.875,bilinear
+regnetx_008,75.056,24.944,92.348,7.652,7.26,224,0.875,bicubic
+mobilenetv2_110d,75.052,24.948,92.188,7.812,4.52,224,0.875,bicubic
+efficientnet_es_pruned,74.996,25.004,92.440,7.560,5.44,224,0.875,bicubic
+tf_efficientnet_lite0,74.832,25.168,92.176,7.824,4.65,224,0.875,bicubic
+legacy_seresnet34,74.792,25.208,92.128,7.872,21.96,224,0.875,bilinear
+tv_densenet121,74.746,25.254,92.154,7.846,7.98,224,0.875,bicubic
+mnasnet_100,74.674,25.326,92.098,7.902,4.38,224,0.875,bicubic
+dla34,74.608,25.392,92.058,7.942,15.74,224,0.875,bilinear
+gluon_resnet34_v1b,74.592,25.408,91.996,8.004,21.80,224,0.875,bicubic
+pit_ti_distilled_224,74.530,25.470,92.100,7.900,5.10,224,0.900,bicubic
+deit_tiny_distilled_patch16_224,74.524,25.476,91.896,8.104,5.91,224,0.900,bicubic
+vgg19_bn,74.234,25.766,91.854,8.146,143.68,224,0.875,bilinear
+spnasnet_100,74.078,25.922,91.820,8.180,4.42,224,0.875,bilinear
+regnety_004,74.012,25.988,91.766,8.234,4.34,224,0.875,bicubic
+ghostnet_100,73.984,26.016,91.460,8.540,5.18,224,0.875,bilinear
+crossvit_9_240,73.982,26.018,91.970,8.030,8.55,240,0.875,bicubic
+xcit_nano_12_p8_224,73.912,26.088,92.166,7.834,3.05,224,1.000,bicubic
+eca_botnext26ts_256,73.878,26.122,91.788,8.212,10.59,256,0.950,bicubic
+regnetx_006,73.846,26.154,91.682,8.318,6.20,224,0.875,bicubic
+vit_base_patch32_sam_224,73.700,26.300,91.008,8.992,88.22,224,0.900,bicubic
+tf_mobilenetv3_large_075,73.450,26.550,91.340,8.660,3.99,224,0.875,bilinear
+vgg16_bn,73.360,26.640,91.492,8.508,138.37,224,0.875,bilinear
+crossvit_tiny_240,73.344,26.656,91.922,8.078,7.01,240,0.875,bicubic
+tv_resnet34,73.304,26.696,91.422,8.578,21.80,224,0.875,bilinear
+swsl_resnet18,73.282,26.718,91.758,8.242,11.69,224,0.875,bilinear
+convit_tiny,73.112,26.888,91.720,8.280,5.71,224,0.875,bicubic
+skresnet18,73.022,26.978,91.170,8.830,11.96,224,0.875,bicubic
+mobilenetv2_100,72.952,27.048,91.002,8.998,3.50,224,0.875,bicubic
+pit_ti_224,72.922,27.078,91.410,8.590,4.85,224,0.900,bicubic
+ssl_resnet18,72.612,27.388,91.420,8.580,11.69,224,0.875,bilinear
+regnetx_004,72.390,27.610,90.818,9.182,5.16,224,0.875,bicubic
+vgg19,72.388,27.612,90.886,9.114,143.67,224,0.875,bilinear
+hrnet_w18_small,72.332,27.668,90.686,9.314,13.19,224,0.875,bilinear
+xcit_nano_12_p16_224_dist,72.312,27.688,90.852,9.148,3.05,224,1.000,bicubic
+resnet18d,72.268,27.732,90.684,9.316,11.71,224,0.875,bicubic
+tf_mobilenetv3_large_minimal_100,72.252,27.748,90.636,9.364,3.92,224,0.875,bilinear
+deit_tiny_patch16_224,72.160,27.840,91.112,8.888,5.72,224,0.900,bicubic
+mixer_l16_224,72.066,27.934,87.654,12.346,208.20,224,0.875,bicubic
+vit_tiny_r_s16_p8_224,71.798,28.202,90.824,9.176,6.34,224,0.900,bicubic
+legacy_seresnet18,71.734,28.266,90.338,9.662,11.78,224,0.875,bicubic
+vgg16,71.584,28.416,90.390,9.610,138.36,224,0.875,bilinear
+vgg13_bn,71.564,28.436,90.374,9.626,133.05,224,0.875,bilinear
+gluon_resnet18_v1b,70.834,29.166,89.760,10.240,11.69,224,0.875,bicubic
+vgg11_bn,70.362,29.638,89.806,10.194,132.87,224,0.875,bilinear
+regnety_002,70.282,29.718,89.544,10.456,3.16,224,0.875,bicubic
+xcit_nano_12_p16_224,69.972,30.028,89.758,10.242,3.05,224,1.000,bicubic
+vgg13,69.938,30.062,89.258,10.742,133.05,224,0.875,bilinear
+resnet18,69.740,30.260,89.086,10.914,11.69,224,0.875,bilinear
+vgg11,69.048,30.952,88.636,11.364,132.86,224,0.875,bilinear
+regnetx_002,68.750,31.250,88.560,11.440,2.68,224,0.875,bicubic
+botnet26t_256,68.546,31.454,88.696,11.304,12.49,256,0.950,bicubic
+tf_mobilenetv3_small_100,67.926,32.074,87.676,12.324,2.54,224,0.875,bilinear
+dla60x_c,67.912,32.088,88.418,11.582,1.32,224,0.875,bilinear
+dla46x_c,65.976,34.024,86.988,13.012,1.07,224,0.875,bilinear
+tf_mobilenetv3_small_075,65.720,34.280,86.136,13.864,2.04,224,0.875,bilinear
+dla46_c,64.870,35.130,86.294,13.706,1.30,224,0.875,bilinear
+tf_mobilenetv3_small_minimal_100,62.908,37.092,84.246,15.754,2.04,224,0.875,bilinear

results/results-imagenetv2-matched-frequency.csv

@@ -1,421 +1,519 @@
 model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation,top1_diff,top5_diff,rank_diff
-tf_efficientnet_l2_ns_475,80.460,19.540,95.730,4.270,480.31,475,0.936,bicubic,-7.774,-2.816,+1
-tf_efficientnet_l2_ns,80.250,19.750,95.840,4.160,480.31,800,0.960,bicubic,-8.102,-2.810,-1
-tf_efficientnet_b7_ns,78.510,21.490,94.380,5.620,66.35,600,0.949,bicubic,-8.330,-3.714,+2
-vit_large_patch16_384,77.940,22.060,94.450,5.550,304.72,384,1.000,bicubic,-9.140,-3.850,0
-tf_efficientnet_b6_ns,77.280,22.720,93.890,6.110,43.04,528,0.942,bicubic,-9.172,-3.992,+2
-vit_large_r50_s32_384,77.060,22.940,93.720,6.280,329.09,384,1.000,bicubic,-9.124,-4.198,+5
-swin_large_patch4_window12_384,77.040,22.960,93.750,6.250,196.74,384,1.000,bicubic,-10.108,-4.484,-4
-tf_efficientnetv2_l_in21ft1k,76.940,23.060,93.950,6.050,118.52,480,1.000,bicubic,-9.364,-4.028,+2
-cait_m48_448,76.870,23.130,93.370,6.630,356.46,448,1.000,bicubic,-9.614,-4.384,-3
-ig_resnext101_32x48d,76.870,23.130,93.310,6.690,828.41,224,0.875,bilinear,-8.558,-4.262,+13
-ig_resnext101_32x32d,76.840,23.160,93.200,6.800,468.53,224,0.875,bilinear,-8.254,-4.238,+19
-tf_efficientnet_b5_ns,76.810,23.190,93.580,6.420,30.39,456,0.934,bicubic,-9.278,-4.172,+1
-vit_base_patch16_384,76.500,23.500,93.750,6.250,86.86,384,1.000,bicubic,-9.506,-4.250,+2
-cait_m36_384,76.320,23.680,93.050,6.950,271.22,384,1.000,bicubic,-9.734,-4.680,0
-vit_large_patch16_224,76.290,23.710,93.600,6.400,304.33,224,0.900,bicubic,-9.552,-4.224,+1
-swin_base_patch4_window12_384,76.280,23.720,93.320,6.680,87.90,384,1.000,bicubic,-10.152,-4.738,-8
-tf_efficientnetv2_l,76.280,23.720,92.970,7.030,118.52,480,1.000,bicubic,-9.210,-4.402,+4
-swin_large_patch4_window7_224,76.270,23.730,93.420,6.580,196.53,224,0.900,bicubic,-10.050,-4.476,-9
-cait_s36_384,76.210,23.790,92.970,7.030,68.37,384,1.000,bicubic,-9.250,-4.510,+3
-dm_nfnet_f6,76.130,23.870,93.110,6.890,438.36,576,0.956,bicubic,-10.014,-4.620,-8
-tf_efficientnet_b7_ap,76.090,23.910,92.970,7.030,66.35,600,0.949,bicubic,-9.030,-4.282,+8
-tf_efficientnet_b8_ap,76.090,23.910,92.730,7.270,87.41,672,0.954,bicubic,-9.280,-4.564,+4
-tf_efficientnetv2_m_in21ft1k,75.920,24.080,93.280,6.720,54.14,480,1.000,bicubic,-9.668,-4.472,-4
-dm_nfnet_f4,75.850,24.150,92.950,7.050,316.07,512,0.951,bicubic,-9.864,-4.570,-6
-ig_resnext101_32x16d,75.720,24.280,92.910,7.090,194.03,224,0.875,bilinear,-8.450,-4.286,+31
-tf_efficientnet_b4_ns,75.670,24.330,93.050,6.950,19.34,380,0.922,bicubic,-9.492,-4.420,+2
-vit_base_r50_s16_384,75.590,24.410,92.790,7.210,98.95,384,1.000,bicubic,-9.382,-4.498,+9
-deit_base_distilled_patch16_384,75.550,24.450,92.500,7.500,87.63,384,1.000,bicubic,-9.872,-4.832,-4
-tf_efficientnetv2_m,75.520,24.480,92.620,7.380,54.14,480,1.000,bicubic,-9.524,-4.658,+4
-cait_s24_384,75.480,24.520,92.600,7.400,47.06,384,1.000,bicubic,-9.566,-4.746,+2
-swsl_resnext101_32x8d,75.430,24.570,92.760,7.240,88.79,224,0.875,bilinear,-8.854,-4.416,+22
-tf_efficientnet_b6_ap,75.380,24.620,92.440,7.560,43.04,528,0.942,bicubic,-9.408,-4.698,+8
-dm_nfnet_f3,75.210,24.790,92.940,7.060,254.92,416,0.940,bicubic,-10.312,-4.522,-13
-efficientnetv2_rw_m,75.170,24.830,92.570,7.430,53.24,416,1.000,bicubic,-9.638,-4.578,+5
-ecaresnet269d,75.120,24.880,92.840,7.160,102.09,352,1.000,bicubic,-9.856,-4.386,0
-dm_nfnet_f5,75.000,25.000,92.600,7.400,377.21,544,0.954,bicubic,-10.814,-4.888,-19
-tf_efficientnet_b8,74.940,25.060,92.310,7.690,87.41,672,0.954,bicubic,-10.430,-5.080,-12
-eca_nfnet_l2,74.830,25.170,92.650,7.350,56.72,384,1.000,bicubic,-9.868,-4.614,+4
-tf_efficientnet_b7,74.720,25.280,92.220,7.780,66.35,600,0.949,bicubic,-10.216,-4.984,-2
-dm_nfnet_f2,74.620,25.380,92.260,7.740,193.78,352,0.920,bicubic,-10.444,-4.980,-9
-tf_efficientnet_b5_ap,74.600,25.400,91.990,8.010,30.39,456,0.934,bicubic,-9.652,-4.984,+14
-dm_nfnet_f1,74.570,25.430,92.260,7.740,132.63,320,0.910,bicubic,-10.056,-4.840,+1
-swin_base_patch4_window7_224,74.570,25.430,92.560,7.440,87.77,224,0.900,bicubic,-10.682,-5.002,-16
-seresnet152d,74.510,25.490,92.080,7.920,66.84,320,1.000,bicubic,-9.852,-4.960,+7
-resnest200e,74.480,25.520,91.860,8.140,70.20,320,0.909,bicubic,-9.352,-5.034,+23
-tf_efficientnetv2_s_in21ft1k,74.450,25.550,92.510,7.490,21.46,384,1.000,bicubic,-9.852,-4.742,+6
-efficientnetv2_rw_s,74.170,25.830,91.710,8.290,23.94,384,1.000,bicubic,-9.638,-5.014,+23
-resnest269e,74.170,25.830,91.950,8.050,110.93,416,0.928,bicubic,-10.348,-5.036,-3
-cait_xs24_384,74.160,25.840,91.910,8.090,26.67,384,1.000,bicubic,-9.902,-4.978,+11
-pit_b_distilled_224,74.160,25.840,91.680,8.320,74.79,224,0.900,bicubic,-9.984,-5.176,+7
-swsl_resnext101_32x4d,74.140,25.860,91.990,8.010,44.18,224,0.875,bilinear,-9.090,-4.770,+33
-eca_nfnet_l1,74.120,25.880,92.070,7.930,41.41,320,1.000,bicubic,-9.890,-4.958,+12
-vit_large_r50_s32_224,74.100,25.900,92.390,7.610,328.99,224,0.900,bicubic,-10.334,-4.774,-4
-vit_base_patch16_224_miil,74.040,25.960,91.700,8.300,86.54,224,0.875,bilinear,-10.228,-5.102,0
-swsl_resnext101_32x16d,74.020,25.980,92.160,7.840,194.03,224,0.875,bilinear,-9.326,-4.686,+27
-resnetv2_152x4_bitm,74.010,25.990,92.340,7.660,936.53,480,1.000,bilinear,-10.906,-5.102,-18
-tf_efficientnetv2_s,74.000,26.000,91.530,8.470,21.46,384,1.000,bicubic,-9.894,-5.168,+9
-vit_base_patch16_224,74.000,26.000,92.470,7.530,86.57,224,0.900,bicubic,-10.532,-4.824,-14
-resnetrs420,73.920,26.080,91.760,8.240,191.89,416,1.000,bicubic,-11.088,-5.364,-25
-resnetv2_152x2_bitm,73.920,26.080,92.670,7.330,236.34,448,1.000,bilinear,-10.590,-4.762,-14
-tf_efficientnet_b6,73.900,26.100,91.750,8.250,43.04,528,0.942,bicubic,-10.210,-5.136,-3
-tf_efficientnet_b3_ns,73.890,26.110,91.870,8.130,12.23,300,0.904,bicubic,-10.158,-5.040,-1
-resmlp_big_24_224_in22ft1k,73.880,26.120,91.750,8.250,129.14,224,0.875,bicubic,-10.514,-5.370,-13
-vit_small_r26_s32_384,73.800,26.200,92.300,7.700,36.47,384,1.000,bicubic,-10.246,-5.028,-2
-resnetrs270,73.710,26.290,91.580,8.420,129.86,352,1.000,bicubic,-10.724,-5.390,-17
-resnet200d,73.680,26.320,91.570,8.430,64.69,320,1.000,bicubic,-10.282,-5.254,-1
-resnetv2_101x3_bitm,73.670,26.330,92.470,7.530,387.93,448,1.000,bilinear,-10.770,-4.912,-20
-ig_resnext101_32x8d,73.650,26.350,92.190,7.810,88.79,224,0.875,bilinear,-9.038,-4.446,+32
-tf_efficientnet_b5,73.550,26.450,91.460,8.540,30.39,456,0.934,bicubic,-10.262,-5.288,0
-resnet152d,73.520,26.480,91.230,8.770,60.21,320,1.000,bicubic,-10.160,-5.508,+4
-resnetrs200,73.500,26.500,91.250,8.750,93.21,320,1.000,bicubic,-10.566,-5.624,-12
-resnetrs350,73.400,26.600,91.310,8.690,163.96,384,1.000,bicubic,-11.320,-5.678,-31
-twins_svt_large,73.390,26.610,90.910,9.090,99.27,224,0.900,bicubic,-10.288,-5.684,+2
-regnety_160,73.360,26.640,91.690,8.310,83.59,288,1.000,bicubic,-10.326,-5.086,-1
-efficientnet_b4,73.320,26.680,91.280,8.720,19.34,384,1.000,bicubic,-10.108,-5.316,+3
-resmlp_big_24_distilled_224,73.290,26.710,91.160,8.840,129.14,224,0.875,bicubic,-10.300,-5.488,0
-vit_small_patch16_384,73.290,26.710,91.990,8.010,22.20,384,1.000,bicubic,-10.512,-5.112,-6
-deit_base_distilled_patch16_224,73.240,26.760,91.000,9.000,87.34,224,0.900,bicubic,-10.148,-5.488,+1
-resnetrs152,73.200,26.800,91.260,8.740,86.62,320,1.000,bicubic,-10.512,-5.354,-7
-vit_base_patch32_384,73.130,26.870,91.240,8.760,88.30,384,1.000,bicubic,-10.220,-5.596,+1
-cait_s24_224,73.070,26.930,91.130,8.870,46.92,224,1.000,bicubic,-10.382,-5.434,-4
-resnetv2_152x2_bit_teacher_384,72.890,27.110,91.550,8.450,236.34,384,1.000,bicubic,-10.954,-5.568,-15
-tf_efficientnet_b4_ap,72.890,27.110,90.980,9.020,19.34,380,0.922,bicubic,-10.358,-5.412,0
-dm_nfnet_f0,72.880,27.120,91.080,8.920,71.49,256,0.900,bicubic,-10.506,-5.492,-4
-regnety_032,72.770,27.230,90.950,9.050,19.44,288,1.000,bicubic,-9.954,-5.474,+13
-nfnet_l0,72.610,27.390,91.010,8.990,35.07,288,1.000,bicubic,-10.140,-5.506,+11
-pnasnet5large,72.610,27.390,90.510,9.490,86.06,331,0.911,bicubic,-10.172,-5.530,+9
-twins_pcpvt_large,72.580,27.420,90.700,9.300,60.99,224,0.900,bicubic,-10.560,-5.898,-2
-resnest101e,72.570,27.430,90.820,9.180,48.28,256,0.875,bilinear,-10.320,-5.500,+4
-swsl_resnext50_32x4d,72.560,27.440,90.870,9.130,25.03,224,0.875,bilinear,-9.622,-5.360,+26
-twins_svt_base,72.550,27.450,90.460,9.540,56.07,224,0.900,bicubic,-10.586,-5.958,-5
-tresnet_xl_448,72.550,27.450,90.310,9.690,78.44,448,0.875,bilinear,-10.500,-5.864,-1
-deit_base_patch16_384,72.530,27.470,90.250,9.750,86.86,384,1.000,bicubic,-10.576,-6.122,-5
-resnetv2_50x3_bitm,72.530,27.470,91.760,8.240,217.32,448,1.000,bilinear,-11.484,-5.364,-31
-resnet101d,72.410,27.590,90.650,9.350,44.57,320,1.000,bicubic,-10.612,-5.796,-4
-tf_efficientnet_b4,72.290,27.710,90.590,9.410,19.34,380,0.922,bicubic,-10.732,-5.710,-4
-tf_efficientnet_b2_ns,72.280,27.720,91.090,8.910,9.11,260,0.890,bicubic,-10.100,-5.158,+8
-tresnet_m,72.270,27.730,90.240,9.760,31.39,224,0.875,bilinear,-10.810,-5.878,-9
-resnetv2_50x1_bit_distilled,72.260,27.740,91.010,8.990,25.55,224,0.875,bicubic,-10.558,-5.512,-4
-nasnetalarge,72.230,27.770,90.470,9.530,88.75,331,0.911,bicubic,-10.390,-5.576,+1
-cait_xxs36_384,72.190,27.810,90.840,9.160,17.37,384,1.000,bicubic,-10.004,-5.308,+14
-twins_pcpvt_base,72.180,27.820,90.510,9.490,43.83,224,0.900,bicubic,-10.528,-5.836,-3
-eca_nfnet_l0,71.840,28.160,91.110,8.890,24.14,288,1.000,bicubic,-10.740,-5.380,0
-swin_small_patch4_window7_224,71.740,28.260,90.240,9.760,49.61,224,0.900,bicubic,-11.472,-6.082,-19
-swsl_resnet50,71.700,28.300,90.500,9.500,25.56,224,0.875,bilinear,-9.466,-5.472,+42
-pit_b_224,71.700,28.300,89.250,10.750,73.76,224,0.900,bicubic,-10.746,-6.460,-1
-tresnet_xl,71.660,28.340,89.630,10.370,78.44,224,0.875,bilinear,-10.394,-6.306,+12
-convit_base,71.600,28.400,90.150,9.850,86.54,224,0.875,bicubic,-10.690,-5.788,+3
-tresnet_l_448,71.600,28.400,90.050,9.950,55.99,448,0.875,bilinear,-10.668,-5.926,+4
-ssl_resnext101_32x8d,71.500,28.500,90.460,9.540,88.79,224,0.875,bilinear,-10.116,-5.578,+20
-ecaresnet101d,71.490,28.510,90.330,9.670,44.57,224,0.875,bicubic,-10.682,-5.716,+6
-efficientnet_b3,71.480,28.520,90.060,9.940,12.23,320,1.000,bicubic,-10.762,-6.054,+2
-resnet51q,71.430,28.570,90.180,9.820,35.70,288,1.000,bilinear,-10.930,-6.000,-7
-ssl_resnext101_32x16d,71.410,28.590,90.560,9.440,194.03,224,0.875,bilinear,-10.434,-5.536,+10
-pit_s_distilled_224,71.380,28.620,89.780,10.220,24.04,224,0.900,bicubic,-10.616,-6.018,+6
-mixer_b16_224_miil,71.300,28.700,89.650,10.350,59.88,224,0.875,bilinear,-11.008,-6.066,-6
-resnetv2_152x2_bit_teacher,71.290,28.710,90.430,9.570,236.34,224,0.875,bicubic,-11.572,-6.138,-23
-ecaresnet50t,71.280,28.720,90.420,9.580,25.57,320,0.950,bicubic,-11.066,-5.718,-11
-deit_base_patch16_224,71.170,28.830,89.200,10.800,86.57,224,0.900,bicubic,-10.828,-6.534,+1
-resnetv2_101x1_bitm,71.010,28.990,91.090,8.910,44.54,448,1.000,bilinear,-11.322,-5.428,-12
-visformer_small,71.010,28.990,89.460,10.540,40.22,224,0.900,bicubic,-11.096,-6.412,-3
-tresnet_m_448,70.990,29.010,88.680,11.320,31.39,448,0.875,bilinear,-10.724,-6.892,+4
-resnest50d_4s2x40d,70.950,29.050,89.710,10.290,30.42,224,0.875,bicubic,-10.158,-5.848,+27
-wide_resnet50_2,70.950,29.050,89.230,10.770,68.88,224,0.875,bicubic,-10.506,-6.302,+12
-tnt_s_patch16_224,70.930,29.070,89.600,10.400,23.76,224,0.900,bicubic,-10.588,-6.148,+7
-vit_small_patch16_224,70.930,29.070,90.140,9.860,22.05,224,0.900,bicubic,-10.472,-5.994,+12
-tf_efficientnet_b3_ap,70.920,29.080,89.430,10.570,12.23,300,0.904,bicubic,-10.902,-6.194,-2
-tf_efficientnet_b1_ns,70.870,29.130,90.120,9.880,7.79,240,0.882,bicubic,-10.518,-5.618,+11
-vit_large_patch32_384,70.860,29.140,90.570,9.430,306.63,384,1.000,bicubic,-10.646,-5.522,+5
-rexnet_200,70.840,29.160,89.700,10.300,16.37,224,0.875,bicubic,-10.792,-5.968,-2
-tresnet_l,70.840,29.160,89.630,10.370,55.99,224,0.875,bilinear,-10.650,-5.994,+3
-resnetrs101,70.840,29.160,89.830,10.170,63.62,288,0.940,bicubic,-11.448,-6.178,-18
-tf_efficientnetv2_b3,70.830,29.170,89.500,10.500,14.36,300,0.904,bicubic,-11.140,-6.282,-11
-coat_lite_small,70.800,29.200,89.570,10.430,19.84,224,0.900,bicubic,-11.508,-6.280,-25
-levit_384,70.750,29.250,89.300,10.700,39.13,224,0.900,bicubic,-11.836,-6.716,-33
-tf_efficientnet_b3,70.640,29.360,89.440,10.560,12.23,300,0.904,bicubic,-10.996,-6.278,-8
-cait_xxs24_384,70.600,29.400,89.720,10.280,12.03,384,1.000,bicubic,-10.366,-5.926,+20
-gluon_senet154,70.600,29.400,88.920,11.080,115.09,224,0.875,bicubic,-10.634,-6.428,+8
-convit_small,70.580,29.420,89.580,10.420,27.78,224,0.875,bicubic,-10.846,-6.164,-2
-twins_pcpvt_small,70.550,29.450,89.070,10.930,24.11,224,0.900,bicubic,-10.538,-6.572,+12
-ssl_resnext101_32x4d,70.530,29.470,89.760,10.240,44.18,224,0.875,bilinear,-10.394,-5.968,+17
-deit_small_distilled_patch16_224,70.520,29.480,89.470,10.530,22.44,224,0.900,bicubic,-10.680,-5.908,+5
-vit_small_r26_s32_224,70.520,29.480,90.110,9.890,36.43,224,0.900,bicubic,-11.338,-5.912,-20
-legacy_senet154,70.500,29.500,89.010,10.990,115.09,224,0.875,bilinear,-10.810,-6.486,-1
-twins_svt_small,70.440,29.560,89.360,10.640,24.06,224,0.900,bicubic,-11.242,-6.310,-18
-gluon_seresnext101_64x4d,70.430,29.570,89.350,10.650,88.23,224,0.875,bicubic,-10.464,-5.958,+14
-tf_efficientnet_lite4,70.430,29.570,89.110,10.890,13.01,380,0.920,bilinear,-11.106,-6.558,-16
-resnest50d,70.410,29.590,88.760,11.240,27.48,224,0.875,bilinear,-10.564,-6.618,+8
-resnest50d_1s4x24d,70.400,29.600,89.220,10.780,25.68,224,0.875,bicubic,-10.588,-6.102,+6
-seresnext50_32x4d,70.400,29.600,89.110,10.890,27.56,224,0.875,bicubic,-10.866,-6.510,-5
-gernet_l,70.350,29.650,88.980,11.020,31.08,256,0.875,bilinear,-11.004,-6.556,-10
-gluon_resnet152_v1s,70.290,29.710,88.850,11.150,60.32,224,0.875,bicubic,-10.726,-6.562,+2
-repvgg_b3,70.250,29.750,88.730,11.270,123.09,224,0.875,bilinear,-10.242,-6.530,+19
-coat_mini,70.220,29.780,89.440,10.560,10.34,224,0.900,bicubic,-11.048,-5.952,-10
-ecaresnet101d_pruned,70.130,29.870,89.590,10.410,24.88,224,0.875,bicubic,-10.688,-6.038,+7
-efficientnet_el,70.120,29.880,89.290,10.710,10.59,300,0.904,bicubic,-11.196,-6.236,-14
-inception_resnet_v2,70.120,29.880,88.700,11.300,55.84,299,0.897,bicubic,-10.338,-6.606,+20
-resmlp_36_distilled_224,70.090,29.910,89.100,10.900,44.69,224,0.875,bicubic,-11.070,-6.388,-9
-gluon_seresnext101_32x4d,70.010,29.990,88.900,11.100,48.96,224,0.875,bicubic,-10.894,-6.394,0
-regnety_320,70.000,30.000,88.890,11.110,145.05,224,0.875,bicubic,-10.812,-6.354,+3
-levit_256,69.970,30.030,89.250,10.750,18.89,224,0.900,bicubic,-11.540,-6.240,-28
-gluon_resnet152_v1d,69.960,30.040,88.490,11.510,60.21,224,0.875,bicubic,-10.514,-6.716,+13
-pit_s_224,69.890,30.110,88.930,11.070,23.46,224,0.900,bicubic,-11.204,-6.402,-12
-ecaresnet50d,69.840,30.160,89.400,10.600,25.58,224,0.875,bicubic,-10.752,-5.920,+6
-ssl_resnext50_32x4d,69.710,30.290,89.440,10.560,25.03,224,0.875,bilinear,-10.608,-5.966,+17
-gluon_resnext101_64x4d,69.680,30.320,88.270,11.730,83.46,224,0.875,bicubic,-10.924,-6.718,+3
-resmlp_24_distilled_224,69.680,30.320,89.050,10.950,30.02,224,0.875,bicubic,-11.086,-6.168,-3
-efficientnet_b3_pruned,69.580,30.420,88.980,11.020,9.86,300,0.904,bicubic,-11.278,-6.262,-7
-nf_resnet50,69.540,30.460,88.730,11.270,25.56,288,0.940,bicubic,-11.120,-6.606,-2
-gernet_m,69.530,30.470,88.690,11.310,21.14,224,0.875,bilinear,-11.202,-6.494,-5
-repvgg_b3g4,69.520,30.480,88.450,11.550,83.83,224,0.875,bilinear,-10.692,-6.660,+18
-ens_adv_inception_resnet_v2,69.520,30.480,88.510,11.490,55.84,299,0.897,bicubic,-10.462,-6.428,+28
-efficientnet_el_pruned,69.520,30.480,88.930,11.070,10.59,300,0.904,bicubic,-10.780,-6.098,+15
-efficientnet_b2,69.500,30.500,88.680,11.320,9.11,288,1.000,bicubic,-11.112,-6.638,-6
-rexnet_150,69.470,30.530,88.980,11.020,9.73,224,0.875,bicubic,-10.840,-6.186,+8
-swin_tiny_patch4_window7_224,69.450,30.550,89.020,10.980,28.29,224,0.900,bicubic,-11.928,-6.520,-36
-regnetx_320,69.440,30.560,88.270,11.730,107.81,224,0.875,bicubic,-10.806,-6.756,+12
-vit_base_patch32_224,69.410,30.590,89.420,10.580,88.22,224,0.900,bicubic,-11.314,-6.148,-12
-inception_v4,69.360,30.640,88.780,11.220,42.68,299,0.875,bicubic,-10.808,-6.188,+14
-legacy_seresnext101_32x4d,69.360,30.640,88.070,11.930,48.96,224,0.875,bilinear,-10.868,-6.948,+10
-ecaresnetlight,69.340,30.660,89.220,10.780,30.16,224,0.875,bicubic,-11.122,-6.030,-5
-resnet50d,69.330,30.670,88.220,11.780,25.58,224,0.875,bicubic,-11.200,-6.940,-11
-xception71,69.320,30.680,88.260,11.740,42.34,299,0.903,bicubic,-10.554,-6.662,+23
-vit_small_patch32_384,69.290,30.710,89.820,10.180,22.92,384,1.000,bicubic,-11.190,-5.778,-11
-gluon_xception65,69.160,30.840,88.090,11.910,39.92,299,0.903,bicubic,-10.556,-6.770,+33
-gluon_resnet152_v1c,69.140,30.860,87.870,12.130,60.21,224,0.875,bicubic,-10.770,-6.970,+17
-mixnet_xl,69.100,30.900,88.310,11.690,11.90,224,0.875,bicubic,-11.376,-6.626,-13
-tf_efficientnetv2_b2,69.090,30.910,88.220,11.780,10.10,260,0.890,bicubic,-11.118,-6.822,+4
-gluon_resnet101_v1d,69.010,30.990,88.100,11.900,44.57,224,0.875,bicubic,-11.404,-6.914,-11
-repvgg_b2g4,69.000,31.000,88.360,11.640,61.76,224,0.875,bilinear,-10.366,-6.328,+41
-seresnet50,68.980,31.020,88.710,11.290,28.09,224,0.875,bicubic,-11.294,-6.360,-4
-xception65,68.980,31.020,88.480,11.520,39.92,299,0.903,bicubic,-10.572,-6.174,+32
-gluon_resnext101_32x4d,68.960,31.040,88.360,11.640,44.18,224,0.875,bicubic,-11.374,-6.566,-12
-tf_efficientnet_b2_ap,68.920,31.080,88.350,11.650,9.11,260,0.890,bicubic,-11.380,-6.868,-9
-cspdarknet53,68.890,31.110,88.600,11.400,27.64,256,0.887,bilinear,-11.168,-6.484,+2
-regnety_120,68.850,31.150,88.330,11.670,51.82,224,0.875,bicubic,-11.516,-6.796,-17
-gluon_resnet152_v1b,68.820,31.180,87.710,12.290,60.19,224,0.875,bicubic,-10.866,-7.026,+22
-dpn131,68.770,31.230,87.470,12.530,79.25,224,0.875,bicubic,-11.052,-7.240,+13
-cspresnext50,68.760,31.240,87.950,12.050,20.57,224,0.875,bilinear,-11.280,-6.994,-1
-tf_efficientnet_b2,68.750,31.250,87.990,12.010,9.11,260,0.890,bicubic,-11.336,-6.918,-4
-resnext50d_32x4d,68.740,31.260,88.300,11.700,25.05,224,0.875,bicubic,-10.936,-6.566,+19
-deit_small_patch16_224,68.720,31.280,88.200,11.800,22.05,224,0.900,bicubic,-11.136,-6.852,+5
-gluon_resnet101_v1s,68.710,31.290,87.910,12.090,44.67,224,0.875,bicubic,-11.592,-7.250,-19
-regnety_080,68.700,31.300,87.970,12.030,39.18,224,0.875,bicubic,-11.176,-6.860,+1
-dpn107,68.690,31.310,88.130,11.870,86.92,224,0.875,bicubic,-11.466,-6.780,-11
-gluon_seresnext50_32x4d,68.670,31.330,88.310,11.690,27.56,224,0.875,bicubic,-11.248,-6.512,-5
-hrnet_w64,68.640,31.360,88.050,11.950,128.06,224,0.875,bilinear,-10.834,-6.602,+20
-resnext50_32x4d,68.640,31.360,87.570,12.430,25.03,224,0.875,bicubic,-11.128,-7.028,+6
-dpn98,68.590,31.410,87.680,12.320,61.57,224,0.875,bicubic,-11.052,-6.918,+12
-regnetx_160,68.530,31.470,88.450,11.550,54.28,224,0.875,bicubic,-11.326,-6.380,-2
-cspresnet50,68.460,31.540,88.010,11.990,21.62,256,0.887,bilinear,-11.114,-6.702,+12
-rexnet_130,68.450,31.550,88.040,11.960,7.56,224,0.875,bicubic,-11.050,-6.642,+14
-tf_efficientnet_el,68.420,31.580,88.210,11.790,10.59,300,0.904,bicubic,-11.830,-6.918,-27
-ecaresnet50d_pruned,68.420,31.580,88.370,11.630,19.94,224,0.875,bicubic,-11.296,-6.510,+4
-regnety_064,68.420,31.580,88.080,11.920,30.58,224,0.875,bicubic,-11.302,-6.688,+2
-ssl_resnet50,68.410,31.590,88.560,11.440,25.56,224,0.875,bilinear,-10.812,-6.272,+26
-cait_xxs36_224,68.410,31.590,88.630,11.370,17.30,224,1.000,bicubic,-11.340,-6.236,-1
-skresnext50_32x4d,68.350,31.650,87.570,12.430,27.48,224,0.875,bicubic,-11.806,-7.072,-23
-dla102x2,68.330,31.670,87.890,12.110,41.28,224,0.875,bilinear,-11.118,-6.750,+10
-efficientnet_b2_pruned,68.320,31.680,88.100,11.900,8.31,260,0.890,bicubic,-11.596,-6.756,-18
-resmlp_big_24_224,68.320,31.680,87.520,12.480,129.14,224,0.875,bicubic,-12.708,-7.502,-68
-gluon_resnext50_32x4d,68.310,31.690,87.300,12.700,25.03,224,0.875,bicubic,-11.044,-7.126,+10
-ecaresnet26t,68.230,31.770,88.790,11.210,16.01,320,0.950,bicubic,-11.624,-6.294,-14
-tf_efficientnet_lite3,68.230,31.770,87.740,12.260,8.20,300,0.904,bilinear,-11.590,-7.174,-12
-ese_vovnet39b,68.210,31.790,88.250,11.750,24.57,224,0.875,bicubic,-11.110,-6.462,+8
-regnetx_120,68.150,31.850,87.660,12.340,46.11,224,0.875,bicubic,-11.446,-7.078,-4
-resmlp_36_224,68.080,31.920,88.190,11.810,44.69,224,0.875,bicubic,-11.690,-6.696,-14
-resnetrs50,68.030,31.970,87.710,12.290,35.69,224,0.910,bicubic,-11.862,-7.258,-24
-pit_xs_distilled_224,68.020,31.980,87.720,12.280,11.00,224,0.900,bicubic,-11.286,-6.644,+8
-dpn92,67.990,32.010,87.580,12.420,37.67,224,0.875,bicubic,-12.018,-7.256,-31
-nf_regnet_b1,67.960,32.040,88.200,11.800,10.22,288,0.900,bicubic,-11.332,-6.548,+8
-gluon_resnet50_v1d,67.940,32.060,87.130,12.870,25.58,224,0.875,bicubic,-11.134,-7.340,+19
-resnetv2_50x1_bitm,67.920,32.080,89.300,10.700,25.55,448,1.000,bilinear,-12.422,-6.384,-53
-levit_192,67.900,32.100,87.890,12.110,10.95,224,0.900,bicubic,-11.942,-6.896,-24
-tf_efficientnetv2_b1,67.890,32.110,87.800,12.200,8.14,240,0.882,bicubic,-11.572,-6.922,-7
-regnetx_080,67.880,32.120,86.990,13.010,39.57,224,0.875,bicubic,-11.314,-7.570,+12
-resnext101_32x8d,67.860,32.140,87.490,12.510,88.79,224,0.875,bilinear,-11.448,-7.028,-3
-legacy_seresnext50_32x4d,67.840,32.160,87.620,12.380,27.56,224,0.875,bilinear,-11.238,-6.816,+11
-efficientnet_em,67.840,32.160,88.120,11.880,6.90,240,0.882,bicubic,-11.412,-6.674,+4
-resmlp_24_224,67.810,32.190,87.610,12.390,30.02,224,0.875,bicubic,-11.564,-6.936,-10
-hrnet_w48,67.770,32.230,87.420,12.580,77.47,224,0.875,bilinear,-11.530,-7.092,-3
-hrnet_w44,67.740,32.260,87.560,12.440,67.06,224,0.875,bilinear,-11.156,-6.808,+15
-coat_lite_mini,67.720,32.280,87.700,12.300,11.01,224,0.900,bicubic,-11.368,-6.904,+6
-tf_efficientnet_b0_ns,67.710,32.290,88.070,11.930,5.29,224,0.875,bicubic,-10.948,-6.306,+23
-regnetx_064,67.680,32.320,87.520,12.480,26.21,224,0.875,bicubic,-11.392,-6.938,+7
-xception,67.650,32.350,87.570,12.430,22.86,299,0.897,bicubic,-11.402,-6.822,+7
-dpn68b,67.630,32.370,87.660,12.340,12.61,224,0.875,bicubic,-11.586,-6.754,-2
-dla169,67.610,32.390,87.590,12.410,53.39,224,0.875,bilinear,-11.078,-6.746,+17
-gluon_inception_v3,67.590,32.410,87.470,12.530,23.83,299,0.875,bicubic,-11.216,-6.900,+11
-gluon_resnet101_v1c,67.580,32.420,87.180,12.820,44.57,224,0.875,bicubic,-11.954,-7.398,-25
-regnety_040,67.580,32.420,87.510,12.490,20.65,224,0.875,bicubic,-11.640,-7.146,-7
-res2net50_26w_8s,67.570,32.430,87.280,12.720,48.40,224,0.875,bilinear,-11.628,-7.088,-6
-hrnet_w40,67.560,32.440,87.140,12.860,57.56,224,0.875,bilinear,-11.360,-7.330,+3
-legacy_seresnet152,67.520,32.480,87.390,12.610,66.82,224,0.875,bilinear,-11.140,-6.980,+12
-tf_efficientnet_b1_ap,67.520,32.480,87.760,12.240,7.79,240,0.882,bicubic,-11.760,-6.546,-14
-efficientnet_b1,67.470,32.530,87.510,12.490,7.79,256,1.000,bicubic,-11.324,-6.832,+5
-gluon_resnet101_v1b,67.460,32.540,87.240,12.760,44.55,224,0.875,bicubic,-11.846,-7.284,-21
-tf_efficientnet_cc_b1_8e,67.450,32.550,87.310,12.690,39.72,240,0.882,bicubic,-11.858,-7.060,-23
-res2net101_26w_4s,67.440,32.560,87.010,12.990,45.21,224,0.875,bilinear,-11.758,-7.422,-12
-resnet50,67.440,32.560,87.420,12.580,25.56,224,0.875,bicubic,-11.598,-6.970,-6
-resnetblur50,67.430,32.570,87.440,12.560,25.56,224,0.875,bicubic,-11.856,-7.198,-21
-cait_xxs24_224,67.330,32.670,87.510,12.490,11.96,224,1.000,bicubic,-11.056,-6.800,+18
-regnetx_032,67.290,32.710,87.000,13.000,15.30,224,0.875,bicubic,-10.882,-7.088,+27
-xception41,67.250,32.750,87.200,12.800,26.97,299,0.903,bicubic,-11.266,-7.078,+4
-coat_tiny,67.250,32.750,87.340,12.660,5.50,224,0.900,bicubic,-11.184,-6.698,+13
-resnest26d,67.200,32.800,87.170,12.830,17.07,224,0.875,bilinear,-11.278,-7.128,+7
-repvgg_b2,67.160,32.840,87.330,12.670,89.02,224,0.875,bilinear,-11.632,-7.084,-6
-legacy_seresnet101,67.160,32.840,87.060,12.940,49.33,224,0.875,bilinear,-11.222,-7.204,+14
-dla60x,67.100,32.900,87.190,12.810,17.35,224,0.875,bilinear,-11.146,-6.828,+16
-gluon_resnet50_v1s,67.060,32.940,86.860,13.140,25.68,224,0.875,bicubic,-11.652,-7.378,-6
-tv_resnet152,67.050,32.950,87.550,12.450,60.19,224,0.875,bilinear,-11.262,-6.488,+13
-dla60_res2net,67.020,32.980,87.160,12.840,20.85,224,0.875,bilinear,-11.444,-7.046,+2
-dla102x,67.010,32.990,86.770,13.230,26.31,224,0.875,bilinear,-11.500,-7.458,-3
-mixnet_l,66.940,33.060,86.910,13.090,7.33,224,0.875,bicubic,-12.036,-7.272,-19
-pit_xs_224,66.920,33.080,87.280,12.720,10.62,224,0.900,bicubic,-11.262,-6.888,+14
-res2net50_26w_6s,66.910,33.090,86.860,13.140,37.05,224,0.875,bilinear,-11.660,-7.264,-8
-repvgg_b1,66.900,33.100,86.780,13.220,57.42,224,0.875,bilinear,-11.466,-7.318,+5
-tf_efficientnet_b1,66.880,33.120,87.010,12.990,7.79,240,0.882,bicubic,-11.946,-7.188,-20
-efficientnet_es,66.880,33.120,86.730,13.270,5.44,224,0.875,bicubic,-11.186,-7.196,+16
-regnetx_040,66.840,33.160,86.730,13.270,22.12,224,0.875,bicubic,-11.642,-7.514,-8
-hrnet_w30,66.780,33.220,86.800,13.200,37.71,224,0.875,bilinear,-11.426,-7.422,+7
-tf_mixnet_l,66.780,33.220,86.470,13.530,7.33,224,0.875,bicubic,-11.994,-7.528,-19
-selecsls60b,66.760,33.240,86.530,13.470,32.77,224,0.875,bicubic,-11.652,-7.644,-4
-hrnet_w32,66.750,33.250,87.300,12.700,41.23,224,0.875,bilinear,-11.700,-6.886,-9
-wide_resnet101_2,66.730,33.270,87.030,12.970,126.89,224,0.875,bilinear,-12.126,-7.252,-27
-tf_efficientnetv2_b0,66.700,33.300,86.710,13.290,7.14,224,0.875,bicubic,-11.656,-7.314,-3
-adv_inception_v3,66.650,33.350,86.540,13.460,23.83,299,0.875,bicubic,-10.932,-7.196,+26
-dla60_res2next,66.640,33.360,87.030,12.970,17.03,224,0.875,bilinear,-11.800,-7.122,-12
-vit_tiny_patch16_384,66.610,33.390,87.260,12.740,5.79,384,1.000,bicubic,-11.820,-7.282,-11
-gluon_resnet50_v1c,66.560,33.440,86.180,13.820,25.58,224,0.875,bicubic,-11.452,-7.808,+7
-levit_128,66.550,33.450,86.750,13.250,9.21,224,0.900,bicubic,-11.936,-7.260,-20
-dla102,66.540,33.460,86.910,13.090,33.27,224,0.875,bilinear,-11.492,-7.036,+4
-gmixer_24_224,66.420,33.580,86.150,13.850,24.72,224,0.875,bicubic,-11.616,-7.514,+2
-tf_inception_v3,66.410,33.590,86.660,13.340,23.83,299,0.875,bicubic,-11.452,-6.980,+11
-hardcorenas_f,66.370,33.630,86.200,13.800,8.20,224,0.875,bilinear,-11.734,-7.602,-2
-coat_lite_tiny,66.290,33.710,86.980,13.020,5.72,224,0.900,bicubic,-11.222,-6.936,+20
-efficientnet_b0,66.290,33.710,85.960,14.040,5.29,224,0.875,bicubic,-11.408,-7.572,+11
-legacy_seresnet50,66.250,33.750,86.330,13.670,28.09,224,0.875,bilinear,-11.380,-7.418,+11
-selecsls60,66.210,33.790,86.340,13.660,30.67,224,0.875,bicubic,-11.772,-7.488,0
-tf_efficientnet_em,66.180,33.820,86.360,13.640,6.90,240,0.882,bicubic,-11.950,-7.684,-8
-tv_resnext50_32x4d,66.180,33.820,86.040,13.960,25.03,224,0.875,bilinear,-11.440,-7.656,+9
-tf_efficientnet_cc_b0_8e,66.170,33.830,86.240,13.760,24.01,224,0.875,bicubic,-11.738,-7.414,+1
-inception_v3,66.160,33.840,86.320,13.680,23.83,299,0.875,bicubic,-11.278,-7.154,+15
-res2net50_26w_4s,66.140,33.860,86.600,13.400,25.70,224,0.875,bilinear,-11.824,-7.254,-4
-resmlp_12_distilled_224,66.130,33.870,86.630,13.370,15.35,224,0.875,bicubic,-11.814,-6.928,-4
-efficientnet_b1_pruned,66.090,33.910,86.570,13.430,6.33,240,0.882,bicubic,-12.146,-7.264,-19
-gluon_resnet50_v1b,66.070,33.930,86.260,13.740,25.56,224,0.875,bicubic,-11.510,-7.456,+7
-rexnet_100,66.070,33.930,86.490,13.510,4.80,224,0.875,bicubic,-11.788,-7.380,-2
-regnety_016,66.060,33.940,86.380,13.620,11.20,224,0.875,bicubic,-11.802,-7.340,-5
-res2net50_14w_8s,66.020,33.980,86.250,13.750,25.06,224,0.875,bilinear,-12.130,-7.598,-19
-seresnext26t_32x4d,65.880,34.120,85.680,14.320,16.81,224,0.875,bicubic,-12.106,-8.066,-13
-repvgg_b1g4,65.850,34.150,86.120,13.880,39.97,224,0.875,bilinear,-11.744,-7.706,0
-res2next50,65.850,34.150,85.840,14.160,24.67,224,0.875,bilinear,-12.396,-8.052,-27
-densenet161,65.840,34.160,86.450,13.550,28.68,224,0.875,bicubic,-11.518,-7.188,+7
-hardcorenas_e,65.840,34.160,85.980,14.020,8.07,224,0.875,bilinear,-11.954,-7.714,-8
-resnet34d,65.780,34.220,86.710,13.290,21.82,224,0.875,bicubic,-11.336,-6.672,+11
-mobilenetv3_large_100_miil,65.760,34.240,85.200,14.800,5.48,224,0.875,bilinear,-12.156,-7.710,-15
-skresnet34,65.750,34.250,85.960,14.040,22.28,224,0.875,bicubic,-11.162,-7.362,+17
-tv_resnet101,65.690,34.310,85.980,14.020,44.55,224,0.875,bilinear,-11.684,-7.560,+1
-hardcorenas_d,65.630,34.370,85.460,14.540,7.50,224,0.875,bilinear,-11.802,-8.024,-1
-selecsls42b,65.610,34.390,85.810,14.190,32.46,224,0.875,bicubic,-11.564,-7.580,+5
-tf_efficientnet_b0_ap,65.490,34.510,85.580,14.420,5.29,224,0.875,bicubic,-11.596,-7.676,+7
-seresnext26d_32x4d,65.410,34.590,85.970,14.030,16.81,224,0.875,bicubic,-12.192,-7.638,-12
-tf_efficientnet_lite2,65.380,34.620,85.990,14.010,6.09,260,0.890,bicubic,-12.088,-7.764,-7
-res2net50_48w_2s,65.350,34.650,85.960,14.040,25.29,224,0.875,bilinear,-12.172,-7.594,-10
-densenet201,65.290,34.710,85.690,14.310,20.01,224,0.875,bicubic,-11.996,-7.788,-3
-densenetblur121d,65.280,34.720,85.710,14.290,8.00,224,0.875,bicubic,-11.308,-7.482,+17
-dla60,65.200,34.800,85.760,14.240,22.04,224,0.875,bilinear,-11.832,-7.558,+3
-ese_vovnet19b_dw,65.190,34.810,85.470,14.530,6.54,224,0.875,bicubic,-11.608,-7.798,+8
-tf_efficientnet_cc_b0_4e,65.150,34.850,85.160,14.840,13.31,224,0.875,bicubic,-12.156,-8.174,-8
-gernet_s,65.120,34.880,85.510,14.490,8.17,224,0.875,bilinear,-11.796,-7.622,+3
-legacy_seresnext26_32x4d,65.050,34.950,85.660,14.340,16.79,224,0.875,bicubic,-12.054,-7.656,-4
-mobilenetv2_120d,65.030,34.970,85.960,14.040,5.83,224,0.875,bicubic,-12.254,-7.532,-9
-hrnet_w18,64.920,35.080,85.740,14.260,21.30,224,0.875,bilinear,-11.838,-7.704,+4
-hardcorenas_c,64.860,35.140,85.250,14.750,5.52,224,0.875,bilinear,-12.194,-7.908,-5
-densenet169,64.760,35.240,85.240,14.760,14.15,224,0.875,bicubic,-11.146,-7.786,+20
-mixnet_m,64.700,35.300,85.450,14.550,5.01,224,0.875,bicubic,-12.560,-7.974,-12
-resnet26d,64.680,35.320,85.120,14.880,16.01,224,0.875,bicubic,-12.016,-8.030,+1
-levit_128s,64.610,35.390,84.730,15.270,7.78,224,0.900,bicubic,-11.920,-8.136,+7
-repvgg_a2,64.450,35.550,85.130,14.870,28.21,224,0.875,bilinear,-12.010,-7.874,+8
-hardcorenas_b,64.420,35.580,84.870,15.130,5.18,224,0.875,bilinear,-12.118,-7.884,+4
-tf_efficientnet_lite1,64.380,35.620,85.470,14.530,5.42,240,0.882,bicubic,-12.262,-7.756,-2
-regnetx_016,64.380,35.620,85.470,14.530,9.19,224,0.875,bicubic,-12.570,-7.950,-10
-resmlp_12_224,64.350,35.650,85.580,14.420,15.35,224,0.875,bicubic,-12.304,-7.600,-4
-tf_efficientnet_b0,64.310,35.690,85.280,14.720,5.29,224,0.875,bicubic,-12.538,-7.948,-9
-tf_mixnet_m,64.270,35.730,85.090,14.910,5.01,224,0.875,bicubic,-12.672,-8.062,-13
-dpn68,64.230,35.770,85.180,14.820,12.61,224,0.875,bicubic,-12.088,-7.798,+2
-tf_efficientnet_es,64.230,35.770,84.740,15.260,5.44,224,0.875,bicubic,-12.364,-8.462,-5
-regnety_008,64.160,35.840,85.270,14.730,6.26,224,0.875,bicubic,-12.156,-7.796,+1
-vit_small_patch32_224,64.070,35.930,85.560,14.440,22.88,224,0.900,bicubic,-11.920,-7.712,+3
-mobilenetv2_140,64.060,35.940,85.040,14.960,6.11,224,0.875,bicubic,-12.456,-7.956,-4
-densenet121,63.750,36.250,84.590,15.410,7.98,224,0.875,bicubic,-11.828,-8.062,+8
-hardcorenas_a,63.710,36.290,84.400,15.600,5.26,224,0.875,bilinear,-12.206,-8.114,+2
-resnest14d,63.590,36.410,84.250,15.750,10.61,224,0.875,bilinear,-11.916,-8.268,+8
-tf_mixnet_s,63.560,36.440,84.270,15.730,4.13,224,0.875,bicubic,-12.090,-8.358,+3
-resnet26,63.470,36.530,84.260,15.740,16.00,224,0.875,bicubic,-11.822,-8.310,+10
-mixnet_s,63.390,36.610,84.740,15.260,4.13,224,0.875,bicubic,-12.602,-8.056,-5
-mobilenetv3_large_100,63.360,36.640,84.090,15.910,5.48,224,0.875,bicubic,-12.406,-8.452,-1
-vit_tiny_r_s16_p8_384,63.340,36.660,85.280,14.720,6.36,384,1.000,bicubic,-12.612,-7.980,-5
-efficientnet_es_pruned,63.330,36.670,84.950,15.050,5.44,224,0.875,bicubic,-11.670,-7.498,+14
-tv_resnet50,63.330,36.670,84.640,15.360,25.56,224,0.875,bilinear,-12.808,-8.224,-10
-mixer_b16_224,63.280,36.720,83.310,16.690,59.88,224,0.875,bicubic,-13.322,-8.918,-20
-efficientnet_lite0,63.240,36.760,84.440,15.560,4.65,224,0.875,bicubic,-12.244,-8.070,0
-mobilenetv3_rw,63.220,36.780,84.510,15.490,5.48,224,0.875,bicubic,-12.414,-8.198,-5
-pit_ti_distilled_224,63.150,36.850,83.960,16.040,5.10,224,0.900,bicubic,-11.380,-8.136,+16
-semnasnet_100,63.150,36.850,84.520,15.480,3.89,224,0.875,bicubic,-12.298,-8.084,-1
-regnety_006,63.110,36.890,84.250,15.750,6.06,224,0.875,bicubic,-12.136,-8.282,0
-vit_tiny_patch16_224,63.110,36.890,84.850,15.150,5.72,224,0.900,bicubic,-12.344,-7.998,-4
-tv_densenet121,62.940,37.060,84.250,15.750,7.98,224,0.875,bicubic,-11.798,-7.900,+8
-resnet34,62.870,37.130,84.140,15.860,21.80,224,0.875,bilinear,-12.240,-8.144,+1
-legacy_seresnet34,62.850,37.150,84.210,15.790,21.96,224,0.875,bilinear,-11.958,-7.914,+5
-mobilenetv2_110d,62.830,37.170,84.500,15.500,4.52,224,0.875,bicubic,-12.206,-7.686,+1
-deit_tiny_distilled_patch16_224,62.810,37.190,83.930,16.070,5.91,224,0.900,bicubic,-11.700,-7.960,+9
-hrnet_w18_small_v2,62.800,37.200,83.980,16.020,15.60,224,0.875,bilinear,-12.314,-8.436,-4
-swsl_resnet18,62.760,37.240,84.300,15.700,11.69,224,0.875,bilinear,-10.516,-7.434,+16
-repvgg_b0,62.720,37.280,83.860,16.140,15.82,224,0.875,bilinear,-12.432,-8.558,-8
-gluon_resnet34_v1b,62.570,37.430,83.990,16.010,21.80,224,0.875,bicubic,-12.018,-8.000,+3
-tf_efficientnet_lite0,62.550,37.450,84.220,15.780,4.65,224,0.875,bicubic,-12.280,-7.956,-3
-regnetx_008,62.490,37.510,84.020,15.980,7.26,224,0.875,bicubic,-12.548,-8.316,-7
-dla34,62.480,37.520,83.910,16.090,15.74,224,0.875,bilinear,-12.150,-8.168,-1
-tf_mobilenetv3_large_100,62.460,37.540,83.970,16.030,5.48,224,0.875,bilinear,-13.058,-8.636,-20
-fbnetc_100,62.440,37.560,83.380,16.620,5.57,224,0.875,bilinear,-12.684,-9.006,-13
-mnasnet_100,61.900,38.100,83.710,16.290,4.38,224,0.875,bicubic,-12.758,-8.404,-5
-regnety_004,61.870,38.130,83.430,16.570,4.34,224,0.875,bicubic,-12.164,-8.322,+1
-vgg19_bn,61.860,38.140,83.450,16.550,143.68,224,0.875,bilinear,-12.354,-8.392,-2
-convit_tiny,61.590,38.410,84.120,15.880,5.71,224,0.875,bicubic,-11.526,-7.594,+6
-ssl_resnet18,61.480,38.520,83.300,16.700,11.69,224,0.875,bilinear,-11.130,-8.116,+9
-regnetx_006,61.350,38.650,83.450,16.550,6.20,224,0.875,bicubic,-12.502,-8.222,-1
-spnasnet_100,61.220,38.780,82.790,17.210,4.42,224,0.875,bilinear,-12.864,-9.028,-5
-tv_resnet34,61.190,38.810,82.710,17.290,21.80,224,0.875,bilinear,-12.122,-8.716,0
-pit_ti_224,60.980,39.020,83.860,16.140,4.85,224,0.900,bicubic,-11.932,-7.542,+4
-skresnet18,60.860,39.140,82.880,17.120,11.96,224,0.875,bicubic,-12.178,-8.288,+1
-ghostnet_100,60.830,39.170,82.360,17.640,5.18,224,0.875,bilinear,-13.148,-9.096,-7
-vgg16_bn,60.760,39.240,82.950,17.050,138.37,224,0.875,bilinear,-12.590,-8.556,-5
-tf_mobilenetv3_large_075,60.400,39.600,81.950,18.050,3.99,224,0.875,bilinear,-13.038,-9.400,-7
-mobilenetv2_100,60.190,39.810,82.240,17.760,3.50,224,0.875,bicubic,-12.780,-8.776,-2
-resnet18d,60.160,39.840,82.300,17.700,11.71,224,0.875,bicubic,-12.100,-8.396,+3
-deit_tiny_patch16_224,59.830,40.170,82.670,17.330,5.72,224,0.900,bicubic,-12.338,-8.448,+4
-legacy_seresnet18,59.800,40.200,81.690,18.310,11.78,224,0.875,bicubic,-11.942,-8.644,+6
-vgg19,59.710,40.290,81.450,18.550,143.67,224,0.875,bilinear,-12.658,-9.422,-2
-regnetx_004,59.410,40.590,81.690,18.310,5.16,224,0.875,bicubic,-12.986,-9.140,-4
-tf_mobilenetv3_large_minimal_100,59.070,40.930,81.150,18.850,3.92,224,0.875,bilinear,-13.178,-9.480,-1
-vit_tiny_r_s16_p8_224,59.070,40.930,81.760,18.240,6.34,224,0.900,bicubic,-12.718,-9.068,+1
-vgg13_bn,59.000,41.000,81.070,18.930,133.05,224,0.875,bilinear,-12.594,-9.306,+2
-hrnet_w18_small,58.950,41.050,81.340,18.660,13.19,224,0.875,bilinear,-13.392,-9.338,-6
-vgg16,58.830,41.170,81.660,18.340,138.36,224,0.875,bilinear,-12.764,-8.722,+1
-gluon_resnet18_v1b,58.340,41.660,80.970,19.030,11.69,224,0.875,bicubic,-12.496,-8.792,+1
-vgg11_bn,57.410,42.590,80.020,19.980,132.87,224,0.875,bilinear,-12.950,-9.782,+1
-resnet18,57.170,42.830,80.200,19.800,11.69,224,0.875,bilinear,-12.578,-8.878,+3
-vgg13,57.150,42.850,79.540,20.460,133.05,224,0.875,bilinear,-12.776,-9.706,+1
-regnety_002,57.000,43.000,79.840,20.160,3.16,224,0.875,bicubic,-13.252,-9.700,-1
-mixer_l16_224,56.690,43.310,75.990,24.010,208.20,224,0.875,bicubic,-15.368,-11.678,-9
-regnetx_002,56.050,43.950,79.210,20.790,2.68,224,0.875,bicubic,-12.712,-9.346,+1
-dla60x_c,56.000,44.000,78.930,21.070,1.32,224,0.875,bilinear,-11.892,-9.496,+2
-vgg11,55.800,44.200,78.830,21.170,132.86,224,0.875,bilinear,-13.224,-9.798,-2
-tf_mobilenetv3_small_100,54.530,45.470,77.060,22.940,2.54,224,0.875,bilinear,-13.392,-10.604,-1
-dla46x_c,53.050,46.950,76.870,23.130,1.07,224,0.875,bilinear,-12.920,-10.110,0
-tf_mobilenetv3_small_075,52.160,47.840,75.470,24.530,2.04,224,0.875,bilinear,-13.556,-10.660,0
-dla46_c,52.130,47.870,75.690,24.310,1.30,224,0.875,bilinear,-12.736,-10.602,0
-tf_mobilenetv3_small_minimal_100,49.500,50.500,73.050,26.950,2.04,224,0.875,bilinear,-13.406,-11.180,0
+beit_large_patch16_512,80.770,19.230,95.860,4.140,305.67,512,1.000,bicubic,-7.814,-2.800,0
+tf_efficientnet_l2_ns_475,80.500,19.500,95.630,4.370,480.31,475,0.936,bicubic,-7.738,-2.920,+2
+beit_large_patch16_384,80.280,19.720,95.610,4.390,305.00,384,1.000,bicubic,-8.102,-2.998,-1
+tf_efficientnet_l2_ns,80.100,19.900,95.860,4.140,480.31,800,0.960,bicubic,-8.246,-2.794,-1
+beit_large_patch16_224,79.340,20.660,94.940,5.060,304.43,224,0.900,bicubic,-8.136,-3.378,0
+swin_large_patch4_window12_384,78.310,21.690,94.410,5.590,196.74,384,1.000,bicubic,-8.840,-3.828,0
+tf_efficientnet_b7_ns,77.850,22.150,94.310,5.690,66.35,600,0.949,bicubic,-8.980,-3.774,+1
+vit_large_patch16_384,77.810,22.190,94.290,5.710,304.72,384,1.000,bicubic,-9.282,-4.016,-1
+beit_base_patch16_384,77.780,22.220,94.330,5.670,86.74,384,1.000,bicubic,-9.028,-3.810,0
+swin_base_patch4_window12_384,77.350,22.650,94.330,5.670,87.90,384,1.000,bicubic,-9.086,-3.736,+2
+swin_large_patch4_window7_224,77.050,22.950,93.670,6.330,196.53,224,0.900,bicubic,-9.266,-4.220,+3
+tf_efficientnet_b6_ns,77.050,22.950,93.790,6.210,43.04,528,0.942,bicubic,-9.396,-4.090,-1
+vit_large_r50_s32_384,76.900,23.100,93.680,6.320,329.09,384,1.000,bicubic,-9.280,-4.244,+3
+cait_m48_448,76.870,23.130,93.420,6.580,356.46,448,1.000,bicubic,-9.624,-4.330,-4
+ig_resnext101_32x48d,76.780,23.220,93.410,6.590,828.41,224,0.875,bilinear,-8.650,-4.172,+17
+xcit_large_24_p8_384_dist,76.750,23.250,93.090,6.910,188.93,384,1.000,bicubic,-9.246,-4.598,+5
+ig_resnext101_32x32d,76.740,23.260,93.180,6.820,468.53,224,0.875,bilinear,-8.354,-4.258,+26
+tf_efficientnet_b5_ns,76.700,23.300,93.510,6.490,30.39,456,0.934,bicubic,-9.376,-4.242,0
+tf_efficientnetv2_l_in21ft1k,76.600,23.400,93.760,6.240,118.52,480,1.000,bicubic,-9.692,-4.224,-4
+tf_efficientnetv2_xl_in21ft1k,76.570,23.430,93.120,6.880,208.12,512,1.000,bicubic,-9.834,-4.748,-7
+cait_m36_384,76.280,23.720,93.040,6.960,271.22,384,1.000,bicubic,-9.776,-4.690,-2
+xcit_medium_24_p8_384_dist,76.250,23.750,92.960,7.040,84.32,384,1.000,bicubic,-9.570,-4.634,+1
+vit_base_patch16_384,76.160,23.840,93.600,6.400,86.86,384,1.000,bicubic,-9.840,-4.406,-3
+vit_large_patch16_224,76.150,23.850,93.470,6.530,304.33,224,0.900,bicubic,-9.688,-4.356,-2
+tf_efficientnetv2_l,76.070,23.930,92.960,7.040,118.52,480,1.000,bicubic,-9.432,-4.410,+5
+xcit_large_24_p8_224_dist,76.060,23.940,92.700,7.300,188.93,224,1.000,bicubic,-9.340,-4.716,+9
+cait_s36_384,76.020,23.980,92.920,7.080,68.37,384,1.000,bicubic,-9.434,-4.562,+4
+tf_efficientnet_b7_ap,75.990,24.010,92.930,7.070,66.35,600,0.949,bicubic,-9.130,-4.320,+13
+tf_efficientnet_b8_ap,75.970,24.030,92.650,7.350,87.41,672,0.954,bicubic,-9.404,-4.648,+7
+xcit_large_24_p16_384_dist,75.840,24.160,92.790,7.210,189.10,384,1.000,bicubic,-9.930,-4.744,-5
+tf_efficientnetv2_m_in21ft1k,75.830,24.170,93.170,6.830,54.14,480,1.000,bicubic,-9.768,-4.582,-4
+xcit_small_24_p8_384_dist,75.800,24.200,92.960,7.040,47.63,384,1.000,bicubic,-9.766,-4.616,-4
+dm_nfnet_f6,75.790,24.210,93.020,6.980,438.36,576,0.956,bicubic,-10.340,-4.720,-16
+beit_base_patch16_224,75.680,24.320,93.420,6.580,86.53,224,0.900,bicubic,-9.560,-4.234,+5
+ig_resnext101_32x16d,75.670,24.330,92.940,7.060,194.03,224,0.875,bilinear,-8.496,-4.256,+43
+xcit_medium_24_p8_224_dist,75.580,24.420,92.810,7.190,84.32,224,1.000,bicubic,-9.488,-4.466,+9
+swin_base_patch4_window7_224,75.570,24.430,93.250,6.750,87.77,224,0.900,bicubic,-9.698,-4.308,+1
+tf_efficientnet_b4_ns,75.500,24.500,92.860,7.140,19.34,380,0.922,bicubic,-9.650,-4.610,+2
+swsl_resnext101_32x8d,75.480,24.520,92.680,7.320,88.79,224,0.875,bilinear,-8.794,-4.494,+35
+vit_base_r50_s16_384,75.410,24.590,92.760,7.240,98.95,384,1.000,bicubic,-9.574,-4.538,+11
+deit_base_distilled_patch16_384,75.400,24.600,92.520,7.480,87.63,384,1.000,bicubic,-10.022,-4.812,-7
+cait_s24_384,75.380,24.620,92.520,7.480,47.06,384,1.000,bicubic,-9.664,-4.830,+6
+tf_efficientnet_b6_ap,75.370,24.630,92.300,7.700,43.04,528,0.942,bicubic,-9.414,-4.838,+14
+dm_nfnet_f4,75.330,24.670,92.880,7.120,316.07,512,0.951,bicubic,-10.370,-4.634,-18
+tf_efficientnetv2_m,75.260,24.740,92.680,7.320,54.14,480,1.000,bicubic,-9.786,-4.604,+2
+efficientnetv2_rw_m,75.130,24.870,92.540,7.460,53.24,416,1.000,bicubic,-9.692,-4.606,+10
+xcit_medium_24_p16_384_dist,75.100,24.900,92.330,7.670,84.40,384,1.000,bicubic,-10.326,-5.078,-14
+xcit_small_24_p8_224_dist,75.000,25.000,92.390,7.610,47.63,224,1.000,bicubic,-9.876,-4.808,+7
+xcit_small_12_p8_384_dist,74.990,25.010,92.370,7.630,26.21,384,1.000,bicubic,-10.092,-4.900,-5
+dm_nfnet_f3,74.900,25.100,92.860,7.140,254.92,416,0.940,bicubic,-10.632,-4.598,-21
+ecaresnet269d,74.880,25.120,92.770,7.230,102.09,352,1.000,bicubic,-10.106,-4.458,-1
+dm_nfnet_f5,74.740,25.260,92.480,7.520,377.21,544,0.954,bicubic,-11.066,-5.002,-28
+xcit_small_24_p16_384_dist,74.620,25.380,92.520,7.480,47.67,384,1.000,bicubic,-10.484,-4.796,-11
+eca_nfnet_l2,74.550,25.450,92.630,7.370,56.72,384,1.000,bicubic,-10.170,-4.628,+4
+tf_efficientnet_b8,74.540,25.460,92.170,7.830,87.41,672,0.954,bicubic,-10.810,-5.222,-18
+xcit_large_24_p16_224_dist,74.530,25.470,91.990,8.010,189.10,224,1.000,bicubic,-10.400,-5.140,-2
+dm_nfnet_f1,74.500,25.500,92.260,7.740,132.63,320,0.910,bicubic,-10.124,-4.836,+4
+dm_nfnet_f2,74.490,25.510,92.200,7.800,193.78,352,0.920,bicubic,-10.556,-5.038,-12
+tf_efficientnet_b7,74.460,25.540,92.120,7.880,66.35,600,0.949,bicubic,-10.476,-5.086,-6
+xcit_small_12_p16_384_dist,74.350,25.650,92.120,7.880,26.25,384,1.000,bicubic,-10.364,-4.996,-1
+tf_efficientnet_b5_ap,74.330,25.670,91.940,8.060,30.39,456,0.934,bicubic,-9.928,-5.036,+14
+resnest200e,74.240,25.760,91.860,8.140,70.20,320,0.909,bicubic,-9.608,-5.030,+29
+tf_efficientnetv2_s_in21ft1k,74.240,25.760,92.400,7.600,21.46,384,1.000,bicubic,-10.056,-4.856,+8
+resmlp_big_24_224_in22ft1k,74.220,25.780,92.080,7.920,129.14,224,0.875,bicubic,-10.204,-5.036,+4
+xcit_large_24_p8_224,74.170,25.830,90.880,9.120,188.93,224,1.000,bicubic,-10.212,-5.776,+4
+vit_large_r50_s32_224,74.140,25.860,92.290,7.710,328.99,224,0.900,bicubic,-10.300,-4.680,-1
+seresnet152d,74.110,25.890,91.920,8.080,66.84,320,1.000,bicubic,-10.252,-5.122,+3
+cait_xs24_384,74.090,25.910,91.900,8.100,26.67,384,1.000,bicubic,-9.964,-4.986,+14
+pit_b_distilled_224,74.080,25.920,91.590,8.410,74.79,224,0.900,bicubic,-10.078,-5.268,+10
+vit_base_patch16_224,74.070,25.930,92.400,7.600,86.57,224,0.900,bicubic,-10.470,-4.906,-8
+efficientnetv2_rw_s,74.020,25.980,91.750,8.250,23.94,384,1.000,bicubic,-9.810,-4.972,+23
+crossvit_18_dagger_408,74.010,25.990,91.300,8.700,44.61,408,1.000,bicubic,-10.174,-5.522,+5
+swsl_resnext101_32x4d,74.000,26.000,91.970,8.030,44.18,224,0.875,bilinear,-9.226,-4.798,+43
+vit_base_patch16_224_miil,74.000,26.000,91.600,8.400,86.54,224,0.875,bilinear,-10.276,-5.198,-1
+tf_efficientnetv2_s,73.980,26.020,91.430,8.570,21.46,384,1.000,bicubic,-9.918,-5.268,+14
+resnest269e,73.920,26.080,91.990,8.010,110.93,416,0.928,bicubic,-10.604,-4.996,-13
+tf_efficientnet_b6,73.910,26.090,91.730,8.270,43.04,528,0.942,bicubic,-10.202,-5.158,+3
+eca_nfnet_l1,73.880,26.120,92.020,7.980,41.41,320,1.000,bicubic,-10.152,-5.012,+8
+vit_small_r26_s32_384,73.880,26.120,92.150,7.850,36.47,384,1.000,bicubic,-10.170,-5.172,+4
+xcit_small_12_p8_224_dist,73.880,26.120,91.700,8.300,26.21,224,1.000,bicubic,-10.360,-5.172,-4
+resnetrs420,73.870,26.130,91.700,8.300,191.89,416,1.000,bicubic,-11.138,-5.426,-32
+tf_efficientnet_b3_ns,73.770,26.230,91.850,8.150,12.23,300,0.904,bicubic,-10.272,-5.058,+2
+regnetz_d,73.760,26.240,91.850,8.150,27.58,320,0.950,bicubic,-10.274,-5.020,+2
+swsl_resnext101_32x16d,73.670,26.330,92.120,7.880,194.03,224,0.875,bilinear,-9.684,-4.716,+25
+ig_resnext101_32x8d,73.670,26.330,92.190,7.810,88.79,224,0.875,bilinear,-9.040,-4.450,+49
+xcit_medium_24_p16_224_dist,73.610,26.390,91.450,8.550,84.40,224,1.000,bicubic,-10.668,-5.492,-14
+xcit_tiny_24_p8_384_dist,73.460,26.540,91.640,8.360,12.11,384,1.000,bicubic,-10.304,-5.064,+11
+resnetrs270,73.450,26.550,91.460,8.540,129.86,352,1.000,bicubic,-10.990,-5.694,-22
+twins_svt_large,73.420,26.580,90.870,9.130,99.27,224,0.900,bicubic,-10.264,-5.740,+13
+resmlp_big_24_distilled_224,73.340,26.660,91.100,8.900,129.14,224,0.875,bicubic,-10.256,-5.556,+14
+resnet200d,73.320,26.680,91.470,8.530,64.69,320,1.000,bicubic,-10.650,-5.348,-3
+tf_efficientnet_b5,73.280,26.720,91.370,8.630,30.39,456,0.934,bicubic,-10.530,-5.378,+4
+efficientnet_b4,73.250,26.750,91.280,8.720,19.34,384,1.000,bicubic,-10.180,-5.314,+14
+regnety_160,73.250,26.750,91.650,8.350,83.59,288,1.000,bicubic,-10.452,-5.132,+7
+resnet152d,73.250,26.750,91.210,8.790,60.21,320,1.000,bicubic,-10.414,-5.524,+8
+vit_small_patch16_384,73.180,26.820,91.900,8.100,22.20,384,1.000,bicubic,-10.614,-5.208,+1
+resnetrs200,73.170,26.830,91.110,8.890,93.21,320,1.000,bicubic,-10.888,-5.764,-16
+jx_nest_base,73.160,26.840,91.000,9.000,67.72,224,0.875,bicubic,-10.394,-5.364,+7
+xcit_small_24_p16_224_dist,73.150,26.850,91.430,8.570,47.67,224,1.000,bicubic,-10.724,-5.298,-11
+resnetv2_152x4_bitm,73.150,26.850,91.780,8.220,936.53,480,1.000,bilinear,-11.788,-5.678,-47
+xcit_small_24_p8_224,73.150,26.850,91.210,8.790,47.63,224,1.000,bicubic,-10.696,-5.422,-8
+resnetrs350,73.130,26.870,91.180,8.820,163.96,384,1.000,bicubic,-11.582,-5.810,-42
+xcit_medium_24_p8_224,73.090,26.910,90.440,9.560,84.32,224,1.000,bicubic,-10.646,-5.946,-4
+resnetv2_152x2_bitm,73.000,27.000,91.990,8.010,236.34,448,1.000,bilinear,-11.452,-5.446,-40
+cait_s24_224,72.990,27.010,91.130,8.870,46.92,224,1.000,bicubic,-10.472,-5.436,+1
+deit_base_distilled_patch16_224,72.960,27.040,90.950,9.050,87.34,224,0.900,bicubic,-10.428,-5.540,+2
+resnetrs152,72.900,27.100,91.200,8.800,86.62,320,1.000,bicubic,-10.810,-5.410,-7
+tf_efficientnet_b4_ap,72.740,27.260,90.990,9.010,19.34,380,0.922,bicubic,-10.518,-5.406,+6
+crossvit_15_dagger_408,72.730,27.270,91.040,8.960,28.50,408,1.000,bicubic,-11.096,-5.746,-14
+dm_nfnet_f0,72.710,27.290,90.990,9.010,71.49,256,0.900,bicubic,-10.674,-5.590,-1
+resnetv2_152x2_bit_teacher_384,72.710,27.290,90.930,9.070,236.34,384,1.000,bicubic,-11.134,-6.188,-18
+twins_svt_base,72.710,27.290,90.440,9.560,56.07,224,0.900,bicubic,-10.414,-5.988,+6
+vit_base_patch32_384,72.670,27.330,91.170,8.830,88.30,384,1.000,bicubic,-10.676,-5.674,-1
+xcit_small_12_p8_224,72.670,27.330,90.710,9.290,26.21,224,1.000,bicubic,-10.676,-5.766,-1
+regnety_032,72.640,27.360,90.910,9.090,19.44,288,1.000,bicubic,-10.082,-5.522,+16
+pnasnet5large,72.560,27.440,90.540,9.460,86.06,331,0.911,bicubic,-10.238,-5.494,+13
+twins_pcpvt_large,72.550,27.450,90.880,9.120,60.99,224,0.900,bicubic,-10.588,-5.728,0
+deit_base_patch16_384,72.480,27.520,90.230,9.770,86.86,384,1.000,bicubic,-10.626,-6.146,+2
+xcit_small_12_p16_224_dist,72.480,27.520,91.070,8.930,26.25,224,1.000,bicubic,-10.870,-5.352,-8
+swsl_resnext50_32x4d,72.450,27.550,90.860,9.140,25.03,224,0.875,bilinear,-9.716,-5.374,+43
+nfnet_l0,72.440,27.560,90.860,9.140,35.07,288,1.000,bicubic,-10.312,-5.656,+9
+gc_efficientnetv2_rw_t,72.390,27.610,90.820,9.180,13.68,288,1.000,bicubic,-10.088,-5.476,+22
+resnetv2_101x3_bitm,72.380,27.620,92.040,7.960,387.93,448,1.000,bilinear,-12.050,-5.332,-56
+xcit_tiny_24_p8_224_dist,72.370,27.630,90.790,9.210,12.11,224,1.000,bicubic,-10.206,-5.390,+15
+resnet101d,72.350,27.650,90.580,9.420,44.57,320,1.000,bicubic,-10.674,-5.876,-1
+jx_nest_small,72.340,27.660,90.720,9.280,38.35,224,0.875,bicubic,-10.778,-5.612,-7
+nasnetalarge,72.340,27.660,90.520,9.480,88.75,331,0.911,bicubic,-10.296,-5.530,+7
+resnest101e,72.320,27.680,90.780,9.220,48.28,256,0.875,bilinear,-10.556,-5.532,-1
+tf_efficientnet_b2_ns,72.320,27.680,91.000,9.000,9.11,260,0.890,bicubic,-10.070,-5.240,+19
+efficientnetv2_rw_t,72.310,27.690,90.460,9.540,13.65,288,1.000,bicubic,-10.028,-5.734,+21
+twins_pcpvt_base,72.250,27.750,90.580,9.420,43.83,224,0.900,bicubic,-10.462,-5.768,+1
+crossvit_18_240,72.200,27.800,90.280,9.720,43.27,240,0.875,bicubic,-10.194,-5.782,+14
+tresnet_xl_448,72.170,27.830,90.130,9.870,78.44,448,0.875,bilinear,-10.886,-6.054,-11
+resnetv2_50x1_bit_distilled,72.160,27.840,91.090,8.910,25.55,224,0.875,bicubic,-10.662,-5.434,-6
+tf_efficientnet_b4,72.160,27.840,90.480,9.520,19.34,380,0.922,bicubic,-10.870,-5.818,-12
+regnetz_c,72.150,27.850,90.660,9.340,13.46,320,0.940,bicubic,-10.366,-5.700,+6
+cait_xxs36_384,72.110,27.890,90.790,9.210,17.37,384,1.000,bicubic,-10.080,-5.370,+24
+tresnet_m,72.100,27.900,90.100,9.900,31.39,224,0.875,bilinear,-10.976,-6.026,-17
+xcit_tiny_24_p16_384_dist,72.070,27.930,90.510,9.490,12.12,384,1.000,bicubic,-10.498,-5.784,+1
+crossvit_18_dagger_240,72.020,27.980,90.100,9.900,44.27,240,0.875,bicubic,-10.486,-5.972,+3
+xcit_tiny_12_p8_384_dist,71.820,28.180,90.700,9.300,6.71,384,1.000,bicubic,-10.572,-5.518,+6
+resnetv2_50x3_bitm,71.770,28.230,91.280,8.720,217.32,448,1.000,bilinear,-12.214,-5.850,-55
+swin_small_patch4_window7_224,71.750,28.250,90.280,9.720,49.61,224,0.900,bicubic,-11.476,-6.050,-28
+crossvit_15_dagger_240,71.650,28.350,89.800,10.200,28.21,240,0.875,bicubic,-10.660,-6.162,+9
+pit_b_224,71.650,28.350,89.280,10.720,73.76,224,0.900,bicubic,-10.794,-6.432,0
+swsl_resnet50,71.640,28.360,90.500,9.500,25.56,224,0.875,bilinear,-9.506,-5.478,+57
+eca_nfnet_l0,71.580,28.420,91.010,8.990,24.14,288,1.000,bicubic,-11.012,-5.476,-11
+resnet61q,71.550,28.450,90.010,9.990,36.85,288,1.000,bicubic,-10.972,-6.124,-7
+xcit_large_24_p16_224,71.540,28.460,89.200,10.800,189.10,224,1.000,bicubic,-11.358,-6.682,-23
+convit_base,71.520,28.480,90.090,9.910,86.54,224,0.875,bicubic,-10.772,-5.844,+7
+tresnet_l_448,71.510,28.490,89.950,10.050,55.99,448,0.875,bilinear,-10.752,-6.030,+7
+tresnet_xl,71.480,28.520,89.460,10.540,78.44,224,0.875,bilinear,-10.578,-6.472,+13
+ssl_resnext101_32x8d,71.470,28.530,90.330,9.670,88.79,224,0.875,bilinear,-10.130,-5.716,+26
+efficientnet_b3,71.460,28.540,90.020,9.980,12.23,320,1.000,bicubic,-10.798,-6.096,+5
+resnetv2_152x2_bit_teacher,71.400,28.600,90.290,9.710,236.34,224,0.875,bicubic,-11.502,-6.278,-30
+xcit_tiny_24_p8_224,71.350,28.650,90.280,9.720,12.11,224,1.000,bicubic,-10.544,-5.704,+15
+pit_s_distilled_224,71.330,28.670,89.730,10.270,24.04,224,0.900,bicubic,-10.664,-6.070,+10
+resnetv2_101,71.290,28.710,89.780,10.220,44.54,224,0.950,bicubic,-10.742,-6.084,+8
+ecaresnet101d,71.240,28.760,90.240,9.760,44.57,224,0.875,bicubic,-10.932,-5.814,+3
+mixer_b16_224_miil,71.200,28.800,89.490,10.510,59.88,224,0.875,bilinear,-11.102,-6.224,-5
+ssl_resnext101_32x16d,71.170,28.830,90.460,9.540,194.03,224,0.875,bilinear,-10.674,-5.630,+11
+ecaresnet50t,71.110,28.890,90.410,9.590,25.57,320,0.950,bicubic,-11.254,-5.732,-12
+xcit_small_24_p16_224,71.090,28.910,89.530,10.470,47.67,224,1.000,bicubic,-11.488,-6.470,-25
+xcit_small_12_p16_224,71.070,28.930,89.730,10.270,26.25,224,1.000,bicubic,-10.906,-6.088,+3
+crossvit_base_240,71.070,28.930,89.780,10.220,105.03,240,0.875,bicubic,-11.136,-6.048,-4
+resnet51q,71.070,28.930,90.070,9.930,35.70,288,1.000,bilinear,-11.298,-6.106,-16
+convmixer_1536_20,71.050,28.950,89.470,10.530,51.63,224,0.960,bicubic,-10.326,-6.140,+25
+coat_lite_small,71.010,28.990,89.460,10.540,19.84,224,0.900,bicubic,-11.292,-6.400,-14
+tf_efficientnet_b3_ap,71.010,28.990,89.220,10.780,12.23,300,0.904,bicubic,-10.812,-6.400,+5
+deit_base_patch16_224,70.970,29.030,89.170,10.830,86.57,224,0.900,bicubic,-11.014,-6.572,-2
+xcit_medium_24_p16_224,70.960,29.040,89.460,10.540,84.40,224,1.000,bicubic,-11.666,-6.516,-36
+tnt_s_patch16_224,70.920,29.080,89.510,10.490,23.76,224,0.900,bicubic,-10.594,-6.234,+10
+xcit_tiny_12_p8_224_dist,70.910,29.090,89.720,10.280,6.71,224,1.000,bicubic,-10.304,-5.886,+27
+vit_large_patch32_384,70.890,29.110,90.460,9.540,306.63,384,1.000,bicubic,-10.616,-5.626,+9
+resnest50d_4s2x40d,70.850,29.150,89.520,10.480,30.42,224,0.875,bicubic,-10.270,-6.040,+29
+visformer_small,70.850,29.150,89.310,10.690,40.22,224,0.900,bicubic,-11.246,-6.568,-12
+rexnet_200,70.840,29.160,89.800,10.200,16.37,224,0.875,bicubic,-10.786,-5.872,+1
+tresnet_m_448,70.770,29.230,88.690,11.310,31.39,448,0.875,bilinear,-10.944,-6.880,-3
+jx_nest_tiny,70.720,29.280,89.840,10.160,17.06,224,0.875,bicubic,-10.714,-5.780,+8
+resnetrs101,70.700,29.300,89.620,10.380,63.62,288,0.940,bicubic,-11.594,-6.382,-24
+wide_resnet50_2,70.690,29.310,89.120,10.880,68.88,224,0.875,bicubic,-10.760,-6.398,+5
+tresnet_l,70.680,29.320,89.640,10.360,55.99,224,0.875,bilinear,-10.804,-5.980,+3
+vit_small_patch16_224,70.670,29.330,90.090,9.910,22.05,224,0.900,bicubic,-10.716,-6.040,+7
+convit_small,70.660,29.340,89.570,10.430,27.78,224,0.875,bicubic,-10.752,-6.176,+4
+resnetv2_101x1_bitm,70.630,29.370,90.950,9.050,44.54,448,1.000,bilinear,-11.700,-5.578,-33
+tf_efficientnet_b1_ns,70.630,29.370,89.930,10.070,7.79,240,0.882,bicubic,-10.754,-5.808,+5
+tf_efficientnetv2_b3,70.630,29.370,89.370,10.630,14.36,300,0.904,bicubic,-11.324,-6.414,-17
+levit_384,70.610,29.390,89.240,10.760,39.13,224,0.900,bicubic,-11.982,-6.774,-51
+crossvit_small_240,70.580,29.420,89.410,10.590,26.86,240,0.875,bicubic,-10.450,-6.056,+20
+vit_small_r26_s32_224,70.560,29.440,90.020,9.980,36.43,224,0.900,bicubic,-11.278,-6.006,-17
+cait_xxs24_384,70.550,29.450,89.780,10.220,12.03,384,1.000,bicubic,-10.404,-5.858,+23
+twins_pcpvt_small,70.490,29.510,89.060,10.940,24.11,224,0.900,bicubic,-10.614,-6.582,+13
+legacy_senet154,70.480,29.520,88.960,11.040,115.09,224,0.875,bilinear,-10.846,-6.546,+2
+coat_mini,70.470,29.530,89.580,10.420,10.34,224,0.900,bicubic,-10.812,-5.814,+3
+gluon_seresnext101_64x4d,70.470,29.530,89.180,10.820,88.23,224,0.875,bicubic,-10.400,-6.126,+24
+deit_small_distilled_patch16_224,70.460,29.540,89.400,10.600,22.44,224,0.900,bicubic,-10.742,-5.978,+5
+seresnext50_32x4d,70.450,29.550,89.130,10.870,27.56,224,0.875,bicubic,-10.818,-6.496,+1
+tf_efficientnet_b3,70.400,29.600,89.270,10.730,12.23,300,0.904,bicubic,-11.246,-6.450,-22
+regnetz_b,70.400,29.600,89.440,10.560,9.72,288,0.940,bicubic,-10.318,-6.034,+28
+gernet_l,70.380,29.620,88.940,11.060,31.08,256,0.875,bilinear,-10.966,-6.596,-6
+resnest50d_1s4x24d,70.360,29.640,89.140,10.860,25.68,224,0.875,bicubic,-10.640,-6.186,+10
+ssl_resnext101_32x4d,70.360,29.640,89.810,10.190,44.18,224,0.875,bilinear,-10.562,-5.920,+15
+crossvit_15_240,70.350,29.650,89.520,10.480,27.53,240,0.875,bicubic,-11.176,-6.174,-22
+gluon_senet154,70.340,29.660,88.960,11.040,115.09,224,0.875,bicubic,-10.884,-6.392,-5
+twins_svt_small,70.330,29.670,89.300,10.700,24.06,224,0.900,bicubic,-11.352,-6.378,-29
+halonet50ts,70.250,29.750,88.710,11.290,22.73,256,0.940,bicubic,-11.100,-6.574,-13
+resnest50d,70.250,29.750,88.630,11.370,27.48,224,0.875,bilinear,-10.712,-6.748,+6
+tf_efficientnet_lite4,70.190,29.810,89.040,10.960,13.01,380,0.920,bilinear,-11.350,-6.620,-28
+gluon_resnet152_v1s,70.120,29.880,88.890,11.110,60.32,224,0.875,bicubic,-10.900,-6.532,+1
+resmlp_36_distilled_224,70.120,29.880,89.060,10.940,44.69,224,0.875,bicubic,-11.034,-6.436,-8
+efficientnet_el,70.060,29.940,89.150,10.850,10.59,300,0.904,bicubic,-11.246,-6.386,-15
+inception_resnet_v2,70.030,29.970,88.620,11.380,55.84,299,0.897,bicubic,-10.418,-6.688,+27
+haloregnetz_b,69.980,30.020,88.850,11.150,11.68,224,0.940,bicubic,-11.062,-6.350,-6
+gluon_seresnext101_32x4d,69.940,30.060,88.870,11.130,48.96,224,0.875,bicubic,-10.936,-6.422,+4
+repvgg_b3,69.940,30.060,88.660,11.340,123.09,224,0.875,bilinear,-10.576,-6.604,+18
+levit_256,69.930,30.070,89.240,10.760,18.89,224,0.900,bicubic,-11.572,-6.240,-32
+regnety_320,69.870,30.130,88.760,11.240,145.05,224,0.875,bicubic,-10.924,-6.486,+5
+gluon_resnet152_v1d,69.810,30.190,88.490,11.510,60.21,224,0.875,bicubic,-10.666,-6.712,+17
+pit_s_224,69.800,30.200,88.830,11.170,23.46,224,0.900,bicubic,-11.300,-6.504,-13
+sehalonet33ts,69.770,30.230,88.580,11.420,13.69,256,0.940,bicubic,-11.212,-6.692,-8
+ecaresnet101d_pruned,69.710,30.290,89.330,10.670,24.88,224,0.875,bicubic,-11.102,-6.310,0
+xcit_tiny_24_p16_224_dist,69.610,30.390,88.730,11.270,12.12,224,1.000,bicubic,-10.852,-6.478,+15
+ens_adv_inception_resnet_v2,69.590,30.410,88.350,11.650,55.84,299,0.897,bicubic,-10.388,-6.586,+46
+ssl_resnext50_32x4d,69.590,30.410,89.310,10.690,25.03,224,0.875,bilinear,-10.712,-6.108,+25
+ecaresnet50d,69.580,30.420,89.290,10.710,25.58,224,0.875,bicubic,-11.040,-6.018,+4
+gcresnet50t,69.570,30.430,88.920,11.080,25.90,256,0.900,bicubic,-11.368,-6.520,-10
+efficientnet_b3_pruned,69.550,30.450,88.770,11.230,9.86,300,0.904,bicubic,-11.308,-6.470,-7
+repvgg_b3g4,69.520,30.480,88.500,11.500,83.83,224,0.875,bilinear,-10.698,-6.604,+29
+resmlp_24_distilled_224,69.510,30.490,89.010,10.990,30.02,224,0.875,bicubic,-11.250,-6.210,-7
+gernet_m,69.510,30.490,88.590,11.410,21.14,224,0.875,bilinear,-11.216,-6.588,-4
+convmixer_768_32,69.500,30.500,88.950,11.050,21.11,224,0.960,bicubic,-10.660,-6.124,+29
+gluon_resnext101_64x4d,69.490,30.510,88.250,11.750,83.46,224,0.875,bicubic,-11.136,-6.752,-4
+xcit_tiny_12_p16_384_dist,69.470,30.530,88.970,11.030,6.72,384,1.000,bicubic,-11.474,-6.444,-18
+efficientnet_el_pruned,69.460,30.540,88.890,11.110,10.59,300,0.904,bicubic,-10.828,-6.332,+16
+swin_tiny_patch4_window7_224,69.460,30.540,89.020,10.980,28.29,224,0.900,bicubic,-11.926,-6.516,-46
+regnetx_320,69.440,30.560,88.140,11.860,107.81,224,0.875,bicubic,-10.808,-6.886,+16
+gcresnext50ts,69.430,30.570,88.770,11.230,15.67,256,0.900,bicubic,-11.164,-6.410,-6
+rexnet_150,69.410,30.590,88.970,11.030,9.73,224,0.875,bicubic,-10.900,-6.190,+9
+efficientnet_b2,69.390,30.610,88.650,11.350,9.11,288,1.000,bicubic,-11.220,-6.666,-9
+inception_v4,69.370,30.630,88.740,11.260,42.68,299,0.875,bicubic,-10.774,-6.232,+21
+vit_base_patch32_224,69.350,30.650,89.270,10.730,88.22,224,0.900,bicubic,-11.382,-6.296,-17
+ecaresnetlight,69.330,30.670,89.210,10.790,30.16,224,0.875,bicubic,-11.124,-6.042,-4
+nf_resnet50,69.320,30.680,88.700,11.300,25.56,288,0.940,bicubic,-11.336,-6.636,-16
+xception71,69.270,30.730,88.170,11.830,42.34,299,0.903,bicubic,-10.614,-6.762,+29
+resnet50d,69.170,30.830,88.140,11.860,25.58,224,0.875,bicubic,-11.368,-7.020,-13
+tf_efficientnetv2_b2,69.090,30.910,88.150,11.850,10.10,260,0.890,bicubic,-11.124,-6.894,+12
+legacy_seresnext101_32x4d,69.060,30.940,88.080,11.920,48.96,224,0.875,bilinear,-11.162,-6.932,+9
+mixnet_xl,69.040,30.960,88.340,11.660,11.90,224,0.875,bicubic,-11.428,-6.592,-12
+regnety_120,68.980,31.020,88.190,11.810,51.82,224,0.875,bicubic,-11.406,-6.932,-7
+gluon_resnet152_v1c,68.960,31.040,87.670,12.330,60.21,224,0.875,bicubic,-10.952,-7.182,+21
+seresnet33ts,68.960,31.040,88.340,11.660,19.78,256,0.900,bicubic,-11.412,-6.774,-7
+vit_small_patch32_384,68.950,31.050,89.660,10.340,22.92,384,1.000,bicubic,-11.536,-5.938,-18
+resnetv2_50,68.900,31.100,88.400,11.600,25.55,224,0.950,bicubic,-11.506,-6.680,-13
+gluon_resnext101_32x4d,68.880,31.120,88.280,11.720,44.18,224,0.875,bicubic,-11.458,-6.628,-8
+hrnet_w64,68.830,31.170,88.140,11.860,128.06,224,0.875,bilinear,-10.626,-6.514,+44
+gluon_resnet152_v1b,68.800,31.200,87.570,12.430,60.19,224,0.875,bicubic,-10.880,-7.166,+33
+tf_efficientnet_b2_ap,68.790,31.210,88.330,11.670,9.11,260,0.890,bicubic,-11.516,-6.702,-9
+gluon_resnet101_v1d,68.780,31.220,88.080,11.920,44.57,224,0.875,bicubic,-11.624,-6.944,-17
+xception65,68.760,31.240,88.250,11.750,39.92,299,0.903,bicubic,-10.786,-6.410,+32
+seresnet50,68.760,31.240,88.520,11.480,28.09,224,0.875,bicubic,-11.488,-6.550,-9
+gluon_xception65,68.760,31.240,87.950,12.050,39.92,299,0.903,bicubic,-10.942,-6.918,+28
+repvgg_b2g4,68.760,31.240,88.260,11.740,61.76,224,0.875,bilinear,-10.620,-6.434,+42
+eca_resnet33ts,68.760,31.240,88.520,11.480,19.68,256,0.900,bicubic,-11.336,-6.454,+4
+cspdarknet53,68.730,31.270,88.540,11.460,27.64,256,0.887,bilinear,-11.320,-6.552,+3
+cspresnext50,68.720,31.280,88.020,11.980,20.57,224,0.875,bilinear,-11.332,-6.930,+1
+gcresnet33ts,68.700,31.300,88.480,11.520,19.88,256,0.900,bicubic,-11.386,-6.512,-2
+resnext50d_32x4d,68.670,31.330,88.230,11.770,25.05,224,0.875,bicubic,-10.994,-6.636,+23
+dpn131,68.660,31.340,87.220,12.780,79.25,224,0.875,bicubic,-11.174,-7.492,+10
+gluon_resnet101_v1s,68.650,31.350,87.720,12.280,44.67,224,0.875,bicubic,-11.632,-7.442,-18
+gmlp_s16_224,68.620,31.380,87.950,12.050,19.42,224,0.875,bicubic,-11.022,-6.672,+22
+xcit_tiny_12_p8_224,68.610,31.390,88.690,11.310,6.71,224,1.000,bicubic,-11.100,-6.368,+15
+gluon_seresnext50_32x4d,68.580,31.420,88.150,11.850,27.56,224,0.875,bicubic,-11.344,-6.678,-2
+regnetx_160,68.520,31.480,88.280,11.720,54.28,224,0.875,bicubic,-11.314,-6.544,+7
+regnety_080,68.510,31.490,88.000,12.000,39.18,224,0.875,bicubic,-11.362,-6.832,0
+deit_small_patch16_224,68.490,31.510,88.260,11.740,22.05,224,0.900,bicubic,-11.376,-6.796,+1
+tf_efficientnet_b2,68.460,31.540,88.010,11.990,9.11,260,0.890,bicubic,-11.608,-6.894,-11
+skresnext50_32x4d,68.440,31.560,87.610,12.390,27.48,224,0.875,bicubic,-11.702,-7.034,-16
+resnet50,68.440,31.560,87.600,12.400,25.56,224,0.950,bicubic,-11.942,-6.994,-34
+dpn107,68.430,31.570,88.080,11.920,86.92,224,0.875,bicubic,-11.742,-6.824,-20
+cspresnet50,68.380,31.620,87.950,12.050,21.62,256,0.887,bilinear,-11.196,-6.752,+14
+dla102x2,68.380,31.620,87.810,12.190,41.28,224,0.875,bilinear,-11.060,-6.834,+20
+resnext50_32x4d,68.380,31.620,87.590,12.410,25.03,224,0.875,bicubic,-11.420,-7.024,0
+cait_xxs36_224,68.350,31.650,88.610,11.390,17.30,224,1.000,bicubic,-11.412,-6.258,+1
+ssl_resnet50,68.350,31.650,88.580,11.420,25.56,224,0.875,bilinear,-10.886,-6.252,+31
+xcit_tiny_24_p16_224,68.340,31.660,88.120,11.880,12.12,224,1.000,bicubic,-11.112,-6.768,+15
+regnety_064,68.330,31.670,88.030,11.970,30.58,224,0.875,bicubic,-11.400,-6.732,-1
+vit_base_patch16_sam_224,68.310,31.690,87.680,12.320,86.57,224,0.900,bicubic,-11.932,-7.082,-32
+dpn98,68.300,31.700,87.570,12.430,61.57,224,0.875,bicubic,-11.354,-7.034,+3
+resmlp_big_24_224,68.280,31.720,87.700,12.300,129.14,224,0.875,bicubic,-12.752,-7.322,-81
+ecaresnet26t,68.240,31.760,88.660,11.340,16.01,320,0.950,bicubic,-11.594,-6.424,-11
+ese_vovnet39b,68.230,31.770,88.290,11.710,24.57,224,0.875,bicubic,-11.074,-6.434,+17
+regnetx_120,68.230,31.770,87.580,12.420,46.11,224,0.875,bicubic,-11.376,-7.150,+1
+rexnet_130,68.220,31.780,88.000,12.000,7.56,224,0.875,bicubic,-11.276,-6.674,+3
+efficientnet_b2_pruned,68.220,31.780,88.080,11.920,8.31,260,0.890,bicubic,-11.686,-6.774,-21
+gluon_resnext50_32x4d,68.160,31.840,87.360,12.640,25.03,224,0.875,bicubic,-11.204,-7.064,+9
+ecaresnet50d_pruned,68.140,31.860,88.340,11.660,19.94,224,0.875,bicubic,-11.566,-6.534,-9
+tf_efficientnet_el,68.100,31.900,88.020,11.980,10.59,300,0.904,bicubic,-12.148,-7.104,-43
+resnetv2_50x1_bitm,67.930,32.070,89.090,10.910,25.55,448,1.000,bilinear,-12.414,-6.596,-53
+regnetx_080,67.920,32.080,87.070,12.930,39.57,224,0.875,bicubic,-11.300,-7.476,+18
+resmlp_36_224,67.920,32.080,88.220,11.780,44.69,224,0.875,bicubic,-11.856,-6.666,-17
+tf_efficientnet_lite3,67.920,32.080,87.710,12.290,8.20,300,0.904,bilinear,-11.900,-7.200,-20
+pit_xs_distilled_224,67.900,32.100,87.710,12.290,11.00,224,0.900,bicubic,-11.394,-6.664,+10
+resnetrs50,67.890,32.110,87.660,12.340,35.69,224,0.910,bicubic,-11.980,-7.310,-28
+legacy_seresnext50_32x4d,67.880,32.120,87.590,12.410,27.56,224,0.875,bilinear,-11.198,-6.842,+20
+gluon_resnet50_v1d,67.870,32.130,86.940,13.060,25.58,224,0.875,bicubic,-11.194,-7.520,+20
+levit_192,67.840,32.160,87.820,12.180,10.95,224,0.900,bicubic,-12.020,-6.982,-29
+nf_regnet_b1,67.840,32.160,88.080,11.920,10.22,288,0.900,bicubic,-11.456,-6.662,+4
+tf_efficientnetv2_b1,67.840,32.160,87.620,12.380,8.14,240,0.882,bicubic,-11.634,-7.100,-10
+hrnet_w48,67.800,32.200,87.370,12.630,77.47,224,0.875,bilinear,-11.522,-7.144,-3
+resnext101_32x8d,67.760,32.240,87.360,12.640,88.79,224,0.875,bilinear,-11.552,-7.162,-3
+tf_efficientnet_b0_ns,67.720,32.280,87.940,12.060,5.29,224,0.875,bicubic,-10.938,-6.430,+33
+resmlp_24_224,67.700,32.300,87.570,12.430,30.02,224,0.875,bicubic,-11.686,-6.976,-10
+halonet26t,67.690,32.310,87.310,12.690,12.48,256,0.950,bicubic,-11.444,-7.006,+8
+hrnet_w44,67.690,32.310,87.490,12.510,67.06,224,0.875,bilinear,-11.200,-6.892,+19
+regnetx_064,67.670,32.330,87.470,12.530,26.21,224,0.875,bicubic,-11.390,-6.996,+11
+coat_lite_mini,67.660,32.340,87.720,12.280,11.01,224,0.900,bicubic,-11.440,-6.882,+7
+dla169,67.650,32.350,87.460,12.540,53.39,224,0.875,bilinear,-11.048,-6.872,+24
+regnety_040,67.620,32.380,87.390,12.610,20.65,224,0.875,bicubic,-11.608,-7.256,-2
+efficientnet_em,67.570,32.430,88.110,11.890,6.90,240,0.882,bicubic,-11.690,-6.682,-5
+dpn92,67.550,32.450,87.290,12.710,37.67,224,0.875,bicubic,-12.444,-7.546,-52
+xception,67.550,32.450,87.520,12.480,22.86,299,0.897,bicubic,-11.498,-6.876,+6
+gluon_inception_v3,67.540,32.460,87.250,12.750,23.83,299,0.875,bicubic,-11.258,-7.130,+16
+dpn68b,67.520,32.480,87.490,12.510,12.61,224,0.875,bicubic,-11.696,-6.932,-5
+legacy_seresnet152,67.510,32.490,87.500,12.500,66.82,224,0.875,bilinear,-11.152,-6.876,+19
+lambda_resnet26t,67.490,32.510,87.650,12.350,10.96,256,0.940,bicubic,-11.618,-6.938,-4
+efficientnet_b1,67.490,32.510,87.430,12.570,7.79,256,1.000,bicubic,-11.314,-6.916,+12
+hrnet_w40,67.470,32.530,87.140,12.860,57.56,224,0.875,bilinear,-11.456,-7.338,+5
+resnetblur50,67.440,32.560,87.580,12.420,25.56,224,0.875,bicubic,-11.860,-6.950,-19
+tf_efficientnet_b1_ap,67.430,32.570,87.540,12.460,7.79,240,0.882,bicubic,-11.844,-6.762,-16
+tf_efficientnet_cc_b1_8e,67.380,32.620,87.280,12.720,39.72,240,0.882,bicubic,-11.946,-7.088,-25
+res2net50_26w_8s,67.360,32.640,87.130,12.870,48.40,224,0.875,bilinear,-11.620,-7.154,-1
+res2net101_26w_4s,67.360,32.640,87.170,12.830,45.21,224,0.875,bilinear,-11.832,-7.268,-12
+gluon_resnet101_v1b,67.350,32.650,87.050,12.950,44.55,224,0.875,bicubic,-11.950,-7.586,-23
+cait_xxs24_224,67.310,32.690,87.490,12.510,11.96,224,1.000,bicubic,-11.066,-6.826,+26
+xception41,67.310,32.690,87.150,12.850,26.97,299,0.903,bicubic,-11.222,-7.134,+12
+gluon_resnet101_v1c,67.290,32.710,87.060,12.940,44.57,224,0.875,bicubic,-12.244,-7.528,-40
+resnet33ts,67.170,32.830,87.410,12.590,19.68,256,0.900,bicubic,-12.044,-7.162,-18
+regnetx_032,67.150,32.850,86.980,13.020,15.30,224,0.875,bicubic,-11.000,-7.106,+31
+coat_tiny,67.120,32.880,87.380,12.620,5.50,224,0.900,bicubic,-11.314,-6.654,+17
+resnest26d,67.120,32.880,87.130,12.870,17.07,224,0.875,bilinear,-11.358,-7.166,+10
+dla60_res2net,67.110,32.890,87.080,12.920,20.85,224,0.875,bilinear,-11.352,-7.128,+11
+legacy_seresnet101,67.100,32.900,87.020,12.980,49.33,224,0.875,bilinear,-11.284,-7.244,+16
+dla60x,67.080,32.920,87.200,12.800,17.35,224,0.875,bilinear,-11.166,-6.824,+22
+dla102x,67.000,33.000,86.730,13.270,26.31,224,0.875,bilinear,-11.512,-7.496,+4
+res2net50_26w_6s,66.980,33.020,86.830,13.170,37.05,224,0.875,bilinear,-11.586,-7.288,+1
+xcit_tiny_12_p16_224_dist,66.970,33.030,87.340,12.660,6.72,224,1.000,bicubic,-11.610,-6.864,-1
+repvgg_b2,66.950,33.050,87.260,12.740,89.02,224,0.875,bilinear,-11.844,-7.166,-8
+gluon_resnet50_v1s,66.940,33.060,86.800,13.200,25.68,224,0.875,bicubic,-11.756,-7.448,-6
+mixnet_l,66.940,33.060,86.790,13.210,7.33,224,0.875,bicubic,-12.040,-7.390,-20
+pit_xs_224,66.940,33.060,87.190,12.810,10.62,224,0.900,bicubic,-11.244,-6.974,+18
+tv_resnet152,66.930,33.070,87.440,12.560,60.19,224,0.875,bilinear,-11.392,-6.604,+11
+eca_halonext26ts,66.820,33.180,87.070,12.930,10.76,256,0.940,bicubic,-12.020,-7.186,-17
+repvgg_b1,66.820,33.180,86.690,13.310,57.42,224,0.875,bilinear,-11.558,-7.414,+6
+tf_efficientnet_b1,66.810,33.190,86.920,13.080,7.79,240,0.882,bicubic,-12.026,-7.274,-18
+lambda_resnet26rpt_256,66.800,33.200,87.060,12.940,10.99,256,0.940,bicubic,-12.168,-7.368,-24
+efficientnet_es,66.720,33.280,86.670,13.330,5.44,224,0.875,bicubic,-11.362,-7.274,+17
+xcit_nano_12_p8_384_dist,66.720,33.280,87.050,12.950,3.05,384,1.000,bicubic,-11.098,-6.984,+32
+gluon_resnet50_v1c,66.710,33.290,86.110,13.890,25.58,224,0.875,bicubic,-11.296,-7.878,+17
+dla60_res2next,66.710,33.290,86.940,13.060,17.03,224,0.875,bilinear,-11.732,-7.218,-4
+hrnet_w30,66.690,33.310,86.740,13.260,37.71,224,0.875,bilinear,-11.512,-7.488,+7
+resnet32ts,66.690,33.310,87.130,12.870,17.96,256,0.900,bicubic,-12.330,-7.232,-33
+hrnet_w32,66.650,33.350,87.190,12.810,41.23,224,0.875,bilinear,-11.792,-7.006,-7
+regnetx_040,66.650,33.350,86.530,13.470,22.12,224,0.875,bicubic,-11.834,-7.724,-14
+selecsls60b,66.650,33.350,86.590,13.410,32.77,224,0.875,bicubic,-11.758,-7.586,-7
+tf_mixnet_l,66.630,33.370,86.380,13.620,7.33,224,0.875,bicubic,-12.148,-7.620,-25
+dla102,66.590,33.410,86.930,13.070,33.27,224,0.875,bilinear,-11.438,-7.028,+9
+wide_resnet101_2,66.570,33.430,87.010,12.990,126.89,224,0.875,bilinear,-12.284,-7.274,-33
+tf_efficientnetv2_b0,66.520,33.480,86.620,13.380,7.14,224,0.875,bicubic,-11.850,-7.406,-7
+levit_128,66.500,33.500,86.710,13.290,9.21,224,0.900,bicubic,-11.966,-7.300,-18
+adv_inception_v3,66.370,33.630,86.380,13.620,23.83,299,0.875,bicubic,-11.208,-7.360,+26
+vit_tiny_patch16_384,66.330,33.670,87.160,12.840,5.79,384,1.000,bicubic,-12.116,-7.384,-18
+tf_inception_v3,66.320,33.680,86.570,13.430,23.83,299,0.875,bicubic,-11.540,-7.076,+14
+selecsls60,66.310,33.690,86.290,13.710,30.67,224,0.875,bicubic,-11.674,-7.542,+5
+resmlp_12_distilled_224,66.280,33.720,86.470,13.530,15.35,224,0.875,bicubic,-11.664,-7.092,+6
+hardcorenas_f,66.240,33.760,86.250,13.750,8.20,224,0.875,bilinear,-11.864,-7.544,-3
+coat_lite_tiny,66.230,33.770,86.950,13.050,5.72,224,0.900,bicubic,-11.284,-6.966,+23
+bat_resnext26ts,66.210,33.790,86.650,13.350,10.73,256,0.900,bicubic,-12.052,-7.450,-14
+efficientnet_b0,66.120,33.880,86.100,13.900,5.29,224,0.875,bicubic,-11.584,-7.422,+13
+tf_efficientnet_cc_b0_8e,66.120,33.880,86.100,13.900,24.01,224,0.875,bicubic,-11.788,-7.556,+3
+legacy_seresnet50,66.090,33.910,86.290,13.710,28.09,224,0.875,bilinear,-11.548,-7.456,+12
+gmixer_24_224,66.080,33.920,85.980,14.020,24.72,224,0.875,bicubic,-11.972,-7.688,-7
+res2net50_14w_8s,66.030,33.970,86.200,13.800,25.06,224,0.875,bilinear,-12.104,-7.656,-11
+tf_efficientnet_em,66.030,33.970,86.210,13.790,6.90,240,0.882,bicubic,-12.112,-7.848,-13
+res2net50_26w_4s,66.010,33.990,86.590,13.410,25.70,224,0.875,bilinear,-11.976,-7.258,-7
+inception_v3,66.000,34.000,86.120,13.880,23.83,299,0.875,bicubic,-11.464,-7.356,+16
+hardcorenas_e,65.990,34.010,85.980,14.020,8.07,224,0.875,bilinear,-11.810,-7.716,+4
+regnety_016,65.960,34.040,86.270,13.730,11.20,224,0.875,bicubic,-11.904,-7.454,-3
+efficientnet_b1_pruned,65.950,34.050,86.510,13.490,6.33,240,0.882,bicubic,-12.300,-7.326,-24
+tv_resnext50_32x4d,65.940,34.060,86.030,13.970,25.03,224,0.875,bilinear,-11.670,-7.654,+4
+gluon_resnet50_v1b,65.910,34.090,86.230,13.770,25.56,224,0.875,bicubic,-11.666,-7.492,+7
+tv_resnet101,65.820,34.180,85.980,14.020,44.55,224,0.875,bilinear,-11.548,-7.580,+13
+gcresnext26ts,65.810,34.190,85.850,14.150,10.48,256,0.900,bicubic,-12.010,-7.976,-4
+rexnet_100,65.810,34.190,86.510,13.490,4.80,224,0.875,bicubic,-12.050,-7.366,-8
+seresnext26t_32x4d,65.780,34.220,85.610,14.390,16.81,224,0.875,bicubic,-12.198,-8.132,-15
+resnet34d,65.770,34.230,86.620,13.380,21.82,224,0.875,bicubic,-11.344,-6.762,+17
+repvgg_b1g4,65.760,34.240,85.970,14.030,39.97,224,0.875,bilinear,-11.834,-7.872,-2
+densenet161,65.700,34.300,86.510,13.490,28.68,224,0.875,bicubic,-11.652,-7.126,+8
+skresnet34,65.660,34.340,85.960,14.040,22.28,224,0.875,bicubic,-11.260,-7.360,+23
+eca_resnext26ts,65.630,34.370,85.780,14.220,10.30,256,0.900,bicubic,-11.820,-7.798,+3
+mobilenetv3_large_100_miil,65.620,34.380,85.210,14.790,5.48,224,0.875,bilinear,-12.292,-7.694,-19
+res2next50,65.610,34.390,85.810,14.190,24.67,224,0.875,bilinear,-12.632,-8.094,-35
+hardcorenas_d,65.570,34.430,85.530,14.470,7.50,224,0.875,bilinear,-11.854,-7.956,+1
+selecsls42b,65.550,34.450,85.870,14.130,32.46,224,0.875,bicubic,-11.640,-7.520,+7
+xcit_tiny_12_p16_224,65.500,34.500,86.190,13.810,6.72,224,1.000,bicubic,-11.620,-7.528,+7
+resnet26t,65.470,34.530,86.240,13.760,16.01,256,0.940,bicubic,-12.402,-7.594,-22
+seresnext26ts,65.450,34.550,86.020,13.980,10.39,256,0.900,bicubic,-12.398,-7.768,-19
+convmixer_1024_20_ks9_p14,65.430,34.570,85.520,14.480,24.38,224,0.960,bicubic,-11.514,-7.838,+13
+tf_efficientnet_lite2,65.300,34.700,86.010,13.990,6.09,260,0.890,bicubic,-12.182,-7.738,-8
+densenet201,65.290,34.710,85.660,14.340,20.01,224,0.875,bicubic,-12.000,-7.820,-2
+seresnext26d_32x4d,65.260,34.740,85.810,14.190,16.81,224,0.875,bicubic,-12.326,-7.794,-15
+densenetblur121d,65.250,34.750,85.780,14.220,8.00,224,0.875,bicubic,-11.340,-7.412,+20
+crossvit_9_dagger_240,65.230,34.770,86.470,13.530,8.78,240,0.875,bicubic,-11.760,-7.136,+5
+res2net50_48w_2s,65.220,34.780,85.920,14.080,25.29,224,0.875,bilinear,-12.314,-7.638,-15
+tf_efficientnet_b0_ap,65.200,34.800,85.490,14.510,5.29,224,0.875,bicubic,-11.904,-7.774,-1
+hrnet_w18,65.110,34.890,85.690,14.310,21.30,224,0.875,bilinear,-11.648,-7.748,+11
+ese_vovnet19b_dw,65.100,34.900,85.420,14.580,6.54,224,0.875,bicubic,-11.724,-7.860,+8
+dla60,65.070,34.930,85.700,14.300,22.04,224,0.875,bilinear,-11.964,-7.624,-1
+gernet_s,65.000,35.000,85.520,14.480,8.17,224,0.875,bilinear,-11.906,-7.614,+4
+tf_efficientnet_cc_b0_4e,64.960,35.040,85.020,14.980,13.31,224,0.875,bicubic,-12.360,-8.302,-13
+mobilenetv2_120d,64.920,35.080,85.850,14.150,5.83,224,0.875,bicubic,-12.366,-7.662,-12
+hardcorenas_c,64.850,35.150,85.240,14.760,5.52,224,0.875,bilinear,-12.200,-7.932,-6
+legacy_seresnext26_32x4d,64.830,35.170,85.550,14.450,16.79,224,0.875,bicubic,-12.264,-7.760,-8
+mixnet_m,64.740,35.260,85.510,14.490,5.01,224,0.875,bicubic,-12.534,-7.912,-14
+resnet26d,64.590,35.410,85.090,14.910,16.01,224,0.875,bicubic,-12.100,-8.058,+3
+xcit_nano_12_p8_224_dist,64.520,35.480,85.900,14.100,3.05,224,1.000,bicubic,-11.810,-7.186,+12
+tf_efficientnet_lite1,64.490,35.510,85.520,14.480,5.42,240,0.882,bicubic,-12.174,-7.714,+2
+tf_mixnet_m,64.460,35.540,84.930,15.070,5.01,224,0.875,bicubic,-12.498,-8.236,-9
+levit_128s,64.440,35.560,84.690,15.310,7.78,224,0.900,bicubic,-12.098,-8.174,+5
+densenet169,64.420,35.580,85.250,14.750,14.15,224,0.875,bicubic,-11.478,-7.774,+16
+resnext26ts,64.380,35.620,85.000,15.000,10.30,256,0.900,bicubic,-12.392,-8.130,-5
+resmlp_12_224,64.340,35.660,85.600,14.400,15.35,224,0.875,bicubic,-12.314,-7.572,-2
+repvgg_a2,64.270,35.730,84.980,15.020,28.21,224,0.875,bilinear,-12.210,-8.040,+4
+regnetx_016,64.230,35.770,85.440,14.560,9.19,224,0.875,bicubic,-12.716,-7.986,-14
+xcit_nano_12_p16_384_dist,64.230,35.770,85.280,14.720,3.05,384,1.000,bicubic,-11.238,-7.396,+19
+hardcorenas_b,64.210,35.790,84.860,15.140,5.18,224,0.875,bilinear,-12.320,-7.892,-1
+tf_efficientnet_b0,64.160,35.840,85.170,14.830,5.29,224,0.875,bicubic,-12.686,-8.060,-13
+dpn68,64.030,35.970,84.990,15.010,12.61,224,0.875,bicubic,-12.264,-7.972,+2
+tf_efficientnet_es,63.900,36.100,84.580,15.420,5.44,224,0.875,bicubic,-12.690,-8.632,-6
+vit_small_patch32_224,63.880,36.120,85.590,14.410,22.88,224,0.900,bicubic,-12.114,-7.686,+3
+mobilenetv2_140,63.870,36.130,84.950,15.050,6.11,224,0.875,bicubic,-12.646,-8.050,-5
+densenet121,63.730,36.270,84.600,15.400,7.98,224,0.875,bicubic,-11.838,-8.052,+8
+regnety_008,63.730,36.270,85.240,14.760,6.26,224,0.875,bicubic,-12.590,-7.828,-4
+hardcorenas_a,63.680,36.320,84.470,15.530,5.26,224,0.875,bilinear,-12.232,-8.044,+1
+resnest14d,63.550,36.450,84.010,15.990,10.61,224,0.875,bilinear,-11.956,-8.510,+7
+mixnet_s,63.540,36.460,84.710,15.290,4.13,224,0.875,bicubic,-12.454,-8.082,-4
+tf_mixnet_s,63.430,36.570,84.090,15.910,4.13,224,0.875,bicubic,-12.254,-8.546,+1
+resnet26,63.420,36.580,84.210,15.790,16.00,224,0.875,bicubic,-11.872,-8.364,+9
+mobilenetv3_large_100,63.310,36.690,84.050,15.950,5.48,224,0.875,bicubic,-12.464,-8.490,-2
+efficientnet_es_pruned,63.300,36.700,84.840,15.160,5.44,224,0.875,bicubic,-11.696,-7.600,+15
+mobilenetv3_rw,63.270,36.730,84.560,15.440,5.48,224,0.875,bicubic,-12.348,-8.152,-2
+tv_resnet50,63.200,36.800,84.640,15.360,25.56,224,0.875,bilinear,-12.952,-8.238,-11
+vit_tiny_r_s16_p8_384,63.190,36.810,85.120,14.880,6.36,384,1.000,bicubic,-12.782,-8.152,-9
+efficientnet_lite0,63.160,36.840,84.350,15.650,4.65,224,0.875,bicubic,-12.344,-8.166,-1
+mixer_b16_224,63.160,36.840,83.080,16.920,59.88,224,0.875,bicubic,-13.462,-9.148,-24
+vit_tiny_patch16_224,63.100,36.900,84.900,15.100,5.72,224,0.900,bicubic,-12.354,-7.952,-1
+pit_ti_distilled_224,63.090,36.910,84.010,15.990,5.10,224,0.900,bicubic,-11.440,-8.090,+15
+semnasnet_100,63.050,36.950,84.450,15.550,3.89,224,0.875,bicubic,-12.402,-8.156,-2
+resnet34,62.850,37.150,84.150,15.850,21.80,224,0.875,bilinear,-12.262,-8.126,+2
+tv_densenet121,62.790,37.210,84.120,15.880,7.98,224,0.875,bicubic,-11.956,-8.034,+8
+legacy_seresnet34,62.770,37.230,84.200,15.800,21.96,224,0.875,bilinear,-12.022,-7.928,+6
+regnety_006,62.740,37.260,84.100,15.900,6.06,224,0.875,bicubic,-12.526,-8.434,-4
+deit_tiny_distilled_patch16_224,62.720,37.280,83.800,16.200,5.91,224,0.900,bicubic,-11.804,-8.096,+10
+hrnet_w18_small_v2,62.660,37.340,83.850,16.150,15.60,224,0.875,bilinear,-12.446,-8.562,-2
+swsl_resnet18,62.650,37.350,84.290,15.710,11.69,224,0.875,bilinear,-10.632,-7.468,+22
+mobilenetv2_110d,62.620,37.380,84.450,15.550,4.52,224,0.875,bicubic,-12.432,-7.738,-2
+repvgg_b0,62.620,37.380,83.660,16.340,15.82,224,0.875,bilinear,-12.532,-8.754,-8
+tf_efficientnet_lite0,62.560,37.440,84.140,15.860,4.65,224,0.875,bicubic,-12.272,-8.036,-2
+regnetx_008,62.510,37.490,83.980,16.020,7.26,224,0.875,bicubic,-12.546,-8.368,-6
+dla34,62.500,37.500,83.860,16.140,15.74,224,0.875,bilinear,-12.108,-8.198,0
+gluon_resnet34_v1b,62.460,37.540,83.920,16.080,21.80,224,0.875,bicubic,-12.132,-8.076,0
+xcit_nano_12_p8_224,62.450,37.550,84.190,15.810,3.05,224,1.000,bicubic,-11.462,-7.976,+7
+fbnetc_100,62.380,37.620,83.370,16.630,5.57,224,0.875,bilinear,-12.740,-9.004,-13
+tf_mobilenetv3_large_100,62.230,37.770,83.850,16.150,5.48,224,0.875,bilinear,-13.280,-8.758,-23
+crossvit_9_240,62.110,37.890,84.300,15.700,8.55,240,0.875,bicubic,-11.872,-7.670,+3
+crossvit_tiny_240,62.060,37.940,83.780,16.220,7.01,240,0.875,bicubic,-11.284,-8.142,+9
+regnety_004,61.990,38.010,83.440,16.560,4.34,224,0.875,bicubic,-12.022,-8.326,-1
+vgg19_bn,61.910,38.090,83.380,16.620,143.68,224,0.875,bilinear,-12.324,-8.474,-4
+mnasnet_100,61.900,38.100,83.730,16.270,4.38,224,0.875,bicubic,-12.774,-8.368,-10
+ssl_resnet18,61.530,38.470,83.300,16.700,11.69,224,0.875,bilinear,-11.082,-8.120,+12
+eca_botnext26ts_256,61.520,38.480,82.760,17.240,10.59,256,0.950,bicubic,-12.358,-9.028,-1
+convit_tiny,61.470,38.530,83.990,16.010,5.71,224,0.875,bicubic,-11.642,-7.730,+6
+tv_resnet34,61.150,38.850,82.640,17.360,21.80,224,0.875,bilinear,-12.154,-8.782,+3
+regnetx_006,61.120,38.880,83.250,16.750,6.20,224,0.875,bicubic,-12.726,-8.432,-3
+spnasnet_100,61.070,38.930,82.750,17.250,4.42,224,0.875,bilinear,-13.008,-9.070,-10
+pit_ti_224,60.940,39.060,83.820,16.180,4.85,224,0.900,bicubic,-11.982,-7.590,+5
+vgg16_bn,60.820,39.180,83.010,16.990,138.37,224,0.875,bilinear,-12.540,-8.482,-4
+skresnet18,60.820,39.180,82.870,17.130,11.96,224,0.875,bicubic,-12.202,-8.300,+2
+ghostnet_100,60.610,39.390,82.270,17.730,5.18,224,0.875,bilinear,-13.374,-9.190,-12
+tf_mobilenetv3_large_075,60.360,39.640,81.800,18.200,3.99,224,0.875,bilinear,-13.090,-9.540,-7
+xcit_nano_12_p16_224_dist,60.330,39.670,82.490,17.510,3.05,224,1.000,bicubic,-11.982,-8.362,+5
+mobilenetv2_100,60.210,39.790,82.040,17.960,3.50,224,0.875,bicubic,-12.742,-8.962,-2
+vit_base_patch32_sam_224,59.970,40.030,81.300,18.700,88.22,224,0.900,bicubic,-13.730,-9.708,-37
+deit_tiny_patch16_224,59.920,40.080,82.730,17.270,5.72,224,0.900,bicubic,-12.240,-8.382,+6
+resnet18d,59.860,40.140,82.310,17.690,11.71,224,0.875,bicubic,-12.408,-8.374,+3
+legacy_seresnet18,59.730,40.270,81.600,18.400,11.78,224,0.875,bicubic,-12.004,-8.738,+7
+vgg19,59.720,40.280,81.420,18.580,143.67,224,0.875,bilinear,-12.668,-9.466,-2
+regnetx_004,59.260,40.740,81.830,18.170,5.16,224,0.875,bicubic,-13.130,-8.988,-4
+tf_mobilenetv3_large_minimal_100,59.040,40.960,80.880,19.120,3.92,224,0.875,bilinear,-13.212,-9.756,0
+hrnet_w18_small,58.920,41.080,81.340,18.660,13.19,224,0.875,bilinear,-13.412,-9.346,-4
+vit_tiny_r_s16_p8_224,58.880,41.120,81.630,18.370,6.34,224,0.900,bicubic,-12.918,-9.194,+1
+vgg13_bn,58.850,41.150,81.040,18.960,133.05,224,0.875,bilinear,-12.714,-9.334,+3
+vgg16,58.630,41.370,81.670,18.330,138.36,224,0.875,bilinear,-12.954,-8.720,+1
+xcit_nano_12_p16_224,58.340,41.660,80.900,19.100,3.05,224,1.000,bicubic,-11.632,-8.858,+5
+gluon_resnet18_v1b,58.300,41.700,80.990,19.010,11.69,224,0.875,bicubic,-12.534,-8.770,+1
+resnet18,57.240,42.760,80.090,19.910,11.69,224,0.875,bilinear,-12.500,-8.996,+5
+vgg13,57.100,42.900,79.610,20.390,133.05,224,0.875,bilinear,-12.838,-9.648,+3
+vgg11_bn,57.040,42.960,79.760,20.240,132.87,224,0.875,bilinear,-13.322,-10.046,-1
+regnety_002,56.980,43.020,79.830,20.170,3.16,224,0.875,bicubic,-13.302,-9.714,-1
+mixer_l16_224,56.200,43.800,75.690,24.310,208.20,224,0.875,bicubic,-15.866,-11.964,-9
+dla60x_c,56.090,43.910,78.950,21.050,1.32,224,0.875,bilinear,-11.822,-9.468,+5
+vgg11,55.900,44.100,78.760,21.240,132.86,224,0.875,bilinear,-13.148,-9.876,0
+regnetx_002,55.790,44.210,79.240,20.760,2.68,224,0.875,bicubic,-12.960,-9.320,0
+tf_mobilenetv3_small_100,54.530,45.470,77.010,22.990,2.54,224,0.875,bilinear,-13.396,-10.666,+1
+botnet26t_256,53.690,46.310,77.400,22.600,12.49,256,0.950,bicubic,-14.856,-11.296,-1
+dla46x_c,53.120,46.880,76.810,23.190,1.07,224,0.875,bilinear,-12.856,-10.178,+1
+tf_mobilenetv3_small_075,52.360,47.640,75.470,24.530,2.04,224,0.875,bilinear,-13.360,-10.666,+1
+dla46_c,52.020,47.980,75.730,24.270,1.30,224,0.875,bilinear,-12.850,-10.564,+1
+tf_mobilenetv3_small_minimal_100,49.560,50.440,72.820,27.180,2.04,224,0.875,bilinear,-13.348,-11.426,+1

results/results-sketch.csv

@@ -1,421 +1,519 @@
 model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation,top1_diff,top5_diff,rank_diff
-ig_resnext101_32x48d,58.810,41.190,81.076,18.924,828.41,224,0.875,bilinear,-26.618,-16.496,+22
-ig_resnext101_32x32d,58.386,41.614,80.381,19.619,468.53,224,0.875,bilinear,-26.708,-17.057,+28
-ig_resnext101_32x16d,57.690,42.310,79.905,20.095,194.03,224,0.875,bilinear,-26.480,-17.291,+53
-swsl_resnext101_32x16d,57.458,42.542,80.385,19.615,194.03,224,0.875,bilinear,-25.888,-16.461,+78
-swsl_resnext101_32x8d,56.438,43.562,78.944,21.056,88.79,224,0.875,bilinear,-27.846,-18.232,+48
-ig_resnext101_32x8d,54.918,45.082,77.534,22.466,88.79,224,0.875,bilinear,-27.770,-19.102,+94
-swsl_resnext101_32x4d,53.603,46.397,76.347,23.653,44.18,224,0.875,bilinear,-29.627,-20.413,+77
-vit_large_patch16_384,52.754,47.246,74.696,25.304,304.72,384,1.000,bicubic,-34.326,-23.604,-4
-vit_large_r50_s32_384,52.039,47.961,73.558,26.442,329.09,384,1.000,bicubic,-34.145,-24.360,+2
-vit_large_patch16_224,51.832,48.168,73.694,26.306,304.33,224,0.900,bicubic,-34.010,-24.130,+6
-tf_efficientnet_l2_ns_475,51.494,48.506,73.928,26.072,480.31,475,0.936,bicubic,-36.740,-24.618,-9
-swsl_resnext50_32x4d,50.437,49.563,73.368,26.633,25.03,224,0.875,bilinear,-31.745,-22.862,+104
-swin_large_patch4_window12_384,50.404,49.596,72.564,27.436,196.74,384,1.000,bicubic,-36.744,-25.670,-10
-swsl_resnet50,49.541,50.459,72.334,27.666,25.56,224,0.875,bilinear,-31.625,-23.638,+134
-swin_large_patch4_window7_224,48.991,51.009,71.391,28.609,196.53,224,0.900,bicubic,-37.329,-26.505,-6
-swin_base_patch4_window12_384,48.553,51.447,71.813,28.187,87.90,384,1.000,bicubic,-37.879,-26.245,-8
-vit_large_r50_s32_224,48.203,51.797,70.868,29.132,328.99,224,0.900,bicubic,-36.231,-26.296,+32
-tf_efficientnet_b7_ns,47.800,52.200,69.640,30.360,66.35,600,0.949,bicubic,-39.040,-28.454,-13
-tf_efficientnet_b6_ns,47.761,52.239,69.968,30.032,43.04,528,0.942,bicubic,-38.691,-27.914,-12
-tf_efficientnet_l2_ns,47.570,52.430,70.019,29.981,480.31,800,0.960,bicubic,-40.782,-28.631,-19
-tf_efficientnetv2_l_in21ft1k,46.939,53.061,70.310,29.690,118.52,480,1.000,bicubic,-39.365,-27.668,-11
-vit_base_patch16_384,45.894,54.106,68.557,31.443,86.86,384,1.000,bicubic,-40.112,-29.443,-7
-tf_efficientnet_b8_ap,45.774,54.226,67.911,32.089,87.41,672,0.954,bicubic,-39.596,-29.383,+3
-tf_efficientnet_b5_ns,45.615,54.385,67.842,32.158,30.39,456,0.934,bicubic,-40.473,-29.910,-11
-tf_efficientnetv2_m_in21ft1k,45.582,54.418,69.150,30.849,54.14,480,1.000,bicubic,-40.006,-28.602,-6
-swin_base_patch4_window7_224,45.560,54.440,68.512,31.488,87.77,224,0.900,bicubic,-39.692,-29.050,+1
-cait_m48_448,44.245,55.755,64.653,35.347,356.46,448,1.000,bicubic,-42.239,-33.102,-21
-vit_base_r50_s16_384,43.512,56.488,66.785,33.215,98.95,384,1.000,bicubic,-41.460,-30.503,+8
-tf_efficientnet_b4_ns,43.450,56.550,65.519,34.481,19.34,380,0.922,bicubic,-41.713,-31.951,-1
-vit_base_patch16_224,43.220,56.780,65.708,34.292,86.57,224,0.900,bicubic,-41.312,-31.586,+14
-tf_efficientnet_b8,42.508,57.492,64.857,35.143,87.41,672,0.954,bicubic,-42.862,-32.533,-6
-cait_m36_384,42.398,57.602,63.324,36.676,271.22,384,1.000,bicubic,-43.656,-34.406,-18
-tf_efficientnet_b7,41.431,58.569,63.017,36.983,66.35,600,0.949,bicubic,-43.505,-34.186,+4
-tf_efficientnet_b7_ap,41.429,58.571,62.874,37.126,66.35,600,0.949,bicubic,-43.691,-34.378,-5
-tf_efficientnet_b5_ap,41.418,58.582,62.084,37.916,30.39,456,0.934,bicubic,-42.834,-34.890,+20
-resnetv2_152x4_bitm,41.302,58.698,64.307,35.693,936.53,480,1.000,bilinear,-43.614,-33.135,+2
-tf_efficientnet_b6_ap,41.099,58.901,62.355,37.645,43.04,528,0.942,bicubic,-43.689,-34.783,+3
-tf_efficientnetv2_s_in21ft1k,40.950,59.050,63.849,36.151,21.46,384,1.000,bicubic,-43.352,-33.403,+14
-tf_efficientnet_b4_ap,40.484,59.516,61.723,38.277,19.34,380,0.922,bicubic,-42.764,-34.669,+44
-vit_small_r26_s32_384,40.476,59.524,62.736,37.264,36.47,384,1.000,bicubic,-43.570,-34.592,+22
-vit_base_patch16_224_miil,40.168,59.832,60.887,39.113,86.54,224,0.875,bilinear,-44.100,-35.915,+13
-tf_efficientnetv2_l,39.830,60.170,60.801,39.199,118.52,480,1.000,bicubic,-45.660,-36.571,-21
-dm_nfnet_f3,39.818,60.182,60.610,39.390,254.92,416,0.940,bicubic,-45.704,-36.852,-23
-cait_s36_384,39.765,60.235,60.475,39.525,68.37,384,1.000,bicubic,-45.695,-37.005,-22
-efficientnetv2_rw_m,39.667,60.333,59.687,40.313,53.24,416,1.000,bicubic,-45.141,-37.461,-6
-ecaresnet269d,39.594,60.406,60.343,39.657,102.09,352,1.000,bicubic,-45.382,-36.883,-11
-tf_efficientnet_b3_ns,39.584,60.416,61.453,38.547,12.23,300,0.904,bicubic,-44.464,-35.457,+14
-dm_nfnet_f6,39.578,60.422,60.911,39.089,438.36,576,0.956,bicubic,-46.566,-36.819,-36
-dm_nfnet_f5,39.508,60.492,60.227,39.773,377.21,544,0.954,bicubic,-46.306,-37.261,-32
-efficientnet_b4,39.079,60.921,59.608,40.392,19.34,384,1.000,bicubic,-44.349,-36.988,+28
-resnetv2_152x2_bit_teacher_384,38.979,61.021,62.440,37.560,236.34,384,1.000,bicubic,-44.865,-34.678,+16
-vit_base_patch32_384,38.794,61.206,60.329,39.671,88.30,384,1.000,bicubic,-44.556,-36.507,+29
-eca_nfnet_l2,38.664,61.336,59.445,40.555,56.72,384,1.000,bicubic,-46.033,-37.819,-11
-tf_efficientnet_b5,38.356,61.644,59.913,40.087,30.39,456,0.934,bicubic,-45.456,-36.835,+15
-deit_base_distilled_patch16_384,38.260,61.740,57.783,42.217,87.63,384,1.000,bicubic,-47.162,-39.549,-31
-dm_nfnet_f4,38.224,61.776,58.626,41.374,316.07,512,0.951,bicubic,-47.490,-38.894,-38
-resnetv2_152x2_bitm,37.985,62.015,61.135,38.865,236.34,448,1.000,bilinear,-46.525,-36.297,-11
-cait_s24_384,37.873,62.127,58.079,41.921,47.06,384,1.000,bicubic,-47.173,-39.267,-26
-resnet152d,37.857,62.143,58.356,41.644,60.21,320,1.000,bicubic,-45.823,-38.382,+15
-tf_efficientnetv2_m,37.824,62.176,58.710,41.290,54.14,480,1.000,bicubic,-47.220,-38.568,-27
-resnetrs420,37.747,62.253,58.215,41.785,191.89,416,1.000,bicubic,-47.261,-38.909,-27
-resnetrs350,37.676,62.324,58.083,41.917,163.96,384,1.000,bicubic,-47.044,-38.905,-21
-pit_b_distilled_224,37.590,62.410,57.238,42.762,74.79,224,0.900,bicubic,-46.554,-39.618,-6
-resnet200d,37.505,62.495,58.297,41.703,64.69,320,1.000,bicubic,-46.457,-38.526,+1
-resnetv2_152x2_bit_teacher,37.324,62.676,59.390,40.610,236.34,224,0.875,bicubic,-45.538,-37.178,+29
-resnest269e,37.315,62.685,57.468,42.532,110.93,416,0.928,bicubic,-47.203,-39.518,-21
-resmlp_big_24_224_in22ft1k,37.244,62.756,58.184,41.816,129.14,224,0.875,bicubic,-47.150,-38.937,-17
-vit_small_r26_s32_224,37.234,62.766,59.060,40.940,36.43,224,0.900,bicubic,-44.624,-36.962,+55
-cait_s24_224,37.153,62.847,56.724,43.276,46.92,224,1.000,bicubic,-46.299,-39.840,+8
-vit_base_patch32_224,37.077,62.923,59.294,40.706,88.22,224,0.900,bicubic,-43.647,-36.274,+96
-tf_efficientnet_b3_ap,37.055,62.945,57.240,42.760,12.23,300,0.904,bicubic,-44.767,-38.384,+54
-efficientnetv2_rw_s,37.049,62.951,56.814,43.186,23.94,384,1.000,bicubic,-46.759,-39.910,-2
-seresnet152d,36.790,63.210,56.718,43.282,66.84,320,1.000,bicubic,-47.572,-40.322,-22
-resnetrs200,36.639,63.361,56.828,43.172,93.21,320,1.000,bicubic,-47.427,-40.046,-15
-efficientnet_b3,36.420,63.580,56.845,43.155,12.23,320,1.000,bicubic,-45.822,-39.269,+39
-cait_xs24_384,36.416,63.584,56.944,43.056,26.67,384,1.000,bicubic,-47.645,-39.945,-16
-deit_base_distilled_patch16_224,36.397,63.603,56.617,43.383,87.34,224,0.900,bicubic,-46.991,-39.871,+2
-resnetv2_101x3_bitm,36.381,63.619,59.070,40.930,387.93,448,1.000,bilinear,-48.059,-38.312,-31
-resnetrs270,36.320,63.680,56.562,43.438,129.86,352,1.000,bicubic,-48.114,-40.408,-31
-tresnet_m,36.285,63.715,55.796,44.204,31.39,224,0.875,bilinear,-46.795,-40.322,+9
-mixer_b16_224_miil,36.269,63.731,55.965,44.035,59.88,224,0.875,bilinear,-46.039,-39.751,+29
-tf_efficientnet_b2_ns,36.183,63.817,57.551,42.449,9.11,260,0.890,bicubic,-46.197,-38.697,+23
-dm_nfnet_f2,36.004,63.996,55.456,44.544,193.78,352,0.920,bicubic,-49.060,-41.784,-52
-ecaresnet101d,36.004,63.996,56.165,43.835,44.57,224,0.875,bicubic,-46.168,-39.881,+33
-resnest200e,35.931,64.069,55.849,44.151,70.20,320,0.909,bicubic,-47.901,-41.045,-17
-swsl_resnet18,35.858,64.142,58.455,41.545,11.69,224,0.875,bilinear,-37.418,-33.279,+305
-eca_nfnet_l1,35.823,64.177,55.957,44.043,41.41,320,1.000,bicubic,-48.187,-41.071,-23
-vit_small_patch16_384,35.479,64.521,57.549,42.451,22.20,384,1.000,bicubic,-48.323,-39.553,-17
-resnest101e,35.373,64.627,55.780,44.220,48.28,256,0.875,bilinear,-47.517,-40.540,+4
-convit_base,35.314,64.686,54.927,45.073,86.54,224,0.875,bicubic,-46.976,-41.011,+21
-twins_svt_large,35.086,64.914,54.721,45.279,99.27,224,0.900,bicubic,-48.592,-41.873,-16
-repvgg_b3g4,35.043,64.957,54.772,45.228,83.83,224,0.875,bilinear,-45.169,-40.338,+98
-repvgg_b3,35.043,64.957,54.542,45.458,123.09,224,0.875,bilinear,-45.449,-40.718,+80
-dm_nfnet_f1,34.990,65.010,54.108,45.892,132.63,320,0.910,bicubic,-49.636,-42.992,-51
-resnet101d,34.872,65.128,54.202,45.798,44.57,320,1.000,bicubic,-48.150,-42.244,-4
-resmlp_big_24_distilled_224,34.788,65.213,54.637,45.363,129.14,224,0.875,bicubic,-48.803,-42.011,-20
-vit_large_patch32_384,34.673,65.326,55.729,44.271,306.63,384,1.000,bicubic,-46.833,-40.363,+37
-dm_nfnet_f0,34.618,65.382,54.672,45.328,71.49,256,0.900,bicubic,-48.767,-41.900,-18
-ssl_resnext101_32x16d,34.605,65.395,55.931,44.069,194.03,224,0.875,bilinear,-47.239,-40.165,+25
-repvgg_b2g4,34.587,65.413,54.782,45.218,61.76,224,0.875,bilinear,-44.779,-39.906,+131
-resnest50d_4s2x40d,34.355,65.645,54.725,45.275,30.42,224,0.875,bicubic,-46.753,-40.833,+49
-resnetrs152,34.355,65.645,53.562,46.438,86.62,320,1.000,bicubic,-49.357,-43.052,-30
-tf_efficientnet_b1_ns,34.157,65.843,55.489,44.511,7.79,240,0.882,bicubic,-47.231,-40.249,+36
-twins_pcpvt_large,34.111,65.888,54.128,45.872,60.99,224,0.900,bicubic,-49.029,-42.470,-18
-tf_efficientnet_b4,34.064,65.936,54.198,45.802,19.34,380,0.922,bicubic,-48.958,-42.102,-13
-ssl_resnext101_32x8d,34.017,65.983,55.601,44.399,88.79,224,0.875,bilinear,-47.599,-40.437,+24
-nfnet_l0,34.002,65.999,54.365,45.635,35.07,288,1.000,bicubic,-48.748,-42.151,-10
-tf_efficientnet_b6,33.998,66.002,54.544,45.456,43.04,528,0.942,bicubic,-50.112,-42.342,-50
-efficientnet_b3_pruned,33.996,66.004,54.108,45.892,9.86,300,0.904,bicubic,-46.862,-41.134,+52
-regnety_160,33.976,66.024,53.546,46.454,83.59,288,1.000,bicubic,-49.710,-43.230,-37
-pit_s_distilled_224,33.939,66.061,53.265,46.735,24.04,224,0.900,bicubic,-48.057,-42.533,+10
-resnetv2_50x3_bitm,33.658,66.342,55.882,44.118,217.32,448,1.000,bilinear,-50.356,-41.242,-49
-resnet51q,33.563,66.437,53.021,46.979,35.70,288,1.000,bilinear,-48.797,-43.159,-7
-regnety_032,33.412,66.588,52.754,47.246,19.44,288,1.000,bicubic,-49.312,-43.670,-16
-gernet_l,33.357,66.643,51.901,48.099,31.08,256,0.875,bilinear,-47.997,-43.635,+26
-tresnet_xl,33.257,66.743,52.294,47.706,78.44,224,0.875,bilinear,-48.797,-43.642,+3
-resnest50d_1s4x24d,33.147,66.853,52.839,47.161,25.68,224,0.875,bicubic,-47.841,-42.483,+38
-twins_pcpvt_base,33.021,66.979,52.485,47.515,43.83,224,0.900,bicubic,-49.687,-43.861,-19
-rexnet_200,32.987,67.013,52.939,47.061,16.37,224,0.875,bicubic,-48.645,-42.729,+10
-resnest50d,32.972,67.028,52.713,47.287,27.48,224,0.875,bilinear,-48.002,-42.665,+36
-tf_efficientnetv2_s,32.915,67.085,51.726,48.274,21.46,384,1.000,bicubic,-50.979,-44.972,-55
-convit_small,32.913,67.087,52.123,47.877,27.78,224,0.875,bicubic,-48.513,-43.621,+15
-vit_small_patch16_224,32.885,67.115,53.923,46.077,22.05,224,0.900,bicubic,-48.517,-42.211,+15
-tf_efficientnet_b3,32.860,67.140,52.950,47.050,12.23,300,0.904,bicubic,-48.776,-42.768,+4
-pnasnet5large,32.848,67.152,50.500,49.500,86.06,331,0.911,bicubic,-49.934,-45.540,-29
-twins_svt_base,32.836,67.164,51.559,48.441,56.07,224,0.900,bicubic,-50.300,-44.859,-39
-nasnetalarge,32.775,67.225,50.141,49.859,88.75,331,0.911,bicubic,-49.845,-45.906,-26
-gernet_m,32.740,67.260,51.913,48.087,21.14,224,0.875,bilinear,-47.992,-43.271,+37
-inception_resnet_v2,32.738,67.262,50.648,49.352,55.84,299,0.897,bicubic,-47.720,-44.658,+48
-gluon_resnet152_v1d,32.734,67.266,51.088,48.912,60.21,224,0.875,bicubic,-47.740,-44.118,+45
-pit_b_224,32.718,67.282,49.852,50.148,73.76,224,0.900,bicubic,-49.728,-45.858,-27
-tf_efficientnet_b2_ap,32.681,67.319,52.239,47.761,9.11,260,0.890,bicubic,-47.619,-42.979,+53
-tresnet_l,32.559,67.441,51.139,48.861,55.99,224,0.875,bilinear,-48.931,-44.485,+2
-cait_xxs36_384,32.549,67.451,52.233,47.767,17.37,384,1.000,bicubic,-49.645,-43.915,-19
-wide_resnet50_2,32.439,67.561,51.459,48.541,68.88,224,0.875,bicubic,-49.017,-44.073,+1
-ens_adv_inception_resnet_v2,32.370,67.629,50.427,49.573,55.84,299,0.897,bicubic,-47.611,-44.511,+64
-deit_base_patch16_224,32.363,67.637,51.011,48.989,86.57,224,0.900,bicubic,-49.635,-44.723,-17
-swin_small_patch4_window7_224,32.341,67.659,50.905,49.095,49.61,224,0.900,bicubic,-50.871,-45.417,-53
-gluon_resnet152_v1s,32.331,67.669,50.526,49.474,60.32,224,0.875,bicubic,-48.685,-44.886,+15
-deit_small_distilled_patch16_224,32.284,67.716,52.102,47.898,22.44,224,0.900,bicubic,-48.916,-43.276,+7
-gluon_seresnext101_64x4d,32.205,67.795,50.319,49.681,88.23,224,0.875,bicubic,-48.689,-44.989,+19
-coat_lite_small,32.127,67.873,49.934,50.066,19.84,224,0.900,bicubic,-50.181,-45.916,-33
-gluon_seresnext101_32x4d,32.107,67.893,51.237,48.763,48.96,224,0.875,bicubic,-48.797,-44.057,+16
-deit_base_patch16_384,31.989,68.011,50.547,49.453,86.86,384,1.000,bicubic,-51.117,-45.825,-56
-seresnext50_32x4d,31.985,68.015,51.231,48.769,27.56,224,0.875,bicubic,-49.281,-44.389,0
-levit_384,31.877,68.123,50.598,49.402,39.13,224,0.900,bicubic,-50.709,-45.418,-44
-resnetrs101,31.858,68.142,51.017,48.983,63.62,288,0.940,bicubic,-50.430,-44.991,-35
-cspresnext50,31.822,68.178,51.602,48.398,20.57,224,0.875,bilinear,-48.218,-43.342,+50
-tnt_s_patch16_224,31.643,68.357,51.143,48.857,23.76,224,0.900,bicubic,-49.875,-44.605,-17
-eca_nfnet_l0,31.612,68.388,51.612,48.388,24.14,288,1.000,bicubic,-50.968,-44.878,-47
-resnetv2_50x1_bit_distilled,31.584,68.416,51.263,48.737,25.55,224,0.875,bicubic,-51.234,-45.259,-56
-resnet50,31.547,68.453,50.170,49.830,25.56,224,0.875,bicubic,-47.491,-44.220,+102
-ssl_resnext101_32x4d,31.423,68.577,52.121,47.879,44.18,224,0.875,bilinear,-49.501,-43.607,+5
-inception_v4,31.378,68.622,49.244,50.756,42.68,299,0.875,bicubic,-48.790,-45.724,+39
-rexnet_150,31.366,68.634,51.288,48.712,9.73,224,0.875,bicubic,-48.944,-43.878,+28
-pit_s_224,31.333,68.667,49.661,50.339,23.46,224,0.900,bicubic,-49.761,-45.671,-5
-cait_xxs36_224,31.278,68.722,50.616,49.384,17.30,224,1.000,bicubic,-48.472,-44.250,+58
-cspresnet50,31.270,68.730,51.223,48.777,21.62,256,0.887,bilinear,-48.304,-43.489,+65
-coat_mini,31.203,68.797,49.773,50.227,10.34,224,0.900,bicubic,-50.065,-45.619,-15
-ecaresnetlight,31.121,68.879,50.243,49.757,30.16,224,0.875,bicubic,-49.341,-45.007,+16
-gluon_resnet101_v1s,31.115,68.885,49.793,50.207,44.67,224,0.875,bicubic,-49.187,-45.367,+23
-tf_efficientnet_cc_b0_8e,31.087,68.913,50.761,49.239,24.01,224,0.875,bicubic,-46.821,-42.892,+141
-resmlp_36_distilled_224,31.070,68.930,49.683,50.317,44.69,224,0.875,bicubic,-50.090,-45.805,-14
-ecaresnet50d,31.058,68.942,50.848,49.152,25.58,224,0.875,bicubic,-49.534,-44.472,+6
-ecaresnet50t,31.058,68.942,50.577,49.423,25.57,320,0.950,bicubic,-51.288,-45.561,-58
-resnet50d,31.020,68.980,49.808,50.192,25.58,224,0.875,bicubic,-49.510,-45.352,+5
-cspdarknet53,31.018,68.981,50.390,49.610,27.64,256,0.887,bilinear,-49.040,-44.694,+30
-gluon_resnet152_v1c,30.991,69.009,48.924,51.076,60.21,224,0.875,bicubic,-48.919,-45.916,+35
-gluon_resnext101_64x4d,30.987,69.013,48.549,51.451,83.46,224,0.875,bicubic,-49.617,-46.439,0
-twins_svt_small,30.985,69.015,49.223,50.777,24.06,224,0.900,bicubic,-50.697,-46.447,-43
-resmlp_24_distilled_224,30.901,69.099,50.178,49.822,30.02,224,0.875,bicubic,-49.865,-45.040,-7
-tf_efficientnet_cc_b1_8e,30.899,69.101,50.080,49.920,39.72,240,0.882,bicubic,-48.409,-44.290,+63
-ecaresnet101d_pruned,30.897,69.103,50.013,49.987,24.88,224,0.875,bicubic,-49.921,-45.615,-11
-gluon_resnext101_32x4d,30.877,69.123,48.537,51.463,44.18,224,0.875,bicubic,-49.457,-46.389,+7
-tf_efficientnetv2_b3,30.861,69.139,49.814,50.186,14.36,300,0.904,bicubic,-51.109,-45.968,-53
-tf_efficientnet_lite4,30.830,69.170,50.386,49.614,13.01,380,0.920,bilinear,-50.706,-45.282,-45
-nf_resnet50,30.702,69.298,49.958,50.042,25.56,288,0.940,bicubic,-49.958,-45.378,-10
-dpn107,30.678,69.322,48.810,51.190,86.92,224,0.875,bicubic,-49.478,-46.100,+16
-ese_vovnet39b,30.657,69.343,49.875,50.125,24.57,224,0.875,bicubic,-48.663,-44.837,+54
-gluon_resnet152_v1b,30.623,69.376,48.521,51.479,60.19,224,0.875,bicubic,-49.063,-46.215,+39
-tresnet_xl_448,30.614,69.386,49.069,50.931,78.44,448,0.875,bilinear,-52.436,-47.105,-91
-ssl_resnext50_32x4d,30.594,69.406,50.657,49.343,25.03,224,0.875,bilinear,-49.724,-44.749,0
-gluon_resnet101_v1d,30.523,69.477,47.950,52.050,44.57,224,0.875,bicubic,-49.891,-47.064,-5
-dpn68b,30.517,69.483,49.158,50.842,12.61,224,0.875,bicubic,-48.699,-45.256,+61
-resnest26d,30.490,69.510,50.677,49.323,17.07,224,0.875,bilinear,-47.988,-43.621,+88
-efficientnet_b2,30.435,69.565,49.698,50.302,9.11,288,1.000,bicubic,-50.177,-45.620,-18
-tf_efficientnet_b1_ap,30.421,69.579,49.553,50.447,7.79,240,0.882,bicubic,-48.859,-44.753,+54
-twins_pcpvt_small,30.382,69.618,49.386,50.614,24.11,224,0.900,bicubic,-50.706,-46.256,-36
-visformer_small,30.329,69.671,48.285,51.715,40.22,224,0.900,bicubic,-51.777,-47.587,-71
-pit_xs_distilled_224,30.278,69.722,49.836,50.164,11.00,224,0.900,bicubic,-49.028,-44.528,+47
-seresnet50,30.077,69.923,49.292,50.708,28.09,224,0.875,bicubic,-50.197,-45.778,-4
-dpn98,30.067,69.933,48.244,51.756,61.57,224,0.875,bicubic,-49.575,-46.354,+29
-tf_efficientnet_b2,30.026,69.974,49.581,50.419,9.11,260,0.890,bicubic,-50.060,-45.328,+3
-dpn131,30.024,69.976,48.146,51.854,79.25,224,0.875,bicubic,-49.798,-46.564,+17
-efficientnet_el,30.018,69.982,48.834,51.166,10.59,300,0.904,bicubic,-51.298,-46.692,-53
-legacy_senet154,30.001,69.999,48.034,51.966,115.09,224,0.875,bilinear,-51.309,-47.462,-53
-dpn92,29.953,70.047,49.162,50.838,37.67,224,0.875,bicubic,-50.055,-45.674,+2
-resnetv2_101x1_bitm,29.898,70.102,51.121,48.879,44.54,448,1.000,bilinear,-52.434,-45.397,-90
-gluon_senet154,29.877,70.123,47.894,52.106,115.09,224,0.875,bicubic,-51.357,-47.454,-53
-xception,29.865,70.135,48.686,51.314,22.86,299,0.897,bicubic,-49.187,-45.706,+53
-adv_inception_v3,29.816,70.184,47.847,52.153,23.83,299,0.875,bicubic,-47.766,-45.889,+112
-gluon_xception65,29.784,70.216,47.755,52.245,39.92,299,0.903,bicubic,-49.932,-47.105,+16
-resmlp_36_224,29.692,70.308,48.969,51.031,44.69,224,0.875,bicubic,-50.078,-45.917,+10
-resnetblur50,29.625,70.375,48.248,51.752,25.56,224,0.875,bicubic,-49.661,-46.390,+36
-efficientnet_em,29.486,70.514,48.946,51.054,6.90,240,0.882,bicubic,-49.766,-45.848,+37
-resnext101_32x8d,29.439,70.561,48.486,51.514,88.79,224,0.875,bilinear,-49.869,-46.032,+28
-coat_lite_mini,29.433,70.567,47.724,52.276,11.01,224,0.900,bicubic,-49.655,-46.880,+42
-ssl_resnet50,29.423,70.577,49.781,50.219,25.56,224,0.875,bilinear,-49.799,-45.051,+35
-deit_small_patch16_224,29.421,70.579,48.256,51.744,22.05,224,0.900,bicubic,-50.435,-46.796,-2
-nf_regnet_b1,29.390,70.611,49.425,50.575,10.22,288,0.900,bicubic,-49.903,-45.323,+29
-cait_xxs24_384,29.387,70.612,48.753,51.247,12.03,384,1.000,bicubic,-51.578,-46.893,-54
-swin_tiny_patch4_window7_224,29.334,70.666,47.602,52.398,28.29,224,0.900,bicubic,-52.044,-47.938,-72
-resnext50_32x4d,29.331,70.669,47.397,52.603,25.03,224,0.875,bicubic,-50.438,-47.201,+1
-resnet34d,29.328,70.671,48.409,51.591,21.82,224,0.875,bicubic,-47.788,-44.973,+113
-cait_xxs24_224,29.303,70.697,48.535,51.465,11.96,224,1.000,bicubic,-49.083,-45.775,+65
-ecaresnet50d_pruned,29.215,70.785,48.453,51.547,19.94,224,0.875,bicubic,-50.501,-46.427,+1
-tresnet_l_448,29.165,70.835,47.232,52.768,55.99,448,0.875,bilinear,-53.103,-48.744,-104
-gluon_inception_v3,29.122,70.878,46.957,53.043,23.83,299,0.875,bicubic,-49.684,-47.413,+42
-xception71,29.047,70.953,47.405,52.595,42.34,299,0.903,bicubic,-50.826,-47.517,-13
-hrnet_w64,28.989,71.011,47.142,52.858,128.06,224,0.875,bilinear,-50.485,-47.510,+7
-tf_efficientnet_b0_ns,28.902,71.098,49.011,50.989,5.29,224,0.875,bicubic,-49.756,-45.365,+46
-xception65,28.896,71.104,47.167,52.833,39.92,299,0.903,bicubic,-50.656,-47.487,+2
-tf_efficientnet_b1,28.886,71.114,47.503,52.497,7.79,240,0.882,bicubic,-49.940,-46.695,+36
-gluon_resnet101_v1b,28.878,71.121,46.389,53.611,44.55,224,0.875,bicubic,-50.427,-48.135,+12
-vit_small_patch32_384,28.871,71.129,48.887,51.113,22.92,384,1.000,bicubic,-51.609,-46.711,-52
-skresnext50_32x4d,28.818,71.182,46.497,53.503,27.48,224,0.875,bicubic,-51.338,-48.145,-31
-levit_256,28.745,71.255,46.723,53.277,18.89,224,0.900,bicubic,-52.765,-48.767,-94
-tf_efficientnet_lite3,28.660,71.340,47.354,52.646,8.20,300,0.904,bilinear,-51.160,-47.560,-16
-gluon_seresnext50_32x4d,28.651,71.349,46.436,53.564,27.56,224,0.875,bicubic,-51.267,-48.386,-28
-skresnet34,28.645,71.355,47.953,52.047,22.28,224,0.875,bicubic,-48.267,-45.369,+105
-hrnet_w40,28.641,71.359,47.454,52.546,57.56,224,0.875,bilinear,-50.279,-47.016,+25
-tf_efficientnetv2_b0,28.566,71.434,47.079,52.921,7.14,224,0.875,bicubic,-49.790,-46.945,+51
-tv_resnet152,28.533,71.467,47.118,52.882,60.19,224,0.875,bilinear,-49.779,-46.920,+51
-repvgg_b2,28.427,71.573,47.038,52.962,89.02,224,0.875,bilinear,-50.365,-47.376,+28
-hrnet_w48,28.413,71.587,47.586,52.414,77.47,224,0.875,bilinear,-50.887,-46.926,+3
-gluon_resnext50_32x4d,28.375,71.624,45.328,54.672,25.03,224,0.875,bicubic,-50.978,-49.098,-4
-efficientnet_b2_pruned,28.362,71.638,47.051,52.949,8.31,260,0.890,bicubic,-51.554,-47.805,-35
-tf_efficientnet_b0_ap,28.346,71.654,47.531,52.469,5.29,224,0.875,bicubic,-48.740,-45.725,+91
-tf_efficientnet_cc_b0_4e,28.315,71.685,47.364,52.636,13.31,224,0.875,bicubic,-48.991,-45.970,+83
-dla102x2,28.313,71.687,46.761,53.239,41.28,224,0.875,bilinear,-51.135,-47.879,-11
-dla169,28.313,71.687,47.391,52.609,53.39,224,0.875,bilinear,-50.375,-46.945,+24
-mixnet_xl,28.287,71.713,46.702,53.298,11.90,224,0.875,bicubic,-52.189,-48.234,-68
-gluon_resnet50_v1d,28.246,71.754,45.878,54.122,25.58,224,0.875,bicubic,-50.828,-48.592,+8
-wide_resnet101_2,28.108,71.892,46.401,53.599,126.89,224,0.875,bilinear,-50.748,-47.881,+14
-gluon_resnet101_v1c,28.104,71.896,45.961,54.039,44.57,224,0.875,bicubic,-51.430,-48.617,-20
-regnetx_320,28.093,71.907,45.126,54.874,107.81,224,0.875,bicubic,-52.153,-49.900,-57
-densenet161,28.081,71.919,46.641,53.359,28.68,224,0.875,bicubic,-49.277,-46.997,+74
-regnety_320,28.059,71.941,45.444,54.556,145.05,224,0.875,bicubic,-52.753,-49.800,-85
-gernet_s,28.022,71.978,46.723,53.277,8.17,224,0.875,bilinear,-48.894,-46.409,+85
-levit_192,28.016,71.984,45.880,54.120,10.95,224,0.900,bicubic,-51.826,-48.906,-41
-efficientnet_el_pruned,28.016,71.984,46.790,53.210,10.59,300,0.904,bicubic,-52.284,-48.238,-64
-xception41,27.888,72.112,45.890,54.110,26.97,299,0.903,bicubic,-50.628,-48.388,+17
-regnetx_160,27.817,72.183,45.617,54.383,54.28,224,0.875,bicubic,-52.039,-49.213,-45
-tf_inception_v3,27.780,72.220,45.721,54.279,23.83,299,0.875,bicubic,-50.082,-47.919,+51
-res2net101_26w_4s,27.768,72.232,45.179,54.821,45.21,224,0.875,bilinear,-51.430,-49.253,-8
-tf_efficientnetv2_b1,27.760,72.240,46.578,53.422,8.14,240,0.882,bicubic,-51.702,-48.144,-28
-repvgg_b1,27.656,72.344,46.531,53.469,57.42,224,0.875,bilinear,-50.710,-47.567,+25
-hrnet_w44,27.621,72.379,45.837,54.163,67.06,224,0.875,bilinear,-51.275,-48.531,-1
-inception_v3,27.556,72.444,45.263,54.737,23.83,299,0.875,bicubic,-49.882,-48.211,+59
-resmlp_24_224,27.521,72.479,45.696,54.304,30.02,224,0.875,bicubic,-51.853,-48.851,-30
-pit_xs_224,27.491,72.509,45.900,54.100,10.62,224,0.900,bicubic,-50.691,-48.268,+28
-regnetx_080,27.405,72.595,45.002,54.998,39.57,224,0.875,bicubic,-51.789,-49.558,-14
-hrnet_w30,27.381,72.619,46.554,53.446,37.71,224,0.875,bilinear,-50.825,-47.668,+25
-hrnet_w32,27.369,72.631,45.994,54.006,41.23,224,0.875,bilinear,-51.081,-48.192,+11
-gluon_resnet50_v1s,27.326,72.674,45.222,54.778,25.68,224,0.875,bicubic,-51.386,-49.016,-1
-densenet201,27.265,72.735,46.222,53.778,20.01,224,0.875,bicubic,-50.021,-47.256,+57
-densenetblur121d,27.228,72.772,46.299,53.701,8.00,224,0.875,bicubic,-49.360,-46.893,+77
-regnety_064,27.220,72.780,44.847,55.153,30.58,224,0.875,bicubic,-52.502,-49.921,-52
-efficientnet_b1_pruned,27.181,72.819,45.872,54.128,6.33,240,0.882,bicubic,-51.055,-47.962,+18
-tf_efficientnetv2_b2,27.163,72.837,44.570,55.430,10.10,260,0.890,bicubic,-53.045,-50.472,-78
-resnetrs50,27.110,72.890,45.029,54.971,35.69,224,0.910,bicubic,-52.782,-49.939,-67
-rexnet_130,27.094,72.906,45.933,54.067,7.56,224,0.875,bicubic,-52.406,-48.749,-46
-res2net50_26w_8s,27.078,72.921,44.428,55.572,48.40,224,0.875,bilinear,-52.119,-49.940,-27
-dla102x,27.061,72.939,45.475,54.525,26.31,224,0.875,bilinear,-51.449,-48.753,-4
-gmixer_24_224,27.027,72.972,44.361,55.639,24.72,224,0.875,bicubic,-51.008,-49.303,+20
-tv_resnet101,26.963,73.037,45.234,54.766,44.55,224,0.875,bilinear,-50.411,-48.306,+44
-resnext50d_32x4d,26.876,73.124,44.436,55.564,25.05,224,0.875,bicubic,-52.800,-50.430,-57
-regnetx_120,26.868,73.132,44.682,55.318,46.11,224,0.875,bicubic,-52.728,-50.056,-56
-rexnet_100,26.831,73.169,45.369,54.631,4.80,224,0.875,bicubic,-51.027,-48.501,+27
-densenet169,26.829,73.171,45.373,54.627,14.15,224,0.875,bicubic,-49.077,-47.653,+76
-legacy_seresnext101_32x4d,26.811,73.189,43.497,56.503,48.96,224,0.875,bilinear,-53.417,-51.521,-91
-regnety_120,26.788,73.212,44.454,55.546,51.82,224,0.875,bicubic,-53.578,-50.672,-103
-regnetx_064,26.784,73.216,44.927,55.073,26.21,224,0.875,bicubic,-52.288,-49.531,-31
-regnetx_032,26.703,73.297,45.236,54.764,15.30,224,0.875,bicubic,-51.469,-48.852,+6
-legacy_seresnet152,26.676,73.324,43.947,56.053,66.82,224,0.875,bilinear,-51.984,-50.423,-19
-densenet121,26.664,73.336,45.900,54.100,7.98,224,0.875,bicubic,-48.914,-46.752,+74
-efficientnet_es,26.621,73.379,45.112,54.888,5.44,224,0.875,bicubic,-51.445,-48.814,+7
-res2net50_26w_6s,26.595,73.405,43.990,56.010,37.05,224,0.875,bilinear,-51.975,-50.134,-20
-repvgg_b1g4,26.579,73.421,45.084,54.916,39.97,224,0.875,bilinear,-51.015,-48.742,+23
-dla60x,26.552,73.448,45.023,54.977,17.35,224,0.875,bilinear,-51.694,-48.995,-5
-regnety_080,26.524,73.476,44.359,55.641,39.18,224,0.875,bicubic,-53.352,-50.471,-86
-coat_lite_tiny,26.507,73.493,44.644,55.356,5.72,224,0.900,bicubic,-51.005,-49.272,+24
-tf_efficientnet_b0,26.485,73.515,45.646,54.354,5.29,224,0.875,bicubic,-50.363,-47.582,+43
-res2net50_14w_8s,26.483,73.517,44.371,55.629,25.06,224,0.875,bilinear,-51.667,-49.477,-3
-mobilenetv3_large_100_miil,26.481,73.519,44.473,55.527,5.48,224,0.875,bilinear,-51.435,-48.437,+7
-gluon_resnet50_v1b,26.436,73.564,44.035,55.965,25.56,224,0.875,bicubic,-51.144,-49.681,+18
-tf_efficientnet_el,26.357,73.643,44.175,55.825,10.59,300,0.904,bicubic,-53.893,-50.953,-109
-levit_128,26.332,73.668,44.096,55.904,9.21,224,0.900,bicubic,-52.154,-49.914,-27
-resmlp_big_24_224,26.318,73.682,43.556,56.444,129.14,224,0.875,bicubic,-54.710,-51.466,-146
-resmlp_12_distilled_224,26.314,73.686,44.874,55.126,15.35,224,0.875,bicubic,-51.630,-48.684,+1
-regnetx_040,26.243,73.757,44.438,55.562,22.12,224,0.875,bicubic,-52.239,-49.806,-29
-vit_small_patch32_224,26.151,73.849,45.104,54.896,22.88,224,0.900,bicubic,-49.839,-48.168,+51
-dpn68,26.129,73.871,44.228,55.772,12.61,224,0.875,bicubic,-50.189,-48.750,+46
-efficientnet_b1,26.061,73.939,44.080,55.920,7.79,256,1.000,bicubic,-52.733,-50.262,-43
-hrnet_w18,25.986,74.014,44.813,55.187,21.30,224,0.875,bilinear,-50.772,-48.631,+33
-hardcorenas_f,25.951,74.049,44.220,55.780,8.20,224,0.875,bilinear,-52.153,-49.582,-13
-regnety_040,25.923,74.077,43.848,56.152,20.65,224,0.875,bicubic,-53.297,-50.808,-63
-resnet34,25.888,74.112,43.982,56.018,21.80,224,0.875,bilinear,-49.222,-48.302,+63
-res2net50_26w_4s,25.866,74.134,43.155,56.845,25.70,224,0.875,bilinear,-52.098,-50.699,-9
-tresnet_m_448,25.852,74.148,42.874,57.126,31.39,448,0.875,bilinear,-55.862,-52.698,-184
-coat_tiny,25.843,74.157,43.276,56.724,5.50,224,0.900,bicubic,-52.591,-50.761,-34
-hardcorenas_c,25.815,74.185,44.772,55.228,5.52,224,0.875,bilinear,-51.239,-48.386,+18
-gluon_resnet50_v1c,25.784,74.216,43.031,56.969,25.58,224,0.875,bicubic,-52.228,-50.957,-16
-selecsls60,25.729,74.272,44.065,55.935,30.67,224,0.875,bicubic,-52.254,-49.764,-15
-hardcorenas_e,25.662,74.338,43.412,56.588,8.07,224,0.875,bilinear,-52.132,-50.282,-8
-dla60_res2net,25.652,74.348,43.599,56.401,20.85,224,0.875,bilinear,-52.812,-50.607,-42
-dla60_res2next,25.640,74.360,43.670,56.330,17.03,224,0.875,bilinear,-52.800,-50.482,-41
-ecaresnet26t,25.538,74.462,43.660,56.340,16.01,320,0.950,bicubic,-54.316,-51.424,-109
-resmlp_12_224,25.518,74.482,44.324,55.676,15.35,224,0.875,bicubic,-51.136,-48.856,+21
-mixnet_l,25.512,74.488,43.455,56.545,7.33,224,0.875,bicubic,-53.464,-50.727,-65
-tf_efficientnet_lite1,25.499,74.501,43.585,56.415,5.42,240,0.882,bicubic,-51.143,-49.641,+20
-tv_resnext50_32x4d,25.455,74.545,42.787,57.213,25.03,224,0.875,bilinear,-52.165,-50.909,-12
-repvgg_a2,25.436,74.564,43.939,56.061,28.21,224,0.875,bilinear,-51.024,-49.065,+25
-tf_mixnet_l,25.422,74.578,42.534,57.466,7.33,224,0.875,bicubic,-53.352,-51.464,-61
-hardcorenas_b,25.402,74.598,44.190,55.810,5.18,224,0.875,bilinear,-51.136,-48.564,+20
-res2next50,25.389,74.611,42.508,57.492,24.67,224,0.875,bilinear,-52.857,-51.384,-40
-legacy_seresnet101,25.334,74.666,42.825,57.175,49.33,224,0.875,bilinear,-53.048,-51.439,-46
-selecsls60b,25.332,74.668,43.559,56.441,32.77,224,0.875,bicubic,-53.080,-50.615,-49
-resnetv2_50x1_bitm,25.324,74.676,45.359,54.641,25.55,448,1.000,bilinear,-55.018,-50.325,-149
-dla102,25.316,74.684,43.827,56.173,33.27,224,0.875,bilinear,-52.716,-50.119,-34
-hardcorenas_d,25.300,74.700,43.121,56.879,7.50,224,0.875,bilinear,-52.132,-50.363,-12
-resnest14d,25.284,74.716,44.114,55.886,10.61,224,0.875,bilinear,-50.222,-48.404,+30
-legacy_seresnext50_32x4d,25.210,74.790,41.936,58.064,27.56,224,0.875,bilinear,-53.868,-52.500,-83
-mixer_b16_224,25.121,74.879,41.227,58.773,59.88,224,0.875,bicubic,-51.481,-51.001,+8
-res2net50_48w_2s,25.027,74.973,42.208,57.792,25.29,224,0.875,bilinear,-52.495,-51.346,-20
-efficientnet_b0,25.015,74.985,42.787,57.213,5.29,224,0.875,bicubic,-52.683,-50.745,-28
-gluon_resnet34_v1b,24.939,75.061,42.243,57.757,21.80,224,0.875,bicubic,-49.649,-49.747,+43
-mobilenetv2_120d,24.937,75.063,43.058,56.942,5.83,224,0.875,bicubic,-52.347,-50.434,-14
-dla60,24.933,75.067,43.296,56.704,22.04,224,0.875,bilinear,-52.099,-50.022,-8
-regnety_016,24.811,75.189,42.616,57.384,11.20,224,0.875,bicubic,-53.051,-51.104,-36
-tf_efficientnet_lite2,24.530,75.470,42.280,57.720,6.09,260,0.890,bicubic,-52.938,-51.474,-24
-skresnet18,24.483,75.517,42.536,57.464,11.96,224,0.875,bicubic,-48.555,-48.632,+51
-regnetx_016,24.473,75.527,42.514,57.486,9.19,224,0.875,bicubic,-52.477,-50.906,-11
-pit_ti_distilled_224,24.406,75.594,42.730,57.270,5.10,224,0.900,bicubic,-50.124,-49.366,+37
-tf_efficientnet_lite0,24.373,75.627,42.487,57.513,4.65,224,0.875,bicubic,-50.457,-49.689,+30
-hardcorenas_a,24.369,75.631,43.284,56.716,5.26,224,0.875,bilinear,-51.547,-49.230,+9
-tv_resnet50,24.070,75.930,41.313,58.687,25.56,224,0.875,bilinear,-52.068,-51.551,+4
-levit_128s,24.058,75.942,41.007,58.993,7.78,224,0.900,bicubic,-52.472,-51.859,-2
-legacy_seresnet34,24.027,75.973,41.909,58.091,21.96,224,0.875,bilinear,-50.781,-50.215,+27
-resnet18d,23.929,76.071,42.300,57.700,11.71,224,0.875,bicubic,-48.331,-48.396,+50
-efficientnet_lite0,23.909,76.091,42.088,57.912,4.65,224,0.875,bicubic,-51.575,-50.422,+12
-tv_densenet121,23.844,76.156,41.925,58.075,7.98,224,0.875,bicubic,-50.894,-50.225,+25
-efficientnet_es_pruned,23.828,76.172,41.995,58.005,5.44,224,0.875,bicubic,-51.172,-50.453,+21
-mobilenetv2_140,23.712,76.288,41.477,58.523,6.11,224,0.875,bicubic,-52.804,-51.519,-7
-mixnet_m,23.710,76.290,41.141,58.859,5.01,224,0.875,bicubic,-53.550,-52.284,-30
-dla34,23.669,76.331,41.551,58.449,15.74,224,0.875,bilinear,-50.961,-50.527,+23
-legacy_seresnet50,23.651,76.349,40.091,59.909,28.09,224,0.875,bilinear,-53.978,-53.657,-48
-ese_vovnet19b_dw,23.535,76.465,41.288,58.712,6.54,224,0.875,bicubic,-53.263,-51.980,-21
-tf_mixnet_m,23.484,76.516,40.989,59.011,5.01,224,0.875,bicubic,-53.458,-52.163,-26
-tv_resnet34,23.473,76.527,41.367,58.633,21.80,224,0.875,bilinear,-49.839,-50.059,+30
-tf_efficientnet_em,23.359,76.641,40.404,59.596,6.90,240,0.882,bicubic,-54.771,-53.640,-69
-selecsls42b,23.357,76.643,40.677,59.323,32.46,224,0.875,bicubic,-53.817,-52.713,-36
-repvgg_b0,23.316,76.684,41.182,58.818,15.82,224,0.875,bilinear,-51.837,-51.236,+5
-mobilenetv2_110d,23.066,76.934,40.716,59.284,4.52,224,0.875,bicubic,-51.970,-51.470,+9
-deit_tiny_distilled_patch16_224,22.718,77.282,40.771,59.229,5.91,224,0.900,bicubic,-51.792,-51.119,+17
-mobilenetv3_large_100,22.655,77.345,40.781,59.219,5.48,224,0.875,bicubic,-53.111,-51.761,-9
-mobilenetv3_rw,22.630,77.370,40.374,59.626,5.48,224,0.875,bicubic,-53.004,-52.334,-8
-tf_mobilenetv3_large_100,22.569,77.431,39.767,60.233,5.48,224,0.875,bilinear,-52.949,-52.839,-7
-tf_efficientnet_es,22.413,77.587,39.095,60.905,5.44,224,0.875,bicubic,-54.180,-54.107,-26
-hrnet_w18_small_v2,22.337,77.663,39.861,60.139,15.60,224,0.875,bilinear,-52.777,-52.555,0
-convit_tiny,22.282,77.718,39.669,60.331,5.71,224,0.875,bicubic,-50.834,-52.045,+21
-regnety_008,22.119,77.881,38.900,61.100,6.26,224,0.875,bicubic,-54.197,-54.166,-22
-seresnext26t_32x4d,21.991,78.009,38.482,61.518,16.81,224,0.875,bicubic,-55.995,-55.264,-75
-regnety_006,21.971,78.029,38.955,61.045,6.06,224,0.875,bicubic,-53.275,-53.577,-7
-vit_tiny_r_s16_p8_384,21.954,78.046,39.405,60.595,6.36,384,1.000,bicubic,-53.998,-53.855,-21
-regnetx_008,21.940,78.060,38.928,61.072,7.26,224,0.875,bicubic,-53.098,-53.408,-4
-resnet26d,21.907,78.094,38.619,61.381,16.01,224,0.875,bicubic,-54.789,-54.531,-38
-semnasnet_100,21.903,78.097,38.600,61.400,3.89,224,0.875,bicubic,-53.545,-54.004,-13
-pit_ti_224,21.875,78.125,39.541,60.459,4.85,224,0.900,bicubic,-51.037,-51.861,+16
-regnetx_006,21.738,78.263,38.904,61.096,6.20,224,0.875,bicubic,-52.115,-52.768,+7
-vit_tiny_patch16_384,21.708,78.292,39.329,60.671,5.79,384,1.000,bicubic,-56.722,-55.213,-103
-vgg19_bn,21.628,78.373,39.283,60.717,143.68,224,0.875,bilinear,-52.587,-52.559,+1
-ghostnet_100,21.620,78.380,38.692,61.308,5.18,224,0.875,bilinear,-52.358,-52.764,+3
-gluon_resnet18_v1b,21.549,78.451,38.869,61.131,11.69,224,0.875,bicubic,-49.287,-50.893,+24
-fbnetc_100,21.484,78.516,38.161,61.839,5.57,224,0.875,bilinear,-53.640,-54.224,-16
-mnasnet_100,21.350,78.650,37.719,62.281,4.38,224,0.875,bicubic,-53.308,-54.395,-8
-resnet26,21.295,78.705,38.018,61.982,16.00,224,0.875,bicubic,-53.997,-54.552,-21
-ssl_resnet18,21.278,78.722,39.113,60.887,11.69,224,0.875,bilinear,-51.332,-52.303,+8
-mixnet_s,21.254,78.746,38.187,61.813,4.13,224,0.875,bicubic,-54.738,-54.609,-37
-seresnext26d_32x4d,21.252,78.748,37.311,62.689,16.81,224,0.875,bicubic,-56.350,-56.297,-79
-legacy_seresnext26_32x4d,21.093,78.907,37.633,62.367,16.79,224,0.875,bicubic,-56.011,-55.683,-63
-regnetx_004,20.898,79.102,37.566,62.434,5.16,224,0.875,bicubic,-51.498,-53.264,+5
-spnasnet_100,20.863,79.137,37.896,62.104,4.42,224,0.875,bilinear,-53.221,-53.922,-9
-legacy_seresnet18,20.837,79.162,37.619,62.381,11.78,224,0.875,bicubic,-50.905,-52.715,+11
-mobilenetv2_100,20.773,79.227,37.759,62.241,3.50,224,0.875,bicubic,-52.197,-53.257,-1
-tf_mixnet_s,20.470,79.530,36.607,63.393,4.13,224,0.875,bicubic,-55.180,-56.021,-38
-vit_tiny_patch16_224,20.458,79.542,37.597,62.403,5.72,224,0.900,bicubic,-54.996,-55.251,-33
-regnety_004,20.415,79.585,37.002,62.998,4.34,224,0.875,bicubic,-53.619,-54.750,-13
-hrnet_w18_small,20.368,79.632,37.093,62.907,13.19,224,0.875,bilinear,-51.974,-53.585,0
-tf_mobilenetv3_large_075,20.366,79.634,36.764,63.236,3.99,224,0.875,bilinear,-53.072,-54.586,-12
-resnet18,20.228,79.772,37.261,62.739,11.69,224,0.875,bilinear,-49.520,-51.817,+11
-mixer_l16_224,20.171,79.829,32.956,67.044,208.20,224,0.875,bicubic,-51.887,-54.712,+1
-deit_tiny_patch16_224,20.162,79.838,37.546,62.454,5.72,224,0.900,bicubic,-52.007,-53.572,-1
-tf_mobilenetv3_large_minimal_100,20.122,79.878,36.908,63.092,3.92,224,0.875,bilinear,-52.126,-53.722,-3
-vgg16_bn,19.959,80.041,36.301,63.699,138.37,224,0.875,bilinear,-53.391,-55.205,-16
-vit_tiny_r_s16_p8_224,19.334,80.666,36.047,63.953,6.34,224,0.900,bicubic,-52.454,-54.781,-2
-vgg19,17.929,82.071,33.054,66.946,143.67,224,0.875,bilinear,-54.439,-57.818,-9
-vgg13_bn,17.802,82.198,34.039,65.961,133.05,224,0.875,bilinear,-53.792,-56.337,-2
-vgg16,17.540,82.460,32.773,67.227,138.36,224,0.875,bilinear,-54.054,-57.609,-2
-regnety_002,17.450,82.550,32.431,67.569,3.16,224,0.875,bicubic,-52.802,-57.109,0
-vgg11_bn,17.403,82.597,33.011,66.989,132.87,224,0.875,bilinear,-52.957,-56.791,-2
-regnetx_002,16.962,83.038,32.225,67.775,2.68,224,0.875,bicubic,-51.800,-56.331,+2
-dla60x_c,16.310,83.690,31.761,68.239,1.32,224,0.875,bilinear,-51.582,-56.665,+3
-tf_mobilenetv3_small_100,16.227,83.772,31.223,68.777,2.54,224,0.875,bilinear,-51.694,-56.441,+1
-vgg13,16.100,83.900,30.985,69.015,133.05,224,0.875,bilinear,-53.826,-58.261,-4
-vgg11,15.728,84.272,30.453,69.547,132.86,224,0.875,bilinear,-53.296,-58.175,-3
-tf_mobilenetv3_small_075,14.944,85.056,29.572,70.428,2.04,224,0.875,bilinear,-50.772,-56.558,+1
-dla46_c,14.657,85.343,29.380,70.620,1.30,224,0.875,bilinear,-50.209,-56.912,+1
-dla46x_c,14.382,85.618,29.191,70.809,1.07,224,0.875,bilinear,-51.588,-57.789,-2
-tf_mobilenetv3_small_minimal_100,13.964,86.036,27.988,72.012,2.04,224,0.875,bilinear,-48.942,-56.242,0
+ig_resnext101_32x48d,58.846,41.154,81.088,18.912,828.41,224,0.875,bilinear,-26.584,-16.494,+31
+ig_resnext101_32x32d,58.402,41.598,80.426,19.574,468.53,224,0.875,bilinear,-26.692,-17.012,+41
+ig_resnext101_32x16d,57.684,42.316,79.891,20.108,194.03,224,0.875,bilinear,-26.482,-17.305,+75
+swsl_resnext101_32x16d,57.455,42.545,80.381,19.619,194.03,224,0.875,bilinear,-25.899,-16.455,+106
+beit_large_patch16_384,56.904,43.096,79.188,20.812,305.00,384,1.000,bicubic,-31.478,-19.420,-3
+beit_large_patch16_512,56.757,43.243,78.874,21.126,305.67,512,1.000,bicubic,-31.827,-19.786,-5
+swsl_resnext101_32x8d,56.421,43.579,78.948,21.052,88.79,224,0.875,bilinear,-27.853,-18.226,+67
+beit_large_patch16_224,54.969,45.031,77.600,22.400,304.43,224,0.900,bicubic,-32.507,-20.718,-3
+ig_resnext101_32x8d,54.937,45.063,77.539,22.461,88.79,224,0.875,bilinear,-27.773,-19.101,+124
+swsl_resnext101_32x4d,53.585,46.415,76.374,23.626,44.18,224,0.875,bilinear,-29.641,-20.394,+106
+vit_large_patch16_384,52.762,47.238,74.725,25.275,304.72,384,1.000,bicubic,-34.330,-23.581,-4
+vit_large_r50_s32_384,52.049,47.951,73.540,26.459,329.09,384,1.000,bicubic,-34.131,-24.383,+4
+vit_large_patch16_224,51.842,48.158,73.721,26.279,304.33,224,0.900,bicubic,-33.996,-24.105,+9
+tf_efficientnet_l2_ns_475,51.435,48.565,73.845,26.155,480.31,475,0.936,bicubic,-36.803,-24.705,-10
+swsl_resnext50_32x4d,50.408,49.592,73.348,26.652,25.03,224,0.875,bilinear,-31.758,-22.886,+148
+swin_large_patch4_window12_384,50.357,49.643,72.546,27.454,196.74,384,1.000,bicubic,-36.793,-25.692,-10
+swsl_resnet50,49.506,50.494,72.356,27.645,25.56,224,0.875,bilinear,-31.640,-23.622,+186
+swin_large_patch4_window7_224,48.989,51.011,71.377,28.623,196.53,224,0.900,bicubic,-37.327,-26.513,-4
+beit_base_patch16_384,48.682,51.318,72.073,27.927,86.74,384,1.000,bicubic,-38.126,-26.067,-10
+swin_base_patch4_window12_384,48.529,51.471,71.809,28.191,87.90,384,1.000,bicubic,-37.907,-26.257,-8
+vit_large_r50_s32_224,48.215,51.785,70.870,29.130,328.99,224,0.900,bicubic,-36.225,-26.100,+44
+tf_efficientnetv2_xl_in21ft1k,47.745,52.255,70.131,29.869,208.12,512,1.000,bicubic,-38.659,-27.737,-9
+tf_efficientnet_b6_ns,47.725,52.275,69.925,30.075,43.04,528,0.942,bicubic,-38.721,-27.955,-12
+tf_efficientnet_b7_ns,47.725,52.275,69.603,30.398,66.35,600,0.949,bicubic,-39.105,-28.481,-16
+tf_efficientnet_l2_ns,47.478,52.522,69.923,30.077,480.31,800,0.960,bicubic,-40.868,-28.731,-22
+tf_efficientnetv2_l_in21ft1k,46.922,53.078,70.312,29.688,118.52,480,1.000,bicubic,-39.370,-27.672,-11
+beit_base_patch16_224,46.258,53.742,69.907,30.093,86.53,224,0.900,bicubic,-38.982,-27.747,+12
+vit_base_patch16_384,45.900,54.100,68.537,31.463,86.86,384,1.000,bicubic,-40.100,-29.469,-8
+tf_efficientnet_b8_ap,45.768,54.232,67.915,32.086,87.41,672,0.954,bicubic,-39.606,-29.383,+7
+tf_efficientnet_b5_ns,45.599,54.401,67.820,32.180,30.39,456,0.934,bicubic,-40.477,-29.932,-12
+swin_base_patch4_window7_224,45.589,54.411,68.512,31.488,87.77,224,0.900,bicubic,-39.679,-29.046,+7
+tf_efficientnetv2_m_in21ft1k,45.574,54.426,69.148,30.852,54.14,480,1.000,bicubic,-40.024,-28.604,-5
+cait_m48_448,44.249,55.751,64.668,35.332,356.46,448,1.000,bicubic,-42.245,-33.082,-23
+vit_base_r50_s16_384,43.522,56.478,66.796,33.204,98.95,384,1.000,bicubic,-41.462,-30.502,+17
+tf_efficientnet_b4_ns,43.438,56.562,65.474,34.526,19.34,380,0.922,bicubic,-41.712,-31.996,+5
+vit_base_patch16_224,43.247,56.753,65.710,34.290,86.57,224,0.900,bicubic,-41.293,-31.596,+26
+xcit_large_24_p8_384_dist,42.828,57.172,63.426,36.574,188.93,384,1.000,bicubic,-43.168,-34.262,-16
+xcit_large_24_p8_224_dist,42.575,57.425,63.106,36.894,188.93,224,1.000,bicubic,-42.825,-34.310,-3
+tf_efficientnet_b8,42.494,57.506,64.873,35.127,87.41,672,0.954,bicubic,-42.856,-32.519,-2
+cait_m36_384,42.398,57.602,63.340,36.660,271.22,384,1.000,bicubic,-43.658,-34.390,-21
+tf_efficientnet_b7_ap,41.455,58.545,62.896,37.104,66.35,600,0.949,bicubic,-43.665,-34.354,0
+tf_efficientnet_b7,41.453,58.547,63.053,36.947,66.35,600,0.949,bicubic,-43.483,-34.153,+11
+tf_efficientnet_b5_ap,41.406,58.594,62.096,37.904,30.39,456,0.934,bicubic,-42.852,-34.880,+32
+resnetv2_152x4_bitm,41.294,58.706,64.354,35.646,936.53,480,1.000,bilinear,-43.644,-33.104,+8
+tf_efficientnet_b6_ap,41.113,58.887,62.379,37.621,43.04,528,0.942,bicubic,-43.671,-34.759,+12
+xcit_large_24_p16_384_dist,41.025,58.975,61.253,38.747,189.10,384,1.000,bicubic,-44.745,-36.281,-21
+tf_efficientnetv2_s_in21ft1k,40.985,59.015,63.837,36.163,21.46,384,1.000,bicubic,-43.311,-33.419,+24
+xcit_large_24_p16_224_dist,40.968,59.032,61.330,38.670,189.10,224,1.000,bicubic,-43.962,-35.800,+6
+xcit_medium_24_p8_224_dist,40.502,59.498,60.510,39.490,84.32,224,1.000,bicubic,-44.566,-36.766,-4
+tf_efficientnet_b4_ap,40.476,59.524,61.730,38.270,19.34,380,0.922,bicubic,-42.782,-34.666,+64
+vit_small_r26_s32_384,40.474,59.526,62.752,37.248,36.47,384,1.000,bicubic,-43.576,-34.570,+32
+vit_base_patch16_224_miil,40.178,59.822,60.895,39.105,86.54,224,0.875,bilinear,-44.098,-35.903,+21
+xcit_medium_24_p8_384_dist,40.042,59.958,60.453,39.547,84.32,384,1.000,bicubic,-45.778,-37.141,-30
+xcit_medium_24_p16_384_dist,39.912,60.088,60.127,39.873,84.40,384,1.000,bicubic,-45.514,-37.281,-21
+tf_efficientnetv2_l,39.834,60.166,60.815,39.185,118.52,480,1.000,bicubic,-45.668,-36.555,-25
+dm_nfnet_f3,39.785,60.215,60.636,39.364,254.92,416,0.940,bicubic,-45.747,-36.822,-27
+cait_s36_384,39.777,60.223,60.483,39.517,68.37,384,1.000,bicubic,-45.677,-36.999,-26
+efficientnetv2_rw_m,39.675,60.325,59.699,40.301,53.24,416,1.000,bicubic,-45.147,-37.447,-2
+ecaresnet269d,39.598,60.402,60.339,39.661,102.09,352,1.000,bicubic,-45.388,-36.889,-9
+dm_nfnet_f6,39.586,60.414,60.901,39.099,438.36,576,0.956,bicubic,-46.544,-36.839,-43
+tf_efficientnet_b3_ns,39.510,60.490,61.451,38.549,12.23,300,0.904,bicubic,-44.532,-35.457,+23
+dm_nfnet_f5,39.498,60.502,60.194,39.806,377.21,544,0.954,bicubic,-46.308,-37.288,-38
+xcit_small_24_p8_224_dist,39.309,60.691,59.404,40.596,47.63,224,1.000,bicubic,-45.567,-37.794,-8
+xcit_medium_24_p16_224_dist,39.272,60.728,59.473,40.527,84.40,224,1.000,bicubic,-45.006,-37.469,+8
+efficientnet_b4,39.136,60.864,59.628,40.372,19.34,384,1.000,bicubic,-44.294,-36.966,+42
+xcit_small_24_p8_384_dist,39.001,60.999,59.196,40.804,47.63,384,1.000,bicubic,-46.565,-38.381,-38
+resnetv2_152x2_bit_teacher_384,38.987,61.013,62.495,37.505,236.34,384,1.000,bicubic,-44.857,-34.623,+26
+vit_base_patch32_384,38.810,61.190,60.351,39.649,88.30,384,1.000,bicubic,-44.536,-36.493,+44
+eca_nfnet_l2,38.661,61.339,59.451,40.549,56.72,384,1.000,bicubic,-46.059,-37.807,-11
+xcit_small_12_p8_384_dist,38.533,61.467,58.820,41.180,26.21,384,1.000,bicubic,-46.549,-38.450,-26
+xcit_small_24_p16_384_dist,38.499,61.501,58.400,41.600,47.67,384,1.000,bicubic,-46.605,-38.916,-29
+xcit_small_12_p8_224_dist,38.382,61.618,58.844,41.156,26.21,224,1.000,bicubic,-45.858,-38.028,+4
+tf_efficientnet_b5,38.364,61.636,59.923,40.077,30.39,456,0.934,bicubic,-45.446,-36.825,+23
+deit_base_distilled_patch16_384,38.240,61.760,57.798,42.202,87.63,384,1.000,bicubic,-47.182,-39.534,-40
+dm_nfnet_f4,38.215,61.785,58.596,41.404,316.07,512,0.951,bicubic,-47.486,-38.918,-49
+xcit_large_24_p8_224,38.124,61.876,57.875,42.125,188.93,224,1.000,bicubic,-46.258,-38.781,-7
+resnetv2_152x2_bitm,38.008,61.992,61.180,38.820,236.34,448,1.000,bilinear,-46.444,-36.256,-13
+cait_s24_384,37.884,62.116,58.087,41.913,47.06,384,1.000,bicubic,-47.160,-39.263,-30
+resnet152d,37.879,62.121,58.362,41.638,60.21,320,1.000,bicubic,-45.785,-38.372,+24
+tf_efficientnetv2_m,37.829,62.171,58.716,41.284,54.14,480,1.000,bicubic,-47.217,-38.568,-33
+resnetrs420,37.770,62.230,58.227,41.773,191.89,416,1.000,bicubic,-47.238,-38.899,-32
+xcit_small_24_p16_224_dist,37.717,62.283,57.358,42.642,47.67,224,1.000,bicubic,-46.157,-39.370,+8
+resnetrs350,37.702,62.298,58.099,41.901,163.96,384,1.000,bicubic,-47.010,-38.891,-23
+pit_b_distilled_224,37.588,62.412,57.230,42.770,74.79,224,0.900,bicubic,-46.570,-39.628,-5
+xcit_small_12_p16_384_dist,37.582,62.418,57.777,42.223,26.25,384,1.000,bicubic,-47.132,-39.339,-26
+resnet200d,37.507,62.493,58.303,41.697,64.69,320,1.000,bicubic,-46.463,-38.515,+2
+resnetv2_152x2_bit_teacher,37.348,62.652,59.474,40.526,236.34,224,0.875,bicubic,-45.554,-37.093,+38
+resnest269e,37.299,62.701,57.466,42.534,110.93,416,0.928,bicubic,-47.225,-39.520,-25
+resmlp_big_24_224_in22ft1k,37.244,62.756,58.203,41.797,129.14,224,0.875,bicubic,-47.180,-38.913,-21
+vit_small_r26_s32_224,37.244,62.756,59.052,40.948,36.43,224,0.900,bicubic,-44.594,-36.974,+83
+cait_s24_224,37.150,62.850,56.725,43.275,46.92,224,1.000,bicubic,-46.312,-39.841,+15
+vit_base_patch32_224,37.100,62.900,59.284,40.716,88.22,224,0.900,bicubic,-43.632,-36.282,+132
+tf_efficientnet_b3_ap,37.061,62.939,57.242,42.758,12.23,300,0.904,bicubic,-44.761,-38.378,+81
+efficientnetv2_rw_s,37.057,62.943,56.831,43.169,23.94,384,1.000,bicubic,-46.773,-39.891,0
+xcit_small_12_p16_224_dist,36.973,63.027,56.745,43.255,26.25,224,1.000,bicubic,-46.377,-39.677,+16
+seresnet152d,36.804,63.196,56.731,43.269,66.84,320,1.000,bicubic,-47.558,-40.311,-26
+resnetrs200,36.664,63.336,56.837,43.163,93.21,320,1.000,bicubic,-47.394,-40.037,-16
+regnetz_d,36.432,63.568,57.388,42.612,27.58,320,0.950,bicubic,-47.602,-39.482,-13
+efficientnet_b3,36.422,63.578,56.845,43.155,12.23,320,1.000,bicubic,-45.836,-39.271,+60
+cait_xs24_384,36.411,63.589,56.938,43.062,26.67,384,1.000,bicubic,-47.643,-39.948,-18
+deit_base_distilled_patch16_224,36.411,63.589,56.623,43.377,87.34,224,0.900,bicubic,-46.977,-39.867,+7
+resnetv2_101x3_bitm,36.391,63.609,59.068,40.932,387.93,448,1.000,bilinear,-48.039,-38.304,-35
+resnetrs270,36.346,63.654,56.572,43.428,129.86,352,1.000,bicubic,-48.094,-40.582,-37
+mixer_b16_224_miil,36.271,63.729,55.971,44.029,59.88,224,0.875,bilinear,-46.031,-39.743,+51
+tresnet_m,36.271,63.729,55.802,44.198,31.39,224,0.875,bilinear,-46.805,-40.324,+16
+tf_efficientnet_b2_ns,36.139,63.861,57.515,42.485,9.11,260,0.890,bicubic,-46.251,-38.725,+42
+ecaresnet101d,36.014,63.986,56.199,43.801,44.57,224,0.875,bicubic,-46.158,-39.855,+55
+dm_nfnet_f2,35.990,64.010,55.495,44.505,193.78,352,0.920,bicubic,-49.056,-41.743,-62
+resnest200e,35.939,64.061,55.873,44.127,70.20,320,0.909,bicubic,-47.909,-41.017,-18
+swsl_resnet18,35.852,64.147,58.462,41.538,11.69,224,0.875,bilinear,-37.429,-33.295,+376
+eca_nfnet_l1,35.835,64.165,55.965,44.035,41.41,320,1.000,bicubic,-48.197,-41.067,-25
+xcit_small_24_p8_224,35.542,64.458,54.774,45.226,47.63,224,1.000,bicubic,-48.304,-41.858,-20
+vit_small_patch16_384,35.515,64.485,57.549,42.451,22.20,384,1.000,bicubic,-48.279,-39.559,-16
+xcit_small_12_p8_224,35.509,64.491,55.489,44.511,26.21,224,1.000,bicubic,-47.837,-40.987,-1
+xcit_large_24_p16_224,35.491,64.509,54.764,45.236,189.10,224,1.000,bicubic,-47.407,-41.118,+11
+xcit_medium_24_p8_224,35.424,64.576,54.843,45.157,84.32,224,1.000,bicubic,-48.312,-41.543,-17
+resnest101e,35.397,64.603,55.802,44.198,48.28,256,0.875,bilinear,-47.479,-40.510,+10
+convit_base,35.318,64.682,54.943,45.057,86.54,224,0.875,bicubic,-46.974,-40.991,+39
+xcit_tiny_24_p8_224_dist,35.253,64.747,55.287,44.713,12.11,224,1.000,bicubic,-47.323,-40.893,+20
+twins_svt_large,35.108,64.892,54.729,45.271,99.27,224,0.900,bicubic,-48.576,-41.881,-18
+repvgg_b3g4,35.069,64.931,54.772,45.228,83.83,224,0.875,bilinear,-45.150,-40.332,+136
+repvgg_b3,35.041,64.959,54.562,45.438,123.09,224,0.875,bilinear,-45.475,-40.702,+111
+dm_nfnet_f1,34.990,65.010,54.108,45.892,132.63,320,0.910,bicubic,-49.634,-42.988,-62
+xcit_tiny_24_p8_384_dist,34.925,65.075,55.153,44.847,12.11,384,1.000,bicubic,-48.839,-41.551,-26
+resnet101d,34.870,65.130,54.216,45.784,44.57,320,1.000,bicubic,-48.154,-42.240,-1
+resmlp_big_24_distilled_224,34.780,65.220,54.641,45.359,129.14,224,0.875,bicubic,-48.816,-42.016,-22
+vit_large_patch32_384,34.693,65.307,55.723,44.277,306.63,384,1.000,bicubic,-46.813,-40.363,+56
+dm_nfnet_f0,34.630,65.370,54.676,45.324,71.49,256,0.900,bicubic,-48.754,-41.904,-19
+ssl_resnext101_32x16d,34.593,65.407,55.949,44.051,194.03,224,0.875,bilinear,-47.251,-40.141,+43
+resnetv2_101,34.587,65.413,53.155,46.845,44.54,224,0.950,bicubic,-47.445,-42.709,+36
+repvgg_b2g4,34.581,65.419,54.809,45.191,61.76,224,0.875,bilinear,-44.799,-39.885,+172
+resnetrs152,34.377,65.623,53.568,46.432,86.62,320,1.000,bicubic,-49.333,-43.042,-32
+resnest50d_4s2x40d,34.367,65.633,54.731,45.269,30.42,224,0.875,bicubic,-46.753,-40.829,+71
+crossvit_18_dagger_408,34.245,65.755,53.086,46.914,44.61,408,1.000,bicubic,-49.939,-43.736,-57
+xcit_medium_24_p16_224,34.218,65.782,53.184,46.816,84.40,224,1.000,bicubic,-48.408,-42.792,0
+efficientnetv2_rw_t,34.153,65.847,53.151,46.849,13.65,288,1.000,bicubic,-48.185,-43.043,+15
+tf_efficientnet_b1_ns,34.114,65.886,55.460,44.540,7.79,240,0.882,bicubic,-47.270,-40.278,+54
+twins_pcpvt_large,34.090,65.910,54.128,45.872,60.99,224,0.900,bicubic,-49.048,-42.480,-21
+tf_efficientnet_b4,34.064,65.936,54.202,45.798,19.34,380,0.922,bicubic,-48.966,-42.096,-16
+ssl_resnext101_32x8d,34.060,65.940,55.603,44.397,88.79,224,0.875,bilinear,-47.540,-40.443,+39
+tf_efficientnet_b6,34.043,65.957,54.562,45.438,43.04,528,0.942,bicubic,-50.069,-42.326,-61
+efficientnet_b3_pruned,34.017,65.983,54.124,45.876,9.86,300,0.904,bicubic,-46.841,-41.116,+78
+nfnet_l0,34.011,65.989,54.383,45.617,35.07,288,1.000,bicubic,-48.741,-42.133,-13
+xcit_small_24_p16_224,34.009,65.991,53.294,46.706,47.67,224,1.000,bicubic,-48.569,-42.706,-6
+regnety_160,33.978,66.022,53.558,46.442,83.59,288,1.000,bicubic,-49.724,-43.224,-44
+gc_efficientnetv2_rw_t,33.952,66.048,53.228,46.772,13.68,288,1.000,bicubic,-48.526,-43.068,-2
+pit_s_distilled_224,33.948,66.052,53.247,46.753,24.04,224,0.900,bicubic,-48.046,-42.553,+20
+xcit_small_12_p16_224,33.776,66.225,53.230,46.770,26.25,224,1.000,bicubic,-48.200,-42.588,+21
+resnetv2_50x3_bitm,33.695,66.305,55.922,44.078,217.32,448,1.000,bilinear,-50.289,-41.208,-62
+resnet51q,33.585,66.415,53.029,46.971,35.70,288,1.000,bilinear,-48.783,-43.147,-1
+xcit_tiny_24_p16_384_dist,33.530,66.470,52.776,47.224,12.12,384,1.000,bicubic,-49.038,-43.518,-11
+convmixer_1536_20,33.447,66.553,53.041,46.959,51.63,224,0.960,bicubic,-47.929,-42.569,+40
+regnety_032,33.406,66.594,52.803,47.197,19.44,288,1.000,bicubic,-49.316,-43.629,-22
+crossvit_18_240,33.398,66.602,52.257,47.743,43.27,240,0.875,bicubic,-48.996,-43.805,-8
+gernet_l,33.380,66.620,51.919,48.081,31.08,256,0.875,bilinear,-47.966,-43.617,+39
+crossvit_15_dagger_408,33.331,66.669,52.224,47.776,28.50,408,1.000,bicubic,-50.495,-44.562,-61
+crossvit_18_dagger_240,33.282,66.718,52.210,47.790,44.27,240,0.875,bicubic,-49.224,-43.862,-14
+tresnet_xl,33.274,66.726,52.308,47.692,78.44,224,0.875,bilinear,-48.784,-43.624,+7
+jx_nest_base,33.219,66.781,51.823,48.177,67.72,224,0.875,bicubic,-50.335,-44.541,-54
+resnest50d_1s4x24d,33.157,66.844,52.852,47.148,25.68,224,0.875,bicubic,-47.843,-42.474,+51
+resnet61q,33.123,66.877,51.756,48.244,36.85,288,1.000,bicubic,-49.399,-44.378,-20
+jx_nest_small,33.046,66.954,51.062,48.938,38.35,224,0.875,bicubic,-50.072,-45.270,-43
+crossvit_base_240,33.041,66.960,51.384,48.616,105.03,240,0.875,bicubic,-49.166,-44.444,-3
+twins_pcpvt_base,33.031,66.969,52.491,47.509,43.83,224,0.900,bicubic,-49.681,-43.857,-32
+xcit_tiny_24_p16_224_dist,33.013,66.987,52.068,47.932,12.12,224,1.000,bicubic,-47.449,-43.140,+72
+rexnet_200,32.984,67.016,52.945,47.055,16.37,224,0.875,bicubic,-48.642,-42.727,+12
+resnest50d,32.974,67.026,52.715,47.285,27.48,224,0.875,bilinear,-47.988,-42.663,+46
+convit_small,32.928,67.072,52.098,47.902,27.78,224,0.875,bicubic,-48.483,-43.648,+20
+tf_efficientnetv2_s,32.909,67.091,51.760,48.240,21.46,384,1.000,bicubic,-50.989,-44.938,-80
+crossvit_15_dagger_240,32.895,67.105,51.768,48.232,28.21,240,0.875,bicubic,-49.415,-44.194,-17
+vit_small_patch16_224,32.877,67.123,53.949,46.051,22.05,224,0.900,bicubic,-48.509,-42.181,+19
+pnasnet5large,32.848,67.152,50.518,49.482,86.06,331,0.911,bicubic,-49.950,-45.516,-43
+twins_svt_base,32.838,67.162,51.559,48.441,56.07,224,0.900,bicubic,-50.286,-44.869,-55
+tf_efficientnet_b3,32.834,67.166,52.955,47.045,12.23,300,0.904,bicubic,-48.812,-42.765,+3
+regnetz_c,32.809,67.191,53.756,46.244,13.46,320,0.940,bicubic,-49.707,-42.604,-33
+nasnetalarge,32.773,67.227,50.150,49.850,88.75,331,0.911,bicubic,-49.863,-45.900,-42
+gernet_m,32.754,67.246,51.917,48.083,21.14,224,0.875,bilinear,-47.972,-43.261,+48
+gluon_resnet152_v1d,32.754,67.246,51.080,48.920,60.21,224,0.875,bicubic,-47.722,-44.122,+57
+inception_resnet_v2,32.746,67.254,50.642,49.358,55.84,299,0.897,bicubic,-47.702,-44.666,+60
+pit_b_224,32.710,67.290,49.832,50.168,73.76,224,0.900,bicubic,-49.734,-45.880,-35
+tf_efficientnet_b2_ap,32.669,67.331,52.249,47.751,9.11,260,0.890,bicubic,-47.637,-42.783,+67
+cait_xxs36_384,32.569,67.431,52.218,47.782,17.37,384,1.000,bicubic,-49.621,-43.942,-21
+tresnet_l,32.561,67.439,51.147,48.853,55.99,224,0.875,bilinear,-48.923,-44.473,+2
+wide_resnet50_2,32.480,67.519,51.467,48.533,68.88,224,0.875,bicubic,-48.970,-44.051,+2
+gmlp_s16_224,32.404,67.596,51.832,48.168,19.42,224,0.875,bicubic,-47.238,-42.790,+107
+deit_base_patch16_224,32.367,67.633,51.031,48.969,86.57,224,0.900,bicubic,-49.617,-44.711,-18
+ens_adv_inception_resnet_v2,32.367,67.633,50.431,49.569,55.84,299,0.897,bicubic,-47.612,-44.505,+82
+swin_small_patch4_window7_224,32.355,67.645,50.931,49.069,49.61,224,0.900,bicubic,-50.871,-45.399,-73
+gluon_resnet152_v1s,32.335,67.665,50.528,49.472,60.32,224,0.875,bicubic,-48.685,-44.894,+21
+deit_small_distilled_patch16_224,32.290,67.710,52.109,47.891,22.44,224,0.900,bicubic,-48.912,-43.268,+11
+xcit_tiny_24_p8_224,32.270,67.730,51.913,48.087,12.11,224,1.000,bicubic,-49.624,-44.071,-20
+gluon_seresnext101_64x4d,32.207,67.793,50.331,49.669,88.23,224,0.875,bicubic,-48.663,-44.975,+27
+coat_lite_small,32.135,67.865,49.946,50.054,19.84,224,0.900,bicubic,-50.167,-45.914,-39
+gluon_seresnext101_32x4d,32.115,67.885,51.227,48.773,48.96,224,0.875,bicubic,-48.761,-44.065,+24
+seresnext50_32x4d,32.001,67.999,51.245,48.755,27.56,224,0.875,bicubic,-49.267,-44.381,+3
+deit_base_patch16_384,31.987,68.013,50.557,49.443,86.86,384,1.000,bicubic,-51.119,-45.819,-76
+xcit_tiny_12_p8_224_dist,31.952,68.048,51.434,48.566,6.71,224,1.000,bicubic,-49.262,-44.173,+3
+levit_384,31.879,68.121,50.610,49.390,39.13,224,0.900,bicubic,-50.713,-45.404,-61
+resnetrs101,31.856,68.144,51.019,48.981,63.62,288,0.940,bicubic,-50.438,-44.983,-43
+cspresnext50,31.820,68.180,51.616,48.384,20.57,224,0.875,bilinear,-48.232,-43.334,+66
+tnt_s_patch16_224,31.632,68.368,51.156,48.844,23.76,224,0.900,bicubic,-49.882,-44.588,-19
+eca_nfnet_l0,31.614,68.386,51.606,48.394,24.14,288,1.000,bicubic,-50.978,-44.880,-66
+resnetv2_50x1_bit_distilled,31.610,68.390,51.304,48.696,25.55,224,0.875,bicubic,-51.212,-45.220,-75
+ssl_resnext101_32x4d,31.461,68.539,52.137,47.863,44.18,224,0.875,bilinear,-49.461,-43.593,+13
+inception_v4,31.378,68.622,49.240,50.760,42.68,299,0.875,bicubic,-48.766,-45.732,+56
+rexnet_150,31.374,68.626,51.294,48.706,9.73,224,0.875,bicubic,-48.936,-43.866,+41
+pit_s_224,31.331,68.669,49.693,50.307,23.46,224,0.900,bicubic,-49.769,-45.642,-1
+crossvit_15_240,31.313,68.687,50.192,49.808,27.53,240,0.875,bicubic,-50.213,-45.502,-27
+cait_xxs36_224,31.276,68.724,50.616,49.384,17.30,224,1.000,bicubic,-48.486,-44.252,+75
+crossvit_small_240,31.274,68.726,50.201,49.799,26.86,240,0.875,bicubic,-49.756,-45.265,-1
+cspresnet50,31.254,68.746,51.235,48.765,21.62,256,0.887,bilinear,-48.322,-43.467,+82
+convmixer_768_32,31.254,68.746,50.958,49.042,21.11,224,0.960,bicubic,-48.906,-44.116,+49
+coat_mini,31.213,68.787,49.793,50.207,10.34,224,0.900,bicubic,-50.069,-45.601,-16
+xcit_tiny_12_p8_384_dist,31.166,68.834,50.524,49.476,6.71,384,1.000,bicubic,-51.226,-45.694,-67
+gluon_resnet101_v1s,31.152,68.848,49.828,50.172,44.67,224,0.875,bicubic,-49.130,-45.334,+36
+ecaresnetlight,31.138,68.862,50.262,49.738,30.16,224,0.875,bicubic,-49.316,-44.990,+22
+resmlp_36_distilled_224,31.091,68.909,49.694,50.306,44.69,224,0.875,bicubic,-50.063,-45.802,-15
+ecaresnet50d,31.083,68.917,50.858,49.142,25.58,224,0.875,bicubic,-49.537,-44.450,+11
+tf_efficientnet_cc_b0_8e,31.083,68.917,50.771,49.229,24.01,224,0.875,bicubic,-46.825,-42.885,+163
+ecaresnet50t,31.066,68.934,50.596,49.404,25.57,320,0.950,bicubic,-51.298,-45.546,-70
+resnet50d,31.038,68.962,49.844,50.156,25.58,224,0.875,bicubic,-49.500,-45.316,+11
+gluon_resnet152_v1c,31.017,68.984,48.940,51.060,60.21,224,0.875,bicubic,-48.895,-45.912,+49
+cspdarknet53,31.015,68.985,50.414,49.586,27.64,256,0.887,bilinear,-49.035,-44.678,+44
+gcresnet50t,31.015,68.985,50.131,49.869,25.90,256,0.900,bicubic,-49.923,-45.309,-8
+gluon_resnext101_64x4d,31.003,68.997,48.559,51.441,83.46,224,0.875,bicubic,-49.623,-46.443,+3
+twins_svt_small,31.001,68.999,49.237,50.763,24.06,224,0.900,bicubic,-50.681,-46.441,-50
+ecaresnet101d_pruned,30.908,69.092,50.017,49.983,24.88,224,0.875,bicubic,-49.904,-45.623,-6
+resmlp_24_distilled_224,30.889,69.111,50.184,49.816,30.02,224,0.875,bicubic,-49.871,-45.036,-5
+tf_efficientnet_cc_b1_8e,30.887,69.113,50.076,49.924,39.72,240,0.882,bicubic,-48.439,-44.292,+76
+gluon_resnext101_32x4d,30.885,69.115,48.563,51.437,44.18,224,0.875,bicubic,-49.453,-46.345,+16
+tf_efficientnetv2_b3,30.873,69.127,49.808,50.192,14.36,300,0.904,bicubic,-51.081,-45.976,-61
+tf_efficientnet_lite4,30.840,69.160,50.400,49.600,13.01,380,0.920,bilinear,-50.700,-45.260,-52
+nf_resnet50,30.730,69.270,49.968,50.032,25.56,288,0.940,bicubic,-49.926,-45.368,-6
+ese_vovnet39b,30.696,69.304,49.879,50.121,24.57,224,0.875,bicubic,-48.608,-44.845,+74
+dpn107,30.671,69.329,48.828,51.172,86.92,224,0.875,bicubic,-49.501,-46.076,+24
+xcit_tiny_24_p16_224,30.671,69.329,50.386,49.614,12.12,224,1.000,bicubic,-48.781,-44.502,+64
+tresnet_xl_448,30.625,69.374,49.075,50.925,78.44,448,0.875,bilinear,-52.430,-47.109,-115
+gluon_resnet152_v1b,30.622,69.379,48.523,51.477,60.19,224,0.875,bicubic,-49.059,-46.213,+51
+haloregnetz_b,30.614,69.386,48.999,51.001,11.68,224,0.940,bicubic,-50.428,-46.201,-32
+ssl_resnext50_32x4d,30.596,69.404,50.687,49.313,25.03,224,0.875,bilinear,-49.706,-44.731,+9
+gluon_resnet101_v1d,30.531,69.469,47.977,52.023,44.57,224,0.875,bicubic,-49.873,-47.047,0
+dpn68b,30.521,69.479,49.136,50.864,12.61,224,0.875,bicubic,-48.695,-45.286,+76
+resnest26d,30.496,69.504,50.665,49.335,17.07,224,0.875,bilinear,-47.982,-43.631,+107
+efficientnet_b2,30.445,69.555,49.698,50.302,9.11,288,1.000,bicubic,-50.165,-45.618,-14
+tf_efficientnet_b1_ap,30.419,69.581,49.555,50.445,7.79,240,0.882,bicubic,-48.855,-44.747,+68
+resnetv2_50,30.409,69.591,48.844,51.156,25.55,224,0.950,bicubic,-49.997,-46.236,-6
+xcit_tiny_12_p16_384_dist,30.392,69.608,50.127,49.873,6.72,384,1.000,bicubic,-50.552,-45.287,-32
+twins_pcpvt_small,30.378,69.622,49.394,50.606,24.11,224,0.900,bicubic,-50.726,-46.248,-43
+visformer_small,30.337,69.663,48.303,51.697,40.22,224,0.900,bicubic,-51.759,-47.575,-85
+pit_xs_distilled_224,30.280,69.720,49.830,50.170,11.00,224,0.900,bicubic,-49.014,-44.544,+62
+convmixer_1024_20_ks9_p14,30.081,69.919,49.928,50.072,24.38,224,0.960,bicubic,-46.863,-43.430,+169
+dpn98,30.065,69.935,48.252,51.748,61.57,224,0.875,bicubic,-49.589,-46.352,+39
+seresnet50,30.061,69.939,49.327,50.673,28.09,224,0.875,bicubic,-50.187,-45.743,0
+dpn131,30.036,69.964,48.144,51.856,79.25,224,0.875,bicubic,-49.798,-46.568,+24
+efficientnet_el,30.028,69.972,48.840,51.160,10.59,300,0.904,bicubic,-51.278,-46.696,-59
+tf_efficientnet_b2,30.020,69.980,49.592,50.408,9.11,260,0.890,bicubic,-50.048,-45.312,+9
+xcit_tiny_12_p16_224_dist,29.999,70.001,49.681,50.319,6.72,224,1.000,bicubic,-48.581,-44.523,+88
+legacy_senet154,29.989,70.011,48.056,51.944,115.09,224,0.875,bilinear,-51.337,-47.450,-63
+dpn92,29.977,70.023,49.201,50.799,37.67,224,0.875,bicubic,-50.017,-45.635,+9
+resnetv2_101x1_bitm,29.922,70.078,51.129,48.871,44.54,448,1.000,bilinear,-52.408,-45.399,-108
+xception,29.887,70.113,48.716,51.284,22.86,299,0.897,bicubic,-49.161,-45.680,+66
+gluon_senet154,29.881,70.119,47.885,52.115,115.09,224,0.875,bicubic,-51.343,-47.467,-63
+adv_inception_v3,29.820,70.180,47.867,52.133,23.83,299,0.875,bicubic,-47.758,-45.873,+133
+gluon_xception65,29.804,70.196,47.776,52.224,39.92,299,0.903,bicubic,-49.898,-47.091,+24
+resmlp_36_224,29.710,70.290,48.981,51.019,44.69,224,0.875,bicubic,-50.066,-45.905,+18
+resnet50,29.649,70.351,46.753,53.247,25.56,224,0.950,bicubic,-50.733,-47.841,-23
+resnetblur50,29.613,70.386,48.260,51.740,25.56,224,0.875,bicubic,-49.686,-46.270,+42
+jx_nest_tiny,29.555,70.445,46.992,53.008,17.06,224,0.875,bicubic,-51.879,-48.628,-81
+efficientnet_em,29.482,70.518,48.944,51.056,6.90,240,0.882,bicubic,-49.778,-45.848,+45
+gcresnext50ts,29.446,70.554,47.898,52.102,15.67,256,0.900,bicubic,-51.148,-47.282,-39
+resnext101_32x8d,29.437,70.563,48.510,51.490,88.79,224,0.875,bilinear,-49.875,-46.013,+36
+coat_lite_mini,29.427,70.573,47.727,52.273,11.01,224,0.900,bicubic,-49.673,-46.875,+51
+ssl_resnet50,29.425,70.575,49.785,50.215,25.56,224,0.875,bilinear,-49.811,-45.047,+42
+deit_small_patch16_224,29.413,70.587,48.260,51.740,22.05,224,0.900,bicubic,-50.453,-46.796,+2
+cait_xxs24_384,29.405,70.595,48.751,51.249,12.03,384,1.000,bicubic,-51.549,-46.887,-61
+nf_regnet_b1,29.391,70.609,49.447,50.553,10.22,288,0.900,bicubic,-49.905,-45.295,+35
+resnext50_32x4d,29.358,70.642,47.409,52.591,25.03,224,0.875,bicubic,-50.442,-47.205,+5
+swin_tiny_patch4_window7_224,29.342,70.658,47.621,52.379,28.29,224,0.900,bicubic,-52.044,-47.915,-89
+resnet34d,29.325,70.675,48.427,51.573,21.82,224,0.875,bicubic,-47.789,-44.955,+133
+cait_xxs24_224,29.305,70.695,48.535,51.465,11.96,224,1.000,bicubic,-49.071,-45.781,+80
+ecaresnet50d_pruned,29.215,70.785,48.455,51.545,19.94,224,0.875,bicubic,-50.491,-46.419,+6
+tresnet_l_448,29.179,70.821,47.244,52.756,55.99,448,0.875,bilinear,-53.083,-48.736,-124
+gluon_inception_v3,29.134,70.866,46.963,53.037,23.83,299,0.875,bicubic,-49.664,-47.417,+55
+eca_resnet33ts,29.097,70.903,48.814,51.186,19.68,256,0.900,bicubic,-50.999,-46.160,-21
+xception71,29.053,70.947,47.443,52.557,42.34,299,0.903,bicubic,-50.831,-47.489,-12
+hrnet_w64,28.992,71.007,47.140,52.860,128.06,224,0.875,bilinear,-50.464,-47.514,+13
+regnetz_b,28.934,71.066,47.244,52.756,9.72,288,0.940,bicubic,-51.784,-48.230,-61
+xcit_tiny_12_p8_224,28.934,71.066,47.543,52.457,6.71,224,1.000,bicubic,-50.776,-47.515,-2
+tf_efficientnet_b0_ns,28.908,71.092,48.983,51.017,5.29,224,0.875,bicubic,-49.750,-45.387,+55
+xception65,28.904,71.096,47.161,52.839,39.92,299,0.903,bicubic,-50.642,-47.498,+5
+gluon_resnet101_v1b,28.894,71.106,46.395,53.605,44.55,224,0.875,bicubic,-50.406,-48.241,+19
+vit_small_patch32_384,28.871,71.129,48.912,51.088,22.92,384,1.000,bicubic,-51.615,-46.686,-59
+tf_efficientnet_b1,28.871,71.129,47.513,52.487,7.79,240,0.882,bicubic,-49.965,-46.681,+44
+skresnext50_32x4d,28.855,71.145,46.503,53.497,27.48,224,0.875,bicubic,-51.287,-48.141,-32
+sehalonet33ts,28.768,71.231,46.576,53.424,13.69,256,0.940,bicubic,-52.213,-48.696,-83
+levit_256,28.767,71.234,46.702,53.298,18.89,224,0.900,bicubic,-52.735,-48.778,-112
+tf_efficientnet_lite3,28.668,71.332,47.368,52.632,8.20,300,0.904,bilinear,-51.152,-47.542,-16
+skresnet34,28.654,71.346,47.969,52.031,22.28,224,0.875,bicubic,-48.266,-45.351,+123
+gluon_seresnext50_32x4d,28.649,71.351,46.460,53.540,27.56,224,0.875,bicubic,-51.275,-48.368,-29
+hrnet_w40,28.631,71.369,47.460,52.540,57.56,224,0.875,bilinear,-50.295,-47.018,+32
+tf_efficientnetv2_b0,28.574,71.426,47.097,52.903,7.14,224,0.875,bicubic,-49.796,-46.929,+60
+tv_resnet152,28.539,71.461,47.134,52.866,60.19,224,0.875,bilinear,-49.783,-46.910,+60
+xcit_tiny_12_p16_224,28.529,71.471,47.419,52.581,6.72,224,1.000,bicubic,-48.591,-46.299,+108
+repvgg_b2,28.444,71.556,47.040,52.960,89.02,224,0.875,bilinear,-50.350,-47.386,+35
+hrnet_w48,28.427,71.573,47.588,52.412,77.47,224,0.875,bilinear,-50.895,-46.926,+1
+halonet50ts,28.397,71.603,45.827,54.173,22.73,256,0.940,bicubic,-52.953,-49.457,-113
+gluon_resnext50_32x4d,28.383,71.617,45.356,54.644,25.03,224,0.875,bicubic,-50.981,-49.068,-3
+efficientnet_b2_pruned,28.362,71.638,47.055,52.945,8.31,260,0.890,bicubic,-51.544,-47.799,-36
+tf_efficientnet_b0_ap,28.354,71.646,47.535,52.465,5.29,224,0.875,bicubic,-48.750,-45.729,+104
+seresnet33ts,28.352,71.648,47.761,52.239,19.78,256,0.900,bicubic,-52.020,-47.353,-66
+dla169,28.344,71.656,47.393,52.607,53.39,224,0.875,bilinear,-50.354,-46.939,+30
+tf_efficientnet_cc_b0_4e,28.344,71.656,47.370,52.630,13.31,224,0.875,bicubic,-48.976,-45.952,+94
+dla102x2,28.330,71.670,46.786,53.214,41.28,224,0.875,bilinear,-51.110,-47.858,-12
+mixnet_xl,28.289,71.711,46.700,53.300,11.90,224,0.875,bicubic,-52.179,-48.232,-78
+gluon_resnet50_v1d,28.238,71.762,45.922,54.078,25.58,224,0.875,bicubic,-50.826,-48.538,+10
+gluon_resnet101_v1c,28.120,71.880,45.994,54.006,44.57,224,0.875,bicubic,-51.414,-48.594,-20
+wide_resnet101_2,28.116,71.884,46.425,53.575,126.89,224,0.875,bilinear,-50.738,-47.859,+17
+densenet161,28.098,71.902,46.647,53.353,28.68,224,0.875,bicubic,-49.254,-46.989,+87
+regnetx_320,28.095,71.906,45.128,54.872,107.81,224,0.875,bicubic,-52.154,-49.898,-67
+regnety_320,28.073,71.927,45.458,54.542,145.05,224,0.875,bicubic,-52.721,-49.788,-98
+gernet_s,28.040,71.960,46.745,53.255,8.17,224,0.875,bilinear,-48.867,-46.389,+101
+levit_192,28.038,71.963,45.872,54.128,10.95,224,0.900,bicubic,-51.822,-48.930,-45
+efficientnet_el_pruned,28.006,71.994,46.798,53.202,10.59,300,0.904,bicubic,-52.282,-48.424,-73
+xception41,27.892,72.108,45.894,54.106,26.97,299,0.903,bicubic,-50.640,-48.390,+23
+regnetx_160,27.839,72.161,45.627,54.373,54.28,224,0.875,bicubic,-51.995,-49.197,-45
+tf_inception_v3,27.802,72.198,45.729,54.271,23.83,299,0.875,bicubic,-50.058,-47.917,+60
+res2net101_26w_4s,27.790,72.210,45.194,54.806,45.21,224,0.875,bilinear,-51.402,-49.244,-7
+tf_efficientnetv2_b1,27.762,72.238,46.584,53.416,8.14,240,0.882,bicubic,-51.712,-48.136,-30
+vit_base_patch16_sam_224,27.719,72.281,45.104,54.896,86.57,224,0.900,bicubic,-52.523,-49.658,-74
+repvgg_b1,27.662,72.338,46.505,53.495,57.42,224,0.875,bilinear,-50.716,-47.599,+29
+hrnet_w44,27.633,72.367,45.833,54.167,67.06,224,0.875,bilinear,-51.257,-48.549,+2
+gcresnet33ts,27.599,72.401,46.218,53.782,19.88,256,0.900,bicubic,-52.487,-48.774,-68
+inception_v3,27.582,72.418,45.265,54.735,23.83,299,0.875,bicubic,-49.882,-48.211,+68
+resmlp_24_224,27.530,72.469,45.705,54.295,30.02,224,0.875,bicubic,-51.856,-48.841,-32
+pit_xs_224,27.472,72.528,45.918,54.082,10.62,224,0.900,bicubic,-50.712,-48.246,+33
+regnetx_080,27.387,72.613,44.998,55.002,39.57,224,0.875,bicubic,-51.833,-49.548,-19
+hrnet_w30,27.383,72.617,46.552,53.448,37.71,224,0.875,bilinear,-50.819,-47.676,+30
+hrnet_w32,27.379,72.621,46.024,53.976,41.23,224,0.875,bilinear,-51.063,-48.172,+17
+gluon_resnet50_v1s,27.328,72.672,45.257,54.743,25.68,224,0.875,bicubic,-51.368,-48.991,+3
+res2net50_26w_8s,27.308,72.692,44.835,55.165,48.40,224,0.875,bilinear,-51.672,-49.449,-10
+densenet201,27.279,72.721,46.210,53.790,20.01,224,0.875,bicubic,-50.011,-47.270,+66
+densenetblur121d,27.250,72.751,46.319,53.681,8.00,224,0.875,bicubic,-49.341,-46.874,+89
+regnety_064,27.226,72.774,44.856,55.144,30.58,224,0.875,bicubic,-52.504,-49.906,-58
+tf_efficientnetv2_b2,27.181,72.819,44.556,55.444,10.10,260,0.890,bicubic,-53.033,-50.488,-86
+efficientnet_b1_pruned,27.173,72.827,45.874,54.126,6.33,240,0.882,bicubic,-51.077,-47.962,+19
+resnet33ts,27.141,72.859,45.346,54.654,19.68,256,0.900,bicubic,-52.073,-49.226,-27
+resnetrs50,27.116,72.884,45.051,54.949,35.69,224,0.910,bicubic,-52.754,-49.919,-72
+rexnet_130,27.114,72.886,45.951,54.049,7.56,224,0.875,bicubic,-52.382,-48.723,-51
+dla102x,27.059,72.941,45.507,54.493,26.31,224,0.875,bilinear,-51.453,-48.719,-1
+resnet32ts,27.047,72.953,45.287,54.713,17.96,256,0.900,bicubic,-51.973,-49.075,-22
+gmixer_24_224,27.016,72.984,44.375,55.625,24.72,224,0.875,bicubic,-51.036,-49.293,+23
+tv_resnet101,26.974,73.026,45.236,54.764,44.55,224,0.875,bilinear,-50.394,-48.324,+52
+resnext50d_32x4d,26.880,73.120,44.456,55.544,25.05,224,0.875,bicubic,-52.784,-50.410,-63
+regnetx_120,26.866,73.134,44.666,55.334,46.11,224,0.875,bicubic,-52.740,-50.064,-61
+rexnet_100,26.864,73.136,45.379,54.621,4.80,224,0.875,bicubic,-50.996,-48.497,+30
+densenet169,26.841,73.159,45.414,54.586,14.15,224,0.875,bicubic,-49.057,-47.610,+89
+regnety_120,26.811,73.189,44.489,55.511,51.82,224,0.875,bicubic,-53.575,-50.633,-115
+regnetx_064,26.805,73.195,44.945,55.055,26.21,224,0.875,bicubic,-52.255,-49.521,-32
+legacy_seresnext101_32x4d,26.797,73.203,43.497,56.503,48.96,224,0.875,bilinear,-53.424,-51.515,-103
+regnetx_032,26.721,73.279,45.255,54.745,15.30,224,0.875,bicubic,-51.429,-48.831,+9
+legacy_seresnet152,26.674,73.326,43.951,56.049,66.82,224,0.875,bilinear,-51.988,-50.425,-18
+densenet121,26.670,73.330,45.892,54.108,7.98,224,0.875,bicubic,-48.898,-46.760,+87
+efficientnet_es,26.621,73.379,45.126,54.874,5.44,224,0.875,bicubic,-51.461,-48.818,+10
+res2net50_26w_6s,26.595,73.405,44.006,55.994,37.05,224,0.875,bilinear,-51.971,-50.112,-18
+repvgg_b1g4,26.583,73.417,45.084,54.916,39.97,224,0.875,bilinear,-51.011,-48.758,+29
+dla60x,26.564,73.436,45.049,54.951,17.35,224,0.875,bilinear,-51.682,-48.975,-1
+regnety_080,26.540,73.460,44.375,55.625,39.18,224,0.875,bicubic,-53.332,-50.457,-93
+coat_lite_tiny,26.530,73.470,44.642,55.358,5.72,224,0.900,bicubic,-50.984,-49.274,+31
+tf_efficientnet_b0,26.483,73.517,45.654,54.346,5.29,224,0.875,bicubic,-50.363,-47.576,+54
+mobilenetv3_large_100_miil,26.469,73.531,44.493,55.507,5.48,224,0.875,bilinear,-51.443,-48.411,+11
+res2net50_14w_8s,26.467,73.533,44.379,55.621,25.06,224,0.875,bilinear,-51.667,-49.477,0
+gluon_resnet50_v1b,26.426,73.574,44.057,55.943,25.56,224,0.875,bicubic,-51.150,-49.665,+25
+tf_efficientnet_el,26.349,73.650,44.188,55.812,10.59,300,0.904,bicubic,-53.899,-50.936,-119
+lambda_resnet26t,26.340,73.660,44.428,55.572,10.96,256,0.940,bicubic,-52.768,-50.160,-52
+levit_128,26.328,73.672,44.133,55.867,9.21,224,0.900,bicubic,-52.138,-49.877,-24
+resmlp_12_distilled_224,26.318,73.682,44.902,55.098,15.35,224,0.875,bicubic,-51.626,-48.660,+4
+resmlp_big_24_224,26.314,73.686,43.565,56.435,129.14,224,0.875,bicubic,-54.718,-51.457,-169
+regnetx_040,26.245,73.755,44.458,55.542,22.12,224,0.875,bicubic,-52.239,-49.796,-29
+crossvit_9_dagger_240,26.180,73.820,44.548,55.452,8.78,240,0.875,bicubic,-50.809,-49.058,+38
+vit_small_patch32_224,26.178,73.822,45.118,54.882,22.88,224,0.900,bicubic,-49.816,-48.158,+62
+dpn68,26.118,73.882,44.239,55.761,12.61,224,0.875,bicubic,-50.176,-48.723,+58
+efficientnet_b1,26.065,73.935,44.084,55.916,7.79,256,1.000,bicubic,-52.739,-50.262,-45
+eca_halonext26ts,26.053,73.947,44.021,55.979,10.76,256,0.940,bicubic,-52.787,-50.235,-48
+lambda_resnet26rpt_256,26.019,73.981,44.222,55.778,10.99,256,0.940,bicubic,-52.949,-50.206,-53
+hrnet_w18,25.992,74.008,44.813,55.187,21.30,224,0.875,bilinear,-50.766,-48.625,+41
+hardcorenas_f,25.956,74.043,44.224,55.776,8.20,224,0.875,bilinear,-52.148,-49.570,-14
+regnety_040,25.929,74.071,43.850,56.150,20.65,224,0.875,bicubic,-53.299,-50.796,-71
+resnet34,25.894,74.106,43.990,56.010,21.80,224,0.875,bilinear,-49.218,-48.286,+72
+resnet26t,25.876,74.124,44.000,56.000,16.01,256,0.940,bicubic,-51.996,-49.834,-6
+res2net50_26w_4s,25.870,74.130,43.180,56.820,25.70,224,0.875,bilinear,-52.116,-50.668,-13
+tresnet_m_448,25.864,74.136,42.888,57.112,31.39,448,0.875,bilinear,-55.850,-52.682,-216
+coat_tiny,25.862,74.138,43.275,56.725,5.50,224,0.900,bicubic,-52.572,-50.759,-36
+hardcorenas_c,25.837,74.163,44.758,55.242,5.52,224,0.875,bilinear,-51.213,-48.414,+22
+gluon_resnet50_v1c,25.788,74.213,43.039,56.961,25.58,224,0.875,bicubic,-52.218,-50.949,-18
+halonet26t,25.750,74.250,43.239,56.761,12.48,256,0.950,bicubic,-53.384,-51.077,-74
+selecsls60,25.730,74.269,44.066,55.934,30.67,224,0.875,bicubic,-52.253,-49.766,-18
+dla60_res2net,25.674,74.326,43.603,56.397,20.85,224,0.875,bilinear,-52.788,-50.605,-45
+hardcorenas_e,25.664,74.336,43.426,56.574,8.07,224,0.875,bilinear,-52.136,-50.270,-8
+dla60_res2next,25.636,74.364,43.675,56.325,17.03,224,0.875,bilinear,-52.806,-50.482,-45
+ecaresnet26t,25.546,74.454,43.681,56.319,16.01,320,0.950,bicubic,-54.288,-51.403,-121
+resmlp_12_224,25.532,74.468,44.349,55.651,15.35,224,0.875,bicubic,-51.122,-48.823,+28
+tf_efficientnet_lite1,25.530,74.470,43.597,56.403,5.42,240,0.882,bicubic,-51.134,-49.637,+26
+mixnet_l,25.520,74.480,43.483,56.517,7.33,224,0.875,bicubic,-53.460,-50.697,-74
+bat_resnext26ts,25.471,74.529,43.235,56.765,10.73,256,0.900,bicubic,-52.791,-50.865,-41
+tv_resnext50_32x4d,25.469,74.531,42.817,57.183,25.03,224,0.875,bilinear,-52.141,-50.867,-12
+tf_mixnet_l,25.438,74.562,42.530,57.470,7.33,224,0.875,bicubic,-53.340,-51.470,-66
+repvgg_a2,25.436,74.564,43.980,56.020,28.21,224,0.875,bilinear,-51.044,-49.040,+29
+hardcorenas_b,25.410,74.590,44.200,55.800,5.18,224,0.875,bilinear,-51.120,-48.552,+26
+res2next50,25.402,74.598,42.516,57.484,24.67,224,0.875,bilinear,-52.840,-51.388,-43
+resnetv2_50x1_bitm,25.345,74.655,45.352,54.648,25.55,448,1.000,bilinear,-54.999,-50.334,-165
+dla102,25.328,74.672,43.819,56.181,33.27,224,0.875,bilinear,-52.700,-50.139,-36
+legacy_seresnet101,25.324,74.676,42.823,57.177,49.33,224,0.875,bilinear,-53.060,-51.441,-54
+hardcorenas_d,25.322,74.678,43.159,56.841,7.50,224,0.875,bilinear,-52.102,-50.327,-10
+selecsls60b,25.314,74.686,43.575,56.425,32.77,224,0.875,bicubic,-53.094,-50.601,-57
+resnest14d,25.294,74.706,44.092,55.908,10.61,224,0.875,bilinear,-50.212,-48.428,+36
+legacy_seresnext50_32x4d,25.226,74.775,41.968,58.032,27.56,224,0.875,bilinear,-53.853,-52.464,-92
+mixer_b16_224,25.143,74.857,41.223,58.777,59.88,224,0.875,bicubic,-51.479,-51.005,+13
+res2net50_48w_2s,25.029,74.971,42.215,57.785,25.29,224,0.875,bilinear,-52.505,-51.343,-20
+efficientnet_b0,25.019,74.981,42.801,57.199,5.29,224,0.875,bicubic,-52.685,-50.721,-28
+dla60,24.929,75.071,43.310,56.690,22.04,224,0.875,bilinear,-52.105,-50.014,-4
+gluon_resnet34_v1b,24.929,75.071,42.249,57.751,21.80,224,0.875,bicubic,-49.663,-49.747,+49
+mobilenetv2_120d,24.925,75.075,43.053,56.947,5.83,224,0.875,bicubic,-52.361,-50.459,-14
+regnety_016,24.815,75.185,42.628,57.372,11.20,224,0.875,bicubic,-53.049,-51.096,-39
+xcit_nano_12_p8_224_dist,24.807,75.193,43.088,56.912,3.05,224,1.000,bicubic,-51.523,-49.998,+13
+seresnext26ts,24.693,75.307,43.102,56.898,10.39,256,0.900,bicubic,-53.155,-50.686,-38
+eca_resnext26ts,24.660,75.340,42.872,57.128,10.30,256,0.900,bicubic,-52.790,-50.706,-24
+tf_efficientnet_lite2,24.530,75.470,42.251,57.749,6.09,260,0.890,bicubic,-52.952,-51.497,-27
+regnetx_016,24.502,75.498,42.514,57.486,9.19,224,0.875,bicubic,-52.444,-50.912,-9
+skresnet18,24.485,75.515,42.545,57.455,11.96,224,0.875,bicubic,-48.537,-48.625,+59
+pit_ti_distilled_224,24.400,75.600,42.734,57.266,5.10,224,0.900,bicubic,-50.130,-49.366,+41
+tf_efficientnet_lite0,24.400,75.600,42.490,57.510,4.65,224,0.875,bicubic,-50.432,-49.686,+34
+hardcorenas_a,24.363,75.637,43.292,56.708,5.26,224,0.875,bilinear,-51.549,-49.222,+12
+tv_resnet50,24.080,75.920,41.325,58.675,25.56,224,0.875,bilinear,-52.072,-51.553,+7
+levit_128s,24.068,75.932,41.017,58.983,7.78,224,0.900,bicubic,-52.470,-51.847,-1
+legacy_seresnet34,24.035,75.965,41.901,58.099,21.96,224,0.875,bilinear,-50.757,-50.227,+31
+xcit_nano_12_p16_384_dist,24.027,75.973,42.308,57.692,3.05,384,1.000,bicubic,-51.441,-50.368,+17
+xcit_nano_12_p8_384_dist,23.966,76.034,41.956,58.044,3.05,384,1.000,bicubic,-53.852,-52.078,-48
+gcresnext26ts,23.952,76.048,41.364,58.636,10.48,256,0.900,bicubic,-53.868,-52.462,-50
+resnet18d,23.936,76.064,42.300,57.700,11.71,224,0.875,bicubic,-48.332,-48.384,+57
+efficientnet_lite0,23.925,76.075,42.097,57.903,4.65,224,0.875,bicubic,-51.579,-50.419,+12
+resnext26ts,23.889,76.111,41.123,58.877,10.30,256,0.900,bicubic,-52.883,-52.007,-16
+efficientnet_es_pruned,23.854,76.146,42.003,57.997,5.44,224,0.875,bicubic,-51.142,-50.437,+22
+tv_densenet121,23.826,76.174,41.921,58.079,7.98,224,0.875,bicubic,-50.920,-50.233,+24
+mobilenetv2_140,23.701,76.299,41.494,58.506,6.11,224,0.875,bicubic,-52.815,-51.506,-9
+dla34,23.699,76.301,41.547,58.453,15.74,224,0.875,bilinear,-50.909,-50.511,+24
+mixnet_m,23.697,76.303,41.158,58.842,5.01,224,0.875,bicubic,-53.577,-52.264,-37
+legacy_seresnet50,23.646,76.354,40.107,59.893,28.09,224,0.875,bilinear,-53.992,-53.639,-55
+ese_vovnet19b_dw,23.545,76.455,41.276,58.724,6.54,224,0.875,bicubic,-53.279,-52.004,-24
+tf_mixnet_m,23.500,76.500,40.991,59.009,5.01,224,0.875,bicubic,-53.458,-52.175,-31
+tv_resnet34,23.490,76.510,41.398,58.602,21.80,224,0.875,bilinear,-49.814,-50.024,+35
+selecsls42b,23.404,76.596,40.659,59.341,32.46,224,0.875,bicubic,-53.786,-52.731,-41
+tf_efficientnet_em,23.394,76.606,40.411,59.589,6.90,240,0.882,bicubic,-54.748,-53.646,-82
+repvgg_b0,23.317,76.683,41.192,58.808,15.82,224,0.875,bilinear,-51.835,-51.222,+5
+xcit_nano_12_p16_224_dist,23.249,76.751,41.388,58.612,3.05,224,1.000,bicubic,-49.063,-49.464,+41
+mobilenetv2_110d,23.076,76.924,40.736,59.264,4.52,224,0.875,bicubic,-51.976,-51.452,+8
+vit_base_patch32_sam_224,23.042,76.958,39.557,60.443,88.22,224,0.900,bicubic,-50.658,-51.451,+25
+deit_tiny_distilled_patch16_224,22.712,77.288,40.773,59.227,5.91,224,0.900,bicubic,-51.812,-51.123,+15
+mobilenetv3_large_100,22.647,77.353,40.781,59.219,5.48,224,0.875,bicubic,-53.127,-51.759,-12
+mobilenetv3_rw,22.636,77.365,40.410,59.590,5.48,224,0.875,bicubic,-52.982,-52.303,-11
+tf_mobilenetv3_large_100,22.563,77.437,39.747,60.253,5.48,224,0.875,bilinear,-52.947,-52.861,-10
+tf_efficientnet_es,22.427,77.573,39.095,60.905,5.44,224,0.875,bicubic,-54.163,-54.117,-29
+xcit_nano_12_p8_224,22.396,77.604,40.675,59.325,3.05,224,1.000,bicubic,-51.516,-51.491,+16
+hrnet_w18_small_v2,22.357,77.644,39.899,60.101,15.60,224,0.875,bilinear,-52.750,-52.513,-2
+convit_tiny,22.256,77.744,39.684,60.316,5.71,224,0.875,bicubic,-50.856,-52.036,+23
+regnety_008,22.121,77.879,38.918,61.082,6.26,224,0.875,bicubic,-54.199,-54.150,-27
+seresnext26t_32x4d,22.009,77.991,38.501,61.499,16.81,224,0.875,bicubic,-55.969,-55.241,-87
+regnety_006,21.983,78.017,38.963,61.037,6.06,224,0.875,bicubic,-53.283,-53.571,-10
+regnetx_008,21.963,78.037,38.936,61.064,7.26,224,0.875,bicubic,-53.093,-53.412,-6
+vit_tiny_r_s16_p8_384,21.942,78.058,39.439,60.561,6.36,384,1.000,bicubic,-54.030,-53.833,-26
+resnet26d,21.930,78.070,38.639,61.361,16.01,224,0.875,bicubic,-54.760,-54.509,-43
+semnasnet_100,21.903,78.097,38.604,61.396,3.89,224,0.875,bicubic,-53.549,-54.002,-16
+pit_ti_224,21.869,78.131,39.537,60.463,4.85,224,0.900,bicubic,-51.053,-51.873,+18
+regnetx_006,21.739,78.260,38.932,61.068,6.20,224,0.875,bicubic,-52.107,-52.750,+7
+vit_tiny_patch16_384,21.728,78.272,39.335,60.665,5.79,384,1.000,bicubic,-56.718,-55.209,-121
+crossvit_9_240,21.706,78.294,39.268,60.732,8.55,240,0.875,bicubic,-52.276,-52.702,+2
+vgg19_bn,21.635,78.365,39.280,60.720,143.68,224,0.875,bilinear,-52.599,-52.574,-3
+ghostnet_100,21.625,78.374,38.714,61.286,5.18,224,0.875,bilinear,-52.358,-52.746,-1
+gluon_resnet18_v1b,21.547,78.453,38.895,61.105,11.69,224,0.875,bicubic,-49.287,-50.866,+26
+fbnetc_100,21.508,78.492,38.146,61.854,5.57,224,0.875,bilinear,-53.612,-54.228,-20
+xcit_nano_12_p16_224,21.437,78.563,39.804,60.196,3.05,224,1.000,bicubic,-48.535,-49.954,+27
+mnasnet_100,21.368,78.632,37.719,62.281,4.38,224,0.875,bicubic,-53.306,-54.379,-13
+ssl_resnet18,21.297,78.703,39.132,60.868,11.69,224,0.875,bilinear,-51.315,-52.288,+9
+resnet26,21.290,78.710,38.040,61.960,16.00,224,0.875,bicubic,-54.002,-54.534,-27
+seresnext26d_32x4d,21.285,78.715,37.332,62.668,16.81,224,0.875,bicubic,-56.300,-56.272,-89
+mixnet_s,21.268,78.732,38.209,61.791,4.13,224,0.875,bicubic,-54.726,-54.583,-44
+legacy_seresnext26_32x4d,21.075,78.925,37.629,62.371,16.79,224,0.875,bicubic,-56.019,-55.681,-72
+crossvit_tiny_240,21.054,78.946,38.071,61.929,7.01,240,0.875,bicubic,-52.290,-53.851,-3
+regnetx_004,20.908,79.092,37.568,62.432,5.16,224,0.875,bicubic,-51.482,-53.250,+4
+spnasnet_100,20.853,79.147,37.912,62.088,4.42,224,0.875,bilinear,-53.225,-53.908,-15
+legacy_seresnet18,20.800,79.200,37.619,62.381,11.78,224,0.875,bicubic,-50.934,-52.719,+11
+mobilenetv2_100,20.775,79.225,37.774,62.226,3.50,224,0.875,bicubic,-52.177,-53.228,-2
+tf_mixnet_s,20.470,79.530,36.639,63.361,4.13,224,0.875,bicubic,-55.214,-55.997,-45
+vit_tiny_patch16_224,20.452,79.548,37.625,62.375,5.72,224,0.900,bicubic,-55.002,-55.227,-39
+regnety_004,20.423,79.577,37.022,62.978,4.34,224,0.875,bicubic,-53.589,-54.744,-19
+hrnet_w18_small,20.366,79.634,37.100,62.900,13.19,224,0.875,bilinear,-51.966,-53.586,-1
+tf_mobilenetv3_large_075,20.362,79.638,36.770,63.230,3.99,224,0.875,bilinear,-53.088,-54.570,-14
+resnet18,20.238,79.762,37.260,62.740,11.69,224,0.875,bilinear,-49.502,-51.826,+12
+mixer_l16_224,20.160,79.840,32.950,67.050,208.20,224,0.875,bicubic,-51.906,-54.704,+1
+deit_tiny_patch16_224,20.142,79.858,37.578,62.422,5.72,224,0.900,bicubic,-52.018,-53.534,-1
+tf_mobilenetv3_large_minimal_100,20.120,79.880,36.902,63.098,3.92,224,0.875,bilinear,-52.132,-53.734,-3
+vgg16_bn,19.969,80.031,36.310,63.690,138.37,224,0.875,bilinear,-53.391,-55.182,-18
+vit_tiny_r_s16_p8_224,19.342,80.658,36.061,63.939,6.34,224,0.900,bicubic,-52.456,-54.763,-2
+vgg19,17.929,82.071,33.060,66.940,143.67,224,0.875,bilinear,-54.459,-57.826,-10
+vgg13_bn,17.821,82.179,34.047,65.953,133.05,224,0.875,bilinear,-53.743,-56.327,-1
+vgg16,17.540,82.460,32.767,67.233,138.36,224,0.875,bilinear,-54.044,-57.623,-3
+regnety_002,17.454,82.546,32.453,67.547,3.16,224,0.875,bicubic,-52.828,-57.091,0
+vgg11_bn,17.409,82.591,33.039,66.961,132.87,224,0.875,bilinear,-52.953,-56.767,-2
+regnetx_002,16.962,83.038,32.237,67.763,2.68,224,0.875,bicubic,-51.788,-56.323,+3
+dla60x_c,16.320,83.680,31.773,68.227,1.32,224,0.875,bilinear,-51.592,-56.645,+5
+eca_botnext26ts_256,16.257,83.743,30.623,69.376,10.59,256,0.950,bicubic,-57.621,-61.164,-31
+tf_mobilenetv3_small_100,16.224,83.776,31.241,68.760,2.54,224,0.875,bilinear,-51.703,-56.436,+2
+vgg13,16.116,83.885,30.987,69.013,133.05,224,0.875,bilinear,-53.823,-58.271,-4
+vgg11,15.728,84.272,30.464,69.536,132.86,224,0.875,bilinear,-53.320,-58.172,-3
+tf_mobilenetv3_small_075,14.942,85.058,29.594,70.406,2.04,224,0.875,bilinear,-50.778,-56.542,+2
+dla46_c,14.677,85.323,29.372,70.628,1.30,224,0.875,bilinear,-50.193,-56.922,+2
+dla46x_c,14.382,85.618,29.197,70.803,1.07,224,0.875,bilinear,-51.594,-57.791,-1
+tf_mobilenetv3_small_minimal_100,13.983,86.017,27.992,72.008,2.04,224,0.875,bilinear,-48.925,-56.254,+1
+botnet26t_256,13.543,86.457,26.420,73.580,12.49,256,0.950,bicubic,-55.003,-62.276,-6

timm/models/beit.py

@@ -136,7 +136,7 @@ class Attention(nn.Module):
                 qkv_bias = torch.cat((self.q_bias, torch.zeros_like(self.v_bias, requires_grad=False), self.v_bias))
         qkv = F.linear(input=x, weight=self.qkv.weight, bias=qkv_bias)
         qkv = qkv.reshape(B, N, 3, self.num_heads, -1).permute(2, 0, 3, 1, 4)
-        q, k, v = qkv[0], qkv[1], qkv[2]  # make torchscript happy (cannot use tensor as tuple)
+        q, k, v = qkv.unbind(0)  # make torchscript happy (cannot use tensor as tuple)
 
         q = q * self.scale
         attn = (q @ k.transpose(-2, -1))

timm/models/byobnet.py

@@ -146,6 +146,12 @@ default_cfgs = {
     'regnetz_d': _cfgr(
         url='https://github.com/rwightman/pytorch-image-models/releases/download/v0.1-attn-weights/regnetz_d_rab_256-b8073a89.pth',
         mean=(0.5, 0.5, 0.5), std=(0.5, 0.5, 0.5), test_input_size=(3, 320, 320), crop_pct=0.95),
+    'regnetz_d8': _cfgr(
+        url='',
+        mean=(0.5, 0.5, 0.5), std=(0.5, 0.5, 0.5), test_input_size=(3, 320, 320), crop_pct=0.95),
+    'regnetz_e8': _cfgr(
+        url='',
+        mean=(0.5, 0.5, 0.5), std=(0.5, 0.5, 0.5), test_input_size=(3, 320, 320), crop_pct=0.95),
 }
 
 
@@ -549,6 +555,40 @@ model_cfgs = dict(
         attn_kwargs=dict(rd_ratio=0.25),
         block_kwargs=dict(bottle_in=True, linear_out=True),
     ),
+    regnetz_d8=ByoModelCfg(
+        blocks=(
+            ByoBlockCfg(type='bottle', d=3, c=64, s=1, gs=8, br=4),
+            ByoBlockCfg(type='bottle', d=6, c=128, s=2, gs=8, br=4),
+            ByoBlockCfg(type='bottle', d=12, c=256, s=2, gs=8, br=4),
+            ByoBlockCfg(type='bottle', d=3, c=384, s=2, gs=8, br=4),
+        ),
+        stem_chs=64,
+        stem_type='tiered',
+        stem_pool='',
+        downsample='',
+        num_features=1792,
+        act_layer='silu',
+        attn_layer='se',
+        attn_kwargs=dict(rd_ratio=0.25),
+        block_kwargs=dict(bottle_in=True, linear_out=True),
+    ),
+    regnetz_e8=ByoModelCfg(
+        blocks=(
+            ByoBlockCfg(type='bottle', d=3, c=96, s=1, gs=8, br=4),
+            ByoBlockCfg(type='bottle', d=8, c=192, s=2, gs=8, br=4),
+            ByoBlockCfg(type='bottle', d=16, c=384, s=2, gs=8, br=4),
+            ByoBlockCfg(type='bottle', d=3, c=512, s=2, gs=8, br=4),
+        ),
+        stem_chs=64,
+        stem_type='tiered',
+        stem_pool='',
+        downsample='',
+        num_features=2048,
+        act_layer='silu',
+        attn_layer='se',
+        attn_kwargs=dict(rd_ratio=0.25),
+        block_kwargs=dict(bottle_in=True, linear_out=True),
+    ),
 )
 
 
@@ -759,6 +799,20 @@ def regnetz_d(pretrained=False, **kwargs):
     return _create_byobnet('regnetz_d', pretrained=pretrained, **kwargs)
 
 
+@register_model
+def regnetz_d8(pretrained=False, **kwargs):
+    """
+    """
+    return _create_byobnet('regnetz_d8', pretrained=pretrained, **kwargs)
+
+
+@register_model
+def regnetz_e8(pretrained=False, **kwargs):
+    """
+    """
+    return _create_byobnet('regnetz_e8', pretrained=pretrained, **kwargs)
+
+
 def expand_blocks_cfg(stage_blocks_cfg: Union[ByoBlockCfg, Sequence[ByoBlockCfg]]) -> List[ByoBlockCfg]:
     if not isinstance(stage_blocks_cfg, Sequence):
         stage_blocks_cfg = (stage_blocks_cfg,)

timm/models/layers/mlp.py

@@ -4,6 +4,8 @@ Hacked together by / Copyright 2020 Ross Wightman
 """
 from torch import nn as nn
 
+from .helpers import to_2tuple
+
 
 class Mlp(nn.Module):
     """ MLP as used in Vision Transformer, MLP-Mixer and related networks
@@ -12,17 +14,20 @@ class Mlp(nn.Module):
         super().__init__()
         out_features = out_features or in_features
         hidden_features = hidden_features or in_features
+        drop_probs = to_2tuple(drop)
+
         self.fc1 = nn.Linear(in_features, hidden_features)
         self.act = act_layer()
+        self.drop1 = nn.Dropout(drop_probs[0])
         self.fc2 = nn.Linear(hidden_features, out_features)
-        self.drop = nn.Dropout(drop)
+        self.drop2 = nn.Dropout(drop_probs[1])
 
     def forward(self, x):
         x = self.fc1(x)
         x = self.act(x)
-        x = self.drop(x)
+        x = self.drop1(x)
         x = self.fc2(x)
-        x = self.drop(x)
+        x = self.drop2(x)
         return x
 
 
@@ -35,10 +40,13 @@ class GluMlp(nn.Module):
         out_features = out_features or in_features
         hidden_features = hidden_features or in_features
         assert hidden_features % 2 == 0
+        drop_probs = to_2tuple(drop)
+
         self.fc1 = nn.Linear(in_features, hidden_features)
         self.act = act_layer()
+        self.drop1 = nn.Dropout(drop_probs[0])
         self.fc2 = nn.Linear(hidden_features // 2, out_features)
-        self.drop = nn.Dropout(drop)
+        self.drop2 = nn.Dropout(drop_probs[1])
 
     def init_weights(self):
         # override init of fc1 w/ gate portion set to weight near zero, bias=1
@@ -50,9 +58,9 @@ class GluMlp(nn.Module):
         x = self.fc1(x)
         x, gates = x.chunk(2, dim=-1)
         x = x * self.act(gates)
-        x = self.drop(x)
+        x = self.drop1(x)
         x = self.fc2(x)
-        x = self.drop(x)
+        x = self.drop2(x)
         return x
 
 
@@ -64,8 +72,11 @@ class GatedMlp(nn.Module):
         super().__init__()
         out_features = out_features or in_features
         hidden_features = hidden_features or in_features
+        drop_probs = to_2tuple(drop)
+
         self.fc1 = nn.Linear(in_features, hidden_features)
         self.act = act_layer()
+        self.drop1 = nn.Dropout(drop_probs[0])
         if gate_layer is not None:
             assert hidden_features % 2 == 0
             self.gate = gate_layer(hidden_features)
@@ -73,15 +84,15 @@ class GatedMlp(nn.Module):
         else:
             self.gate = nn.Identity()
         self.fc2 = nn.Linear(hidden_features, out_features)
-        self.drop = nn.Dropout(drop)
+        self.drop2 = nn.Dropout(drop_probs[1])
 
     def forward(self, x):
         x = self.fc1(x)
         x = self.act(x)
-        x = self.drop(x)
+        x = self.drop1(x)
         x = self.gate(x)
         x = self.fc2(x)
-        x = self.drop(x)
+        x = self.drop2(x)
         return x
 
 

timm/models/layers/patch_embed.py

@@ -6,7 +6,7 @@ Based on the impl in https://github.com/google-research/vision_transformer
 
 Hacked together by / Copyright 2020 Ross Wightman
 """
-
+import torch
 from torch import nn as nn
 
 from .helpers import to_2tuple
@@ -30,8 +30,8 @@ class PatchEmbed(nn.Module):
 
     def forward(self, x):
         B, C, H, W = x.shape
-        assert H == self.img_size[0] and W == self.img_size[1], \
-            f"Input image size ({H}*{W}) doesn't match model ({self.img_size[0]}*{self.img_size[1]})."
+        torch._assert(H == self.img_size[0], f"Input image height ({H}) doesn't match model ({self.img_size[0]}).")
+        torch._assert(W == self.img_size[1], f"Input image width ({W}) doesn't match model ({self.img_size[1]}).")
         x = self.proj(x)
         if self.flatten:
             x = x.flatten(2).transpose(1, 2)  # BCHW -> BNC

timm/models/nest.py

@@ -81,7 +81,7 @@ class Attention(nn.Module):
         B, T, N, C = x.shape
         # result of next line is (qkv, B, num (H)eads, T, N, (C')hannels per head)
         qkv = self.qkv(x).reshape(B, T, N, 3, self.num_heads, C // self.num_heads).permute(3, 0, 4, 1, 2, 5)
-        q, k, v = qkv[0], qkv[1], qkv[2]   # make torchscript happy (cannot use tensor as tuple)
+        q, k, v = qkv.unbind(0)  # make torchscript happy (cannot use tensor as tuple)
 
         attn = (q @ k.transpose(-2, -1)) * self.scale # (B, H, T, N, N)
         attn = attn.softmax(dim=-1)

timm/models/swin_transformer.py

@@ -172,7 +172,7 @@ class WindowAttention(nn.Module):
         """
         B_, N, C = x.shape
         qkv = self.qkv(x).reshape(B_, N, 3, self.num_heads, C // self.num_heads).permute(2, 0, 3, 1, 4)
-        q, k, v = qkv[0], qkv[1], qkv[2]  # make torchscript happy (cannot use tensor as tuple)
+        q, k, v = qkv.unbind(0)  # make torchscript happy (cannot use tensor as tuple)
 
         q = q * self.scale
         attn = (q @ k.transpose(-2, -1))
@@ -649,4 +649,4 @@ def swin_large_patch4_window7_224_in22k(pretrained=False, **kwargs):
     """
     model_kwargs = dict(
         patch_size=4, window_size=7, embed_dim=192, depths=(2, 2, 18, 2), num_heads=(6, 12, 24, 48), **kwargs)
-    return _create_swin_transformer('swin_large_patch4_window7_224_in22k', pretrained=pretrained, **model_kwargs)
+    return _create_swin_transformer('swin_large_patch4_window7_224_in22k', pretrained=pretrained, **model_kwargs)

timm/models/tnt.py

@@ -61,7 +61,7 @@ class Attention(nn.Module):
     def forward(self, x):
         B, N, C = x.shape
         qk = self.qk(x).reshape(B, N, 2, self.num_heads, self.head_dim).permute(2, 0, 3, 1, 4)
-        q, k = qk[0], qk[1]   # make torchscript happy (cannot use tensor as tuple)
+        q, k = qk.unbind(0)   # make torchscript happy (cannot use tensor as tuple)
         v = self.v(x).reshape(B, N, self.num_heads, -1).permute(0, 2, 1, 3)
 
         attn = (q @ k.transpose(-2, -1)) * self.scale

timm/models/visformer.py

@@ -45,6 +45,8 @@ class SpatialMlp(nn.Module):
         super().__init__()
         out_features = out_features or in_features
         hidden_features = hidden_features or in_features
+        drop_probs = to_2tuple(drop)
+
         self.in_features = in_features
         self.out_features = out_features
         self.spatial_conv = spatial_conv
@@ -55,9 +57,9 @@ class SpatialMlp(nn.Module):
                 hidden_features = in_features * 2
         self.hidden_features = hidden_features
         self.group = group
-        self.drop = nn.Dropout(drop)
         self.conv1 = nn.Conv2d(in_features, hidden_features, 1, stride=1, padding=0, bias=False)
         self.act1 = act_layer()
+        self.drop1 = nn.Dropout(drop_probs[0])
         if self.spatial_conv:
             self.conv2 = nn.Conv2d(
                 hidden_features, hidden_features, 3, stride=1, padding=1, groups=self.group, bias=False)
@@ -66,16 +68,17 @@ class SpatialMlp(nn.Module):
             self.conv2 = None
             self.act2 = None
         self.conv3 = nn.Conv2d(hidden_features, out_features, 1, stride=1, padding=0, bias=False)
+        self.drop3 = nn.Dropout(drop_probs[1])
 
     def forward(self, x):
         x = self.conv1(x)
         x = self.act1(x)
-        x = self.drop(x)
+        x = self.drop1(x)
         if self.conv2 is not None:
             x = self.conv2(x)
             x = self.act2(x)
         x = self.conv3(x)
-        x = self.drop(x)
+        x = self.drop3(x)
         return x
 
 

timm/models/vision_transformer.py

@@ -190,7 +190,7 @@ class Attention(nn.Module):
     def forward(self, x):
         B, N, C = x.shape
         qkv = self.qkv(x).reshape(B, N, 3, self.num_heads, C // self.num_heads).permute(2, 0, 3, 1, 4)
-        q, k, v = qkv[0], qkv[1], qkv[2]   # make torchscript happy (cannot use tensor as tuple)
+        q, k, v = qkv.unbind(0)   # make torchscript happy (cannot use tensor as tuple)
 
         attn = (q @ k.transpose(-2, -1)) * self.scale
         attn = attn.softmax(dim=-1)
@@ -893,4 +893,4 @@ def vit_base_patch16_224_miil(pretrained=False, **kwargs):
     """
     model_kwargs = dict(patch_size=16, embed_dim=768, depth=12, num_heads=12, qkv_bias=False, **kwargs)
     model = _create_vision_transformer('vit_base_patch16_224_miil', pretrained=pretrained, **model_kwargs)
-    return model
+    return model

timm/models/xcit.py

@@ -267,7 +267,7 @@ class XCA(nn.Module):
         B, N, C = x.shape
         # Result of next line is (qkv, B, num (H)eads,  (C')hannels per head, N)
         qkv = self.qkv(x).reshape(B, N, 3, self.num_heads, C // self.num_heads).permute(2, 0, 3, 4, 1)
-        q, k, v = qkv[0], qkv[1], qkv[2]  # make torchscript happy (cannot use tensor as tuple)
+        q, k, v = qkv.unbind(0)  # make torchscript happy (cannot use tensor as tuple)
         
         # Paper section 3.2 l2-Normalization and temperature scaling
         q = torch.nn.functional.normalize(q, dim=-1)

timm/utils/model.py

@@ -30,13 +30,13 @@ def avg_sq_ch_mean(model, input, output):
 
 
 def avg_ch_var(model, input, output):
-    """calculate average channel variance of output activations
+    """ calculate average channel variance of output activations
     """
     return torch.mean(output.var(axis=[0, 2, 3])).item()
 
 
 def avg_ch_var_residual(model, input, output):
-    """calculate average channel variance of output activations
+    """ calculate average channel variance of output activations
     """
     return torch.mean(output.var(axis=[0, 2, 3])).item()
 
@@ -193,7 +193,7 @@ def _freeze_unfreeze(root_module, submodules=[], include_bn_running_stats=True,
     named_modules = submodules
     submodules = [root_module.get_submodule(m) for m in submodules]
 
-    if not (len(submodules)):
+    if not len(submodules):
         named_modules, submodules = list(zip(*root_module.named_children()))
 
     for n, m in zip(named_modules, submodules):