From 85bf4b8cd65e19b9e99fc697510462668485c7a4 Mon Sep 17 00:00:00 2001 From: Ross Wightman Date: Sun, 3 Jan 2021 11:20:33 -0800 Subject: [PATCH 1/9] Add setup.cfg for conda / fastai integration --- setup.cfg | 4 ++++ 1 file changed, 4 insertions(+) create mode 100644 setup.cfg diff --git a/setup.cfg b/setup.cfg new file mode 100644 index 00000000..5bb6cfce --- /dev/null +++ b/setup.cfg @@ -0,0 +1,4 @@ +[dist_conda] + +conda_name_differences = 'torch:pytorch' +channels = pytorch From 0167f749d31e301a095a9303b5a5df77872a38a6 Mon Sep 17 00:00:00 2001 From: Ross Wightman Date: Sun, 3 Jan 2021 11:24:16 -0800 Subject: [PATCH 2/9] Remove some old __future__ imports --- timm/data/dataset.py | 4 ---- timm/data/tf_preprocessing.py | 4 ---- timm/models/dpn.py | 4 ---- 3 files changed, 12 deletions(-) diff --git a/timm/data/dataset.py b/timm/data/dataset.py index 99d99917..4feb1cc8 100644 --- a/timm/data/dataset.py +++ b/timm/data/dataset.py @@ -2,10 +2,6 @@ Hacked together by / Copyright 2020 Ross Wightman """ -from __future__ import absolute_import -from __future__ import division -from __future__ import print_function - import torch.utils.data as data import os diff --git a/timm/data/tf_preprocessing.py b/timm/data/tf_preprocessing.py index 899cf364..44b4a3af 100644 --- a/timm/data/tf_preprocessing.py +++ b/timm/data/tf_preprocessing.py @@ -22,10 +22,6 @@ Hacked together by / Copyright 2020 Ross Wightman # limitations under the License. # ============================================================================== """ImageNet preprocessing for MnasNet.""" -from __future__ import absolute_import -from __future__ import division -from __future__ import print_function - import tensorflow as tf import numpy as np diff --git a/timm/models/dpn.py b/timm/models/dpn.py index 61ce6a0e..045d634c 100644 --- a/timm/models/dpn.py +++ b/timm/models/dpn.py @@ -6,10 +6,6 @@ This implementation is compatible with the pretrained weights from cypw's MXNet Hacked together by / Copyright 2020 Ross Wightman """ -from __future__ import absolute_import -from __future__ import division -from __future__ import print_function - from collections import OrderedDict from typing import Tuple From 4e2533db774f50cc7a6694f0aafcb5511a7ad723 Mon Sep 17 00:00:00 2001 From: Ross Wightman Date: Sun, 3 Jan 2021 11:25:07 -0800 Subject: [PATCH 3/9] Add 320x320 model default cfgs for 101D and 152D ResNets. Add SEResNet-152D weights and 320x320 cfg. --- timm/models/resnet.py | 37 ++++++++++++++++++++++++++++++++++++- 1 file changed, 36 insertions(+), 1 deletion(-) diff --git a/timm/models/resnet.py b/timm/models/resnet.py index 43a7f32a..be0652bf 100644 --- a/timm/models/resnet.py +++ b/timm/models/resnet.py @@ -59,10 +59,16 @@ default_cfgs = { 'resnet101d': _cfg( url='https://github.com/rwightman/pytorch-image-models/releases/download/v0.1-weights/resnet101d_ra2-2803ffab.pth', interpolation='bicubic', first_conv='conv1.0', input_size=(3, 256, 256), crop_pct=0.94, pool_size=(8, 8)), + 'resnet101d_320': _cfg( + url='https://github.com/rwightman/pytorch-image-models/releases/download/v0.1-weights/resnet101d_ra2-2803ffab.pth', + interpolation='bicubic', first_conv='conv1.0', input_size=(3, 320, 320), crop_pct=1.0, pool_size=(10, 10)), 'resnet152': _cfg(url='', interpolation='bicubic'), 'resnet152d': _cfg( url='https://github.com/rwightman/pytorch-image-models/releases/download/v0.1-weights/resnet152d_ra2-5cac0439.pth', interpolation='bicubic', first_conv='conv1.0', input_size=(3, 256, 256), crop_pct=0.94, pool_size=(8, 8)), + 'resnet152d_320': _cfg( + url='https://github.com/rwightman/pytorch-image-models/releases/download/v0.1-weights/resnet152d_ra2-5cac0439.pth', + interpolation='bicubic', first_conv='conv1.0', input_size=(3, 320, 320), crop_pct=1.0, pool_size=(10, 10)), 'resnet200': _cfg(url='', interpolation='bicubic'), 'resnet200d': _cfg( url='https://github.com/rwightman/pytorch-image-models/releases/download/v0.1-weights/resnet200d_ra2-bdba9bf9.pth', @@ -151,8 +157,12 @@ default_cfgs = { url='', interpolation='bicubic'), 'seresnet152d': _cfg( - url='', + url='https://github.com/rwightman/pytorch-image-models/releases/download/v0.1-weights/seresnet152d_ra2-04464dd2.pth', interpolation='bicubic', first_conv='conv1.0', input_size=(3, 256, 256), crop_pct=0.94, pool_size=(8, 8)), + 'seresnet152d_320': _cfg( + url='https://github.com/rwightman/pytorch-image-models/releases/download/v0.1-weights/seresnet152d_ra2-04464dd2.pth', + interpolation='bicubic', first_conv='conv1.0', input_size=(3, 320, 320), crop_pct=1.0, pool_size=(10, 10)), + # Squeeze-Excitation ResNeXts, to eventually replace the models in senet.py 'seresnext26_32x4d': _cfg( @@ -710,6 +720,14 @@ def resnet101d(pretrained=False, **kwargs): return _create_resnet('resnet101d', pretrained, **model_args) +@register_model +def resnet101d_320(pretrained=False, **kwargs): + """Constructs a ResNet-101-D model. + """ + model_args = dict(block=Bottleneck, layers=[3, 4, 23, 3], stem_width=32, stem_type='deep', avg_down=True, **kwargs) + return _create_resnet('resnet101d_320', pretrained, **model_args) + + @register_model def resnet152(pretrained=False, **kwargs): """Constructs a ResNet-152 model. @@ -727,6 +745,15 @@ def resnet152d(pretrained=False, **kwargs): return _create_resnet('resnet152d', pretrained, **model_args) +@register_model +def resnet152d_320(pretrained=False, **kwargs): + """Constructs a ResNet-152-D model. + """ + model_args = dict( + block=Bottleneck, layers=[3, 8, 36, 3], stem_width=32, stem_type='deep', avg_down=True, **kwargs) + return _create_resnet('resnet152d_320', pretrained, **model_args) + + @register_model def resnet200(pretrained=False, **kwargs): """Constructs a ResNet-200 model. @@ -1171,6 +1198,14 @@ def seresnet152d(pretrained=False, **kwargs): return _create_resnet('seresnet152d', pretrained, **model_args) +@register_model +def seresnet152d_320(pretrained=False, **kwargs): + model_args = dict( + block=Bottleneck, layers=[3, 8, 36, 3], stem_width=32, stem_type='deep', avg_down=True, + block_args=dict(attn_layer='se'), **kwargs) + return _create_resnet('seresnet152d_320', pretrained, **model_args) + + @register_model def seresnext26_32x4d(pretrained=False, **kwargs): model_args = dict( From a7d0a8b5b226bd2e4953792a2e7e1e0de3f11a49 Mon Sep 17 00:00:00 2001 From: Ross Wightman Date: Sun, 3 Jan 2021 12:42:43 -0800 Subject: [PATCH 4/9] Update results csv files with latest models, incl 101D, 152D, 200D, SE152D ResNets and yet to be merged BiT and ViT-R50 models. --- results/results-imagenet-a-clean.csv | 437 +++++++------- results/results-imagenet-a.csv | 539 +++++++++--------- results/results-imagenet-r-clean.csv | 431 +++++++------- results/results-imagenet-r.csv | 539 +++++++++--------- results/results-imagenet-real.csv | 539 +++++++++--------- results/results-imagenet.csv | 537 ++++++++--------- .../results-imagenetv2-matched-frequency.csv | 539 +++++++++--------- results/results-sketch.csv | 539 +++++++++--------- 8 files changed, 2110 insertions(+), 1990 deletions(-) diff --git a/results/results-imagenet-a-clean.csv b/results/results-imagenet-a-clean.csv index 9bf44c92..e0843c21 100644 --- a/results/results-imagenet-a-clean.csv +++ b/results/results-imagenet-a-clean.csv @@ -1,263 +1,278 @@ 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 -tf_efficientnet_b7_ns,97.910,2.090,99.720,0.280,66.35,600,0.949,bicubic +tf_efficientnet_l2_ns,98.540,1.460,99.820,0.180,480.31,800,0.960,bicubic +tf_efficientnet_l2_ns_475,98.490,1.510,99.830,0.170,480.31,475,0.936,bicubic +tf_efficientnet_b7_ns,97.880,2.120,99.720,0.280,66.35,600,0.949,bicubic +ig_resnext101_32x48d,97.640,2.360,99.700,0.300,828.41,224,0.875,bilinear 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 -tf_efficientnet_b5_ns,97.500,2.500,99.630,0.370,30.39,456,0.934,bicubic +tf_efficientnet_b5_ns,97.490,2.510,99.630,0.370,30.39,456,0.934,bicubic +resnetv2_152x4_bitm,97.480,2.520,99.610,0.390,936.53,480,1.000,bilinear ig_resnext101_32x32d,97.360,2.640,99.680,0.320,468.53,224,0.875,bilinear -swsl_resnext101_32x8d,97.200,2.800,99.570,0.430,88.79,224,0.875,bilinear +tf_efficientnet_b8,97.210,2.790,99.500,0.500,87.41,672,0.954,bicubic tf_efficientnet_b7_ap,97.200,2.800,99.540,0.460,66.35,600,0.949,bicubic -tf_efficientnet_b8,97.200,2.800,99.500,0.500,87.41,672,0.954,bicubic +swsl_resnext101_32x8d,97.190,2.810,99.570,0.430,88.79,224,0.875,bilinear +vit_base_resnet50_384,97.180,2.820,99.560,0.440,98.95,384,1.000,bicubic +resnetv2_152x2_bitm,97.130,2.870,99.590,0.410,236.34,480,1.000,bilinear +vit_large_patch16_384,97.120,2.880,99.640,0.360,304.72,384,1.000,bicubic tf_efficientnet_b8_ap,97.110,2.890,99.660,0.340,87.41,672,0.954,bicubic -vit_large_patch16_384,97.110,2.890,99.640,0.360,304.72,384,1.000,bicubic tf_efficientnet_b6_ap,97.080,2.920,99.620,0.380,43.04,528,0.942,bicubic +resnetv2_101x3_bitm,97.080,2.920,99.510,0.490,387.93,480,1.000,bilinear tf_efficientnet_b7,97.010,2.990,99.520,0.480,66.35,600,0.949,bicubic -tf_efficientnet_b4_ns,96.950,3.050,99.580,0.420,19.34,380,0.922,bicubic -ig_resnext101_32x16d,96.820,3.180,99.590,0.410,194.03,224,0.875,bilinear -vit_base_patch16_384,96.700,3.300,99.510,0.490,86.86,384,1.000,bicubic -tf_efficientnet_b5_ap,96.680,3.320,99.460,0.540,30.39,456,0.934,bicubic +tf_efficientnet_b4_ns,96.930,3.070,99.580,0.420,19.34,380,0.922,bicubic +ig_resnext101_32x16d,96.830,3.170,99.590,0.410,194.03,224,0.875,bilinear +resnetv2_50x3_bitm,96.780,3.220,99.420,0.580,217.32,480,1.000,bilinear +seresnet152d_320,96.770,3.230,99.450,0.550,66.84,320,1.000,bicubic +resnet200d_320,96.740,3.260,99.340,0.660,64.69,320,1.000,bicubic +vit_base_patch16_384,96.710,3.290,99.510,0.490,86.86,384,1.000,bicubic +tf_efficientnet_b5_ap,96.690,3.310,99.460,0.540,30.39,456,0.934,bicubic tf_efficientnet_b6,96.670,3.330,99.370,0.630,43.04,528,0.942,bicubic -resnest200e,96.610,3.390,99.350,0.650,70.20,320,0.909,bicubic +resnest200e,96.620,3.380,99.350,0.650,70.20,320,0.909,bicubic swsl_resnext101_32x16d,96.600,3.400,99.520,0.480,194.03,224,0.875,bilinear +seresnet152d,96.570,3.430,99.400,0.600,66.84,256,0.940,bicubic resnest269e,96.520,3.480,99.350,0.650,110.93,416,0.928,bicubic -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 -tf_efficientnet_b5,96.350,3.650,99.310,0.690,30.39,456,0.934,bicubic -ig_resnext101_32x8d,96.320,3.680,99.430,0.570,88.79,224,0.875,bilinear -tf_efficientnet_b4_ap,96.160,3.840,99.280,0.720,19.34,380,0.922,bicubic -tresnet_xl_448,95.970,4.030,99.130,0.870,78.44,448,0.875,bilinear -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 -resnest101e,95.860,4.140,99.210,0.790,48.28,256,0.875,bilinear +swsl_resnext101_32x4d,96.410,3.590,99.470,0.530,44.18,224,0.875,bilinear +tf_efficientnet_b3_ns,96.370,3.630,99.350,0.650,12.23,300,0.904,bicubic +resnet152d_320,96.350,3.650,99.390,0.610,60.21,320,1.000,bicubic +tf_efficientnet_b5,96.340,3.660,99.310,0.690,30.39,456,0.934,bicubic +ig_resnext101_32x8d,96.310,3.690,99.430,0.570,88.79,224,0.875,bilinear +resnet101d_320,96.290,3.710,99.230,0.770,44.57,320,1.000,bicubic +resnet200d,96.290,3.710,99.250,0.750,64.69,256,0.940,bicubic +tf_efficientnet_b4_ap,96.170,3.830,99.280,0.720,19.34,380,0.922,bicubic +resnetv2_101x1_bitm,96.070,3.930,99.300,0.700,44.54,480,1.000,bilinear +resnet152d,95.990,4.010,99.260,0.740,60.21,256,0.940,bicubic +tresnet_xl_448,95.970,4.030,99.120,0.880,78.44,448,0.875,bilinear +vit_large_patch16_224,95.940,4.060,99.240,0.760,304.33,224,0.900,bicubic +resnet101d,95.930,4.070,99.070,0.930,44.57,256,0.940,bicubic +tf_efficientnet_b4,95.890,4.110,99.170,0.830,19.34,380,0.922,bicubic +swsl_resnext50_32x4d,95.880,4.120,99.250,0.750,25.03,224,0.875,bilinear tresnet_l_448,95.860,4.140,99.120,0.880,55.99,448,0.875,bilinear -vit_large_patch32_384,95.830,4.170,99.150,0.850,306.63,384,1.000,bicubic +resnest101e,95.850,4.150,99.210,0.790,48.28,256,0.875,bilinear +ssl_resnext101_32x16d,95.810,4.190,99.180,0.820,194.03,224,0.875,bilinear vit_base_patch32_384,95.810,4.190,99.150,0.850,88.30,384,1.000,bicubic -ssl_resnext101_32x16d,95.800,4.200,99.180,0.820,194.03,224,0.875,bilinear -tf_efficientnet_b2_ns,95.770,4.230,99.120,0.880,9.11,260,0.890,bicubic -efficientnet_b3a,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,95.740,4.260,99.120,0.880,9.11,260,0.890,bicubic +efficientnet_b3a,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 efficientnet_b3,95.580,4.420,99.100,0.900,12.23,300,0.904,bicubic -ecaresnet101d,95.530,4.470,99.130,0.870,44.57,224,0.875,bicubic +ecaresnet101d,95.540,4.460,99.130,0.870,44.57,224,0.875,bicubic ssl_resnext101_32x8d,95.470,4.530,99.110,0.890,88.79,224,0.875,bilinear -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 -swsl_resnet50,95.410,4.590,99.290,0.710,25.56,224,0.875,bilinear -regnety_032,95.360,4.640,99.080,0.920,19.44,224,0.875,bicubic +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 +swsl_resnet50,95.410,4.590,99.280,0.720,25.56,224,0.875,bilinear +regnety_032,95.360,4.640,99.100,0.900,19.44,224,0.875,bicubic +vit_base_patch16_224,95.340,4.660,99.000,1.000,86.57,224,0.900,bicubic tf_efficientnet_b3_ap,95.320,4.680,98.900,1.100,12.23,300,0.904,bicubic tresnet_l,95.290,4.710,99.010,0.990,55.99,224,0.875,bilinear tf_efficientnet_b1_ns,95.170,4.830,99.110,0.890,7.79,240,0.882,bicubic -wide_resnet50_2,95.080,4.920,98.970,1.030,68.88,224,0.875,bicubic -ecaresnet101d_pruned,95.080,4.920,98.980,1.020,24.88,224,0.875,bicubic -legacy_senet154,95.070,4.930,98.830,1.170,115.09,224,0.875,bilinear -gluon_resnet152_v1s,95.040,4.960,98.930,1.070,60.32,224,0.875,bicubic -seresnext50_32x4d,95.040,4.960,98.880,1.120,27.56,224,0.875,bicubic +ecaresnet101d_pruned,95.070,4.930,98.980,1.020,24.88,224,0.875,bicubic +wide_resnet50_2,95.070,4.930,98.970,1.030,68.88,224,0.875,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 +resnetv2_50x1_bitm,95.040,4.960,99.160,0.840,25.55,480,1.000,bilinear +seresnext50_32x4d,95.040,4.960,98.890,1.110,27.56,224,0.875,bicubic tf_efficientnet_b3,95.010,4.990,98.910,1.090,12.23,300,0.904,bicubic tresnet_m_448,94.990,5.010,98.980,1.020,31.39,448,0.875,bilinear -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 +resnest50d_4s2x40d,94.950,5.050,99.070,0.930,30.42,224,0.875,bicubic +gluon_seresnext101_64x4d,94.950,5.050,98.820,1.180,88.23,224,0.875,bicubic +gluon_senet154,94.930,5.070,98.770,1.230,115.09,224,0.875,bicubic +rexnet_200,94.930,5.070,99.000,1.000,16.37,224,0.875,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 -ssl_resnext50_32x4d,94.870,5.130,98.880,1.120,25.03,224,0.875,bilinear -resnest50d,94.830,5.170,98.880,1.120,27.48,224,0.875,bilinear -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 -efficientnet_b2,94.700,5.300,98.670,1.330,9.11,260,0.875,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 -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 -tresnet_m,94.620,5.380,98.550,1.450,31.39,224,0.875,bilinear -efficientnet_b2a,94.610,5.390,98.710,1.290,9.11,288,1.000,bicubic -tf_efficientnet_el,94.590,5.410,98.750,1.250,10.59,300,0.904,bicubic -seresnet50,94.550,5.450,98.750,1.250,28.09,224,0.875,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 +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 +resnest50d,94.820,5.180,98.880,1.120,27.48,224,0.875,bilinear +ecaresnetlight,94.780,5.220,98.800,1.200,30.16,224,0.875,bicubic +resnest50d_1s4x24d,94.760,5.240,98.980,1.020,25.68,224,0.875,bicubic +gluon_resnet152_v1d,94.750,5.250,98.740,1.260,60.21,224,0.875,bicubic +efficientnet_b2,94.710,5.290,98.670,1.330,9.11,260,0.875,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 +gluon_resnext101_64x4d,94.640,5.360,98.660,1.340,83.46,224,0.875,bicubic +efficientnet_b2a,94.630,5.370,98.710,1.290,9.11,288,1.000,bicubic +efficientnet_b3_pruned,94.620,5.380,98.770,1.230,9.86,300,0.904,bicubic +ecaresnet50d,94.620,5.380,98.890,1.110,25.58,224,0.875,bicubic +tf_efficientnet_el,94.610,5.390,98.750,1.250,10.59,300,0.904,bicubic +tresnet_m,94.610,5.390,98.550,1.450,31.39,224,0.875,bilinear +seresnet50,94.560,5.440,98.750,1.250,28.09,224,0.875,bicubic +regnety_320,94.550,5.450,98.840,1.160,145.05,224,0.875,bicubic +gluon_resnext101_32x4d,94.520,5.480,98.630,1.370,44.18,224,0.875,bicubic +ssl_resnet50,94.490,5.510,98.920,1.080,25.56,224,0.875,bilinear tf_efficientnet_b2_ap,94.490,5.510,98.620,1.380,9.11,260,0.890,bicubic -rexnet_150,94.480,5.520,98.790,1.210,9.73,224,0.875,bicubic -regnety_120,94.480,5.520,98.810,1.190,51.82,224,0.875,bicubic cspresnext50,94.480,5.520,98.680,1.320,20.57,224,0.875,bilinear -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 -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 -regnety_160,94.340,5.660,98.850,1.150,83.59,224,0.875,bicubic -gluon_seresnext50_32x4d,94.340,5.660,98.610,1.390,27.56,224,0.875,bicubic +regnety_120,94.480,5.520,98.810,1.190,51.82,224,0.875,bicubic +rexnet_150,94.470,5.530,98.790,1.210,9.73,224,0.875,bicubic +regnetx_320,94.440,5.560,98.730,1.270,107.81,224,0.875,bicubic +tf_efficientnet_b2,94.370,5.630,98.610,1.390,9.11,260,0.890,bicubic +legacy_seresnext101_32x4d,94.360,5.640,98.640,1.360,48.96,224,0.875,bilinear +gluon_seresnext50_32x4d,94.350,5.650,98.620,1.380,27.56,224,0.875,bicubic +regnety_160,94.350,5.650,98.850,1.150,83.59,224,0.875,bicubic dpn107,94.310,5.690,98.480,1.520,86.92,224,0.875,bicubic -xception71,94.280,5.720,98.640,1.360,42.34,299,0.903,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 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 -gluon_resnet101_v1d,94.220,5.780,98.550,1.450,44.57,224,0.875,bicubic -ecaresnet50d_pruned,94.220,5.780,98.730,1.270,19.94,224,0.875,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 +gluon_resnet101_v1d,94.200,5.800,98.560,1.440,44.57,224,0.875,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 -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,94.190,5.810,98.580,1.420,25.05,224,0.875,bicubic +tf_efficientnet_lite3,94.190,5.810,98.640,1.360,8.20,300,0.904,bilinear +regnety_080,94.180,5.820,98.680,1.320,39.18,224,0.875,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 +efficientnet_b2_pruned,94.140,5.860,98.520,1.480,8.31,260,0.890,bicubic dpn98,94.130,5.870,98.570,1.430,61.57,224,0.875,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 +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 -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 +gluon_resnet152_v1b,94.090,5.910,98.450,1.550,60.19,224,0.875,bicubic +dpn131,94.000,6.000,98.720,1.280,79.25,224,0.875,bicubic +hrnet_w64,93.990,6.010,98.610,1.390,128.06,224,0.875,bilinear dla102x2,93.950,6.050,98.490,1.510,41.28,224,0.875,bilinear -hrnet_w48,93.920,6.080,98.610,1.390,77.47,224,0.875,bilinear +resnetblur50,93.950,6.050,98.590,1.410,25.56,224,0.875,bicubic +hrnet_w48,93.940,6.060,98.610,1.390,77.47,224,0.875,bilinear +tf_efficientnet_cc_b1_8e,93.910,6.090,98.250,1.750,39.72,240,0.882,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 -regnety_040,93.860,6.140,98.650,1.350,20.65,224,0.875,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 -resnet50,93.810,6.190,98.390,1.610,25.56,224,0.875,bicubic -vit_base_patch16_224,93.800,6.200,98.470,1.530,86.54,224,0.900,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 -res2net101_26w_4s,93.750,6.250,98.310,1.690,45.21,224,0.875,bilinear -gluon_resnet101_v1b,93.750,6.250,98.380,1.620,44.55,224,0.875,bicubic -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 -wide_resnet101_2,93.720,6.280,98.540,1.460,126.89,224,0.875,bilinear -dpn68b,93.690,6.310,98.510,1.490,12.61,224,0.875,bicubic -tf_efficientnet_b1_ap,93.690,6.310,98.360,1.640,7.79,240,0.882,bicubic -gluon_resnet101_v1c,93.670,6.330,98.420,1.580,44.57,224,0.875,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 -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 -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 -tf_efficientnet_em,93.480,6.520,98.440,1.560,6.90,240,0.882,bicubic -xception,93.460,6.540,98.530,1.470,22.86,299,0.897,bicubic -gluon_inception_v3,93.460,6.540,98.570,1.430,23.83,299,0.875,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 +regnetx_080,93.860,6.140,98.520,1.480,39.57,224,0.875,bicubic +regnety_040,93.860,6.140,98.640,1.360,20.65,224,0.875,bicubic +efficientnet_em,93.850,6.150,98.810,1.190,6.90,240,0.882,bicubic +gluon_resnext50_32x4d,93.820,6.180,98.410,1.590,25.03,224,0.875,bicubic +resnet50,93.810,6.190,98.380,1.620,25.56,224,0.875,bicubic +resnext101_32x8d,93.800,6.200,98.580,1.420,88.79,224,0.875,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 +res2net101_26w_4s,93.730,6.270,98.320,1.680,45.21,224,0.875,bilinear +wide_resnet101_2,93.730,6.270,98.540,1.460,126.89,224,0.875,bilinear +legacy_seresnext50_32x4d,93.720,6.280,98.580,1.420,27.56,224,0.875,bilinear +tf_efficientnet_b1_ap,93.710,6.290,98.360,1.640,7.79,240,0.882,bicubic +dpn68b,93.680,6.320,98.520,1.480,12.61,224,0.875,bicubic +gluon_resnet101_v1c,93.670,6.330,98.410,1.590,44.57,224,0.875,bicubic +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 +hrnet_w44,93.580,6.420,98.700,1.300,67.06,224,0.875,bilinear +regnetx_040,93.560,6.440,98.550,1.450,22.12,224,0.875,bicubic +res2net50_26w_8s,93.540,6.460,98.270,1.730,48.40,224,0.875,bilinear +hrnet_w32,93.520,6.480,98.430,1.570,41.23,224,0.875,bilinear +tf_efficientnet_b1,93.520,6.480,98.360,1.640,7.79,240,0.882,bicubic +dla102x,93.520,6.480,98.500,1.500,26.31,224,0.875,bilinear +tf_efficientnet_em,93.500,6.500,98.440,1.560,6.90,240,0.882,bicubic +hrnet_w40,93.490,6.510,98.590,1.410,57.56,224,0.875,bilinear +xception,93.470,6.530,98.530,1.470,22.86,299,0.897,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 +legacy_seresnet152,93.420,6.580,98.350,1.650,66.82,224,0.875,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 +resnest26d,93.370,6.630,98.640,1.360,17.07,224,0.875,bilinear dla169,93.340,6.660,98.600,1.400,53.39,224,0.875,bilinear -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_b1,93.260,6.740,98.170,1.830,7.79,240,0.875,bicubic -hrnet_w30,93.200,6.800,98.410,1.590,37.71,224,0.875,bilinear +tf_inception_v3,93.330,6.670,98.040,1.960,23.83,299,0.875,bicubic +tv_resnet152,93.320,6.680,98.390,1.610,60.19,224,0.875,bilinear +tf_mixnet_l,93.300,6.700,98.030,1.970,7.33,224,0.875,bicubic +legacy_seresnet101,93.290,6.710,98.500,1.500,49.33,224,0.875,bilinear +selecsls60b,93.290,6.710,98.280,1.720,32.77,224,0.875,bicubic +efficientnet_b1,93.270,6.730,98.190,1.810,7.79,240,0.875,bicubic +hrnet_w30,93.210,6.790,98.410,1.590,37.71,224,0.875,bilinear +efficientnet_es,93.200,6.800,98.410,1.590,5.44,224,0.875,bicubic dla60_res2next,93.180,6.820,98.410,1.590,17.03,224,0.875,bilinear -dla60_res2net,93.180,6.820,98.420,1.580,20.85,224,0.875,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,93.150,6.850,98.420,1.580,20.85,224,0.875,bilinear regnetx_032,93.120,6.880,98.390,1.610,15.30,224,0.875,bicubic -seresnext26t_32x4d,93.070,6.930,98.110,1.890,16.82,224,0.875,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 +dla60x,93.100,6.900,98.490,1.510,17.35,224,0.875,bilinear +dla102,93.090,6.910,98.550,1.450,33.27,224,0.875,bilinear +seresnext26t_32x4d,93.060,6.940,98.100,1.900,16.82,224,0.875,bicubic +selecsls60,93.050,6.950,98.300,1.700,30.67,224,0.875,bicubic +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 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 -legacy_seresnet50,92.960,7.040,98.190,1.810,28.09,224,0.875,bilinear -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 -seresnext26tn_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 +legacy_seresnet50,92.950,7.050,98.190,1.810,28.09,224,0.875,bilinear +adv_inception_v3,92.890,7.110,98.130,1.870,23.83,299,0.875,bicubic +res2next50,92.830,7.170,98.170,1.830,24.67,224,0.875,bilinear +tf_efficientnet_cc_b0_8e,92.820,7.180,98.180,1.820,24.01,224,0.875,bicubic +seresnext26tn_32x4d,92.810,7.190,98.370,1.630,16.81,224,0.875,bicubic +tv_resnet101,92.800,7.200,98.230,1.770,44.55,224,0.875,bilinear efficientnet_b1_pruned,92.770,7.230,98.040,1.960,6.33,240,0.882,bicubic -vit_small_patch16_224,92.760,7.240,97.930,2.070,48.75,224,0.900,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 +vit_small_patch16_224,92.770,7.230,97.930,2.070,48.75,224,0.900,bicubic +tv_resnext50_32x4d,92.760,7.240,98.270,1.730,25.03,224,0.875,bilinear +densenet201,92.750,7.250,98.240,1.760,20.01,224,0.875,bicubic +seresnext26d_32x4d,92.730,7.270,98.150,1.850,16.81,224,0.875,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,92.690,7.310,98.300,1.700,21.82,224,0.875,bicubic +efficientnet_b0,92.670,7.330,98.080,1.920,5.29,224,0.875,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_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 -res2net50_48w_2s,92.550,7.450,98.080,1.920,25.29,224,0.875,bilinear -tf_efficientnet_es,92.550,7.450,98.280,1.720,5.44,224,0.875,bicubic -gluon_resnet50_v1b,92.540,7.460,98.170,1.830,25.56,224,0.875,bicubic -res2net50_26w_4s,92.500,7.500,98.060,1.940,25.70,224,0.875,bilinear -densenet161,92.500,7.500,98.290,1.710,28.68,224,0.875,bicubic -mixnet_m,92.430,7.570,97.870,2.130,5.01,224,0.875,bicubic +tf_efficientnet_cc_b0_4e,92.610,7.390,98.080,1.920,13.31,224,0.875,bicubic +res2net50_48w_2s,92.560,7.440,98.070,1.930,25.29,224,0.875,bilinear +tf_efficientnet_es,92.550,7.450,98.290,1.710,5.44,224,0.875,bicubic +gluon_resnet50_v1b,92.540,7.460,98.190,1.810,25.56,224,0.875,bicubic +res2net50_26w_4s,92.490,7.510,98.060,1.940,25.70,224,0.875,bilinear +densenet161,92.490,7.510,98.290,1.710,28.68,224,0.875,bicubic +mixnet_m,92.440,7.560,97.870,2.130,5.01,224,0.875,bicubic 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 -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 -tf_efficientnet_b0_ap,92.200,7.800,98.020,1.980,5.29,224,0.875,bicubic +hrnet_w18,92.310,7.690,98.240,1.760,21.30,224,0.875,bilinear +selecsls42b,92.300,7.700,98.150,1.850,32.46,224,0.875,bicubic +ese_vovnet19b_dw,92.290,7.710,98.100,1.900,6.54,224,0.875,bicubic +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 regnetx_016,92.170,7.830,98.210,1.790,9.19,224,0.875,bicubic -resnet26d,92.070,7.930,97.960,2.040,16.01,224,0.875,bicubic -dpn68,92.010,7.990,98.050,1.950,12.61,224,0.875,bicubic -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 +resnet26d,92.050,7.950,97.950,2.050,16.01,224,0.875,bicubic +dpn68,92.010,7.990,98.040,1.960,12.61,224,0.875,bicubic +densenetblur121d,91.920,8.080,98.090,1.910,8.00,224,0.875,bicubic +densenet169,91.910,8.090,98.100,1.900,14.15,224,0.875,bicubic tv_resnet50,91.880,8.120,98.040,1.960,25.56,224,0.875,bilinear -mobilenetv2_140,91.830,8.170,97.860,2.140,6.11,224,0.875,bicubic -mixnet_s,91.830,8.170,97.690,2.310,4.13,224,0.875,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 -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 +mobilenetv2_140,91.820,8.180,97.860,2.140,6.11,224,0.875,bicubic +mixnet_s,91.820,8.180,97.690,2.310,4.13,224,0.875,bicubic +regnety_008,91.740,8.260,98.180,1.820,6.26,224,0.875,bicubic +resnest14d,91.740,8.260,97.870,2.130,10.61,224,0.875,bilinear +densenet121,91.560,8.440,98.020,1.980,7.98,224,0.875,bicubic +tf_mixnet_s,91.510,8.490,97.610,2.390,4.13,224,0.875,bicubic regnety_006,91.370,8.630,97.710,2.290,6.06,224,0.875,bicubic -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 +mobilenetv3_large_100,91.330,8.670,97.710,2.290,5.48,224,0.875,bicubic +semnasnet_100,91.290,8.710,97.570,2.430,3.89,224,0.875,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 hrnet_w18_small_v2,91.190,8.810,97.900,2.100,15.60,224,0.875,bilinear -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 +efficientnet_lite0,91.170,8.830,97.620,2.380,4.65,224,0.875,bicubic +resnet26,91.120,8.880,97.730,2.270,16.00,224,0.875,bicubic +resnet34,91.110,8.890,97.620,2.380,21.80,224,0.875,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 +tf_efficientnet_lite0,91.040,8.960,97.570,2.430,4.65,224,0.875,bicubic +gluon_resnet34_v1b,90.990,9.010,97.640,2.360,21.80,224,0.875,bicubic +mobilenetv2_110d,90.970,9.030,97.540,2.460,4.52,224,0.875,bicubic +tv_densenet121,90.900,9.100,97.710,2.290,7.98,224,0.875,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 -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 +dla34,90.760,9.240,97.650,2.350,15.74,224,0.875,bilinear +fbnetc_100,90.710,9.290,97.210,2.790,5.57,224,0.875,bilinear +swsl_resnet18,90.680,9.320,97.710,2.290,11.69,224,0.875,bilinear 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_004,90.500,9.500,97.560,2.440,4.34,224,0.875,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 -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 -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 -hrnet_w18_small,89.050,10.950,97.110,2.890,13.19,224,0.875,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 -gluon_resnet18_v1b,88.400,11.600,96.680,3.320,11.69,224,0.875,bicubic -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 -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 +regnetx_006,90.330,9.670,97.430,2.570,6.20,224,0.875,bicubic +ssl_resnet18,90.230,9.770,97.560,2.440,11.69,224,0.875,bilinear +tv_resnet34,89.920,10.080,97.340,2.660,21.80,224,0.875,bilinear +tf_mobilenetv3_large_075,89.710,10.290,97.220,2.780,3.99,224,0.875,bilinear +skresnet18,89.660,10.340,97.220,2.780,11.96,224,0.875,bicubic +mobilenetv2_100,89.610,10.390,97.140,2.860,3.50,224,0.875,bicubic +resnet18d,89.300,10.700,97.150,2.850,11.71,224,0.875,bicubic +hrnet_w18_small,89.040,10.960,97.100,2.900,13.19,224,0.875,bilinear +tf_mobilenetv3_large_minimal_100,88.960,11.040,96.870,3.130,3.92,224,0.875,bilinear +regnetx_004,88.890,11.110,97.120,2.880,5.16,224,0.875,bicubic +legacy_seresnet18,88.880,11.120,96.970,3.030,11.78,224,0.875,bicubic +gluon_resnet18_v1b,88.370,11.630,96.690,3.310,11.69,224,0.875,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 +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_100,85.180,14.820,95.780,4.220,2.54,224,0.875,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_075,83.490,16.510,94.790,5.210,2.04,224,0.875,bilinear tf_mobilenetv3_small_minimal_100,81.380,18.620,93.670,6.330,2.04,224,0.875,bilinear +inception_resnet_v2,10.930,89.070,28.870,71.130,55.85,299,0.897,bicubic +pnasnet5large,10.690,89.310,31.050,68.950,86.06,331,0.911,bicubic +ens_adv_inception_resnet_v2,10.650,89.350,30.490,69.510,55.85,299,0.897,bicubic +inception_v4,10.570,89.430,28.260,71.740,42.68,299,0.875,bicubic diff --git a/results/results-imagenet-a.csv b/results/results-imagenet-a.csv index ef1f15a0..1f596843 100644 --- a/results/results-imagenet-a.csv +++ b/results/results-imagenet-a.csv @@ -1,263 +1,278 @@ 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 -tf_efficientnet_b7_ns,67.040,32.960,88.667,11.333,66.35,600,0.949,bicubic,-30.870,-11.053,0 -tf_efficientnet_b6_ns,62.267,37.733,85.173,14.827,43.04,528,0.942,bicubic,-35.363,-14.407,0 -ig_resnext101_32x48d,61.013,38.987,83.347,16.653,828.41,224,0.875,bilinear,-36.607,-16.353,0 -tf_efficientnet_b5_ns,60.320,39.680,84.493,15.507,30.39,456,0.934,bicubic,-37.180,-15.137,0 -ig_resnext101_32x32d,58.093,41.907,80.653,19.347,468.53,224,0.875,bilinear,-39.267,-19.027,0 -vit_large_patch16_384,53.867,46.133,80.320,19.680,304.72,384,1.000,bicubic,-43.243,-19.320,+4 -ig_resnext101_32x16d,53.067,46.933,76.907,23.093,194.03,224,0.875,bilinear,-43.753,-22.683,+7 -tf_efficientnet_b4_ns,51.213,48.787,79.187,20.813,19.34,380,0.922,bicubic,-45.737,-20.393,+5 -swsl_resnext101_32x8d,51.187,48.813,78.240,21.760,88.79,224,0.875,bilinear,-46.013,-21.330,-3 -vit_base_patch16_384,50.613,49.387,78.200,21.800,86.86,384,1.000,bicubic,-46.087,-21.310,+5 -tf_efficientnet_b8,48.947,51.053,77.240,22.760,87.41,672,0.954,bicubic,-48.253,-22.260,-3 -resnest269e,48.187,51.813,74.333,25.667,110.93,416,0.928,bicubic,-48.333,-25.017,+8 -tf_efficientnet_b8_ap,46.893,53.107,76.507,23.493,87.41,672,0.954,bicubic,-50.217,-23.153,-4 -swsl_resnext101_32x16d,46.200,53.800,72.200,27.800,194.03,224,0.875,bilinear,-50.400,-27.320,+5 -tf_efficientnet_b7_ap,45.373,54.627,74.213,25.787,66.35,600,0.949,bicubic,-51.827,-25.327,-8 -ig_resnext101_32x8d,45.320,54.680,70.867,29.133,88.79,224,0.875,bilinear,-51.000,-28.563,+8 -resnest200e,44.147,55.853,73.467,26.533,70.20,320,0.909,bicubic,-52.463,-25.883,+1 -tresnet_xl_448,43.480,56.520,72.453,27.547,78.44,448,0.875,bilinear,-52.490,-26.677,+8 -tf_efficientnet_b7,42.960,57.040,73.133,26.867,66.35,600,0.949,bicubic,-54.050,-26.387,-7 -swsl_resnext101_32x4d,41.560,58.440,71.760,28.240,44.18,224,0.875,bilinear,-54.860,-27.710,+1 -tf_efficientnet_b6_ap,40.800,59.200,71.627,28.373,43.04,528,0.942,bicubic,-56.280,-27.993,-10 -tresnet_l_448,40.200,59.800,69.893,30.107,55.99,448,0.875,bilinear,-55.660,-29.227,+8 -vit_large_patch32_384,38.933,61.067,68.920,31.080,306.63,384,1.000,bicubic,-56.897,-30.230,+8 -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,-8 -tf_efficientnet_b5_ap,34.787,65.213,67.493,32.507,30.39,456,0.934,bicubic,-61.893,-31.967,-10 -tresnet_m_448,34.107,65.893,64.493,35.507,31.39,448,0.875,bilinear,-60.883,-34.487,+27 -vit_base_patch32_384,33.613,66.387,65.240,34.760,88.30,384,1.000,bicubic,-62.197,-33.910,+4 -swsl_resnext50_32x4d,33.013,66.987,65.067,34.933,25.03,224,0.875,bilinear,-62.857,-34.183,-1 -ssl_resnext101_32x16d,32.600,67.400,64.000,36.000,194.03,224,0.875,bilinear,-63.200,-35.180,+3 -tf_efficientnet_b5,31.840,68.160,65.293,34.707,30.39,456,0.934,bicubic,-64.510,-34.017,-8 -resnest101e,31.413,68.587,64.360,35.640,48.28,256,0.875,bilinear,-64.447,-34.850,-3 -swsl_resnet50,29.867,70.133,63.853,36.147,25.56,224,0.875,bilinear,-65.543,-35.437,+10 -ssl_resnext101_32x8d,29.040,70.960,60.973,39.027,88.79,224,0.875,bilinear,-66.430,-38.137,+6 -tf_efficientnet_b4,26.293,73.707,60.107,39.893,19.34,380,0.922,bicubic,-69.607,-39.063,-8 -tf_efficientnet_b4_ap,26.240,73.760,60.227,39.773,19.34,380,0.922,bicubic,-69.920,-39.053,-11 -ecaresnet101d,26.027,73.973,58.987,41.013,44.57,224,0.875,bicubic,-69.503,-40.143,+2 -ssl_resnext101_32x4d,24.173,75.827,57.413,42.587,44.18,224,0.875,bilinear,-71.267,-41.717,+3 -tf_efficientnet_b2_ns,24.013,75.987,57.293,42.707,9.11,260,0.890,bicubic,-71.757,-41.827,-5 -nasnetalarge,23.493,76.507,55.027,44.973,88.75,331,0.911,bicubic,-72.187,-43.903,-3 -efficientnet_b3,23.453,76.547,56.587,43.413,12.23,300,0.904,bicubic,-72.127,-42.513,-3 -pnasnet5large,23.333,76.667,53.640,46.360,86.06,331,0.911,bicubic,-72.377,-45.280,-6 -efficientnet_b3a,23.213,76.787,55.960,44.040,12.23,320,1.000,bicubic,-72.497,-43.080,-8 -regnety_032,21.867,78.133,55.267,44.733,19.44,224,0.875,bicubic,-73.493,-43.813,0 -resnest50d_4s2x40d,20.387,79.613,52.800,47.200,30.42,224,0.875,bicubic,-74.573,-46.270,+10 -ssl_resnext50_32x4d,20.000,80.000,53.613,46.387,25.03,224,0.875,bilinear,-74.870,-45.267,+15 -tresnet_xl,19.640,80.360,53.133,46.867,78.44,224,0.875,bilinear,-75.800,-45.917,-5 -gluon_senet154,19.307,80.693,47.533,52.467,115.09,224,0.875,bicubic,-75.613,-51.227,+10 -rexnet_200,19.227,80.773,52.720,47.280,16.37,224,0.875,bicubic,-75.713,-46.290,+7 -legacy_senet154,19.053,80.947,47.947,52.053,115.09,224,0.875,bilinear,-76.017,-50.883,0 -gluon_seresnext101_64x4d,18.907,81.093,49.187,50.813,88.23,224,0.875,bicubic,-76.023,-49.643,+6 -tf_efficientnet_b1_ns,18.693,81.307,51.667,48.333,7.79,240,0.882,bicubic,-76.477,-47.443,-5 -seresnext50_32x4d,18.360,81.640,50.973,49.027,27.56,224,0.875,bicubic,-76.680,-47.907,-1 -ecaresnet50d,18.227,81.773,51.880,48.120,25.58,224,0.875,bicubic,-76.403,-47.010,+16 -tf_efficientnet_lite4,18.133,81.867,50.707,49.293,13.01,380,0.920,bilinear,-76.757,-48.313,+5 -resnest50d_1s4x24d,17.693,82.307,49.800,50.200,25.68,224,0.875,bicubic,-77.057,-49.180,+8 -gluon_seresnext101_32x4d,17.373,82.627,46.373,53.627,48.96,224,0.875,bicubic,-77.547,-52.437,+2 -resnest50d,17.373,82.627,50.707,49.293,27.48,224,0.875,bilinear,-77.457,-48.173,+4 -inception_v4,17.267,82.733,45.920,54.080,42.68,299,0.875,bicubic,-77.113,-52.660,+26 -tf_efficientnet_b3_ap,17.187,82.813,49.680,50.320,12.23,300,0.904,bicubic,-78.133,-49.220,-15 -tf_efficientnet_b3,17.000,83.000,49.267,50.733,12.23,300,0.904,bicubic,-78.010,-49.643,-8 -xception71,17.000,83.000,45.520,54.480,42.34,299,0.903,bicubic,-77.280,-53.120,+29 -gluon_resnext101_64x4d,16.853,83.147,44.213,55.787,83.46,224,0.875,bicubic,-77.817,-54.437,+5 -tresnet_l,16.600,83.400,49.920,50.080,55.99,224,0.875,bilinear,-78.690,-49.090,-18 -gluon_resnet152_v1d,16.573,83.427,44.280,55.720,60.21,224,0.875,bicubic,-78.167,-54.460,0 -gluon_resnet152_v1s,16.573,83.427,44.533,55.467,60.32,224,0.875,bicubic,-78.467,-54.397,-15 -inception_resnet_v2,16.573,83.427,44.960,55.040,55.84,299,0.897,bicubic,-77.967,-53.830,+9 -vit_base_patch16_224,16.493,83.507,47.427,52.573,86.54,224,0.900,bicubic,-77.307,-51.043,+58 -gluon_xception65,16.440,83.560,46.027,53.973,39.92,299,0.903,bicubic,-77.820,-52.543,+23 -wide_resnet50_2,16.280,83.720,48.347,51.653,68.88,224,0.875,bicubic,-78.800,-50.633,-22 -ens_adv_inception_resnet_v2,16.240,83.760,43.640,56.360,55.84,299,0.897,bicubic,-77.920,-54.960,+32 -xception65,16.027,83.973,43.773,56.227,39.92,299,0.903,bicubic,-77.733,-54.597,+56 -ssl_resnet50,15.960,84.040,49.467,50.533,25.56,224,0.875,bilinear,-78.490,-49.453,+11 -regnety_320,15.627,84.373,44.827,55.173,145.05,224,0.875,bicubic,-78.913,-54.023,+3 -ecaresnet101d_pruned,15.600,84.400,48.027,51.973,24.88,224,0.875,bicubic,-79.480,-50.943,-26 -skresnext50_32x4d,15.373,84.627,44.493,55.507,27.48,224,0.875,bicubic,-78.887,-53.967,+18 -ecaresnetlight,15.160,84.840,45.813,54.187,30.16,224,0.875,bicubic,-79.610,-52.987,-14 -rexnet_150,14.720,85.280,46.907,53.093,9.73,224,0.875,bicubic,-79.760,-51.773,+2 -efficientnet_b2a,14.440,85.560,46.080,53.920,9.11,288,1.000,bicubic,-80.170,-52.630,-6 -seresnet50,14.147,85.853,45.467,54.533,28.09,224,0.875,bicubic,-80.403,-53.283,-6 -legacy_seresnext101_32x4d,14.147,85.853,42.973,57.027,48.96,224,0.875,bilinear,-80.223,-55.677,+6 -gluon_resnext101_32x4d,13.867,86.133,41.653,58.347,44.18,224,0.875,bicubic,-80.663,-56.977,-4 -gluon_seresnext50_32x4d,13.600,86.400,43.760,56.240,27.56,224,0.875,bicubic,-80.740,-55.090,+6 -ese_vovnet39b,13.320,86.680,43.813,56.187,24.57,224,0.875,bicubic,-80.770,-54.847,+26 -efficientnet_b2,13.307,86.693,44.440,55.560,9.11,260,0.875,bicubic,-81.393,-54.230,-18 -regnetx_320,13.307,86.693,40.720,59.280,107.81,224,0.875,bicubic,-81.153,-58.020,-3 -efficientnet_b3_pruned,13.173,86.827,45.213,54.787,9.86,300,0.904,bicubic,-81.457,-53.547,-16 -gluon_resnet101_v1d,13.160,86.840,41.493,58.507,44.57,224,0.875,bicubic,-81.060,-57.237,+9 -mixnet_xl,13.120,86.880,43.253,56.747,11.90,224,0.875,bicubic,-81.070,-55.087,+11 -gluon_inception_v3,12.640,87.360,40.493,59.507,23.83,299,0.875,bicubic,-80.820,-58.037,+58 -tresnet_m,12.600,87.400,41.893,58.107,31.39,224,0.875,bilinear,-82.020,-56.657,-19 -regnety_120,12.427,87.573,42.200,57.800,51.82,224,0.875,bicubic,-82.053,-56.610,-11 -efficientnet_em,12.360,87.640,43.880,56.120,6.90,240,0.882,bicubic,-81.480,-54.930,+29 -regnety_160,12.200,87.800,41.320,58.680,83.59,224,0.875,bicubic,-82.140,-57.290,-6 -vit_small_patch16_224,12.147,87.853,40.320,59.680,48.75,224,0.900,bicubic,-80.613,-57.610,+85 -hrnet_w64,12.027,87.973,40.787,59.213,128.06,224,0.875,bilinear,-81.983,-57.823,+17 -cspdarknet53,12.013,87.987,43.253,56.747,27.64,256,0.887,bilinear,-82.647,-55.547,-28 -gluon_resnet101_v1s,11.880,88.120,40.973,59.027,44.67,224,0.875,bicubic,-82.840,-57.847,-32 -resnet50d,11.693,88.307,42.453,57.547,25.58,224,0.875,bicubic,-82.567,-56.267,-6 -dpn92,11.627,88.373,40.267,59.733,37.67,224,0.875,bicubic,-82.603,-58.463,-4 -xception41,11.600,88.400,39.133,60.867,26.97,299,0.903,bicubic,-81.830,-59.297,+49 -dla102x2,11.573,88.427,41.293,58.707,41.28,224,0.875,bilinear,-82.377,-57.197,+13 -regnety_080,11.413,88.587,40.613,59.387,39.18,224,0.875,bicubic,-82.757,-58.067,-1 -efficientnet_b2_pruned,11.360,88.640,42.027,57.973,8.31,260,0.890,bicubic,-82.780,-56.503,+2 -gluon_resnet152_v1c,11.093,88.907,37.120,62.880,60.21,224,0.875,bicubic,-83.067,-61.520,-1 -dpn107,11.080,88.920,38.693,61.307,86.92,224,0.875,bicubic,-83.230,-59.787,-16 -hrnet_w48,11.080,88.920,40.320,59.680,77.47,224,0.875,bilinear,-82.840,-58.290,+9 -ecaresnet50d_pruned,11.027,88.973,41.947,58.053,19.94,224,0.875,bicubic,-83.193,-56.603,-10 -adv_inception_v3,11.013,88.987,36.720,63.280,23.83,299,0.875,bicubic,-81.867,-61.420,+65 -tf_efficientnet_el,10.960,89.040,41.773,58.227,10.59,300,0.904,bicubic,-83.630,-56.977,-36 -tf_efficientnet_b0_ns,10.933,89.067,40.067,59.933,5.29,224,0.875,bicubic,-82.697,-58.573,+26 -tf_inception_v3,10.840,89.160,36.867,63.133,23.83,299,0.875,bicubic,-82.480,-61.163,+43 -resnext50_32x4d,10.800,89.200,40.307,59.693,25.03,224,0.875,bicubic,-83.300,-58.043,-4 -dpn131,10.787,89.213,37.200,62.800,79.25,224,0.875,bicubic,-83.223,-61.520,-2 -tf_efficientnet_b2_ap,10.533,89.467,40.107,59.893,9.11,260,0.890,bicubic,-83.957,-58.513,-36 -resnext50d_32x4d,10.413,89.587,39.733,60.267,25.05,224,0.875,bicubic,-83.767,-58.837,-15 -rexnet_130,10.400,89.600,41.547,58.453,7.56,224,0.875,bicubic,-83.500,-56.853,0 -hrnet_w44,10.320,89.680,39.507,60.493,67.06,224,0.875,bilinear,-83.230,-59.193,+22 -resnext101_32x8d,10.187,89.813,37.827,62.173,88.79,224,0.875,bilinear,-83.643,-60.753,+4 -regnetx_160,10.147,89.853,38.000,62.000,54.28,224,0.875,bicubic,-83.973,-60.750,-12 -dpn98,10.133,89.867,36.587,63.413,61.57,224,0.875,bicubic,-83.997,-61.983,-14 -cspresnext50,10.120,89.880,40.373,59.627,20.57,224,0.875,bilinear,-84.360,-58.417,-40 -legacy_seresnext50_32x4d,10.107,89.893,39.200,60.800,27.56,224,0.875,bilinear,-83.623,-59.380,+9 -inception_v3,10.027,89.973,35.227,64.773,23.83,299,0.875,bicubic,-82.693,-62.743,+60 -xception,9.987,90.013,38.027,61.973,22.86,299,0.897,bicubic,-83.473,-60.543,+22 -regnety_064,9.947,90.053,39.067,60.933,30.58,224,0.875,bicubic,-84.203,-59.663,-21 -dpn68b,9.787,90.213,38.053,61.947,12.61,224,0.875,bicubic,-83.903,-60.457,+7 -gluon_resnet152_v1b,9.747,90.253,36.067,63.933,60.19,224,0.875,bicubic,-84.333,-62.383,-17 -tf_efficientnet_lite3,9.667,90.333,39.000,61.000,8.20,300,0.904,bilinear,-84.533,-59.640,-30 -tf_efficientnet_b2,9.653,90.347,38.880,61.120,9.11,260,0.890,bicubic,-84.707,-59.730,-43 -tf_efficientnet_cc_b1_8e,9.573,90.427,36.773,63.227,39.72,240,0.882,bicubic,-84.327,-61.487,-13 -res2net101_26w_4s,9.520,90.480,35.027,64.973,45.21,224,0.875,bilinear,-84.230,-63.353,-3 -legacy_seresnet152,9.347,90.653,37.413,62.587,66.82,224,0.875,bilinear,-84.053,-60.937,+19 -seresnext26t_32x4d,9.347,90.653,37.520,62.480,16.82,224,0.875,bicubic,-83.723,-60.590,+33 -cspresnet50,9.253,90.747,39.640,60.360,21.62,256,0.887,bilinear,-84.487,-59.000,-4 -hrnet_w40,9.227,90.773,36.893,63.107,57.56,224,0.875,bilinear,-84.263,-61.687,+9 -regnetx_120,9.187,90.813,37.200,62.800,46.11,224,0.875,bicubic,-85.053,-61.450,-42 -seresnext26d_32x4d,9.147,90.853,36.840,63.160,16.81,224,0.875,bicubic,-83.553,-61.310,+47 -efficientnet_b1,9.120,90.880,37.360,62.640,7.79,240,0.875,bicubic,-84.140,-60.810,+21 -resnest26d,9.080,90.920,37.853,62.147,17.07,224,0.875,bilinear,-84.250,-60.777,+14 -regnety_040,9.000,91.000,37.053,62.947,20.65,224,0.875,bicubic,-84.860,-61.597,-20 -gluon_resnext50_32x4d,8.947,91.053,36.333,63.667,25.03,224,0.875,bicubic,-84.863,-62.077,-18 -rexnet_100,8.893,91.107,36.373,63.627,4.80,224,0.875,bicubic,-84.137,-61.817,+28 -seresnext26tn_32x4d,8.893,91.107,36.907,63.093,16.81,224,0.875,bicubic,-83.927,-61.463,+33 -mixnet_l,8.853,91.147,36.187,63.813,7.33,224,0.875,bicubic,-84.597,-62.033,+4 -dla169,8.640,91.360,36.040,63.960,53.39,224,0.875,bilinear,-84.700,-62.560,+7 -hrnet_w30,8.613,91.387,37.040,62.960,37.71,224,0.875,bilinear,-84.587,-61.370,+14 -legacy_seresnet101,8.533,91.467,36.013,63.987,49.33,224,0.875,bilinear,-84.747,-62.497,+11 -tf_efficientnet_b1_ap,8.453,91.547,35.253,64.747,7.79,240,0.882,bicubic,-85.237,-63.107,-14 -resnetblur50,8.240,91.760,37.400,62.600,25.56,224,0.875,bicubic,-85.720,-61.190,-36 -dla102x,8.200,91.800,37.013,62.987,26.31,224,0.875,bilinear,-85.320,-61.497,-8 -hrnet_w32,8.040,91.960,37.507,62.493,41.23,224,0.875,bilinear,-85.490,-60.943,-10 -res2net50_26w_8s,8.000,92.000,33.853,66.147,48.40,224,0.875,bilinear,-85.540,-64.407,-12 -gluon_resnet101_v1c,7.987,92.013,33.360,66.640,44.57,224,0.875,bicubic,-85.683,-65.060,-18 -gluon_resnet50_v1d,7.920,92.080,35.000,65.000,25.58,224,0.875,bicubic,-85.850,-63.390,-28 -dla60_res2next,7.787,92.213,34.987,65.013,17.03,224,0.875,bilinear,-85.393,-63.433,+6 -densenetblur121d,7.720,92.280,34.733,65.267,8.00,224,0.875,bicubic,-84.190,-63.337,+54 -dla60_res2net,7.560,92.440,34.627,65.373,20.85,224,0.875,bilinear,-85.620,-63.783,+5 -efficientnet_b1_pruned,7.440,92.560,34.533,65.467,6.33,240,0.882,bicubic,-85.330,-63.507,+20 -wide_resnet101_2,7.360,92.640,34.147,65.853,126.89,224,0.875,bilinear,-86.360,-64.393,-27 -regnetx_064,7.333,92.667,34.373,65.627,26.21,224,0.875,bicubic,-86.557,-64.257,-42 -gluon_resnet101_v1b,7.227,92.773,32.773,67.227,44.55,224,0.875,bicubic,-86.523,-65.537,-32 -gluon_resnet50_v1s,7.213,92.787,33.507,66.493,25.68,224,0.875,bicubic,-86.407,-64.953,-26 -efficientnet_b0,7.213,92.787,34.013,65.987,5.29,224,0.875,bicubic,-85.477,-64.057,+23 -tf_mixnet_l,7.147,92.853,31.613,68.387,7.33,224,0.875,bicubic,-86.163,-66.417,-9 -tf_efficientnet_b1,7.133,92.867,33.040,66.960,7.79,240,0.882,bicubic,-86.367,-65.320,-22 -tf_efficientnet_cc_b0_8e,7.120,92.880,31.787,68.213,24.01,224,0.875,bicubic,-85.710,-66.393,+9 -ese_vovnet19b_dw,6.733,93.267,33.413,66.587,6.54,224,0.875,bicubic,-85.557,-64.677,+34 -selecsls60b,6.733,93.267,33.267,66.733,32.77,224,0.875,bicubic,-86.567,-65.013,-12 -efficientnet_es,6.707,93.293,33.840,66.160,5.44,224,0.875,bicubic,-86.433,-64.580,-6 -res2net50_26w_6s,6.693,93.307,31.653,68.347,37.05,224,0.875,bilinear,-86.717,-66.627,-20 -legacy_seresnext26_32x4d,6.627,93.373,33.253,66.747,16.79,224,0.875,bicubic,-86.013,-64.877,+17 -mixnet_m,6.627,93.373,32.053,67.947,5.01,224,0.875,bicubic,-85.803,-65.817,+24 -skresnet34,6.480,93.520,31.547,68.453,22.28,224,0.875,bicubic,-85.910,-66.603,+25 -dla60x,6.427,93.573,34.080,65.920,17.35,224,0.875,bilinear,-86.693,-64.430,-10 -resnet34d,6.400,93.600,31.493,68.507,21.82,224,0.875,bicubic,-86.280,-66.817,+11 -regnetx_080,6.307,93.693,32.320,67.680,39.57,224,0.875,bicubic,-87.563,-66.200,-57 -swsl_resnet18,6.240,93.760,31.600,68.400,11.69,224,0.875,bilinear,-84.450,-66.100,+58 -legacy_seresnet50,6.187,93.813,32.653,67.347,28.09,224,0.875,bilinear,-86.773,-65.537,-6 -tv_resnet152,6.040,93.960,32.053,67.947,60.19,224,0.875,bilinear,-87.260,-66.337,-22 -regnetx_040,5.973,94.027,31.547,68.453,22.12,224,0.875,bicubic,-87.587,-66.993,-42 -tf_efficientnet_cc_b0_4e,5.973,94.027,29.600,70.400,13.31,224,0.875,bicubic,-86.617,-68.480,+9 -resnet50,5.933,94.067,29.093,70.907,25.56,224,0.875,bicubic,-87.877,-69.297,-58 -dla102,5.880,94.120,32.707,67.293,33.27,224,0.875,bilinear,-87.180,-65.833,-16 -regnety_016,5.680,94.320,30.413,69.587,11.20,224,0.875,bicubic,-87.350,-67.947,-15 -selecsls60,5.653,94.347,32.507,67.493,30.67,224,0.875,bicubic,-87.377,-65.793,-14 -res2next50,5.627,94.373,30.867,69.133,24.67,224,0.875,bilinear,-87.213,-67.313,-12 -tf_efficientnet_em,5.520,94.480,32.173,67.827,6.90,240,0.882,bicubic,-87.960,-66.267,-42 -hrnet_w18,5.493,94.507,30.960,69.040,21.30,224,0.875,bilinear,-86.827,-67.280,+12 -resnest14d,5.480,94.520,28.547,71.453,10.61,224,0.875,bilinear,-86.240,-69.323,+26 -tf_efficientnet_lite2,5.360,94.640,30.907,69.093,6.09,260,0.890,bicubic,-87.290,-67.323,-3 -tf_efficientnet_b0_ap,5.307,94.693,28.813,71.187,5.29,224,0.875,bicubic,-86.893,-69.207,+14 -densenet121,5.293,94.707,29.907,70.093,7.98,224,0.875,bicubic,-86.277,-68.123,+24 -res2net50_26w_4s,5.160,94.840,29.360,70.640,25.70,224,0.875,bilinear,-87.340,-68.930,+1 -tf_mixnet_m,5.080,94.920,28.147,71.853,5.01,224,0.875,bicubic,-87.250,-69.743,+5 -tf_efficientnet_b0,5.067,94.933,28.800,71.200,5.29,224,0.875,bicubic,-87.183,-69.200,+7 -mobilenetv3_large_100,5.067,94.933,28.187,71.813,5.48,224,0.875,bicubic,-86.253,-69.523,+24 -res2net50_14w_8s,5.040,94.960,28.773,71.227,25.06,224,0.875,bilinear,-87.700,-69.407,-16 -mixnet_s,4.907,95.093,28.573,71.427,4.13,224,0.875,bicubic,-86.923,-69.287,+15 -mobilenetv3_rw,4.907,95.093,29.853,70.147,5.48,224,0.875,bicubic,-86.303,-67.807,+23 -gluon_resnet50_v1c,4.893,95.107,28.147,71.853,25.58,224,0.875,bicubic,-88.137,-70.243,-32 -regnetx_032,4.853,95.147,30.280,69.720,15.30,224,0.875,bicubic,-88.267,-68.110,-36 -tv_resnext50_32x4d,4.840,95.160,30.307,69.693,25.03,224,0.875,bilinear,-87.900,-67.963,-20 -tv_resnet101,4.707,95.293,29.333,70.667,44.55,224,0.875,bilinear,-88.103,-68.917,-26 -densenet161,4.693,95.307,29.547,70.453,28.68,224,0.875,bicubic,-87.807,-68.513,-9 -selecsls42b,4.667,95.333,28.587,71.413,32.46,224,0.875,bicubic,-87.613,-69.563,-3 -tf_efficientnet_lite1,4.613,95.387,28.387,71.613,5.42,240,0.882,bicubic,-88.007,-69.693,-17 -mobilenetv2_120d,4.533,95.467,29.280,70.720,5.83,224,0.875,bicubic,-87.867,-68.770,-10 -fbnetc_100,4.133,95.867,25.933,74.067,5.57,224,0.875,bilinear,-86.567,-71.277,+26 -densenet201,4.120,95.880,27.547,72.453,20.01,224,0.875,bicubic,-88.630,-70.683,-29 -gluon_resnet50_v1b,4.120,95.880,26.933,73.067,25.56,224,0.875,bicubic,-88.420,-71.237,-17 -resnet26d,4.040,95.960,28.520,71.480,16.01,224,0.875,bicubic,-88.030,-69.440,-4 -semnasnet_100,3.960,96.040,26.947,73.053,3.89,224,0.875,bicubic,-87.320,-70.613,+8 -tf_mixnet_s,3.880,96.120,25.253,74.747,4.13,224,0.875,bicubic,-87.630,-72.367,+4 -dpn68,3.867,96.133,26.080,73.920,12.61,224,0.875,bicubic,-88.143,-71.970,-6 -regnety_008,3.813,96.187,27.133,72.867,6.26,224,0.875,bicubic,-87.937,-71.047,-1 -dla60,3.773,96.227,27.933,72.067,22.04,224,0.875,bilinear,-88.457,-70.177,-12 -ssl_resnet18,3.747,96.253,25.427,74.573,11.69,224,0.875,bilinear,-86.473,-72.123,+23 -mobilenetv2_140,3.720,96.280,26.747,73.253,6.11,224,0.875,bicubic,-88.110,-70.943,-6 -densenet169,3.707,96.293,25.613,74.387,14.15,224,0.875,bicubic,-88.223,-72.487,-10 -regnetx_016,3.627,96.373,26.293,73.707,9.19,224,0.875,bicubic,-88.543,-71.917,-14 -res2net50_48w_2s,3.587,96.413,26.613,73.387,25.29,224,0.875,bilinear,-88.963,-71.467,-30 -spnasnet_100,3.547,96.453,24.293,75.707,4.42,224,0.875,bilinear,-86.803,-72.897,+17 -tf_mobilenetv3_large_100,3.547,96.453,25.053,74.947,5.48,224,0.875,bilinear,-87.693,-72.607,-2 -regnety_006,3.467,96.533,24.893,75.107,6.06,224,0.875,bicubic,-87.903,-72.817,-6 -tf_efficientnet_es,3.427,96.573,27.493,72.507,5.44,224,0.875,bicubic,-89.123,-70.787,-33 -legacy_seresnet34,3.333,96.667,23.800,76.200,21.96,224,0.875,bilinear,-87.557,-73.780,+5 -efficientnet_lite0,3.253,96.747,25.867,74.133,4.65,224,0.875,bicubic,-87.887,-71.763,-3 -dla34,3.227,96.773,23.573,76.427,15.74,224,0.875,bilinear,-87.533,-74.087,+5 -regnety_004,3.200,96.800,22.653,77.347,4.34,224,0.875,bicubic,-87.300,-74.887,+8 -mobilenetv2_110d,3.173,96.827,24.587,75.413,4.52,224,0.875,bicubic,-87.777,-72.963,0 -mnasnet_100,3.120,96.880,24.227,75.773,4.38,224,0.875,bicubic,-87.390,-73.243,+5 -tf_efficientnet_lite0,3.080,96.920,22.907,77.093,4.65,224,0.875,bicubic,-87.960,-74.683,-4 -skresnet18,3.013,96.987,22.800,77.200,11.96,224,0.875,bicubic,-86.647,-74.430,+10 -resnet34,2.920,97.080,23.680,76.320,21.80,224,0.875,bilinear,-88.210,-73.940,-9 -tf_mobilenetv3_large_075,2.867,97.133,21.573,78.427,3.99,224,0.875,bilinear,-86.813,-75.637,+7 -hrnet_w18_small_v2,2.720,97.280,23.693,76.307,15.60,224,0.875,bilinear,-88.470,-74.207,-13 -gluon_resnet34_v1b,2.667,97.333,21.680,78.320,21.80,224,0.875,bicubic,-88.293,-75.950,-8 -regnetx_008,2.653,97.347,22.453,77.547,7.26,224,0.875,bicubic,-88.397,-75.257,-11 -resnet18d,2.600,97.400,21.613,78.387,11.71,224,0.875,bicubic,-86.680,-75.537,+6 -tv_densenet121,2.560,97.440,22.667,77.333,7.98,224,0.875,bicubic,-88.330,-75.043,-8 -regnetx_006,2.507,97.493,20.653,79.347,6.20,224,0.875,bicubic,-87.843,-76.777,-3 -legacy_seresnet18,2.493,97.507,20.080,79.920,11.78,224,0.875,bicubic,-86.387,-76.900,+7 -resnet26,2.480,97.520,22.987,77.013,16.00,224,0.875,bicubic,-88.630,-74.753,-17 -regnety_002,2.147,97.853,18.880,81.120,3.16,224,0.875,bicubic,-85.233,-77.710,+7 -mobilenetv2_100,2.147,97.853,19.907,80.093,3.50,224,0.875,bicubic,-87.453,-77.233,0 -tf_mobilenetv3_small_100,2.013,97.987,15.867,84.133,2.54,224,0.875,bilinear,-83.177,-79.903,+9 -tf_mobilenetv3_small_075,2.000,98.000,14.813,85.187,2.04,224,0.875,bilinear,-81.520,-79.977,+11 -regnetx_004,1.960,98.040,19.173,80.827,5.16,224,0.875,bicubic,-86.940,-77.947,0 -tv_resnet34,1.867,98.133,20.000,80.000,21.80,224,0.875,bilinear,-88.073,-77.340,-8 -dla46x_c,1.760,98.240,16.480,83.520,1.07,224,0.875,bilinear,-82.490,-78.790,+6 -tf_mobilenetv3_large_minimal_100,1.627,98.373,17.120,82.880,3.92,224,0.875,bilinear,-87.343,-79.740,-4 -dla60x_c,1.613,98.387,18.040,81.960,1.32,224,0.875,bilinear,-84.677,-78.120,+1 -gluon_resnet18_v1b,1.547,98.453,16.613,83.387,11.69,224,0.875,bicubic,-86.853,-80.067,-3 -hrnet_w18_small,1.533,98.467,18.120,81.880,13.19,224,0.875,bilinear,-87.517,-78.990,-8 -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,-6 -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,-48 +tf_efficientnet_l2_ns,84.707,15.293,96.040,3.960,480.31,800,0.960,bicubic,-12.063,-3.410,-2 +tf_efficientnet_l2_ns_475,83.360,16.640,95.480,4.520,480.31,475,0.936,bicubic,-13.210,-3.920,-2 +tf_efficientnet_b7_ns,66.880,33.120,88.507,11.493,66.35,600,0.949,bicubic,-31.660,-11.313,-2 +tf_efficientnet_b6_ns,61.640,38.360,84.787,15.213,43.04,528,0.942,bicubic,-36.240,-14.933,-1 +ig_resnext101_32x48d,61.040,38.960,83.253,16.747,828.41,224,0.875,bilinear,-37.450,-16.577,-3 +tf_efficientnet_b5_ns,59.787,40.213,84.213,15.787,30.39,456,0.934,bicubic,-37.853,-15.487,-2 +resnetv2_152x4_bitm,59.560,40.440,83.147,16.853,936.53,480,1.000,bilinear,-38.070,-16.433,-2 +ig_resnext101_32x32d,57.933,42.067,80.760,19.240,468.53,224,0.875,bilinear,-39.557,-18.870,-2 +vit_base_resnet50_384,54.333,45.667,80.827,19.173,98.95,384,1.000,bicubic,-42.867,-18.713,+1 +resnetv2_152x2_bitm,53.773,46.227,81.840,18.160,236.34,480,1.000,bilinear,-43.417,-17.730,+1 +vit_large_patch16_384,53.053,46.947,79.853,20.147,304.72,384,1.000,bicubic,-44.127,-19.707,+1 +ig_resnext101_32x16d,53.040,46.960,76.853,23.147,194.03,224,0.875,bilinear,-43.970,-22.667,+6 +resnetv2_101x3_bitm,52.307,47.693,80.227,19.773,387.93,480,1.000,bilinear,-44.803,-19.433,+2 +swsl_resnext101_32x8d,51.160,48.840,78.213,21.787,88.79,224,0.875,bilinear,-46.050,-21.287,-5 +tf_efficientnet_b4_ns,50.907,49.093,79.040,20.960,19.34,380,0.922,bicubic,-46.173,-20.580,+2 +vit_base_patch16_384,50.027,49.973,77.600,22.400,86.86,384,1.000,bicubic,-46.713,-21.740,+6 +tf_efficientnet_b8,47.987,52.013,76.467,23.533,87.41,672,0.954,bicubic,-49.493,-23.143,-10 +resnest269e,47.653,52.347,74.013,25.987,110.93,416,0.928,bicubic,-48.867,-25.337,+10 +resnetv2_50x3_bitm,46.533,53.467,76.760,23.240,217.32,480,1.000,bilinear,-50.397,-22.820,0 +tf_efficientnet_b8_ap,46.453,53.547,76.160,23.840,87.41,672,0.954,bicubic,-50.677,-23.430,-7 +swsl_resnext101_32x16d,46.027,53.973,72.067,27.933,194.03,224,0.875,bilinear,-50.593,-27.283,+5 +tf_efficientnet_b7_ap,45.267,54.733,74.027,25.973,66.35,600,0.949,bicubic,-52.093,-25.653,-14 +ig_resnext101_32x8d,45.227,54.773,70.853,29.147,88.79,224,0.875,bilinear,-51.083,-28.577,+10 +resnest200e,43.867,56.133,73.293,26.707,70.20,320,0.909,bicubic,-52.803,-26.077,+1 +tresnet_xl_448,43.187,56.813,72.133,27.867,78.44,448,0.875,bilinear,-52.783,-26.987,+14 +tf_efficientnet_b7,42.213,57.787,72.547,27.453,66.35,600,0.949,bicubic,-54.867,-26.963,-10 +swsl_resnext101_32x4d,41.627,58.373,71.880,28.120,44.18,224,0.875,bilinear,-54.783,-27.590,+2 +tf_efficientnet_b6_ap,40.320,59.680,71.387,28.613,43.04,528,0.942,bicubic,-56.800,-28.253,-14 +tresnet_l_448,40.133,59.867,69.707,30.293,55.99,448,0.875,bilinear,-55.727,-29.413,+15 +resnetv2_101x1_bitm,38.747,61.253,71.000,29.000,44.54,480,1.000,bilinear,-57.323,-28.300,+7 +resnet200d_320,37.813,62.187,68.200,31.800,64.69,320,1.000,bicubic,-58.967,-31.220,-10 +seresnet152d_320,37.453,62.547,69.053,30.947,66.84,320,1.000,bicubic,-59.377,-30.537,+21 +tf_efficientnet_b3_ns,35.480,64.520,67.720,32.280,12.23,300,0.904,bicubic,-60.890,-31.630,-2 +vit_large_patch16_224,35.240,64.760,64.320,35.680,304.33,224,0.900,bicubic,-60.700,-34.920,+7 +tf_efficientnet_b6,34.947,65.053,67.293,32.707,43.04,528,0.942,bicubic,-61.743,-32.167,-10 +tf_efficientnet_b5_ap,34.333,65.667,67.053,32.947,30.39,456,0.934,bicubic,-62.377,-32.457,-12 +resnet152d_320,33.720,66.280,65.467,34.533,60.21,320,1.000,bicubic,-62.630,-33.923,-5 +tresnet_m_448,33.627,66.373,64.293,35.707,31.39,448,0.875,bilinear,-61.363,-34.687,+32 +vit_base_patch32_384,33.160,66.840,64.680,35.320,88.30,384,1.000,bicubic,-62.650,-34.470,+9 +swsl_resnext50_32x4d,33.027,66.973,65.173,34.827,25.03,224,0.875,bilinear,-62.853,-34.077,+4 +ssl_resnext101_32x16d,32.373,67.627,63.693,36.307,194.03,224,0.875,bilinear,-63.437,-35.487,+6 +seresnet152d,31.600,68.400,63.373,36.627,66.84,256,0.940,bicubic,-65.000,-36.147,+27 +resnest101e,31.600,68.400,64.053,35.947,48.28,256,0.875,bilinear,-64.250,-35.157,+4 +vit_base_patch16_224,31.573,68.427,61.213,38.787,86.57,224,0.900,bicubic,-63.767,-37.787,+16 +tf_efficientnet_b5,31.107,68.893,64.507,35.493,30.39,456,0.934,bicubic,-65.233,-34.803,-11 +resnet200d,30.053,69.947,61.160,38.840,64.69,256,0.940,bicubic,-66.237,-38.090,-9 +swsl_resnet50,29.787,70.213,63.800,36.200,25.56,224,0.875,bilinear,-65.623,-35.480,+11 +ssl_resnext101_32x8d,28.853,71.147,60.627,39.373,88.79,224,0.875,bilinear,-66.617,-38.483,+7 +resnet101d_320,28.747,71.253,62.013,37.987,44.57,320,1.000,bicubic,-67.543,-37.217,-13 +resnetv2_50x1_bitm,27.453,72.547,63.133,36.867,25.55,480,1.000,bilinear,-67.587,-36.027,+18 +resnet152d,25.947,74.053,58.573,41.427,60.21,256,0.940,bicubic,-70.043,-40.687,-11 +tf_efficientnet_b4,25.867,74.133,59.880,40.120,19.34,380,0.922,bicubic,-70.023,-39.290,-8 +tf_efficientnet_b4_ap,25.827,74.173,59.613,40.387,19.34,380,0.922,bicubic,-70.343,-39.667,-15 +ecaresnet101d,25.773,74.227,58.720,41.280,44.57,224,0.875,bicubic,-69.767,-40.410,0 +tf_efficientnet_b2_ns,24.120,75.880,57.480,42.520,9.11,260,0.890,bicubic,-71.620,-41.640,-5 +ssl_resnext101_32x4d,23.760,76.240,57.160,42.840,44.18,224,0.875,bilinear,-71.670,-41.970,+1 +efficientnet_b3,23.587,76.413,56.440,43.560,12.23,300,0.904,bicubic,-71.993,-42.660,-4 +efficientnet_b3a,23.120,76.880,55.813,44.187,12.23,320,1.000,bicubic,-72.600,-43.227,-7 +nasnetalarge,23.120,76.880,54.560,45.440,88.75,331,0.911,bicubic,-72.560,-44.370,-7 +resnet101d,22.240,77.760,54.667,45.333,44.57,256,0.940,bicubic,-73.690,-44.403,-17 +regnety_032,21.787,78.213,54.880,45.120,19.44,224,0.875,bicubic,-73.573,-44.220,-2 +resnest50d_4s2x40d,20.080,79.920,52.907,47.093,30.42,224,0.875,bicubic,-74.870,-45.913,+10 +ssl_resnext50_32x4d,19.680,80.320,53.253,46.747,25.03,224,0.875,bilinear,-75.180,-45.617,+14 +tresnet_xl,19.320,80.680,52.867,47.133,78.44,224,0.875,bilinear,-76.120,-46.193,-8 +gluon_senet154,19.067,80.933,47.187,52.813,115.09,224,0.875,bicubic,-75.863,-51.583,+9 +gluon_seresnext101_64x4d,18.960,81.040,48.960,51.040,88.23,224,0.875,bicubic,-75.990,-50.110,+7 +legacy_senet154,18.920,81.080,47.600,52.400,115.09,224,0.875,bilinear,-76.140,-51.230,-1 +tf_efficientnet_b1_ns,18.907,81.093,51.667,48.333,7.79,240,0.882,bicubic,-76.263,-47.443,-5 +rexnet_200,18.880,81.120,52.587,47.413,16.37,224,0.875,bicubic,-76.050,-46.413,+6 +seresnext50_32x4d,18.227,81.773,50.907,49.093,27.56,224,0.875,bicubic,-76.813,-47.983,-1 +ecaresnet50d,17.973,82.027,51.480,48.520,25.58,224,0.875,bicubic,-76.647,-47.290,+18 +resnest50d_1s4x24d,17.653,82.347,49.613,50.387,25.68,224,0.875,bicubic,-77.107,-49.367,+9 +tf_efficientnet_lite4,17.627,82.373,50.253,49.747,13.01,380,0.920,bilinear,-77.233,-48.767,+5 +gluon_seresnext101_32x4d,17.360,82.640,46.480,53.520,48.96,224,0.875,bicubic,-77.560,-52.330,+2 +resnest50d,17.280,82.720,50.533,49.467,27.48,224,0.875,bilinear,-77.540,-48.347,+4 +tf_efficientnet_b3_ap,17.000,83.000,49.387,50.613,12.23,300,0.904,bicubic,-78.320,-49.513,-15 +gluon_resnext101_64x4d,16.693,83.307,43.960,56.040,83.46,224,0.875,bicubic,-77.947,-54.700,+9 +tf_efficientnet_b3,16.693,83.307,49.107,50.893,12.23,300,0.904,bicubic,-78.317,-49.803,-8 +xception71,16.600,83.400,45.240,54.760,42.34,299,0.903,bicubic,-77.690,-53.400,+27 +gluon_resnet152_v1s,16.467,83.533,44.200,55.800,60.32,224,0.875,bicubic,-78.583,-54.730,-13 +tresnet_l,16.413,83.587,49.573,50.427,55.99,224,0.875,bilinear,-78.877,-49.437,-19 +gluon_xception65,16.213,83.787,45.920,54.080,39.92,299,0.903,bicubic,-78.047,-52.650,+26 +wide_resnet50_2,16.200,83.800,48.080,51.920,68.88,224,0.875,bicubic,-78.870,-50.890,-18 +gluon_resnet152_v1d,16.160,83.840,44.107,55.893,60.21,224,0.875,bicubic,-78.590,-54.633,-2 +xception65,15.893,84.107,43.453,56.547,39.92,299,0.903,bicubic,-77.877,-54.907,+56 +ssl_resnet50,15.813,84.187,49.280,50.720,25.56,224,0.875,bilinear,-78.677,-49.640,+9 +ecaresnet101d_pruned,15.480,84.520,47.947,52.053,24.88,224,0.875,bicubic,-79.590,-51.033,-23 +regnety_320,15.453,84.547,44.560,55.440,145.05,224,0.875,bicubic,-79.097,-54.280,+5 +ecaresnetlight,15.173,84.827,45.680,54.320,30.16,224,0.875,bicubic,-79.607,-53.120,-9 +skresnext50_32x4d,15.120,84.880,44.453,55.547,27.48,224,0.875,bicubic,-79.140,-54.017,+19 +rexnet_150,14.360,85.640,46.587,53.413,9.73,224,0.875,bicubic,-80.110,-52.203,+8 +efficientnet_b2a,14.307,85.693,45.787,54.213,9.11,288,1.000,bicubic,-80.323,-52.923,-5 +seresnet50,14.027,85.973,45.347,54.653,28.09,224,0.875,bicubic,-80.533,-53.403,-1 +legacy_seresnext101_32x4d,13.893,86.107,42.640,57.360,48.96,224,0.875,bilinear,-80.467,-56.000,+8 +gluon_resnext101_32x4d,13.680,86.320,41.467,58.533,44.18,224,0.875,bicubic,-80.840,-57.163,-1 +gluon_seresnext50_32x4d,13.453,86.547,43.507,56.493,27.56,224,0.875,bicubic,-80.897,-55.113,+7 +efficientnet_b2,13.253,86.747,44.493,55.507,9.11,260,0.875,bicubic,-81.457,-54.177,-14 +regnetx_320,13.160,86.840,40.253,59.747,107.81,224,0.875,bicubic,-81.280,-58.477,+2 +ese_vovnet39b,13.147,86.853,43.680,56.320,24.57,224,0.875,bicubic,-80.943,-54.980,+25 +mixnet_xl,13.000,87.000,43.133,56.867,11.90,224,0.875,bicubic,-81.190,-55.207,+14 +efficientnet_b3_pruned,12.987,87.013,44.813,55.187,9.86,300,0.904,bicubic,-81.633,-54.077,-13 +gluon_resnet101_v1d,12.760,87.240,41.267,58.733,44.57,224,0.875,bicubic,-81.440,-57.293,+11 +gluon_inception_v3,12.507,87.493,40.200,59.800,23.83,299,0.875,bicubic,-80.953,-58.360,+58 +tresnet_m,12.373,87.627,41.547,58.453,31.39,224,0.875,bilinear,-82.237,-57.003,-13 +regnety_120,12.240,87.760,41.893,58.107,51.82,224,0.875,bicubic,-82.240,-56.917,-7 +regnety_160,12.173,87.827,41.107,58.893,83.59,224,0.875,bicubic,-82.177,-57.743,-2 +gluon_resnet101_v1s,12.013,87.987,40.773,59.227,44.67,224,0.875,bicubic,-82.687,-58.047,-23 +efficientnet_em,11.947,88.053,43.667,56.333,6.90,240,0.882,bicubic,-81.903,-55.143,+28 +vit_small_patch16_224,11.907,88.093,39.920,60.080,48.75,224,0.900,bicubic,-80.863,-58.010,+84 +hrnet_w64,11.880,88.120,40.560,59.440,128.06,224,0.875,bilinear,-82.110,-58.050,+17 +cspdarknet53,11.680,88.320,42.893,57.107,27.64,256,0.887,bilinear,-82.990,-55.917,-26 +resnet50d,11.640,88.360,42.120,57.880,25.58,224,0.875,bicubic,-82.630,-56.600,-5 +xception41,11.560,88.440,38.760,61.240,26.97,299,0.903,bicubic,-81.850,-59.660,+51 +dla102x2,11.387,88.613,41.267,58.733,41.28,224,0.875,bilinear,-82.563,-57.223,+14 +dpn92,11.280,88.720,39.520,60.480,37.67,224,0.875,bicubic,-82.940,-59.210,-4 +efficientnet_b2_pruned,11.253,88.747,41.773,58.227,8.31,260,0.890,bicubic,-82.887,-56.747,+4 +regnety_080,11.253,88.747,40.613,59.387,39.18,224,0.875,bicubic,-82.927,-58.067,0 +tf_efficientnet_b0_ns,11.080,88.920,39.880,60.120,5.29,224,0.875,bicubic,-82.540,-58.760,+33 +ecaresnet50d_pruned,11.000,89.000,42.000,58.000,19.94,224,0.875,bicubic,-83.210,-56.730,-7 +hrnet_w48,10.853,89.147,39.973,60.027,77.47,224,0.875,bilinear,-83.087,-58.637,+10 +tf_inception_v3,10.840,89.160,36.680,63.320,23.83,299,0.875,bicubic,-82.490,-61.360,+47 +dpn107,10.827,89.173,38.427,61.573,86.92,224,0.875,bicubic,-83.483,-60.053,-18 +adv_inception_v3,10.827,89.173,36.467,63.533,23.83,299,0.875,bicubic,-82.063,-61.663,+65 +tf_efficientnet_el,10.800,89.200,41.093,58.907,10.59,300,0.904,bicubic,-83.810,-57.657,-34 +gluon_resnet152_v1c,10.760,89.240,36.840,63.160,60.21,224,0.875,bicubic,-83.400,-61.800,-7 +resnext50_32x4d,10.627,89.373,40.187,59.813,25.03,224,0.875,bicubic,-83.483,-58.163,-3 +dpn131,10.600,89.400,36.973,63.027,79.25,224,0.875,bicubic,-83.400,-61.747,-1 +resnext50d_32x4d,10.453,89.547,39.373,60.627,25.05,224,0.875,bicubic,-83.737,-59.207,-13 +tf_efficientnet_b2_ap,10.400,89.600,39.747,60.253,9.11,260,0.890,bicubic,-84.090,-58.873,-33 +rexnet_130,10.347,89.653,41.387,58.613,7.56,224,0.875,bicubic,-83.553,-57.013,+2 +hrnet_w44,10.333,89.667,39.200,60.800,67.06,224,0.875,bilinear,-83.247,-59.500,+21 +dpn98,10.107,89.893,36.453,63.547,61.57,224,0.875,bicubic,-84.023,-62.117,-11 +cspresnext50,10.093,89.907,40.253,59.747,20.57,224,0.875,bilinear,-84.387,-58.427,-36 +regnety_064,10.000,90.000,38.920,61.080,30.58,224,0.875,bicubic,-84.150,-59.810,-15 +regnetx_160,9.973,90.027,37.733,62.267,54.28,224,0.875,bicubic,-84.147,-61.007,-13 +resnext101_32x8d,9.960,90.040,37.493,62.507,88.79,224,0.875,bilinear,-83.840,-61.087,+3 +legacy_seresnext50_32x4d,9.880,90.120,38.973,61.027,27.56,224,0.875,bilinear,-83.840,-59.607,+9 +xception,9.880,90.120,37.920,62.080,22.86,299,0.897,bicubic,-83.590,-60.610,+22 +inception_v3,9.827,90.173,35.040,64.960,23.83,299,0.875,bicubic,-82.893,-62.920,+58 +tf_efficientnet_b2,9.653,90.347,38.640,61.360,9.11,260,0.890,bicubic,-84.717,-59.970,-39 +tf_efficientnet_cc_b1_8e,9.613,90.387,36.880,63.120,39.72,240,0.882,bicubic,-84.297,-61.370,-10 +dpn68b,9.587,90.413,37.720,62.280,12.61,224,0.875,bicubic,-84.093,-60.800,+6 +gluon_resnet152_v1b,9.587,90.413,35.693,64.307,60.19,224,0.875,bicubic,-84.503,-62.757,-18 +tf_efficientnet_lite3,9.480,90.520,38.960,61.040,8.20,300,0.904,bilinear,-84.710,-59.680,-28 +res2net101_26w_4s,9.413,90.587,34.440,65.560,45.21,224,0.875,bilinear,-84.317,-63.880,-1 +legacy_seresnet152,9.240,90.760,37.120,62.880,66.82,224,0.875,bilinear,-84.180,-61.230,+17 +cspresnet50,9.213,90.787,39.467,60.533,21.62,256,0.887,bilinear,-84.537,-59.163,-5 +efficientnet_b1,9.213,90.787,37.227,62.773,7.79,240,0.875,bicubic,-84.057,-60.963,+25 +seresnext26t_32x4d,9.187,90.813,37.187,62.813,16.82,224,0.875,bicubic,-83.873,-60.913,+32 +hrnet_w40,9.107,90.893,36.533,63.467,57.56,224,0.875,bilinear,-84.383,-62.057,+9 +regnetx_120,9.067,90.933,36.947,63.053,46.11,224,0.875,bicubic,-85.173,-61.723,-41 +gluon_resnext50_32x4d,9.027,90.973,36.320,63.680,25.03,224,0.875,bicubic,-84.793,-62.090,-15 +resnest26d,9.013,90.987,37.560,62.440,17.07,224,0.875,bilinear,-84.357,-61.080,+13 +regnety_040,8.853,91.147,37.000,63.000,20.65,224,0.875,bicubic,-85.007,-61.640,-19 +rexnet_100,8.813,91.187,36.240,63.760,4.80,224,0.875,bicubic,-84.217,-61.950,+30 +seresnext26tn_32x4d,8.800,91.200,36.600,63.400,16.81,224,0.875,bicubic,-84.010,-61.770,+33 +seresnext26d_32x4d,8.800,91.200,36.427,63.573,16.81,224,0.875,bicubic,-83.930,-61.723,+40 +mixnet_l,8.747,91.253,36.173,63.827,7.33,224,0.875,bicubic,-84.683,-62.047,+4 +hrnet_w30,8.533,91.467,36.827,63.173,37.71,224,0.875,bilinear,-84.677,-61.583,+15 +dla169,8.373,91.627,35.907,64.093,53.39,224,0.875,bilinear,-84.967,-62.693,+7 +tf_efficientnet_b1_ap,8.333,91.667,35.147,64.853,7.79,240,0.882,bicubic,-85.377,-63.213,-14 +legacy_seresnet101,8.267,91.733,35.707,64.293,49.33,224,0.875,bilinear,-85.023,-62.793,+9 +resnetblur50,8.200,91.800,37.320,62.680,25.56,224,0.875,bicubic,-85.750,-61.270,-34 +dla102x,8.173,91.827,36.827,63.173,26.31,224,0.875,bilinear,-85.347,-61.533,-7 +hrnet_w32,7.933,92.067,37.253,62.747,41.23,224,0.875,bilinear,-85.587,-61.247,-10 +gluon_resnet50_v1d,7.827,92.173,34.787,65.213,25.58,224,0.875,bicubic,-85.953,-63.613,-26 +gluon_resnet101_v1c,7.800,92.200,32.947,67.053,44.57,224,0.875,bicubic,-85.870,-65.463,-18 +dla60_res2next,7.747,92.253,34.653,65.347,17.03,224,0.875,bilinear,-85.433,-63.757,+8 +res2net50_26w_8s,7.747,92.253,33.480,66.520,48.40,224,0.875,bilinear,-85.793,-64.790,-15 +densenetblur121d,7.560,92.440,34.560,65.440,8.00,224,0.875,bicubic,-84.360,-63.530,+53 +dla60_res2net,7.347,92.653,34.400,65.600,20.85,224,0.875,bilinear,-85.803,-64.020,+6 +regnetx_064,7.320,92.680,34.360,65.640,26.21,224,0.875,bicubic,-86.570,-64.270,-39 +wide_resnet101_2,7.307,92.693,33.707,66.293,126.89,224,0.875,bilinear,-86.423,-64.833,-28 +efficientnet_b1_pruned,7.280,92.720,34.427,65.573,6.33,240,0.882,bicubic,-85.490,-63.613,+18 +efficientnet_b0,7.213,92.787,33.840,66.160,5.29,224,0.875,bicubic,-85.457,-64.240,+25 +gluon_resnet101_v1b,7.133,92.867,32.707,67.293,44.55,224,0.875,bicubic,-86.597,-65.693,-33 +tf_efficientnet_cc_b0_8e,7.133,92.867,31.667,68.333,24.01,224,0.875,bicubic,-85.687,-66.513,+12 +tf_efficientnet_b1,7.120,92.880,33.107,66.893,7.79,240,0.882,bicubic,-86.400,-65.323,-22 +gluon_resnet50_v1s,7.080,92.920,33.213,66.787,25.68,224,0.875,bicubic,-86.550,-65.257,-29 +tf_mixnet_l,7.067,92.933,31.587,68.413,7.33,224,0.875,bicubic,-86.233,-66.443,-10 +mixnet_m,6.667,93.333,32.040,67.960,5.01,224,0.875,bicubic,-85.773,-65.830,+29 +ese_vovnet19b_dw,6.653,93.347,33.160,66.840,6.54,224,0.875,bicubic,-85.637,-64.940,+34 +selecsls60b,6.627,93.373,33.133,66.867,32.77,224,0.875,bicubic,-86.663,-65.147,-11 +efficientnet_es,6.560,93.440,33.693,66.307,5.44,224,0.875,bicubic,-86.640,-64.717,-9 +res2net50_26w_6s,6.520,93.480,31.493,68.507,37.05,224,0.875,bilinear,-86.880,-66.787,-20 +legacy_seresnext26_32x4d,6.440,93.560,32.893,67.107,16.79,224,0.875,bicubic,-86.190,-65.227,+16 +skresnet34,6.387,93.613,31.453,68.547,22.28,224,0.875,bicubic,-85.993,-66.687,+25 +regnetx_080,6.373,93.627,32.213,67.787,39.57,224,0.875,bicubic,-87.487,-66.307,-54 +resnet34d,6.347,93.653,31.667,68.333,21.82,224,0.875,bicubic,-86.343,-66.633,+10 +dla60x,6.320,93.680,33.773,66.227,17.35,224,0.875,bilinear,-86.780,-64.717,-11 +swsl_resnet18,6.213,93.787,31.373,68.627,11.69,224,0.875,bilinear,-84.467,-66.337,+58 +pnasnet5large,6.200,93.800,19.053,80.947,86.06,331,0.911,bicubic,-4.490,-11.997,+83 +legacy_seresnet50,6.040,93.960,32.440,67.560,28.09,224,0.875,bilinear,-86.910,-65.750,-7 +tf_efficientnet_cc_b0_4e,5.973,94.027,29.520,70.480,13.31,224,0.875,bicubic,-86.637,-68.560,+10 +tv_resnet152,5.973,94.027,31.587,68.413,60.19,224,0.875,bilinear,-87.347,-66.803,-26 +dla102,5.827,94.173,32.440,67.560,33.27,224,0.875,bilinear,-87.263,-66.110,-16 +regnetx_040,5.800,94.200,31.173,68.827,22.12,224,0.875,bicubic,-87.760,-67.377,-44 +resnet50,5.800,94.200,29.067,70.933,25.56,224,0.875,bicubic,-88.010,-69.313,-60 +selecsls60,5.720,94.280,32.320,67.680,30.67,224,0.875,bicubic,-87.330,-65.980,-17 +inception_v4,5.573,94.427,16.173,83.827,42.68,299,0.875,bicubic,-4.997,-12.087,+77 +regnety_016,5.573,94.427,30.293,69.707,11.20,224,0.875,bicubic,-87.457,-68.067,-17 +res2next50,5.520,94.480,30.587,69.413,24.67,224,0.875,bilinear,-87.310,-67.583,-14 +hrnet_w18,5.467,94.533,30.787,69.213,21.30,224,0.875,bilinear,-86.843,-67.453,+11 +tf_efficientnet_lite2,5.387,94.613,30.893,69.107,6.09,260,0.890,bicubic,-87.273,-67.337,-3 +inception_resnet_v2,5.360,94.640,16.227,83.773,55.85,299,0.897,bicubic,-5.570,-12.643,+69 +resnest14d,5.347,94.653,28.587,71.413,10.61,224,0.875,bilinear,-86.393,-69.283,+23 +tf_efficientnet_em,5.347,94.653,31.707,68.293,6.90,240,0.882,bicubic,-88.153,-66.733,-49 +tf_efficientnet_b0_ap,5.307,94.693,28.720,71.280,5.29,224,0.875,bicubic,-86.913,-69.390,+10 +ens_adv_inception_resnet_v2,5.173,94.827,15.680,84.320,55.85,299,0.897,bicubic,-5.477,-14.810,+67 +mobilenetv3_large_100,5.120,94.880,28.040,71.960,5.48,224,0.875,bicubic,-86.210,-69.670,+23 +densenet121,5.080,94.920,29.627,70.373,7.98,224,0.875,bicubic,-86.480,-68.393,+19 +res2net50_26w_4s,5.067,94.933,28.987,71.013,25.70,224,0.875,bilinear,-87.423,-69.303,-4 +tf_efficientnet_b0,5.040,94.960,28.907,71.093,5.29,224,0.875,bicubic,-87.190,-69.093,+4 +tf_mixnet_m,5.040,94.960,28.080,71.920,5.01,224,0.875,bicubic,-87.290,-69.810,-1 +res2net50_14w_8s,4.907,95.093,28.320,71.680,25.06,224,0.875,bilinear,-87.813,-69.870,-17 +regnetx_032,4.880,95.120,29.920,70.080,15.30,224,0.875,bicubic,-88.240,-68.470,-38 +mixnet_s,4.827,95.173,28.493,71.507,4.13,224,0.875,bicubic,-86.993,-69.367,+10 +mobilenetv3_rw,4.813,95.187,29.520,70.480,5.48,224,0.875,bicubic,-86.397,-68.140,+18 +gluon_resnet50_v1c,4.773,95.227,27.773,72.227,25.58,224,0.875,bicubic,-88.257,-70.597,-36 +selecsls42b,4.707,95.293,28.320,71.680,32.46,224,0.875,bicubic,-87.593,-69.830,-5 +tv_resnext50_32x4d,4.693,95.307,29.813,70.187,25.03,224,0.875,bilinear,-88.067,-68.457,-27 +densenet161,4.573,95.427,29.520,70.480,28.68,224,0.875,bicubic,-87.917,-68.540,-13 +tv_resnet101,4.547,95.453,28.907,71.093,44.55,224,0.875,bilinear,-88.253,-69.323,-32 +tf_efficientnet_lite1,4.467,95.533,28.347,71.653,5.42,240,0.882,bicubic,-88.153,-69.733,-21 +mobilenetv2_120d,4.427,95.573,29.040,70.960,5.83,224,0.875,bicubic,-87.973,-69.010,-14 +fbnetc_100,4.080,95.920,25.480,74.520,5.57,224,0.875,bilinear,-86.630,-71.730,+22 +gluon_resnet50_v1b,4.027,95.973,26.827,73.173,25.56,224,0.875,bicubic,-88.513,-71.363,-20 +densenet201,3.987,96.013,27.253,72.747,20.01,224,0.875,bicubic,-88.763,-70.987,-33 +dpn68,3.933,96.067,26.013,73.987,12.61,224,0.875,bicubic,-88.077,-72.027,-7 +resnet26d,3.920,96.080,28.227,71.773,16.01,224,0.875,bicubic,-88.130,-69.723,-9 +tf_mixnet_s,3.920,96.080,25.200,74.800,4.13,224,0.875,bicubic,-87.590,-72.410,0 +semnasnet_100,3.880,96.120,26.840,73.160,3.89,224,0.875,bicubic,-87.410,-70.730,+2 +regnety_008,3.707,96.293,26.853,73.147,6.26,224,0.875,bicubic,-88.033,-71.327,-5 +ssl_resnet18,3.707,96.293,25.280,74.720,11.69,224,0.875,bilinear,-86.523,-72.280,+20 +densenet169,3.680,96.320,25.533,74.467,14.15,224,0.875,bicubic,-88.230,-72.567,-11 +mobilenetv2_140,3.667,96.333,26.480,73.520,6.11,224,0.875,bicubic,-88.153,-71.210,-10 +tf_mobilenetv3_large_100,3.653,96.347,25.000,75.000,5.48,224,0.875,bilinear,-87.577,-72.660,-2 +dla60,3.573,96.427,27.920,72.080,22.04,224,0.875,bilinear,-88.647,-70.100,-19 +res2net50_48w_2s,3.573,96.427,26.333,73.667,25.29,224,0.875,bilinear,-88.987,-71.737,-34 +spnasnet_100,3.533,96.467,24.213,75.787,4.42,224,0.875,bilinear,-86.817,-72.977,+12 +regnety_006,3.507,96.493,24.893,75.107,6.06,224,0.875,bicubic,-87.863,-72.817,-9 +regnetx_016,3.467,96.533,26.387,73.613,9.19,224,0.875,bicubic,-88.703,-71.823,-22 +tf_efficientnet_es,3.387,96.613,27.093,72.907,5.44,224,0.875,bicubic,-89.163,-71.197,-37 +legacy_seresnet34,3.293,96.707,23.613,76.387,21.96,224,0.875,bilinear,-87.597,-73.967,+2 +efficientnet_lite0,3.280,96.720,25.720,74.280,4.65,224,0.875,bicubic,-87.890,-71.900,-7 +dla34,3.160,96.840,23.573,76.427,15.74,224,0.875,bilinear,-87.600,-74.077,+1 +mnasnet_100,3.107,96.893,24.227,75.773,4.38,224,0.875,bicubic,-87.403,-73.243,+3 +mobilenetv2_110d,3.107,96.893,24.373,75.627,4.52,224,0.875,bicubic,-87.863,-73.167,-4 +regnety_004,3.067,96.933,22.613,77.387,4.34,224,0.875,bicubic,-87.433,-74.947,+2 +tf_efficientnet_lite0,3.067,96.933,22.813,77.187,4.65,224,0.875,bicubic,-87.973,-74.757,-8 +skresnet18,2.987,97.013,22.733,77.267,11.96,224,0.875,bicubic,-86.673,-74.487,+6 +resnet34,2.907,97.093,23.560,76.440,21.80,224,0.875,bilinear,-88.203,-74.060,-12 +tf_mobilenetv3_large_075,2.853,97.147,21.600,78.400,3.99,224,0.875,bilinear,-86.857,-75.620,+3 +regnetx_008,2.733,97.267,22.347,77.653,7.26,224,0.875,bicubic,-88.317,-75.363,-13 +gluon_resnet34_v1b,2.653,97.347,21.547,78.453,21.80,224,0.875,bicubic,-88.337,-76.093,-12 +hrnet_w18_small_v2,2.627,97.373,23.587,76.413,15.60,224,0.875,bilinear,-88.563,-74.313,-19 +resnet18d,2.493,97.507,21.600,78.400,11.71,224,0.875,bicubic,-86.807,-75.550,+2 +regnetx_006,2.467,97.533,20.627,79.373,6.20,224,0.875,bicubic,-87.863,-76.803,-5 +tv_densenet121,2.453,97.547,22.547,77.453,7.98,224,0.875,bicubic,-88.447,-75.163,-14 +legacy_seresnet18,2.440,97.560,19.827,80.173,11.78,224,0.875,bicubic,-86.440,-77.143,+3 +resnet26,2.373,97.627,22.693,77.307,16.00,224,0.875,bicubic,-88.747,-75.037,-22 +mobilenetv2_100,2.147,97.853,19.640,80.360,3.50,224,0.875,bicubic,-87.463,-77.500,-4 +regnety_002,2.067,97.933,18.587,81.413,3.16,224,0.875,bicubic,-85.293,-77.983,+3 +tf_mobilenetv3_small_100,2.000,98.000,15.880,84.120,2.54,224,0.875,bilinear,-83.180,-79.900,+5 +tf_mobilenetv3_small_075,1.973,98.027,14.840,85.160,2.04,224,0.875,bilinear,-81.517,-79.950,+7 +regnetx_004,1.960,98.040,19.080,80.920,5.16,224,0.875,bicubic,-86.930,-78.040,-4 +tv_resnet34,1.827,98.173,19.813,80.187,21.80,224,0.875,bilinear,-88.093,-77.527,-12 +dla46x_c,1.693,98.307,16.373,83.627,1.07,224,0.875,bilinear,-82.557,-78.907,+2 +tf_mobilenetv3_large_minimal_100,1.627,98.373,17.200,82.800,3.92,224,0.875,bilinear,-87.333,-79.670,-8 +dla60x_c,1.587,98.413,17.800,82.200,1.32,224,0.875,bilinear,-84.693,-78.360,-3 +gluon_resnet18_v1b,1.547,98.453,16.600,83.400,11.69,224,0.875,bicubic,-86.823,-80.090,-7 +hrnet_w18_small,1.507,98.493,18.093,81.907,13.19,224,0.875,bilinear,-87.533,-79.007,-12 +dla46_c,1.453,98.547,15.027,84.973,1.30,224,0.875,bilinear,-82.187,-79.883,-2 +regnetx_002,1.267,98.733,14.827,85.173,2.68,224,0.875,bicubic,-84.933,-81.143,-6 +resnet18,1.120,98.880,16.173,83.827,11.69,224,0.875,bilinear,-86.250,-80.087,-10 +tf_mobilenetv3_small_minimal_100,1.027,98.973,11.400,88.600,2.04,224,0.875,bilinear,-80.353,-82.270,-3 +tv_resnet50,0.027,99.973,14.320,85.680,25.56,224,0.875,bilinear,-91.853,-83.720,-52 diff --git a/results/results-imagenet-r-clean.csv b/results/results-imagenet-r-clean.csv index 6231f9f4..768bcfc0 100644 --- a/results/results-imagenet-r-clean.csv +++ b/results/results-imagenet-r-clean.csv @@ -1,263 +1,278 @@ 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 +tf_efficientnet_l2_ns,97.770,2.230,99.890,0.110,480.31,800,0.960,bicubic tf_efficientnet_l2_ns_475,97.750,2.250,99.820,0.180,480.31,475,0.936,bicubic -tf_efficientnet_b7_ns,97.200,2.800,99.700,0.300,66.35,600,0.949,bicubic -tf_efficientnet_b6_ns,97.020,2.980,99.710,0.290,43.04,528,0.942,bicubic -ig_resnext101_32x48d,96.970,3.030,99.670,0.330,828.41,224,0.875,bilinear -tf_efficientnet_b5_ns,96.870,3.130,99.640,0.360,30.39,456,0.934,bicubic +tf_efficientnet_b7_ns,97.210,2.790,99.700,0.300,66.35,600,0.949,bicubic +tf_efficientnet_b6_ns,97.030,2.970,99.710,0.290,43.04,528,0.942,bicubic +ig_resnext101_32x48d,96.960,3.040,99.670,0.330,828.41,224,0.875,bilinear +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 ig_resnext101_32x32d,96.780,3.220,99.530,0.470,468.53,224,0.875,bilinear tf_efficientnet_b4_ns,96.710,3.290,99.640,0.360,19.34,380,0.922,bicubic -tf_efficientnet_b8,96.700,3.300,99.530,0.470,87.41,672,0.954,bicubic +tf_efficientnet_b8,96.700,3.300,99.550,0.450,87.41,672,0.954,bicubic tf_efficientnet_b7,96.580,3.420,99.510,0.490,66.35,600,0.949,bicubic -tf_efficientnet_b8_ap,96.550,3.450,99.540,0.460,87.41,672,0.954,bicubic -ig_resnext101_32x16d,96.440,3.560,99.540,0.460,194.03,224,0.875,bilinear -tf_efficientnet_b6_ap,96.370,3.630,99.550,0.450,43.04,528,0.942,bicubic +tf_efficientnet_b8_ap,96.560,3.440,99.550,0.450,87.41,672,0.954,bicubic +resnetv2_152x2_bitm,96.490,3.510,99.620,0.380,236.34,480,1.000,bilinear +vit_base_resnet50_384,96.470,3.530,99.660,0.340,98.95,384,1.000,bicubic +ig_resnext101_32x16d,96.430,3.570,99.540,0.460,194.03,224,0.875,bilinear +resnetv2_101x3_bitm,96.380,3.620,99.600,0.400,387.93,480,1.000,bilinear vit_large_patch16_384,96.360,3.640,99.630,0.370,304.72,384,1.000,bicubic -tf_efficientnet_b7_ap,96.350,3.650,99.590,0.410,66.35,600,0.949,bicubic -tf_efficientnet_b6,96.290,3.710,99.520,0.480,43.04,528,0.942,bicubic +tf_efficientnet_b6_ap,96.360,3.640,99.550,0.450,43.04,528,0.942,bicubic +tf_efficientnet_b7_ap,96.350,3.650,99.600,0.400,66.35,600,0.949,bicubic +seresnet152d_320,96.330,3.670,99.510,0.490,66.84,320,1.000,bicubic +tf_efficientnet_b6,96.280,3.720,99.520,0.480,43.04,528,0.942,bicubic swsl_resnext101_32x16d,96.270,3.730,99.500,0.500,194.03,224,0.875,bilinear -swsl_resnext101_32x8d,96.240,3.760,99.590,0.410,88.79,224,0.875,bilinear -vit_base_patch16_384,96.190,3.810,99.530,0.470,86.86,384,1.000,bicubic +swsl_resnext101_32x8d,96.220,3.780,99.590,0.410,88.79,224,0.875,bilinear +resnetv2_50x3_bitm,96.170,3.830,99.620,0.380,217.32,480,1.000,bilinear +vit_base_patch16_384,96.170,3.830,99.520,0.480,86.86,384,1.000,bicubic resnest269e,96.120,3.880,99.520,0.480,110.93,416,0.928,bicubic -tf_efficientnet_b3_ns,96.100,3.900,99.480,0.520,12.23,300,0.904,bicubic +resnet200d_320,96.110,3.890,99.460,0.540,64.69,320,1.000,bicubic +tf_efficientnet_b3_ns,96.110,3.890,99.470,0.530,12.23,300,0.904,bicubic +resnest200e,96.080,3.920,99.470,0.530,70.20,320,0.909,bicubic tf_efficientnet_b5_ap,96.080,3.920,99.540,0.460,30.39,456,0.934,bicubic -resnest200e,96.070,3.930,99.480,0.520,70.20,320,0.909,bicubic -swsl_resnext101_32x4d,96.050,3.950,99.530,0.470,44.18,224,0.875,bilinear +swsl_resnext101_32x4d,96.060,3.940,99.540,0.460,44.18,224,0.875,bilinear tf_efficientnet_b5,95.980,4.020,99.450,0.550,30.39,456,0.934,bicubic -ig_resnext101_32x8d,95.930,4.070,99.380,0.620,88.79,224,0.875,bilinear -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 -tf_efficientnet_b2_ns,95.520,4.480,99.340,0.660,9.11,260,0.890,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 -tresnet_l_448,95.410,4.590,99.300,0.700,55.99,448,0.875,bilinear -ssl_resnext101_32x16d,95.410,4.590,99.410,0.590,194.03,224,0.875,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 -vit_base_patch32_384,95.260,4.740,99.180,0.820,88.30,384,1.000,bicubic -vit_large_patch32_384,95.240,4.760,99.320,0.680,306.63,384,1.000,bicubic -swsl_resnet50,95.200,4.800,99.390,0.610,25.56,224,0.875,bilinear +ig_resnext101_32x8d,95.940,4.060,99.390,0.610,88.79,224,0.875,bilinear +seresnet152d,95.940,4.060,99.400,0.600,66.84,256,0.940,bicubic +resnet152d_320,95.850,4.150,99.430,0.570,60.21,320,1.000,bicubic +resnet101d_320,95.750,4.250,99.440,0.560,44.57,320,1.000,bicubic +resnet200d,95.700,4.300,99.340,0.660,64.69,256,0.940,bicubic +swsl_resnext50_32x4d,95.610,4.390,99.440,0.560,25.03,224,0.875,bilinear +resnest101e,95.590,4.410,99.270,0.730,48.28,256,0.875,bilinear +tf_efficientnet_b4,95.590,4.410,99.320,0.680,19.34,380,0.922,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 +resnetv2_101x1_bitm,95.500,4.500,99.510,0.490,44.54,480,1.000,bilinear +tf_efficientnet_b4_ap,95.500,4.500,99.390,0.610,19.34,380,0.922,bicubic +resnet152d,95.470,4.530,99.300,0.700,60.21,256,0.940,bicubic +ssl_resnext101_32x16d,95.400,4.600,99.410,0.590,194.03,224,0.875,bilinear +tresnet_l_448,95.400,4.600,99.280,0.720,55.99,448,0.875,bilinear +ssl_resnext101_32x8d,95.330,4.670,99.320,0.680,88.79,224,0.875,bilinear +vit_large_patch16_224,95.290,4.710,99.310,0.690,304.33,224,0.900,bicubic +resnet101d,95.280,4.720,99.260,0.740,44.57,256,0.940,bicubic +vit_base_patch32_384,95.250,4.750,99.180,0.820,88.30,384,1.000,bicubic +vit_base_patch16_224,95.220,4.780,99.240,0.760,86.57,224,0.900,bicubic +swsl_resnet50,95.220,4.780,99.400,0.600,25.56,224,0.875,bilinear +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_b3a,95.140,4.860,99.210,0.790,12.23,320,1.000,bicubic +efficientnet_b3a,95.150,4.850,99.210,0.790,12.23,320,1.000,bicubic regnety_032,95.070,4.930,99.210,0.790,19.44,224,0.875,bicubic -tresnet_xl,95.060,4.940,99.260,0.740,78.44,224,0.875,bilinear -efficientnet_b3,94.970,5.030,99.230,0.770,12.23,300,0.904,bicubic -tf_efficientnet_b3_ap,94.970,5.030,99.110,0.890,12.23,300,0.904,bicubic -tf_efficientnet_b3,94.910,5.090,99.110,0.890,12.23,300,0.904,bicubic +tresnet_xl,95.070,4.930,99.250,0.750,78.44,224,0.875,bilinear +efficientnet_b3,94.970,5.030,99.240,0.760,12.23,300,0.904,bicubic +tf_efficientnet_b3_ap,94.960,5.040,99.110,0.890,12.23,300,0.904,bicubic +tf_efficientnet_b3,94.910,5.090,99.100,0.900,12.23,300,0.904,bicubic tresnet_l,94.900,5.100,99.030,0.970,55.99,224,0.875,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 +seresnext50_32x4d,94.810,5.190,99.130,0.870,27.56,224,0.875,bicubic legacy_senet154,94.730,5.270,99.100,0.900,115.09,224,0.875,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 ssl_resnext50_32x4d,94.700,5.300,99.240,0.760,25.03,224,0.875,bilinear -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 +gluon_resnet152_v1s,94.700,5.300,99.050,0.950,60.32,224,0.875,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 +wide_resnet50_2,94.660,5.340,99.050,0.950,68.88,224,0.875,bicubic +gluon_seresnext101_64x4d,94.630,5.370,98.970,1.030,88.23,224,0.875,bicubic resnest50d,94.620,5.380,99.030,0.970,27.48,224,0.875,bilinear efficientnet_b3_pruned,94.580,5.420,99.070,0.930,9.86,300,0.904,bicubic -regnety_320,94.520,5.480,99.170,0.830,145.05,224,0.875,bicubic -tf_efficientnet_el,94.450,5.550,99.080,0.920,10.59,300,0.904,bicubic -gluon_seresnext101_32x4d,94.450,5.550,99.090,0.910,48.96,224,0.875,bicubic -ecaresnet101d_pruned,94.450,5.550,99.100,0.900,24.88,224,0.875,bicubic -gluon_resnet152_v1d,94.440,5.560,99.010,0.990,60.21,224,0.875,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 +resnetv2_50x1_bitm,94.530,5.470,99.240,0.760,25.55,480,1.000,bilinear +regnety_320,94.500,5.500,99.170,0.830,145.05,224,0.875,bicubic +tf_efficientnet_el,94.470,5.530,99.080,0.920,10.59,300,0.904,bicubic +gluon_resnet152_v1d,94.450,5.550,99.000,1.000,60.21,224,0.875,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 +resnest50d_1s4x24d,94.390,5.610,99.060,0.940,25.68,224,0.875,bicubic efficientnet_b2a,94.370,5.630,99.050,0.950,9.11,288,1.000,bicubic -gluon_resnext101_64x4d,94.350,5.650,98.880,1.120,83.46,224,0.875,bicubic efficientnet_b2,94.340,5.660,99.100,0.900,9.11,260,0.875,bicubic -inception_resnet_v2,94.340,5.660,98.800,1.200,55.84,299,0.897,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 +gluon_resnext101_64x4d,94.330,5.670,98.880,1.120,83.46,224,0.875,bicubic +ssl_resnet50,94.320,5.680,99.160,0.840,25.56,224,0.875,bilinear +regnetx_120,94.300,5.700,99.200,0.800,46.11,224,0.875,bicubic +rexnet_150,94.280,5.720,99.090,0.910,9.73,224,0.875,bicubic tf_efficientnet_b2_ap,94.270,5.730,98.950,1.050,9.11,260,0.890,bicubic -mixnet_xl,94.230,5.770,98.820,1.180,11.90,224,0.875,bicubic -regnetx_320,94.210,5.790,99.050,0.950,107.81,224,0.875,bicubic -tf_efficientnet_b2,94.210,5.790,99.030,0.970,9.11,260,0.890,bicubic -ecaresnet50d,94.190,5.810,99.020,0.980,25.58,224,0.875,bicubic -dpn92,94.190,5.810,98.930,1.070,37.67,224,0.875,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 +mixnet_xl,94.220,5.780,98.820,1.180,11.90,224,0.875,bicubic +dpn92,94.200,5.800,98.930,1.070,37.67,224,0.875,bicubic +ecaresnet50d,94.200,5.800,99.020,0.980,25.58,224,0.875,bicubic +regnetx_320,94.200,5.800,99.050,0.950,107.81,224,0.875,bicubic +tf_efficientnet_b2,94.200,5.800,99.030,0.970,9.11,260,0.890,bicubic +gluon_seresnext50_32x4d,94.180,5.820,98.910,1.090,27.56,224,0.875,bicubic +gluon_resnet101_v1s,94.180,5.820,99.020,0.980,44.67,224,0.875,bicubic +legacy_seresnext101_32x4d,94.170,5.830,98.970,1.030,48.96,224,0.875,bilinear +gluon_resnet101_v1d,94.160,5.840,98.950,1.050,44.57,224,0.875,bicubic ecaresnetlight,94.140,5.860,98.950,1.050,30.16,224,0.875,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 -regnety_160,94.120,5.880,99.020,0.980,83.59,224,0.875,bicubic -cspdarknet53,94.090,5.910,98.980,1.020,27.64,256,0.887,bilinear +tf_efficientnet_lite3,94.120,5.880,98.960,1.040,8.20,300,0.904,bilinear +regnety_160,94.110,5.890,99.010,0.990,83.59,224,0.875,bicubic +cspdarknet53,94.100,5.900,98.980,1.020,27.64,256,0.887,bilinear seresnet50,94.080,5.920,98.970,1.030,28.09,224,0.875,bicubic +tresnet_m,94.080,5.920,98.830,1.170,31.39,224,0.875,bilinear resnet50d,94.070,5.930,98.920,1.080,25.58,224,0.875,bicubic -tresnet_m,94.070,5.930,98.830,1.170,31.39,224,0.875,bilinear -hrnet_w48,94.030,5.970,99.040,0.960,77.47,224,0.875,bilinear -gluon_resnet152_v1b,94.030,5.970,98.740,1.260,60.19,224,0.875,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 -dla102x2,94.000,6.000,99.030,0.970,41.28,224,0.875,bilinear -dpn107,93.960,6.040,98.840,1.160,86.92,224,0.875,bicubic +regnety_120,94.060,5.940,99.020,0.980,51.82,224,0.875,bicubic +gluon_xception65,94.030,5.970,99.030,0.970,39.92,299,0.903,bicubic +hrnet_w48,94.030,5.970,99.030,0.970,77.47,224,0.875,bilinear +gluon_resnet152_v1b,94.020,5.980,98.740,1.260,60.19,224,0.875,bicubic +dla102x2,94.020,5.980,99.030,0.970,41.28,224,0.875,bilinear +dpn107,93.960,6.040,98.850,1.150,86.92,224,0.875,bicubic +dpn98,93.950,6.050,98.920,1.080,61.57,224,0.875,bicubic skresnext50_32x4d,93.950,6.050,98.820,1.180,27.48,224,0.875,bicubic -dpn98,93.940,6.060,98.920,1.080,61.57,224,0.875,bicubic -regnety_080,93.890,6.110,99.000,1.000,39.18,224,0.875,bicubic -xception71,93.890,6.110,98.950,1.050,42.34,299,0.903,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 -cspresnet50,93.860,6.140,98.870,1.130,21.62,256,0.887,bilinear +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 +regnetx_160,93.890,6.110,99.080,0.920,54.28,224,0.875,bicubic +gluon_resnet152_v1c,93.870,6.130,98.800,1.200,60.21,224,0.875,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 +cspresnet50,93.850,6.150,98.880,1.120,21.62,256,0.887,bilinear +hrnet_w64,93.850,6.150,98.920,1.080,128.06,224,0.875,bilinear +resnext50_32x4d,93.850,6.150,98.830,1.170,25.03,224,0.875,bicubic ecaresnet50d_pruned,93.820,6.180,99.000,1.000,19.94,224,0.875,bicubic -resnext50d_32x4d,93.810,6.190,98.740,1.260,25.05,224,0.875,bicubic -dla169,93.800,6.200,98.840,1.160,53.39,224,0.875,bilinear +resnext50d_32x4d,93.800,6.200,98.720,1.280,25.05,224,0.875,bicubic efficientnet_b2_pruned,93.800,6.200,98.910,1.090,8.31,260,0.890,bicubic regnetx_080,93.790,6.210,98.910,1.090,39.57,224,0.875,bicubic +dla169,93.780,6.220,98.840,1.160,53.39,224,0.875,bilinear +gluon_resnet101_v1b,93.770,6.230,98.710,1.290,44.55,224,0.875,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 +dpn131,93.760,6.240,98.810,1.190,79.25,224,0.875,bicubic +tf_efficientnet_b0_ns,93.760,6.240,98.980,1.020,5.29,224,0.875,bicubic +cspresnext50,93.750,6.250,98.840,1.160,20.57,224,0.875,bilinear +efficientnet_em,93.750,6.250,98.920,1.080,6.90,240,0.882,bicubic +xception65,93.750,6.250,98.870,1.130,39.92,299,0.903,bicubic wide_resnet101_2,93.730,6.270,98.810,1.190,126.89,224,0.875,bilinear -hrnet_w40,93.710,6.290,98.800,1.200,57.56,224,0.875,bilinear -resnetblur50,93.710,6.290,98.810,1.190,25.56,224,0.875,bicubic tf_efficientnet_b1,93.710,6.290,98.800,1.200,7.79,240,0.882,bicubic -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 -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 -dpn68b,93.620,6.380,98.700,1.300,12.61,224,0.875,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 -vit_base_patch16_224,93.600,6.400,98.760,1.240,86.54,224,0.900,bicubic -gluon_resnet50_v1s,93.590,6.410,98.840,1.160,25.68,224,0.875,bicubic -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 -selecsls60b,93.500,6.500,98.840,1.160,32.77,224,0.875,bicubic -xception41,93.480,6.520,98.750,1.250,26.97,299,0.903,bicubic +hrnet_w40,93.710,6.290,98.800,1.200,57.56,224,0.875,bilinear +resnetblur50,93.710,6.290,98.800,1.200,25.56,224,0.875,bicubic +rexnet_130,93.680,6.320,98.720,1.280,7.56,224,0.875,bicubic +regnetx_040,93.680,6.320,98.950,1.050,22.12,224,0.875,bicubic +gluon_resnext50_32x4d,93.670,6.330,98.700,1.300,25.03,224,0.875,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,93.650,6.350,98.790,1.210,22.86,299,0.897,bicubic +tf_efficientnet_b1_ap,93.640,6.360,98.780,1.220,7.79,240,0.882,bicubic +hrnet_w44,93.630,6.370,98.950,1.050,67.06,224,0.875,bilinear +regnety_040,93.610,6.390,98.960,1.040,20.65,224,0.875,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 +tf_efficientnet_cc_b1_8e,93.580,6.420,98.690,1.310,39.72,240,0.882,bicubic +res2net50_26w_6s,93.570,6.430,98.750,1.250,37.05,224,0.875,bilinear +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 +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 +resnet50,93.480,6.520,98.590,1.410,25.56,224,0.875,bicubic tf_efficientnet_em,93.470,6.530,98.750,1.250,6.90,240,0.882,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 -legacy_seresnet152,93.440,6.560,98.850,1.150,66.82,224,0.875,bilinear -legacy_seresnext50_32x4d,93.430,6.570,98.800,1.200,27.56,224,0.875,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 -resnest26d,93.240,6.760,98.850,1.150,17.07,224,0.875,bilinear -tv_resnet152,93.240,6.760,98.750,1.250,60.19,224,0.875,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 +legacy_seresnet152,93.460,6.540,98.850,1.150,66.82,224,0.875,bilinear +res2net50_26w_8s,93.450,6.550,98.710,1.290,48.40,224,0.875,bilinear +legacy_seresnext50_32x4d,93.400,6.600,98.800,1.200,27.56,224,0.875,bilinear +dla60_res2net,93.390,6.610,98.840,1.160,20.85,224,0.875,bilinear +hrnet_w30,93.390,6.610,98.830,1.170,37.71,224,0.875,bilinear +dla102,93.300,6.700,98.780,1.220,33.27,224,0.875,bilinear +legacy_seresnet101,93.280,6.720,98.750,1.250,49.33,224,0.875,bilinear +mixnet_l,93.280,6.720,98.710,1.290,7.33,224,0.875,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_resnet152,93.250,6.750,98.750,1.250,60.19,224,0.875,bilinear +tf_inception_v3,93.210,6.790,98.480,1.520,23.83,299,0.875,bicubic +dla60x,93.210,6.790,98.720,1.280,17.35,224,0.875,bilinear res2net50_26w_4s,93.180,6.820,98.670,1.330,25.70,224,0.875,bilinear -res2next50,93.150,6.850,98.660,1.340,24.67,224,0.875,bilinear -efficientnet_b1,93.060,6.940,98.540,1.460,7.79,240,0.875,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 -adv_inception_v3,93.010,6.990,98.490,1.510,23.83,299,0.875,bicubic +res2next50,93.130,6.870,98.660,1.340,24.67,224,0.875,bilinear +efficientnet_b1,93.060,6.940,98.530,1.470,7.79,240,0.875,bicubic +tf_mixnet_l,93.050,6.950,98.540,1.460,7.33,224,0.875,bicubic +regnety_016,93.030,6.970,98.690,1.310,11.20,224,0.875,bicubic +res2net50_14w_8s,93.010,6.990,98.700,1.300,25.06,224,0.875,bilinear 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 -seresnext26t_32x4d,92.960,7.040,98.480,1.520,16.82,224,0.875,bicubic +adv_inception_v3,92.990,7.010,98.480,1.520,23.83,299,0.875,bicubic +seresnext26t_32x4d,92.980,7.020,98.480,1.520,16.82,224,0.875,bicubic +efficientnet_b1_pruned,92.970,7.030,98.520,1.480,6.33,240,0.882,bicubic 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 +efficientnet_es,92.930,7.070,98.680,1.320,5.44,224,0.875,bicubic gluon_resnet50_v1c,92.910,7.090,98.710,1.290,25.58,224,0.875,bicubic -inception_v3,92.900,7.100,98.330,1.670,23.83,299,0.875,bicubic -tv_resnext50_32x4d,92.900,7.100,98.720,1.280,25.03,224,0.875,bilinear -densenet161,92.900,7.100,98.810,1.190,28.68,224,0.875,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 tv_resnet101,92.880,7.120,98.660,1.340,44.55,224,0.875,bilinear -tf_efficientnet_cc_b0_8e,92.870,7.130,98.460,1.540,24.01,224,0.875,bicubic +densenet161,92.880,7.120,98.810,1.190,28.68,224,0.875,bicubic +tf_efficientnet_cc_b0_8e,92.860,7.140,98.460,1.540,24.01,224,0.875,bicubic rexnet_100,92.850,7.150,98.620,1.380,4.80,224,0.875,bicubic tf_efficientnet_cc_b0_4e,92.840,7.160,98.440,1.560,13.31,224,0.875,bicubic -seresnext26tn_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 -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 -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 -vit_small_patch16_224,92.600,7.400,98.390,1.610,48.75,224,0.900,bicubic -tf_efficientnet_lite2,92.590,7.410,98.550,1.450,6.09,260,0.890,bicubic -skresnet34,92.570,7.430,98.520,1.480,22.28,224,0.875,bicubic -legacy_seresnext26_32x4d,92.570,7.430,98.420,1.580,16.79,224,0.875,bicubic -gluon_resnet50_v1b,92.560,7.440,98.550,1.450,25.56,224,0.875,bicubic -tf_efficientnet_es,92.550,7.450,98.510,1.490,5.44,224,0.875,bicubic -regnetx_016,92.540,7.460,98.550,1.450,9.19,224,0.875,bicubic -efficientnet_b0,92.480,7.520,98.680,1.320,5.29,224,0.875,bicubic +res2net50_48w_2s,92.800,7.200,98.460,1.540,25.29,224,0.875,bilinear +seresnext26tn_32x4d,92.770,7.230,98.550,1.450,16.81,224,0.875,bicubic +hrnet_w18,92.760,7.240,98.650,1.350,21.30,224,0.875,bilinear +dla60,92.690,7.310,98.630,1.370,22.04,224,0.875,bilinear +densenet201,92.690,7.310,98.660,1.340,20.01,224,0.875,bicubic +legacy_seresnet50,92.670,7.330,98.660,1.340,28.09,224,0.875,bilinear +resnet34d,92.640,7.360,98.440,1.560,21.82,224,0.875,bicubic +mobilenetv2_120d,92.610,7.390,98.520,1.480,5.83,224,0.875,bicubic +vit_small_patch16_224,92.610,7.390,98.390,1.610,48.75,224,0.900,bicubic +tf_efficientnet_b0_ap,92.600,7.400,98.370,1.630,5.29,224,0.875,bicubic +legacy_seresnext26_32x4d,92.580,7.420,98.430,1.570,16.79,224,0.875,bicubic +tf_efficientnet_lite2,92.580,7.420,98.550,1.450,6.09,260,0.890,bicubic +skresnet34,92.560,7.440,98.510,1.490,22.28,224,0.875,bicubic +regnetx_016,92.560,7.440,98.550,1.450,9.19,224,0.875,bicubic +gluon_resnet50_v1b,92.550,7.450,98.550,1.450,25.56,224,0.875,bicubic +tf_efficientnet_es,92.540,7.460,98.510,1.490,5.44,224,0.875,bicubic selecsls42b,92.480,7.520,98.440,1.560,32.46,224,0.875,bicubic +efficientnet_b0,92.470,7.530,98.680,1.320,5.29,224,0.875,bicubic 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 +densenetblur121d,92.400,7.600,98.420,1.580,8.00,224,0.875,bicubic tf_efficientnet_b0,92.400,7.600,98.470,1.530,5.29,224,0.875,bicubic -tf_efficientnet_lite1,92.310,7.690,98.490,1.510,5.42,240,0.882,bicubic +tf_efficientnet_lite1,92.320,7.680,98.490,1.510,5.42,240,0.882,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 -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 -tv_resnet50,92.140,7.860,98.420,1.580,25.56,224,0.875,bilinear -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 +mixnet_m,92.260,7.740,98.370,1.630,5.01,224,0.875,bicubic +dpn68,92.250,7.750,98.600,1.400,12.61,224,0.875,bicubic +resnet26d,92.230,7.770,98.470,1.530,16.01,224,0.875,bicubic +tf_mixnet_m,92.170,7.830,98.420,1.580,5.01,224,0.875,bicubic +tv_resnet50,92.130,7.870,98.420,1.580,25.56,224,0.875,bilinear +mobilenetv2_140,92.040,7.960,98.250,1.750,6.11,224,0.875,bicubic +ese_vovnet19b_dw,92.020,7.980,98.520,1.480,6.54,224,0.875,bicubic densenet121,91.940,8.060,98.280,1.720,7.98,224,0.875,bicubic -regnety_008,91.900,8.100,98.420,1.580,6.26,224,0.875,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 -tf_mixnet_s,91.680,8.320,98.240,1.760,4.13,224,0.875,bicubic -semnasnet_100,91.660,8.340,98.270,1.730,3.89,224,0.875,bicubic -regnety_006,91.570,8.430,98.430,1.570,6.06,224,0.875,bicubic -mobilenetv3_rw,91.550,8.450,98.270,1.730,5.48,224,0.875,bicubic -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 -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 +tf_mixnet_s,91.690,8.310,98.240,1.760,4.13,224,0.875,bicubic +semnasnet_100,91.660,8.340,98.260,1.740,3.89,224,0.875,bicubic +regnety_006,91.590,8.410,98.430,1.570,6.06,224,0.875,bicubic +mobilenetv3_rw,91.560,8.440,98.270,1.730,5.48,224,0.875,bicubic +mobilenetv3_large_100,91.480,8.520,98.330,1.670,5.48,224,0.875,bicubic +legacy_seresnet34,91.470,8.530,98.200,1.800,21.96,224,0.875,bilinear +resnet26,91.450,8.550,98.280,1.720,16.00,224,0.875,bicubic +tf_mobilenetv3_large_100,91.410,8.590,98.250,1.750,5.48,224,0.875,bilinear +tv_densenet121,91.390,8.610,98.250,1.750,7.98,224,0.875,bicubic +mobilenetv2_110d,91.330,8.670,98.190,1.810,4.52,224,0.875,bicubic +tf_efficientnet_lite0,91.280,8.720,98.090,1.910,4.65,224,0.875,bicubic +dla34,91.260,8.740,98.180,1.820,15.74,224,0.875,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 -resnest14d,91.130,8.870,98.330,1.670,10.61,224,0.875,bilinear -gluon_resnet34_v1b,91.100,8.900,98.180,1.820,21.80,224,0.875,bicubic +fbnetc_100,91.260,8.740,97.820,2.180,5.57,224,0.875,bilinear +regnetx_008,91.210,8.790,98.370,1.630,7.26,224,0.875,bicubic +mnasnet_100,91.200,8.800,98.040,1.960,4.38,224,0.875,bicubic +resnet34,91.190,8.810,98.230,1.770,21.80,224,0.875,bilinear +hrnet_w18_small_v2,91.170,8.830,98.360,1.640,15.60,224,0.875,bilinear +resnest14d,91.140,8.860,98.350,1.650,10.61,224,0.875,bilinear +gluon_resnet34_v1b,91.090,8.910,98.180,1.820,21.80,224,0.875,bicubic swsl_resnet18,91.090,8.910,98.210,1.790,11.69,224,0.875,bilinear -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 -spnasnet_100,90.610,9.390,97.950,2.050,4.42,224,0.875,bilinear -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 +regnety_004,90.760,9.240,98.080,1.920,4.34,224,0.875,bicubic +regnetx_006,90.750,9.250,98.100,1.900,6.20,224,0.875,bicubic +ssl_resnet18,90.700,9.300,98.030,1.970,11.69,224,0.875,bilinear +spnasnet_100,90.620,9.380,97.950,2.050,4.42,224,0.875,bilinear +tf_mobilenetv3_large_075,90.310,9.690,97.880,2.120,3.99,224,0.875,bilinear +tv_resnet34,90.310,9.690,97.970,2.030,21.80,224,0.875,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 -regnetx_004,89.460,10.540,97.770,2.230,5.16,224,0.875,bicubic -legacy_seresnet18,89.270,10.730,97.680,2.320,11.78,224,0.875,bicubic -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 -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 -regnetx_002,87.380,12.620,96.990,3.010,2.68,224,0.875,bicubic -dla60x_c,87.110,12.890,97.140,2.860,1.32,224,0.875,bilinear -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 -tf_mobilenetv3_small_075,84.530,15.470,95.890,4.110,2.04,224,0.875,bilinear +resnet18d,90.000,10.000,97.840,2.160,11.71,224,0.875,bicubic +hrnet_w18_small,89.900,10.100,97.900,2.100,13.19,224,0.875,bilinear +mobilenetv2_100,89.840,10.160,97.840,2.160,3.50,224,0.875,bicubic +regnetx_004,89.450,10.550,97.780,2.220,5.16,224,0.875,bicubic +legacy_seresnet18,89.260,10.740,97.690,2.310,11.78,224,0.875,bicubic +tf_mobilenetv3_large_minimal_100,89.160,10.840,97.320,2.680,3.92,224,0.875,bilinear +gluon_resnet18_v1b,88.670,11.330,97.110,2.890,11.69,224,0.875,bicubic +regnety_002,88.220,11.780,97.430,2.570,3.16,224,0.875,bicubic +resnet18,88.170,11.830,97.120,2.880,11.69,224,0.875,bilinear +regnetx_002,87.370,12.630,96.990,3.010,2.68,224,0.875,bicubic +dla60x_c,87.080,12.920,97.140,2.860,1.32,224,0.875,bilinear +tf_mobilenetv3_small_100,85.980,14.020,96.400,3.600,2.54,224,0.875,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_075,84.530,15.470,95.880,4.120,2.04,224,0.875,bilinear tf_mobilenetv3_small_minimal_100,82.670,17.330,95.000,5.000,2.04,224,0.875,bilinear +pnasnet5large,17.870,82.130,42.120,57.880,86.06,331,0.911,bicubic +inception_resnet_v2,16.790,83.210,38.850,61.150,55.85,299,0.897,bicubic +inception_v4,16.540,83.460,37.380,62.620,42.68,299,0.875,bicubic +ens_adv_inception_resnet_v2,16.240,83.760,40.390,59.610,55.85,299,0.897,bicubic diff --git a/results/results-imagenet-r.csv b/results/results-imagenet-r.csv index e5de1273..58b13290 100644 --- a/results/results-imagenet-r.csv +++ b/results/results-imagenet-r.csv @@ -1,263 +1,278 @@ 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,+4 -ig_resnext101_32x32d,79.457,20.543,89.183,10.817,468.53,224,0.875,bilinear,-17.323,-10.347,+5 -ig_resnext101_32x16d,78.837,21.163,88.480,11.520,194.03,224,0.875,bilinear,-17.603,-11.060,+9 -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,+12 -ig_resnext101_32x8d,75.813,24.187,86.200,13.800,88.79,224,0.875,bilinear,-20.117,-13.180,+20 -swsl_resnext101_32x8d,75.590,24.410,86.937,13.063,88.79,224,0.875,bilinear,-20.650,-12.653,+11 -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,+15 -swsl_resnext50_32x4d,68.977,31.023,82.810,17.190,25.03,224,0.875,bilinear,-26.643,-16.630,+17 -swsl_resnet50,68.297,31.703,83.313,16.687,25.56,224,0.875,bilinear,-26.903,-16.077,+28 -tf_efficientnet_b7_ns,67.510,32.490,81.383,18.617,66.35,600,0.949,bicubic,-29.690,-18.317,-9 -tf_efficientnet_b6_ns,65.587,34.413,79.553,20.447,43.04,528,0.942,bicubic,-31.433,-20.157,-9 -tf_efficientnet_b5_ns,63.047,36.953,77.777,22.223,30.39,456,0.934,bicubic,-33.823,-21.863,-8 -tf_efficientnet_b4_ns,61.230,38.770,76.173,23.827,19.34,380,0.922,bicubic,-35.480,-23.467,-7 -tf_efficientnet_b8_ap,57.830,42.170,72.957,27.043,87.41,672,0.954,bicubic,-38.720,-26.583,-5 -tf_efficientnet_b3_ns,57.417,42.583,72.387,27.613,12.23,300,0.904,bicubic,-38.683,-27.093,+4 -vit_large_patch16_384,54.750,45.250,70.007,29.993,304.72,384,1.000,bicubic,-41.610,-29.623,-4 -tf_efficientnet_b5_ap,53.870,46.130,69.160,30.840,30.39,456,0.934,bicubic,-42.210,-30.380,+3 -tf_efficientnet_b2_ns,53.600,46.400,70.270,29.730,9.11,260,0.890,bicubic,-41.920,-29.070,+10 -tf_efficientnet_b6_ap,53.560,46.440,68.550,31.450,43.04,528,0.942,bicubic,-42.810,-31.000,-8 -tf_efficientnet_b8,53.410,46.590,69.090,30.910,87.41,672,0.954,bicubic,-43.290,-30.440,-13 -tf_efficientnet_b7_ap,53.260,46.740,68.873,31.127,66.35,600,0.949,bicubic,-43.090,-30.717,-8 -tf_efficientnet_b4_ap,53.090,46.910,68.210,31.790,19.34,380,0.922,bicubic,-42.400,-31.180,+8 -tf_efficientnet_b7,52.393,47.607,68.233,31.767,66.35,600,0.949,bicubic,-44.187,-31.277,-15 -swsl_resnet18,52.327,47.673,70.480,29.520,11.69,224,0.875,bilinear,-38.763,-27.730,+213 -tf_efficientnet_b1_ns,50.883,49.117,67.910,32.090,7.79,240,0.882,bicubic,-43.977,-31.340,+24 -vit_base_patch16_384,50.883,49.117,65.270,34.730,86.86,384,1.000,bicubic,-45.307,-34.260,-9 -ssl_resnext101_32x16d,50.257,49.743,66.033,33.967,194.03,224,0.875,bilinear,-45.153,-33.267,+5 -resnest269e,50.153,49.847,64.670,35.330,110.93,416,0.928,bicubic,-45.967,-34.850,-10 -tf_efficientnet_b3_ap,50.057,49.943,65.210,34.790,12.23,300,0.904,bicubic,-44.913,-33.900,+16 -resnest200e,49.873,50.127,64.743,35.257,70.20,320,0.909,bicubic,-46.197,-34.737,-9 -tf_efficientnet_b5,49.510,50.490,65.657,34.343,30.39,456,0.934,bicubic,-46.470,-33.793,-8 -resnest101e,49.367,50.633,65.587,34.413,48.28,256,0.875,bilinear,-46.203,-33.683,-5 -ssl_resnext101_32x8d,49.067,50.933,65.480,34.520,88.79,224,0.875,bilinear,-46.273,-33.840,+1 -efficientnet_b3a,48.563,51.437,64.250,35.750,12.23,320,1.000,bicubic,-46.577,-34.960,+7 -ecaresnet101d,48.527,51.473,64.100,35.900,44.57,224,0.875,bicubic,-46.633,-35.130,+3 -vit_large_patch32_384,48.250,51.750,61.830,38.170,306.63,384,1.000,bicubic,-46.990,-37.490,0 -efficientnet_b3,48.170,51.830,64.133,35.867,12.23,300,0.904,bicubic,-46.800,-35.097,+7 -resnest50d_4s2x40d,47.483,52.517,63.807,36.193,30.42,224,0.875,bicubic,-47.227,-35.323,+16 -efficientnet_b3_pruned,47.447,52.553,62.793,37.207,9.86,300,0.904,bicubic,-47.133,-36.277,+22 -tf_efficientnet_b6,47.213,52.787,63.110,36.890,43.04,528,0.942,bicubic,-49.077,-36.410,-26 -ssl_resnext101_32x4d,47.177,52.823,63.367,36.633,44.18,224,0.875,bilinear,-47.983,-35.933,-2 -tf_efficientnet_b4,47.083,52.917,62.867,37.133,19.34,380,0.922,bicubic,-48.507,-36.463,-16 -vit_base_patch16_224,46.710,53.290,62.997,37.003,86.54,224,0.900,bicubic,-46.890,-35.763,+95 -gluon_seresnext101_64x4d,46.677,53.323,61.303,38.697,88.23,224,0.875,bicubic,-47.973,-37.677,+15 -regnety_032,46.620,53.380,62.180,37.820,19.44,224,0.875,bicubic,-48.450,-37.030,-3 -tresnet_xl,46.283,53.717,61.943,38.057,78.44,224,0.875,bilinear,-48.777,-37.317,-3 -resnest50d_1s4x24d,46.083,53.917,62.377,37.623,25.68,224,0.875,bicubic,-48.307,-36.693,+20 -tf_efficientnet_b0_ns,46.047,53.953,63.253,36.747,5.29,224,0.875,bicubic,-47.693,-35.727,+75 -resnest50d,45.937,54.063,62.623,37.377,27.48,224,0.875,bilinear,-48.683,-36.407,+11 -gluon_seresnext101_32x4d,45.590,54.410,61.143,38.857,48.96,224,0.875,bicubic,-48.860,-37.947,+14 -gluon_resnet152_v1d,45.430,54.570,60.077,39.923,60.21,224,0.875,bicubic,-49.010,-38.933,+15 -ssl_resnext50_32x4d,45.407,54.593,62.047,37.953,25.03,224,0.875,bilinear,-49.293,-37.193,+3 -tresnet_xl_448,45.223,54.777,61.437,38.563,78.44,448,0.875,bilinear,-50.287,-37.903,-24 -nasnetalarge,45.210,54.790,57.883,42.117,88.75,331,0.911,bicubic,-49.940,-41.247,-14 -tf_efficientnet_b3,45.107,54.893,60.650,39.350,12.23,300,0.904,bicubic,-49.803,-38.460,-9 -rexnet_200,45.047,54.953,62.317,37.683,16.37,224,0.875,bicubic,-49.613,-36.773,+1 -ecaresnetlight,44.890,55.110,60.770,39.230,30.16,224,0.875,bicubic,-49.250,-38.180,+28 -tf_efficientnet_b2_ap,44.700,55.300,60.680,39.320,9.11,260,0.890,bicubic,-49.570,-38.270,+18 -vit_base_patch32_384,44.693,55.307,58.530,41.470,88.30,384,1.000,bicubic,-50.567,-40.650,-24 -ens_adv_inception_resnet_v2,44.393,55.607,58.117,41.883,55.84,299,0.897,bicubic,-49.737,-40.673,+27 -tresnet_l,44.363,55.637,59.953,40.047,55.99,224,0.875,bilinear,-50.537,-39.077,-14 -gluon_resnext101_32x4d,44.290,55.710,59.090,40.910,44.18,224,0.875,bicubic,-49.830,-39.840,+28 -wide_resnet50_2,44.177,55.823,59.727,40.273,68.88,224,0.875,bicubic,-50.493,-39.323,-7 -cspresnext50,44.147,55.853,60.533,39.467,20.57,224,0.875,bilinear,-49.613,-38.307,+54 -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,-14 -ssl_resnet50,44.010,55.990,61.887,38.113,25.56,224,0.875,bilinear,-50.300,-37.263,+6 -inception_resnet_v2,44.003,55.997,57.907,42.093,55.84,299,0.897,bicubic,-50.337,-40.893,+4 -pnasnet5large,43.950,56.050,56.730,43.270,86.06,331,0.911,bicubic,-51.410,-42.400,-36 -gluon_resnext101_64x4d,43.877,56.123,58.710,41.290,83.46,224,0.875,bicubic,-50.473,-40.170,0 -ecaresnet50d,43.750,56.250,60.387,39.613,25.58,224,0.875,bicubic,-50.440,-38.543,+9 -ecaresnet101d_pruned,43.737,56.263,59.607,40.393,24.88,224,0.875,bicubic,-50.713,-39.473,-7 -rexnet_150,43.690,56.310,60.897,39.103,9.73,224,0.875,bicubic,-50.580,-38.183,+2 -gluon_resnet101_v1d,43.440,56.560,58.613,41.387,44.57,224,0.875,bicubic,-50.730,-40.327,+8 -gluon_resnet101_v1s,43.363,56.637,58.503,41.497,44.67,224,0.875,bicubic,-50.807,-40.507,+8 -cspdarknet53,43.357,56.643,59.430,40.570,27.64,256,0.887,bilinear,-50.733,-39.550,+16 -dpn68b,43.287,56.713,58.673,41.327,12.61,224,0.875,bicubic,-50.333,-40.027,+58 -resnest26d,43.140,56.860,60.623,39.377,17.07,224,0.875,bilinear,-50.100,-38.227,+82 -dpn131,43.047,56.953,57.440,42.560,79.25,224,0.875,bicubic,-50.713,-41.360,+40 -cspresnet50,43.030,56.970,59.153,40.847,21.62,256,0.887,bilinear,-50.830,-39.717,+28 -tf_efficientnet_lite4,42.967,57.033,57.620,42.380,13.01,380,0.920,bilinear,-51.903,-41.470,-33 -gluon_resnet152_v1b,42.903,57.097,57.750,42.250,60.19,224,0.875,bicubic,-51.127,-41.290,+15 -dpn107,42.857,57.143,57.367,42.633,86.92,224,0.875,bicubic,-51.103,-41.473,+18 -tf_efficientnet_b1_ap,42.803,57.197,58.813,41.187,7.79,240,0.882,bicubic,-50.827,-39.987,+50 -gluon_resnet152_v1c,42.800,57.200,57.737,42.263,60.21,224,0.875,bicubic,-51.080,-41.063,+21 -gluon_xception65,42.793,57.207,58.820,41.180,39.92,299,0.903,bicubic,-51.217,-40.200,+12 -tresnet_l_448,42.753,57.247,58.947,41.053,55.99,448,0.875,bilinear,-52.657,-40.463,-56 -resnet50d,42.707,57.293,58.697,41.303,25.58,224,0.875,bicubic,-51.363,-40.223,+6 -tresnet_m,42.687,57.313,58.153,41.847,31.39,224,0.875,bilinear,-51.383,-40.677,+6 -gluon_seresnext50_32x4d,42.683,57.317,58.710,41.290,27.56,224,0.875,bicubic,-51.487,-40.200,-6 -resnext101_32x8d,42.557,57.443,58.317,41.683,88.79,224,0.875,bilinear,-51.213,-40.633,+26 -seresnet50,42.510,57.490,58.667,41.333,28.09,224,0.875,bicubic,-51.570,-40.303,+1 -dpn98,42.280,57.720,56.880,43.120,61.57,224,0.875,bicubic,-51.660,-42.040,+10 -tf_efficientnet_cc_b1_8e,42.233,57.767,58.420,41.580,39.72,240,0.882,bicubic,-51.337,-40.270,+48 -legacy_senet154,42.207,57.793,56.597,43.403,115.09,224,0.875,bilinear,-52.523,-42.503,-44 -tf_efficientnet_b2,42.120,57.880,58.197,41.803,9.11,260,0.890,bicubic,-52.090,-40.833,-17 -gluon_resnext50_32x4d,42.043,57.957,57.667,42.333,25.03,224,0.875,bicubic,-51.607,-41.023,+34 -resnet50,42.013,57.987,56.000,44.000,25.56,224,0.875,bicubic,-51.447,-42.600,+52 -ecaresnet50d_pruned,41.953,58.047,58.217,41.783,19.94,224,0.875,bicubic,-51.867,-40.783,+13 -efficientnet_b2a,41.933,58.067,58.300,41.700,9.11,288,1.000,bicubic,-52.437,-40.750,-31 -dla102x2,41.647,58.353,57.967,42.033,41.28,224,0.875,bilinear,-52.353,-41.063,-1 -hrnet_w64,41.637,58.363,57.130,42.870,128.06,224,0.875,bilinear,-52.193,-41.800,+9 -efficientnet_b2,41.627,58.373,58.033,41.967,9.11,260,0.875,bicubic,-52.713,-41.067,-32 -gluon_senet154,41.627,58.373,56.373,43.627,115.09,224,0.875,bicubic,-53.083,-42.597,-51 -inception_v4,41.577,58.423,55.383,44.617,42.68,299,0.875,bicubic,-52.803,-43.437,-37 -efficientnet_em,41.493,58.507,58.877,41.123,6.90,240,0.882,bicubic,-52.247,-40.053,+16 -tf_efficientnet_cc_b0_8e,41.487,58.513,57.377,42.623,24.01,224,0.875,bicubic,-51.383,-41.083,+74 -resnext50_32x4d,41.443,58.557,56.997,43.003,25.03,224,0.875,bicubic,-52.397,-41.833,+2 -tv_resnet152,41.327,58.673,57.520,42.480,60.19,224,0.875,bilinear,-51.913,-41.230,+52 -xception71,41.270,58.730,55.873,44.127,42.34,299,0.903,bicubic,-52.620,-43.077,-5 -dpn92,41.267,58.733,56.333,43.667,37.67,224,0.875,bicubic,-52.923,-42.687,-30 -adv_inception_v3,41.263,58.737,56.317,43.683,23.83,299,0.875,bicubic,-51.747,-42.173,+57 -resnetblur50,41.053,58.947,57.077,42.923,25.56,224,0.875,bicubic,-52.657,-41.733,+13 -gluon_resnet50_v1d,40.970,59.030,57.137,42.863,25.58,224,0.875,bicubic,-52.560,-41.573,+31 -gluon_inception_v3,40.907,59.093,55.617,44.383,23.83,299,0.875,bicubic,-52.633,-43.213,+28 -ese_vovnet39b,40.867,59.133,56.950,43.050,24.57,224,0.875,bicubic,-52.983,-41.950,-7 -regnety_320,40.813,59.187,56.117,43.883,145.05,224,0.875,bicubic,-53.707,-43.053,-55 -resnet34d,40.810,59.190,56.530,43.470,21.82,224,0.875,bicubic,-51.830,-41.890,+72 -xception,40.763,59.237,56.387,43.613,22.86,299,0.897,bicubic,-52.877,-42.383,+13 -skresnext50_32x4d,40.700,59.300,56.023,43.977,27.48,224,0.875,bicubic,-53.250,-42.797,-18 -gluon_resnet101_v1b,40.683,59.317,56.117,43.883,44.55,224,0.875,bicubic,-53.077,-42.583,-1 -hrnet_w40,40.660,59.340,56.753,43.247,57.56,224,0.875,bilinear,-53.050,-42.047,+3 -tf_efficientnet_lite3,40.563,59.437,56.477,43.523,8.20,300,0.904,bilinear,-53.567,-42.483,-34 -tresnet_m_448,40.530,59.470,56.700,43.300,31.39,448,0.875,bilinear,-54.130,-42.450,-66 -dla169,40.493,59.507,57.263,42.737,53.39,224,0.875,bilinear,-53.307,-41.577,-11 -regnetx_320,40.443,59.557,55.660,44.340,107.81,224,0.875,bicubic,-53.767,-43.390,-48 -skresnet34,40.397,59.603,56.737,43.263,22.28,224,0.875,bicubic,-52.173,-41.683,+68 -efficientnet_b2_pruned,40.383,59.617,56.537,43.463,8.31,260,0.890,bicubic,-53.417,-42.373,-13 -wide_resnet101_2,40.360,59.640,55.780,44.220,126.89,224,0.875,bilinear,-53.370,-43.030,-6 -legacy_seresnext101_32x4d,40.360,59.640,54.817,45.183,48.96,224,0.875,bilinear,-53.770,-44.153,-41 -tf_efficientnet_b0_ap,40.337,59.663,56.787,43.213,5.29,224,0.875,bicubic,-52.273,-41.583,+61 -xception65,40.273,59.727,55.283,44.717,39.92,299,0.903,bicubic,-53.487,-43.577,-11 -regnetx_160,40.270,59.730,56.050,43.950,54.28,224,0.875,bicubic,-53.610,-43.040,-26 -densenet201,40.267,59.733,56.710,43.290,20.01,224,0.875,bicubic,-52.423,-41.940,+53 -resnext50d_32x4d,40.170,59.830,55.487,44.513,25.05,224,0.875,bicubic,-53.640,-43.253,-22 -vit_small_patch16_224,40.130,59.870,56.543,43.457,48.75,224,0.900,bicubic,-52.470,-41.847,+57 -hrnet_w48,40.093,59.907,56.640,43.360,77.47,224,0.875,bilinear,-53.937,-42.100,-41 -legacy_seresnet152,40.043,59.957,55.820,44.180,66.82,224,0.875,bilinear,-53.397,-43.030,+14 -hrnet_w30,40.030,59.970,57.093,42.907,37.71,224,0.875,bilinear,-53.340,-41.737,+16 -regnetx_080,40.000,60.000,55.977,44.023,39.57,224,0.875,bicubic,-53.790,-42.933,-24 -tf_efficientnet_b1,39.977,60.023,56.137,43.863,7.79,240,0.882,bicubic,-53.733,-42.663,-14 -gluon_resnet101_v1c,39.953,60.047,55.300,44.700,44.57,224,0.875,bicubic,-53.737,-43.460,-14 -res2net101_26w_4s,39.717,60.283,54.550,45.450,45.21,224,0.875,bilinear,-53.803,-44.050,+3 -regnetx_120,39.687,60.313,55.633,44.367,46.11,224,0.875,bicubic,-54.583,-43.557,-70 -hrnet_w44,39.677,60.323,55.333,44.667,67.06,224,0.875,bilinear,-53.943,-43.627,-9 -densenet161,39.620,60.380,56.133,43.867,28.68,224,0.875,bicubic,-53.280,-42.587,+33 -mixnet_xl,39.617,60.383,55.887,44.113,11.90,224,0.875,bicubic,-54.613,-42.933,-70 -xception41,39.610,60.390,55.037,44.963,26.97,299,0.903,bicubic,-53.870,-43.713,0 -res2net50_26w_8s,39.603,60.397,54.550,45.450,48.40,224,0.875,bilinear,-53.847,-44.150,+2 -tf_efficientnet_el,39.563,60.437,55.310,44.690,10.59,300,0.904,bicubic,-54.887,-43.790,-87 -dla102x,39.553,60.447,56.327,43.673,26.31,224,0.875,bilinear,-53.977,-42.523,-7 -rexnet_130,39.487,60.513,56.640,43.360,7.56,224,0.875,bicubic,-54.183,-42.070,-22 -hrnet_w32,39.463,60.537,56.123,43.877,41.23,224,0.875,bilinear,-53.487,-42.717,+21 -regnety_064,39.403,60.597,55.773,44.227,30.58,224,0.875,bicubic,-54.737,-43.257,-68 -densenetblur121d,39.380,60.620,56.640,43.360,8.00,224,0.875,bicubic,-53.020,-41.770,+48 -regnety_120,39.347,60.653,55.277,44.723,51.82,224,0.875,bicubic,-54.663,-43.753,-57 -tv_resnet101,39.307,60.693,55.803,44.197,44.55,224,0.875,bilinear,-53.573,-42.857,+23 -regnety_160,39.260,60.740,55.433,44.567,83.59,224,0.875,bicubic,-54.860,-43.587,-67 -tf_inception_v3,39.240,60.760,54.300,45.700,23.83,299,0.875,bicubic,-53.960,-44.180,+3 -gluon_resnet50_v1s,39.233,60.767,55.010,44.990,25.68,224,0.875,bicubic,-54.357,-43.830,-21 -densenet169,39.167,60.833,55.843,44.157,14.15,224,0.875,bicubic,-53.133,-42.747,+45 -legacy_seresnet101,39.037,60.963,55.003,44.997,49.33,224,0.875,bilinear,-54.223,-43.737,-5 -efficientnet_b1_pruned,39.010,60.990,55.647,44.353,6.33,240,0.882,bicubic,-53.970,-42.883,+9 -inception_v3,38.960,61.040,53.853,46.147,23.83,299,0.875,bicubic,-53.940,-44.957,+13 -dpn68,38.933,61.067,54.933,45.067,12.61,224,0.875,bicubic,-53.307,-43.677,+43 -regnety_080,38.917,61.083,55.213,44.787,39.18,224,0.875,bicubic,-54.973,-43.787,-62 -legacy_seresnext50_32x4d,38.877,61.123,54.593,45.407,27.56,224,0.875,bilinear,-54.553,-44.207,-14 -dla102,38.833,61.167,55.327,44.673,33.27,224,0.875,bilinear,-54.427,-43.453,-12 -regnety_040,38.820,61.180,55.557,44.443,20.65,224,0.875,bicubic,-54.800,-43.393,-32 -densenet121,38.783,61.217,56.273,43.727,7.98,224,0.875,bicubic,-53.157,-42.007,+44 -res2net50_14w_8s,38.710,61.290,54.077,45.923,25.06,224,0.875,bilinear,-54.320,-44.623,-3 -regnetx_040,38.703,61.297,55.340,44.660,22.12,224,0.875,bicubic,-54.977,-43.600,-43 -res2net50_26w_6s,38.687,61.313,53.743,46.257,37.05,224,0.875,bilinear,-54.903,-45.007,-33 -regnetx_032,38.680,61.320,55.157,44.843,15.30,224,0.875,bicubic,-54.570,-43.573,-15 -selecsls60,38.623,61.377,55.630,44.370,30.67,224,0.875,bicubic,-54.387,-43.200,-5 -dla60x,38.617,61.383,55.383,44.617,17.35,224,0.875,bilinear,-54.573,-43.327,-13 -tf_efficientnet_b0,38.600,61.400,55.957,44.043,5.29,224,0.875,bicubic,-53.800,-42.513,+27 -dla60_res2net,38.590,61.410,54.560,45.440,20.85,224,0.875,bilinear,-54.790,-44.300,-24 -selecsls60b,38.573,61.427,55.307,44.693,32.77,224,0.875,bicubic,-54.927,-43.533,-32 -dla60_res2next,38.450,61.550,54.950,45.050,17.03,224,0.875,bilinear,-55.120,-43.850,-39 -regnetx_064,38.430,61.570,54.990,45.010,26.21,224,0.875,bicubic,-55.200,-44.060,-48 -tf_efficientnet_cc_b0_4e,38.413,61.587,55.150,44.850,13.31,224,0.875,bicubic,-54.427,-43.290,+1 -gluon_resnet50_v1b,38.407,61.593,54.833,45.167,25.56,224,0.875,bicubic,-54.153,-43.717,+14 -hrnet_w18,38.277,61.723,55.643,44.357,21.30,224,0.875,bilinear,-54.483,-43.017,+2 -mixnet_l,38.160,61.840,54.757,45.243,7.33,224,0.875,bicubic,-55.100,-43.943,-27 -efficientnet_b1,37.843,62.157,53.640,46.360,7.79,240,0.875,bicubic,-55.217,-44.900,-20 -gluon_resnet50_v1c,37.843,62.157,54.123,45.877,25.58,224,0.875,bicubic,-55.067,-44.587,-11 -res2net50_26w_4s,37.827,62.173,53.073,46.927,25.70,224,0.875,bilinear,-55.353,-45.597,-24 -efficientnet_es,37.770,62.230,54.967,45.033,5.44,224,0.875,bicubic,-55.140,-43.723,-14 -resnest14d,37.767,62.233,56.470,43.530,10.61,224,0.875,bilinear,-53.363,-41.860,+45 -tv_resnext50_32x4d,37.750,62.250,54.113,45.887,25.03,224,0.875,bilinear,-55.150,-44.217,-13 -res2next50,37.477,62.523,52.853,47.147,24.67,224,0.875,bilinear,-55.673,-45.807,-27 -resnet34,37.443,62.557,54.297,45.703,21.80,224,0.875,bilinear,-53.757,-43.943,+39 -tf_efficientnet_em,37.283,62.717,54.220,45.780,6.90,240,0.882,bicubic,-56.187,-44.530,-45 -res2net50_48w_2s,37.117,62.883,53.333,46.667,25.29,224,0.875,bilinear,-55.673,-45.137,-10 -dla60,37.073,62.927,54.200,45.800,22.04,224,0.875,bilinear,-55.597,-44.430,-8 -rexnet_100,37.063,62.937,54.020,45.980,4.80,224,0.875,bicubic,-55.787,-44.600,-15 -regnety_016,37.017,62.983,54.093,45.907,11.20,224,0.875,bicubic,-55.983,-44.587,-27 -tf_mixnet_l,36.987,63.013,52.583,47.417,7.33,224,0.875,bicubic,-56.053,-45.957,-32 -legacy_seresnet50,36.873,63.127,53.487,46.513,28.09,224,0.875,bilinear,-55.797,-45.163,-11 -tv_densenet121,36.810,63.190,54.033,45.967,7.98,224,0.875,bicubic,-54.590,-44.217,+24 -tf_efficientnet_lite2,36.807,63.193,53.320,46.680,6.09,260,0.890,bicubic,-55.783,-45.230,-8 -mobilenetv2_120d,36.780,63.220,54.047,45.953,5.83,224,0.875,bicubic,-55.830,-44.463,-12 -tf_efficientnet_lite1,36.737,63.263,53.590,46.410,5.42,240,0.882,bicubic,-55.573,-44.900,+1 -regnetx_016,36.683,63.317,53.297,46.703,9.19,224,0.875,bicubic,-55.857,-45.253,-6 -efficientnet_b0,36.600,63.400,53.497,46.503,5.29,224,0.875,bicubic,-55.880,-45.183,-6 -skresnet18,36.320,63.680,54.197,45.803,11.96,224,0.875,bicubic,-53.840,-43.583,+37 -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,+12 -tv_resnet34,36.087,63.913,53.533,46.467,21.80,224,0.875,bilinear,-54.203,-44.447,+33 -mobilenetv2_140,36.000,64.000,53.943,46.057,6.11,224,0.875,bicubic,-56.030,-44.307,+1 -tf_efficientnet_lite0,35.930,64.070,53.480,46.520,4.65,224,0.875,bicubic,-55.370,-44.610,+15 -selecsls42b,35.813,64.187,52.487,47.513,32.46,224,0.875,bicubic,-56.667,-45.953,-12 -gluon_resnet34_v1b,35.763,64.237,52.187,47.813,21.80,224,0.875,bicubic,-55.337,-45.993,+22 -dla34,35.643,64.357,52.783,47.217,15.74,224,0.875,bilinear,-55.597,-45.397,+15 -mixnet_m,35.640,64.360,52.430,47.570,5.01,224,0.875,bicubic,-56.630,-45.920,-9 -efficientnet_lite0,35.620,64.380,53.657,46.343,4.65,224,0.875,bicubic,-55.640,-44.593,+12 -ssl_resnet18,35.597,64.403,53.740,46.260,11.69,224,0.875,bilinear,-55.103,-44.280,+22 -tf_efficientnet_es,35.563,64.437,52.790,47.210,5.44,224,0.875,bicubic,-56.987,-45.720,-21 -mobilenetv3_rw,35.547,64.453,53.713,46.287,5.48,224,0.875,bicubic,-56.003,-44.557,0 -mobilenetv2_110d,35.293,64.707,52.830,47.170,4.52,224,0.875,bicubic,-56.057,-45.360,+5 -tf_mixnet_m,35.180,64.820,50.987,49.013,5.01,224,0.875,bicubic,-57.020,-47.433,-12 -hrnet_w18_small_v2,35.173,64.827,52.440,47.560,15.60,224,0.875,bilinear,-55.997,-45.900,+11 -resnet18d,35.127,64.873,52.890,47.110,11.71,224,0.875,bicubic,-54.863,-44.940,+21 -ese_vovnet19b_dw,34.840,65.160,52.030,47.970,6.54,224,0.875,bicubic,-57.170,-46.480,-12 -regnety_008,34.807,65.193,51.743,48.257,6.26,224,0.875,bicubic,-57.093,-46.677,-11 -mobilenetv3_large_100,34.603,65.397,52.860,47.140,5.48,224,0.875,bicubic,-56.877,-45.460,-5 -seresnext26d_32x4d,34.543,65.457,51.543,48.457,16.81,224,0.875,bicubic,-57.897,-46.997,-26 -seresnext26tn_32x4d,34.540,65.460,51.377,48.623,16.81,224,0.875,bicubic,-58.280,-47.183,-45 -resnet26d,34.273,65.727,51.687,48.313,16.01,224,0.875,bicubic,-57.957,-46.763,-21 -fbnetc_100,34.253,65.747,51.180,48.820,5.57,224,0.875,bilinear,-57.017,-46.650,-3 -seresnext26t_32x4d,34.210,65.790,51.460,48.540,16.82,224,0.875,bicubic,-58.750,-47.020,-59 -regnety_006,34.150,65.850,51.277,48.723,6.06,224,0.875,bicubic,-57.420,-47.153,-14 -tf_mobilenetv3_large_100,33.950,66.050,51.490,48.510,5.48,224,0.875,bilinear,-57.470,-46.770,-10 -regnetx_008,33.770,66.230,50.547,49.453,7.26,224,0.875,bicubic,-57.410,-47.833,-2 -mnasnet_100,33.763,66.237,51.170,48.830,4.38,224,0.875,bicubic,-57.437,-46.880,-5 -semnasnet_100,33.520,66.480,50.787,49.213,3.89,224,0.875,bicubic,-58.140,-47.483,-19 -resnet26,33.500,66.500,50.927,49.073,16.00,224,0.875,bicubic,-57.940,-47.353,-15 -mixnet_s,33.480,66.520,50.997,49.003,4.13,224,0.875,bicubic,-58.300,-47.303,-23 -spnasnet_100,33.477,66.523,51.267,48.733,4.42,224,0.875,bilinear,-57.133,-46.683,+1 -regnetx_006,33.157,66.843,50.250,49.750,6.20,224,0.875,bicubic,-57.603,-47.850,-2 -resnet18,33.067,66.933,51.170,48.830,11.69,224,0.875,bilinear,-55.083,-45.950,+11 -legacy_seresnext26_32x4d,32.757,67.243,49.237,50.763,16.79,224,0.875,bicubic,-59.813,-49.283,-47 -hrnet_w18_small,32.667,67.333,50.587,49.413,13.19,224,0.875,bilinear,-57.213,-47.313,+2 -legacy_seresnet18,32.600,67.400,50.340,49.660,11.78,224,0.875,bicubic,-56.670,-47.340,+4 -mobilenetv2_100,32.523,67.477,50.800,49.200,3.50,224,0.875,bicubic,-57.307,-47.030,+1 -regnetx_004,32.517,67.483,49.343,50.657,5.16,224,0.875,bicubic,-56.943,-48.427,+1 -gluon_resnet18_v1b,32.407,67.593,49.727,50.273,11.69,224,0.875,bicubic,-56.253,-47.373,+3 -regnety_004,32.333,67.667,49.453,50.547,4.34,224,0.875,bicubic,-58.447,-48.627,-11 -tf_mixnet_s,32.183,67.817,48.493,51.507,4.13,224,0.875,bicubic,-59.497,-49.747,-33 -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,-2 -regnety_002,29.687,70.313,46.787,53.213,3.16,224,0.875,bicubic,-58.513,-50.643,-1 -regnetx_002,28.860,71.140,45.420,54.580,2.68,224,0.875,bicubic,-58.520,-51.570,0 -dla60x_c,28.447,71.553,46.193,53.807,1.32,224,0.875,bilinear,-58.663,-50.947,0 -tf_mobilenetv3_small_100,27.297,72.703,44.420,55.580,2.54,224,0.875,bilinear,-58.663,-51.980,0 -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,79.730,20.270,89.517,10.483,828.41,224,0.875,bilinear,-17.480,-10.183,+2 +ig_resnext101_32x32d,79.520,20.480,89.227,10.773,468.53,224,0.875,bilinear,-17.360,-10.433,+4 +ig_resnext101_32x16d,78.830,21.170,88.463,11.537,194.03,224,0.875,bilinear,-17.660,-11.157,+10 +tf_efficientnet_l2_ns_475,76.367,23.633,88.540,11.460,480.31,475,0.936,bicubic,-19.573,-10.860,-4 +swsl_resnext101_32x16d,76.220,23.780,87.747,12.253,194.03,224,0.875,bilinear,-20.060,-11.773,+15 +ig_resnext101_32x8d,75.897,24.103,86.253,13.747,88.79,224,0.875,bilinear,-20.083,-13.197,+25 +swsl_resnext101_32x8d,75.590,24.410,87.043,12.957,88.79,224,0.875,bilinear,-20.680,-12.457,+14 +tf_efficientnet_l2_ns,74.623,25.377,87.497,12.503,480.31,800,0.960,bicubic,-21.707,-12.013,-9 +swsl_resnext101_32x4d,72.700,27.300,85.193,14.807,44.18,224,0.875,bilinear,-23.380,-14.347,+20 +swsl_resnext50_32x4d,69.103,30.897,82.880,17.120,25.03,224,0.875,bilinear,-26.507,-16.560,+26 +swsl_resnet50,68.357,31.643,83.383,16.617,25.56,224,0.875,bilinear,-26.863,-15.857,+40 +tf_efficientnet_b7_ns,67.040,32.960,81.090,18.910,66.35,600,0.949,bicubic,-30.730,-18.800,-11 +tf_efficientnet_b6_ns,65.460,34.540,79.447,20.553,43.04,528,0.942,bicubic,-32.290,-20.373,-11 +tf_efficientnet_b5_ns,62.890,37.110,77.720,22.280,30.39,456,0.934,bicubic,-34.070,-21.950,-9 +tf_efficientnet_b4_ns,61.087,38.913,76.060,23.940,19.34,380,0.922,bicubic,-35.793,-23.580,-8 +tf_efficientnet_b8_ap,57.870,42.130,72.940,27.060,87.41,672,0.954,bicubic,-38.830,-26.610,-6 +tf_efficientnet_b3_ns,57.323,42.677,72.387,27.613,12.23,300,0.904,bicubic,-38.787,-27.073,+9 +vit_large_patch16_384,54.803,45.197,70.107,29.893,304.72,384,1.000,bicubic,-41.627,-29.433,-3 +vit_base_resnet50_384,54.333,45.667,69.503,30.497,98.95,384,1.000,bicubic,-42.227,-30.047,-7 +resnetv2_152x4_bitm,54.170,45.830,70.257,29.743,936.53,480,1.000,bilinear,-42.860,-29.453,-16 +tf_efficientnet_b5_ap,53.920,46.080,69.190,30.810,30.39,456,0.934,bicubic,-42.160,-30.280,+7 +tf_efficientnet_b6_ap,53.563,46.437,68.580,31.420,43.04,528,0.942,bicubic,-42.817,-31.020,-6 +tf_efficientnet_b2_ns,53.507,46.493,70.393,29.607,9.11,260,0.890,bicubic,-42.023,-28.947,+16 +tf_efficientnet_b7_ap,53.320,46.680,68.900,31.100,66.35,600,0.949,bicubic,-43.040,-30.650,-7 +tf_efficientnet_b8,53.203,46.797,68.957,31.043,87.41,672,0.954,bicubic,-43.577,-30.573,-17 +tf_efficientnet_b4_ap,53.073,46.927,68.230,31.770,19.34,380,0.922,bicubic,-42.427,-31.160,+16 +tf_efficientnet_b7,52.303,47.697,68.227,31.773,66.35,600,0.949,bicubic,-44.407,-31.413,-18 +swsl_resnet18,52.243,47.757,70.503,29.497,11.69,224,0.875,bilinear,-38.847,-27.707,+220 +vit_base_patch16_384,51.037,48.963,65.390,34.610,86.86,384,1.000,bicubic,-45.133,-34.230,-6 +resnetv2_152x2_bitm,50.950,49.050,68.580,31.420,236.34,480,1.000,bilinear,-45.630,-30.930,-19 +vit_large_patch16_224,50.937,49.063,66.340,33.660,304.33,224,0.900,bicubic,-44.353,-32.970,+16 +tf_efficientnet_b1_ns,50.770,49.230,67.960,32.040,7.79,240,0.882,bicubic,-44.110,-31.290,+30 +ssl_resnext101_32x16d,50.227,49.773,66.093,33.907,194.03,224,0.875,bilinear,-45.173,-33.317,+11 +seresnet152d,50.183,49.817,65.123,34.877,66.84,256,0.940,bicubic,-45.757,-34.267,+33 +resnest269e,50.133,49.867,64.713,35.287,110.93,416,0.928,bicubic,-46.037,-34.807,-10 +tf_efficientnet_b3_ap,50.093,49.907,65.277,34.723,12.23,300,0.904,bicubic,-44.867,-33.833,+24 +resnet200d,49.850,50.150,64.730,35.270,64.69,256,0.940,bicubic,-45.850,-34.610,-1 +resnest200e,49.807,50.193,64.780,35.220,70.20,320,0.909,bicubic,-46.303,-34.690,-10 +resnetv2_101x3_bitm,49.683,50.317,67.137,32.863,387.93,480,1.000,bilinear,-46.787,-32.523,-24 +resnet152d,49.637,50.363,64.740,35.260,60.21,256,0.940,bicubic,-45.833,-34.560,+4 +tf_efficientnet_b5,49.497,50.503,65.597,34.403,30.39,456,0.934,bicubic,-46.563,-33.943,-10 +resnet200d_320,49.437,50.563,64.300,35.700,64.69,320,1.000,bicubic,-46.683,-35.220,-16 +resnest101e,49.380,50.620,65.527,34.473,48.28,256,0.875,bilinear,-46.210,-33.743,-5 +resnet152d_320,49.267,50.733,64.427,35.573,60.21,320,1.000,bicubic,-46.583,-35.003,-10 +seresnet152d_320,49.220,50.780,64.273,35.727,66.84,320,1.000,bicubic,-47.140,-35.357,+18 +ssl_resnext101_32x8d,49.140,50.860,65.507,34.493,88.79,224,0.875,bilinear,-46.190,-33.813,+2 +efficientnet_b3a,48.573,51.427,64.343,35.657,12.23,320,1.000,bicubic,-46.577,-34.867,+10 +ecaresnet101d,48.473,51.527,64.087,35.913,44.57,224,0.875,bicubic,-46.687,-35.143,+7 +efficientnet_b3,48.227,51.773,64.183,35.817,12.23,300,0.904,bicubic,-46.743,-35.057,+11 +resnest50d_4s2x40d,47.500,52.500,63.867,36.133,30.42,224,0.875,bicubic,-47.210,-35.263,+19 +efficientnet_b3_pruned,47.463,52.537,62.850,37.150,9.86,300,0.904,bicubic,-47.117,-36.220,+26 +vit_base_patch16_224,47.413,52.587,61.683,38.317,86.57,224,0.900,bicubic,-47.807,-37.717,0 +resnet101d,47.227,52.773,62.793,37.207,44.57,256,0.940,bicubic,-48.053,-36.467,-3 +ssl_resnext101_32x4d,47.177,52.823,63.397,36.603,44.18,224,0.875,bilinear,-47.983,-35.903,+2 +tf_efficientnet_b6,47.153,52.847,63.057,36.943,43.04,528,0.942,bicubic,-49.197,-36.543,-34 +tf_efficientnet_b4,47.040,52.960,62.903,37.097,19.34,380,0.922,bicubic,-48.550,-36.417,-16 +resnet101d_320,46.907,53.093,62.360,37.640,44.57,320,1.000,bicubic,-48.843,-37.080,-21 +resnetv2_50x3_bitm,46.857,53.143,64.907,35.093,217.32,480,1.000,bilinear,-49.363,-34.683,-34 +gluon_seresnext101_64x4d,46.690,53.310,61.357,38.643,88.23,224,0.875,bicubic,-47.940,-37.613,+16 +regnety_032,46.643,53.357,62.210,37.790,19.44,224,0.875,bicubic,-48.427,-37.000,-2 +tresnet_xl,46.280,53.720,61.903,38.097,78.44,224,0.875,bilinear,-48.790,-37.347,-2 +resnest50d_1s4x24d,46.130,53.870,62.480,37.520,25.68,224,0.875,bicubic,-48.260,-36.580,+22 +tf_efficientnet_b0_ns,46.047,53.953,63.280,36.720,5.29,224,0.875,bicubic,-47.713,-35.700,+71 +resnest50d,45.883,54.117,62.673,37.327,27.48,224,0.875,bilinear,-48.737,-36.357,+12 +gluon_seresnext101_32x4d,45.517,54.483,61.150,38.850,48.96,224,0.875,bicubic,-48.913,-37.940,+18 +gluon_resnet152_v1d,45.423,54.577,60.097,39.903,60.21,224,0.875,bicubic,-49.027,-38.903,+15 +ssl_resnext50_32x4d,45.370,54.630,61.983,38.017,25.03,224,0.875,bilinear,-49.330,-37.067,+3 +nasnetalarge,45.200,54.800,57.960,42.040,88.75,331,0.911,bicubic,-49.970,-41.170,-14 +tresnet_xl_448,45.157,54.843,61.440,38.560,78.44,448,0.875,bilinear,-50.363,-37.900,-27 +tf_efficientnet_b3,45.103,54.897,60.680,39.320,12.23,300,0.904,bicubic,-49.807,-38.420,-8 +rexnet_200,45.070,54.930,62.223,37.777,16.37,224,0.875,bicubic,-49.600,-36.867,+1 +ecaresnetlight,44.910,55.090,60.770,39.230,30.16,224,0.875,bicubic,-49.230,-38.180,+29 +vit_base_patch32_384,44.793,55.207,58.577,41.423,88.30,384,1.000,bicubic,-50.457,-40.603,-22 +tf_efficientnet_b2_ap,44.740,55.260,60.700,39.300,9.11,260,0.890,bicubic,-49.530,-38.250,+17 +tresnet_l,44.357,55.643,59.953,40.047,55.99,224,0.875,bilinear,-50.543,-39.077,-12 +gluon_resnext101_32x4d,44.330,55.670,59.097,40.903,44.18,224,0.875,bicubic,-49.790,-39.833,+27 +cspresnext50,44.167,55.833,60.447,39.553,20.57,224,0.875,bilinear,-49.583,-38.393,+58 +wide_resnet50_2,44.167,55.833,59.680,40.320,68.88,224,0.875,bicubic,-50.493,-39.370,-4 +gluon_resnet152_v1s,44.083,55.917,58.740,41.260,60.32,224,0.875,bicubic,-50.617,-40.500,-8 +seresnext50_32x4d,44.077,55.923,59.427,40.573,27.56,224,0.875,bicubic,-50.733,-39.703,-14 +gluon_resnext101_64x4d,43.893,56.107,58.713,41.287,83.46,224,0.875,bicubic,-50.437,-40.167,+6 +ssl_resnet50,43.887,56.113,61.933,38.067,25.56,224,0.875,bilinear,-50.433,-37.227,+6 +ecaresnet101d_pruned,43.787,56.213,59.650,40.350,24.88,224,0.875,bicubic,-50.653,-39.450,-1 +ecaresnet50d,43.700,56.300,60.380,39.620,25.58,224,0.875,bicubic,-50.500,-38.640,+10 +rexnet_150,43.580,56.420,60.840,39.160,9.73,224,0.875,bicubic,-50.700,-38.250,+5 +gluon_resnet101_v1d,43.420,56.580,58.560,41.440,44.57,224,0.875,bicubic,-50.740,-40.390,+14 +gluon_resnet101_v1s,43.407,56.593,58.700,41.300,44.67,224,0.875,bicubic,-50.773,-40.210,+11 +cspdarknet53,43.340,56.660,59.483,40.517,27.64,256,0.887,bilinear,-50.760,-39.497,+18 +dpn68b,43.263,56.737,58.607,41.393,12.61,224,0.875,bicubic,-50.337,-40.103,+62 +cspresnet50,43.130,56.870,59.213,40.787,21.62,256,0.887,bilinear,-50.720,-39.687,+33 +resnest26d,43.110,56.890,60.590,39.410,17.07,224,0.875,bilinear,-50.150,-38.250,+82 +resnetv2_101x1_bitm,43.043,56.957,60.910,39.090,44.54,480,1.000,bilinear,-52.457,-38.600,-49 +dpn131,43.020,56.980,57.430,42.570,79.25,224,0.875,bicubic,-50.740,-41.380,+40 +gluon_resnet152_v1b,42.980,57.020,57.730,42.270,60.19,224,0.875,bicubic,-51.040,-41.300,+19 +dpn107,42.890,57.110,57.527,42.473,86.92,224,0.875,bicubic,-51.070,-41.323,+20 +tf_efficientnet_lite4,42.850,57.150,57.710,42.290,13.01,380,0.920,bilinear,-52.020,-41.380,-31 +gluon_resnet152_v1c,42.840,57.160,57.797,42.203,60.21,224,0.875,bicubic,-51.030,-41.003,+24 +tf_efficientnet_b1_ap,42.827,57.173,58.850,41.150,7.79,240,0.882,bicubic,-50.813,-39.930,+50 +tresnet_l_448,42.787,57.213,58.940,41.060,55.99,448,0.875,bilinear,-52.613,-40.340,-52 +gluon_xception65,42.730,57.270,58.870,41.130,39.92,299,0.903,bicubic,-51.300,-40.160,+11 +resnet50d,42.700,57.300,58.770,41.230,25.58,224,0.875,bicubic,-51.370,-40.150,+8 +tresnet_m,42.690,57.310,58.213,41.787,31.39,224,0.875,bilinear,-51.390,-40.617,+6 +gluon_seresnext50_32x4d,42.687,57.313,58.717,41.283,27.56,224,0.875,bicubic,-51.493,-40.303,-6 +resnext101_32x8d,42.573,57.427,58.357,41.643,88.79,224,0.875,bilinear,-51.197,-40.593,+28 +seresnet50,42.493,57.507,58.770,41.230,28.09,224,0.875,bicubic,-51.587,-40.200,+2 +legacy_senet154,42.290,57.710,56.563,43.437,115.09,224,0.875,bilinear,-52.440,-42.537,-39 +dpn98,42.277,57.723,56.933,43.067,61.57,224,0.875,bicubic,-51.673,-41.987,+9 +tf_efficientnet_cc_b1_8e,42.277,57.723,58.523,41.477,39.72,240,0.882,bicubic,-51.303,-40.167,+46 +tf_efficientnet_b2,42.197,57.803,58.207,41.793,9.11,260,0.890,bicubic,-52.003,-40.823,-13 +gluon_resnext50_32x4d,42.107,57.893,57.683,42.317,25.03,224,0.875,bicubic,-51.563,-41.017,+34 +resnet50,42.043,57.957,56.093,43.907,25.56,224,0.875,bicubic,-51.437,-42.667,+51 +ecaresnet50d_pruned,42.000,58.000,58.330,41.670,19.94,224,0.875,bicubic,-51.820,-40.670,+14 +efficientnet_b2a,41.940,58.060,58.303,41.697,9.11,288,1.000,bicubic,-52.430,-40.747,-28 +gluon_senet154,41.700,58.300,56.477,43.523,115.09,224,0.875,bicubic,-53.010,-42.493,-46 +dla102x2,41.670,58.330,58.033,41.967,41.28,224,0.875,bilinear,-52.350,-40.707,-1 +efficientnet_b2,41.660,58.340,58.057,41.943,9.11,260,0.875,bicubic,-52.680,-41.043,-30 +hrnet_w64,41.623,58.377,57.177,42.823,128.06,224,0.875,bilinear,-52.227,-41.743,+7 +tf_efficientnet_cc_b0_8e,41.533,58.467,57.393,42.607,24.01,224,0.875,bicubic,-51.327,-41.067,+76 +efficientnet_em,41.477,58.523,58.877,41.123,6.90,240,0.882,bicubic,-52.273,-40.043,+17 +resnext50_32x4d,41.367,58.633,56.950,43.050,25.03,224,0.875,bicubic,-52.483,-41.880,+5 +tv_resnet152,41.317,58.683,57.587,42.413,60.19,224,0.875,bilinear,-51.933,-41.163,+53 +xception71,41.297,58.703,55.940,44.060,42.34,299,0.903,bicubic,-52.603,-43.010,-3 +dpn92,41.257,58.743,56.327,43.673,37.67,224,0.875,bicubic,-52.943,-42.603,-30 +adv_inception_v3,41.220,58.780,56.360,43.640,23.83,299,0.875,bicubic,-51.770,-42.120,+60 +resnetblur50,41.077,58.923,57.080,42.920,25.56,224,0.875,bicubic,-52.633,-41.720,+16 +gluon_resnet50_v1d,41.010,58.990,57.147,42.853,25.58,224,0.875,bicubic,-52.540,-41.563,+31 +ese_vovnet39b,40.887,59.113,57.020,42.980,24.57,224,0.875,bicubic,-52.963,-41.860,-5 +gluon_inception_v3,40.880,59.120,55.670,44.330,23.83,299,0.875,bicubic,-52.710,-43.170,+24 +resnet34d,40.853,59.147,56.523,43.477,21.82,224,0.875,bicubic,-51.787,-41.917,+74 +regnety_320,40.837,59.163,56.180,43.820,145.05,224,0.875,bicubic,-53.663,-42.990,-51 +xception,40.793,59.207,56.510,43.490,22.86,299,0.897,bicubic,-52.857,-42.280,+16 +gluon_resnet101_v1b,40.707,59.293,56.180,43.820,44.55,224,0.875,bicubic,-53.063,-42.530,-1 +skresnext50_32x4d,40.700,59.300,56.013,43.987,27.48,224,0.875,bicubic,-53.250,-42.807,-16 +hrnet_w40,40.663,59.337,56.863,43.137,57.56,224,0.875,bilinear,-53.047,-41.937,+6 +tf_efficientnet_lite3,40.613,59.387,56.567,43.433,8.20,300,0.904,bilinear,-53.507,-42.393,-31 +regnetx_320,40.533,59.467,55.663,44.337,107.81,224,0.875,bicubic,-53.667,-43.387,-41 +dla169,40.513,59.487,57.317,42.683,53.39,224,0.875,bilinear,-53.267,-41.523,-7 +tresnet_m_448,40.510,59.490,56.667,43.333,31.39,448,0.875,bilinear,-54.160,-42.503,-65 +wide_resnet101_2,40.467,59.533,55.873,44.127,126.89,224,0.875,bilinear,-53.263,-42.937,-1 +efficientnet_b2_pruned,40.460,59.540,56.607,43.393,8.31,260,0.890,bicubic,-53.340,-42.113,-12 +skresnet34,40.377,59.623,56.797,43.203,22.28,224,0.875,bicubic,-52.183,-41.753,+68 +tf_efficientnet_b0_ap,40.363,59.637,56.830,43.170,5.29,224,0.875,bicubic,-52.237,-41.540,+64 +regnetx_160,40.350,59.650,56.090,43.910,54.28,224,0.875,bicubic,-53.540,-42.990,-23 +legacy_seresnext101_32x4d,40.323,59.677,54.843,45.157,48.96,224,0.875,bilinear,-53.847,-44.127,-45 +xception65,40.317,59.683,55.270,44.730,39.92,299,0.903,bicubic,-53.433,-43.600,-8 +densenet201,40.300,59.700,56.763,43.237,20.01,224,0.875,bicubic,-52.390,-41.867,+55 +hrnet_w48,40.157,59.843,56.597,43.403,77.47,224,0.875,bilinear,-53.873,-42.433,-35 +resnext50d_32x4d,40.153,59.847,55.587,44.413,25.05,224,0.875,bicubic,-53.647,-43.323,-21 +legacy_seresnet152,40.060,59.940,55.887,44.113,66.82,224,0.875,bilinear,-53.400,-42.963,+15 +tf_efficientnet_b1,40.043,59.957,56.213,43.787,7.79,240,0.882,bicubic,-53.667,-42.587,-11 +vit_small_patch16_224,40.043,59.957,56.507,43.493,48.75,224,0.900,bicubic,-52.567,-41.883,+54 +hrnet_w30,40.010,59.990,57.107,42.893,37.71,224,0.875,bilinear,-53.380,-41.723,+16 +regnetx_080,39.977,60.023,56.063,43.937,39.57,224,0.875,bicubic,-53.813,-42.847,-24 +gluon_resnet101_v1c,39.957,60.043,55.253,44.747,44.57,224,0.875,bicubic,-53.703,-43.507,-9 +res2net101_26w_4s,39.720,60.280,54.610,45.390,45.21,224,0.875,bilinear,-53.800,-44.020,+3 +regnetx_120,39.710,60.290,55.687,44.313,46.11,224,0.875,bicubic,-54.590,-43.513,-67 +res2net50_26w_8s,39.680,60.320,54.543,45.457,48.40,224,0.875,bilinear,-53.770,-44.167,+8 +hrnet_w44,39.667,60.333,55.317,44.683,67.06,224,0.875,bilinear,-53.963,-43.633,-9 +xception41,39.657,60.343,54.983,45.017,26.97,299,0.903,bicubic,-53.823,-43.607,+1 +tf_efficientnet_el,39.603,60.397,55.337,44.663,10.59,300,0.904,bicubic,-54.867,-43.743,-80 +dla102x,39.590,60.410,56.343,43.657,26.31,224,0.875,bilinear,-53.920,-42.507,-2 +densenet161,39.587,60.413,56.180,43.820,28.68,224,0.875,bicubic,-53.293,-42.480,+31 +mixnet_xl,39.550,60.450,55.837,44.163,11.90,224,0.875,bicubic,-54.670,-42.983,-71 +hrnet_w32,39.523,60.477,56.263,43.737,41.23,224,0.875,bilinear,-53.427,-42.577,+23 +rexnet_130,39.477,60.523,56.640,43.360,7.56,224,0.875,bicubic,-54.203,-42.310,-23 +regnety_064,39.397,60.603,55.807,44.193,30.58,224,0.875,bicubic,-54.743,-43.223,-64 +regnety_120,39.367,60.633,55.343,44.657,51.82,224,0.875,bicubic,-54.693,-43.677,-57 +tf_inception_v3,39.350,60.650,54.373,45.627,23.83,299,0.875,bicubic,-53.860,-44.347,+7 +densenetblur121d,39.317,60.683,56.643,43.357,8.00,224,0.875,bicubic,-53.083,-41.777,+47 +tv_resnet101,39.300,60.700,55.850,44.150,44.55,224,0.875,bilinear,-53.580,-42.960,+22 +gluon_resnet50_v1s,39.290,60.710,55.103,44.897,25.68,224,0.875,bicubic,-54.300,-43.727,-18 +regnety_160,39.273,60.727,55.387,44.613,83.59,224,0.875,bicubic,-54.837,-43.623,-67 +densenet169,39.177,60.823,55.850,44.150,14.15,224,0.875,bicubic,-53.123,-42.740,+46 +legacy_seresnet101,39.127,60.873,55.103,44.897,49.33,224,0.875,bilinear,-54.153,-43.647,-4 +regnety_080,38.977,61.023,55.187,44.813,39.18,224,0.875,bicubic,-54.923,-43.803,-57 +dpn68,38.973,61.027,54.977,45.023,12.61,224,0.875,bicubic,-53.277,-43.623,+45 +efficientnet_b1_pruned,38.967,61.033,55.620,44.380,6.33,240,0.882,bicubic,-54.003,-42.900,+9 +inception_v3,38.960,61.040,53.850,46.150,23.83,299,0.875,bicubic,-53.940,-44.470,+13 +legacy_seresnext50_32x4d,38.890,61.110,54.650,45.350,27.56,224,0.875,bilinear,-54.510,-44.150,-13 +dla102,38.887,61.113,55.337,44.663,33.27,224,0.875,bilinear,-54.413,-43.443,-11 +regnety_040,38.830,61.170,55.600,44.400,20.65,224,0.875,bicubic,-54.780,-43.360,-31 +regnetx_040,38.807,61.193,55.490,44.510,22.12,224,0.875,bicubic,-54.873,-43.230,-39 +regnetx_032,38.763,61.237,55.147,44.853,15.30,224,0.875,bicubic,-54.507,-43.593,-11 +densenet121,38.753,61.247,56.247,43.753,7.98,224,0.875,bicubic,-53.187,-42.033,+43 +res2net50_14w_8s,38.720,61.280,54.203,45.797,25.06,224,0.875,bilinear,-54.290,-44.497,-3 +dla60_res2net,38.687,61.313,54.620,45.380,20.85,224,0.875,bilinear,-54.703,-44.220,-19 +res2net50_26w_6s,38.653,61.347,53.810,46.190,37.05,224,0.875,bilinear,-54.917,-44.940,-32 +selecsls60,38.627,61.373,55.697,44.303,30.67,224,0.875,bicubic,-54.383,-43.133,-5 +dla60x,38.610,61.390,55.490,44.510,17.35,224,0.875,bilinear,-54.600,-42.990,-13 +selecsls60b,38.583,61.417,55.333,44.667,32.77,224,0.875,bicubic,-54.897,-43.507,-29 +tf_efficientnet_b0,38.540,61.460,56.077,43.923,5.29,224,0.875,bicubic,-53.860,-42.393,+26 +dla60_res2next,38.530,61.470,55.007,44.993,17.03,224,0.875,bilinear,-55.030,-43.793,-36 +regnetx_064,38.507,61.493,55.030,44.970,26.21,224,0.875,bicubic,-55.143,-44.020,-47 +gluon_resnet50_v1b,38.457,61.543,54.907,45.093,25.56,224,0.875,bicubic,-54.093,-43.643,+17 +tf_efficientnet_cc_b0_4e,38.423,61.577,55.203,44.797,13.31,224,0.875,bicubic,-54.417,-43.237,+1 +hrnet_w18,38.387,61.613,55.757,44.243,21.30,224,0.875,bilinear,-54.373,-42.893,+3 +resnetv2_50x1_bitm,38.300,61.700,57.023,42.977,25.55,480,1.000,bilinear,-56.230,-42.217,-119 +mixnet_l,38.230,61.770,54.847,45.153,7.33,224,0.875,bicubic,-55.050,-43.863,-27 +gluon_resnet50_v1c,37.867,62.133,54.150,45.850,25.58,224,0.875,bicubic,-55.043,-44.560,-10 +efficientnet_b1,37.857,62.143,53.743,46.257,7.79,240,0.875,bicubic,-55.203,-44.787,-21 +efficientnet_es,37.837,62.163,54.980,45.020,5.44,224,0.875,bicubic,-55.093,-43.700,-13 +res2net50_26w_4s,37.823,62.177,53.097,46.903,25.70,224,0.875,bilinear,-55.357,-45.573,-25 +resnest14d,37.790,62.210,56.580,43.420,10.61,224,0.875,bilinear,-53.350,-41.770,+45 +tv_resnext50_32x4d,37.790,62.210,54.153,45.847,25.03,224,0.875,bilinear,-55.120,-44.577,-14 +res2next50,37.537,62.463,52.863,47.137,24.67,224,0.875,bilinear,-55.593,-45.797,-27 +resnet34,37.490,62.510,54.327,45.673,21.80,224,0.875,bilinear,-53.700,-43.903,+40 +tf_efficientnet_em,37.313,62.687,54.230,45.770,6.90,240,0.882,bicubic,-56.157,-44.520,-44 +regnety_016,37.147,62.853,54.150,45.850,11.20,224,0.875,bicubic,-55.883,-44.540,-27 +res2net50_48w_2s,37.137,62.863,53.410,46.590,25.29,224,0.875,bilinear,-55.663,-45.050,-12 +dla60,37.117,62.883,54.293,45.707,22.04,224,0.875,bilinear,-55.573,-44.367,-10 +rexnet_100,37.063,62.937,54.070,45.930,4.80,224,0.875,bicubic,-55.787,-44.550,-16 +tf_mixnet_l,37.047,62.953,52.710,47.290,7.33,224,0.875,bicubic,-56.003,-45.830,-32 +legacy_seresnet50,36.933,63.067,53.520,46.480,28.09,224,0.875,bilinear,-55.737,-45.140,-11 +tf_efficientnet_lite2,36.887,63.113,53.360,46.640,6.09,260,0.890,bicubic,-55.693,-45.190,-6 +regnetx_016,36.767,63.233,53.287,46.713,9.19,224,0.875,bicubic,-55.793,-45.223,-5 +tv_densenet121,36.753,63.247,54.003,45.997,7.98,224,0.875,bicubic,-54.637,-44.247,+22 +mobilenetv2_120d,36.710,63.290,53.953,46.047,5.83,224,0.875,bicubic,-55.900,-44.567,-13 +tf_efficientnet_lite1,36.667,63.333,53.687,46.313,5.42,240,0.882,bicubic,-55.653,-44.803,0 +efficientnet_b0,36.613,63.387,53.493,46.507,5.29,224,0.875,bicubic,-55.857,-45.187,-5 +skresnet18,36.343,63.657,54.257,45.743,11.96,224,0.875,bicubic,-53.817,-43.523,+37 +legacy_seresnet34,36.150,63.850,52.543,47.457,21.96,224,0.875,bilinear,-55.320,-45.657,+14 +tv_resnet50,36.143,63.857,52.873,47.127,25.56,224,0.875,bilinear,-55.987,-45.547,+2 +tv_resnet34,36.060,63.940,53.527,46.473,21.80,224,0.875,bilinear,-54.250,-44.443,+33 +tf_efficientnet_lite0,36.020,63.980,53.530,46.470,4.65,224,0.875,bicubic,-55.260,-44.560,+16 +mobilenetv2_140,35.980,64.020,53.927,46.073,6.11,224,0.875,bicubic,-56.060,-44.323,0 +selecsls42b,35.830,64.170,52.550,47.450,32.46,224,0.875,bicubic,-56.650,-45.890,-13 +gluon_resnet34_v1b,35.747,64.253,52.290,47.710,21.80,224,0.875,bicubic,-55.343,-45.890,+22 +mixnet_m,35.680,64.320,52.443,47.557,5.01,224,0.875,bicubic,-56.580,-45.927,-8 +dla34,35.647,64.353,52.813,47.187,15.74,224,0.875,bilinear,-55.613,-45.367,+12 +efficientnet_lite0,35.643,64.357,53.697,46.303,4.65,224,0.875,bicubic,-55.617,-44.553,+12 +ssl_resnet18,35.637,64.363,53.817,46.183,11.69,224,0.875,bilinear,-55.063,-44.213,+22 +mobilenetv3_rw,35.617,64.383,53.740,46.260,5.48,224,0.875,bicubic,-55.943,-44.530,+1 +tf_efficientnet_es,35.593,64.407,52.930,47.070,5.44,224,0.875,bicubic,-56.947,-45.580,-21 +mobilenetv2_110d,35.287,64.713,52.820,47.180,4.52,224,0.875,bicubic,-56.043,-45.370,+5 +hrnet_w18_small_v2,35.217,64.783,52.527,47.473,15.60,224,0.875,bilinear,-55.953,-45.833,+12 +tf_mixnet_m,35.210,64.790,50.977,49.023,5.01,224,0.875,bicubic,-56.960,-47.443,-13 +resnet18d,35.120,64.880,52.880,47.120,11.71,224,0.875,bicubic,-54.880,-44.960,+21 +regnety_008,34.883,65.117,51.857,48.143,6.26,224,0.875,bicubic,-57.007,-46.563,-10 +ese_vovnet19b_dw,34.837,65.163,51.990,48.010,6.54,224,0.875,bicubic,-57.183,-46.530,-13 +mobilenetv3_large_100,34.577,65.423,52.913,47.087,5.48,224,0.875,bicubic,-56.903,-45.417,-6 +seresnext26tn_32x4d,34.567,65.433,51.470,48.530,16.81,224,0.875,bicubic,-58.203,-47.080,-43 +seresnext26d_32x4d,34.513,65.487,51.563,48.437,16.81,224,0.875,bicubic,-57.927,-46.977,-27 +resnet26d,34.330,65.670,51.843,48.157,16.01,224,0.875,bicubic,-57.900,-46.627,-21 +fbnetc_100,34.323,65.677,51.240,48.760,5.57,224,0.875,bilinear,-56.937,-46.580,-1 +regnety_006,34.233,65.767,51.300,48.700,6.06,224,0.875,bicubic,-57.357,-47.130,-13 +seresnext26t_32x4d,34.197,65.803,51.420,48.580,16.82,224,0.875,bicubic,-58.783,-47.060,-61 +tf_mobilenetv3_large_100,33.990,66.010,51.530,48.470,5.48,224,0.875,bilinear,-57.420,-46.720,-10 +mnasnet_100,33.850,66.150,51.247,48.753,4.38,224,0.875,bicubic,-57.350,-46.793,-3 +regnetx_008,33.720,66.280,50.587,49.413,7.26,224,0.875,bicubic,-57.490,-47.783,-5 +resnet26,33.583,66.417,51.017,48.983,16.00,224,0.875,bicubic,-57.867,-47.263,-14 +mixnet_s,33.577,66.423,51.033,48.967,4.13,224,0.875,bicubic,-58.203,-47.267,-22 +semnasnet_100,33.553,66.447,50.843,49.157,3.89,224,0.875,bicubic,-58.107,-47.417,-21 +spnasnet_100,33.507,66.493,51.310,48.690,4.42,224,0.875,bilinear,-57.113,-46.640,+1 +regnetx_006,33.213,66.787,50.297,49.703,6.20,224,0.875,bicubic,-57.537,-47.803,-2 +resnet18,33.043,66.957,51.133,48.867,11.69,224,0.875,bilinear,-55.127,-45.987,+11 +legacy_seresnext26_32x4d,32.747,67.253,49.207,50.793,16.79,224,0.875,bicubic,-59.833,-49.223,-49 +hrnet_w18_small,32.723,67.277,50.677,49.323,13.19,224,0.875,bilinear,-57.177,-47.223,+2 +legacy_seresnet18,32.633,67.367,50.360,49.640,11.78,224,0.875,bicubic,-56.627,-47.330,+4 +mobilenetv2_100,32.580,67.420,50.860,49.140,3.50,224,0.875,bicubic,-57.260,-46.980,+1 +regnetx_004,32.567,67.433,49.407,50.593,5.16,224,0.875,bicubic,-56.883,-48.373,+1 +regnety_004,32.403,67.597,49.503,50.497,4.34,224,0.875,bicubic,-58.357,-48.577,-10 +gluon_resnet18_v1b,32.397,67.603,49.707,50.293,11.69,224,0.875,bicubic,-56.273,-47.403,+2 +tf_mixnet_s,32.230,67.770,48.607,51.393,4.13,224,0.875,bicubic,-59.460,-49.633,-33 +tf_mobilenetv3_large_075,31.947,68.053,49.137,50.863,3.99,224,0.875,bilinear,-58.363,-48.743,-9 +tf_mobilenetv3_large_minimal_100,31.613,68.387,49.407,50.593,3.92,224,0.875,bilinear,-57.547,-47.913,-2 +regnety_002,29.690,70.310,46.883,53.117,3.16,224,0.875,bicubic,-58.530,-50.547,-1 +regnetx_002,28.883,71.117,45.583,54.417,2.68,224,0.875,bicubic,-58.487,-51.407,0 +dla60x_c,28.527,71.473,46.257,53.743,1.32,224,0.875,bilinear,-58.553,-50.883,0 +tf_mobilenetv3_small_100,27.347,72.653,44.490,55.510,2.54,224,0.875,bilinear,-58.633,-51.910,0 +dla46x_c,26.277,73.723,43.903,56.097,1.07,224,0.875,bilinear,-59.193,-52.547,0 +tf_mobilenetv3_small_075,26.273,73.727,43.713,56.287,2.04,224,0.875,bilinear,-58.257,-52.167,+1 +dla46_c,25.490,74.510,43.953,56.047,1.30,224,0.875,bilinear,-59.220,-52.257,-1 +tf_mobilenetv3_small_minimal_100,25.110,74.890,42.987,57.013,2.04,224,0.875,bilinear,-57.560,-52.013,0 +pnasnet5large,6.983,93.017,19.613,80.387,86.06,331,0.911,bicubic,-10.887,-22.507,0 +ens_adv_inception_resnet_v2,6.550,93.450,18.623,81.377,55.85,299,0.897,bicubic,-9.690,-21.767,+2 +inception_resnet_v2,6.313,93.687,18.147,81.853,55.85,299,0.897,bicubic,-10.477,-20.703,-1 +inception_v4,5.923,94.077,16.657,83.343,42.68,299,0.875,bicubic,-10.617,-20.723,-1 diff --git a/results/results-imagenet-real.csv b/results/results-imagenet-real.csv index 6bc2c66e..82c34c91 100644 --- a/results/results-imagenet-real.csv +++ b/results/results-imagenet-real.csv @@ -1,263 +1,278 @@ 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 -tf_efficientnet_b7_ns,90.100,9.900,98.614,1.386,66.35,600,0.949,bicubic,+3.260,+0.520,0 -tf_efficientnet_b6_ns,89.782,10.218,98.510,1.490,43.04,528,0.942,bicubic,+3.330,+0.628,0 -tf_efficientnet_b5_ns,89.651,10.349,98.482,1.518,30.39,456,0.934,bicubic,+3.563,+0.730,0 -tf_efficientnet_b8_ap,89.581,10.419,98.305,1.695,87.41,672,0.954,bicubic,+4.211,+1.011,+2 -tf_efficientnet_b7_ap,89.429,10.571,98.347,1.653,66.35,600,0.949,bicubic,+4.309,+1.095,+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,+5 -tf_efficientnet_b4_ns,89.305,10.694,98.347,1.653,19.34,380,0.922,bicubic,+4.143,+0.877,-1 -ig_resnext101_32x48d,89.120,10.880,98.130,1.870,828.41,224,0.875,bilinear,+3.692,+0.558,-5 -ig_resnext101_32x32d,89.111,10.889,98.181,1.819,468.53,224,0.875,bilinear,+4.017,+0.743,0 -tf_efficientnet_b7,89.086,10.914,98.183,1.817,66.35,600,0.949,bicubic,+4.150,+0.979,0 -tf_efficientnet_b5_ap,88.938,11.062,98.164,1.836,30.39,456,0.934,bicubic,+4.686,+1.190,+3 -ig_resnext101_32x16d,88.834,11.166,98.049,1.951,194.03,224,0.875,bilinear,+4.664,+0.853,+4 -swsl_resnext101_32x8d,88.770,11.230,98.147,1.853,88.79,224,0.875,bilinear,+4.486,+0.971,0 -tf_efficientnet_b6,88.761,11.239,98.064,1.937,43.04,528,0.942,bicubic,+4.651,+1.177,+3 -resnest269e,88.522,11.478,98.027,1.973,110.93,416,0.928,bicubic,+4.004,+1.041,-3 -resnest200e,88.432,11.568,98.042,1.958,70.20,320,0.909,bicubic,+4.600,+1.148,+3 -tf_efficientnet_b3_ns,88.426,11.574,98.029,1.971,12.23,300,0.904,bicubic,+4.378,+1.119,+1 -vit_large_patch16_384,88.407,11.593,98.187,1.813,304.72,384,1.000,bicubic,+3.249,+0.831,-11 -vit_base_patch16_384,88.389,11.611,98.155,1.845,86.86,384,1.000,bicubic,+4.180,+0.937,-4 -tf_efficientnet_b4_ap,88.349,11.651,97.893,2.107,19.34,380,0.922,bicubic,+5.101,+1.501,+2 -tf_efficientnet_b5,88.321,11.679,97.912,2.088,30.39,456,0.934,bicubic,+4.509,+1.164,-1 -ig_resnext101_32x8d,88.146,11.854,97.856,2.144,88.79,224,0.875,bilinear,+5.458,+1.220,+6 -swsl_resnext101_32x4d,88.099,11.901,97.967,2.033,44.18,224,0.875,bilinear,+4.869,+1.207,0 -tf_efficientnet_b4,87.963,12.037,97.739,2.261,19.34,380,0.922,bicubic,+4.941,+1.439,+1 -tresnet_xl_448,87.796,12.204,97.459,2.541,78.44,448,0.875,bilinear,+4.746,+1.285,-1 -pnasnet5large,87.636,12.364,97.485,2.515,86.06,331,0.911,bicubic,+4.854,+1.445,+1 -swsl_resnext101_32x16d,87.615,12.386,97.820,2.180,194.03,224,0.875,bilinear,+4.269,+0.974,-6 -swsl_resnext50_32x4d,87.600,12.400,97.651,2.349,25.03,224,0.875,bilinear,+5.418,+1.421,+5 -tf_efficientnet_b2_ns,87.557,12.443,97.628,2.372,9.11,260,0.890,bicubic,+5.177,+1.380,+1 -efficientnet_b3a,87.435,12.565,97.681,2.319,12.23,320,1.000,bicubic,+5.193,+1.567,+2 -tresnet_l_448,87.377,12.623,97.485,2.515,55.99,448,0.875,bilinear,+5.110,+1.509,0 -nasnetalarge,87.350,12.650,97.417,2.583,88.75,331,0.911,bicubic,+4.730,+1.371,-3 -efficientnet_b3,87.313,12.687,97.602,2.398,12.23,300,0.904,bicubic,+5.237,+1.582,+2 -ecaresnet101d,87.288,12.712,97.562,2.438,44.57,224,0.875,bicubic,+5.116,+1.516,0 -resnest101e,87.284,12.716,97.560,2.440,48.28,256,0.875,bilinear,+4.394,+1.240,-9 -regnety_032,87.258,12.742,97.525,2.474,19.44,224,0.875,bicubic,+5.256,+1.619,+1 -tresnet_xl,87.224,12.776,97.400,2.600,78.44,224,0.875,bilinear,+5.170,+1.463,-1 -tf_efficientnet_b3_ap,87.192,12.808,97.380,2.620,12.23,300,0.904,bicubic,+5.370,+1.756,+1 -vit_base_patch32_384,87.019,12.981,97.654,2.346,88.30,384,1.000,bicubic,+5.367,+1.526,+2 -ssl_resnext101_32x16d,86.856,13.143,97.517,2.483,194.03,224,0.875,bilinear,+5.013,+1.421,-2 -rexnet_200,86.846,13.154,97.276,2.724,16.37,224,0.875,bicubic,+5.214,+1.608,+2 -tf_efficientnet_b3,86.835,13.165,97.297,2.703,12.23,300,0.904,bicubic,+5.199,+1.579,0 -tresnet_m_448,86.820,13.180,97.212,2.788,31.39,448,0.875,bilinear,+5.106,+1.640,-3 -ssl_resnext101_32x8d,86.807,13.193,97.466,2.534,88.79,224,0.875,bilinear,+5.191,+1.428,0 -swsl_resnet50,86.807,13.193,97.498,2.502,25.56,224,0.875,bilinear,+5.641,+1.526,+8 -tf_efficientnet_lite4,86.803,13.197,97.263,2.737,13.01,380,0.920,bilinear,+5.267,+1.595,-1 -tresnet_l,86.767,13.233,97.271,2.729,55.99,224,0.875,bilinear,+5.277,+1.647,0 -seresnext50_32x4d,86.699,13.301,97.214,2.786,27.56,224,0.875,bicubic,+5.433,+1.594,+3 -tf_efficientnet_b1_ns,86.669,13.331,97.378,2.622,7.79,240,0.882,bicubic,+5.281,+1.640,0 -wide_resnet50_2,86.647,13.353,97.214,2.786,68.88,224,0.875,bicubic,+5.191,+1.682,-2 -resnest50d_4s2x40d,86.592,13.408,97.269,2.731,30.42,224,0.875,bicubic,+5.484,+1.711,+3 -efficientnet_b3_pruned,86.581,13.419,97.190,2.810,9.86,300,0.904,bicubic,+5.723,+1.948,+9 -ssl_resnext101_32x4d,86.479,13.521,97.468,2.532,44.18,224,0.875,bilinear,+5.555,+1.740,+5 -ecaresnet50d,86.470,13.530,97.186,2.814,25.58,224,0.875,bicubic,+5.878,+1.866,+13 -gluon_resnet152_v1s,86.468,13.532,97.109,2.891,60.32,224,0.875,bicubic,+5.452,+1.697,0 -resnest50d_1s4x24d,86.447,13.553,97.148,2.852,25.68,224,0.875,bicubic,+5.459,+1.826,0 -legacy_senet154,86.342,13.658,96.928,3.072,115.09,224,0.875,bilinear,+5.032,+1.432,-7 -efficientnet_b2a,86.304,13.696,96.990,3.010,9.11,288,1.000,bicubic,+5.692,+1.672,+7 -gluon_senet154,86.278,13.722,96.949,3.051,115.09,224,0.875,bicubic,+5.044,+1.601,-7 -resnest50d,86.240,13.761,97.073,2.927,27.48,224,0.875,bilinear,+5.266,+1.695,-3 -ecaresnet101d_pruned,86.210,13.790,97.335,2.665,24.88,224,0.875,bicubic,+5.392,+1.707,+1 -tresnet_m,86.199,13.801,96.667,3.333,31.39,224,0.875,bilinear,+5.397,+1.807,+2 -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,+14 -tf_efficientnet_el,86.148,13.852,96.987,3.013,10.59,300,0.904,bicubic,+5.708,+1.823,+7 -inception_resnet_v2,86.133,13.867,97.043,2.957,55.84,299,0.897,bicubic,+5.675,+1.737,+5 -ssl_resnext50_32x4d,86.086,13.914,97.212,2.788,25.03,224,0.875,bilinear,+5.768,+1.806,+10 -efficientnet_b2,86.056,13.944,96.917,3.083,9.11,260,0.875,bicubic,+5.664,+1.841,+6 -gluon_resnet101_v1s,86.054,13.946,97.022,2.978,44.67,224,0.875,bicubic,+5.752,+1.862,+10 -ecaresnetlight,86.052,13.948,97.069,2.931,30.16,224,0.875,bicubic,+5.590,+1.821,0 -gluon_seresnext101_32x4d,86.032,13.968,96.977,3.023,48.96,224,0.875,bicubic,+5.128,+1.683,-13 -resnet50d,86.009,13.991,96.979,3.021,25.58,224,0.875,bicubic,+5.479,+1.819,-5 -tf_efficientnet_b2_ap,85.975,14.025,96.810,3.190,9.11,260,0.890,bicubic,+5.675,+1.782,+7 -gluon_seresnext101_64x4d,85.960,14.040,96.979,3.021,88.23,224,0.875,bicubic,+5.066,+1.671,-15 -gluon_resnet152_v1d,85.917,14.083,96.812,3.188,60.21,224,0.875,bicubic,+5.443,+1.606,-6 -vit_large_patch32_384,85.909,14.091,97.368,2.632,306.63,384,1.000,bicubic,+4.403,+1.275,-31 -tf_efficientnet_b2,85.902,14.098,96.862,3.139,9.11,260,0.890,bicubic,+5.816,+1.954,+11 -seresnet50,85.857,14.143,97.004,2.995,28.09,224,0.875,bicubic,+5.583,+1.934,+4 -gluon_resnet101_v1d,85.849,14.151,96.663,3.337,44.57,224,0.875,bicubic,+5.435,+1.649,-6 -resnet50,85.804,14.196,96.712,3.288,25.56,224,0.875,bicubic,+6.766,+2.322,+55 -mixnet_xl,85.798,14.202,96.712,3.288,11.90,224,0.875,bicubic,+5.322,+1.776,-13 -ens_adv_inception_resnet_v2,85.781,14.220,96.759,3.241,55.84,299,0.897,bicubic,+5.799,+1.823,+10 -tf_efficientnet_lite3,85.755,14.245,96.887,3.113,8.20,300,0.904,bilinear,+5.935,+1.973,+17 -ese_vovnet39b,85.751,14.249,96.891,3.109,24.57,224,0.875,bicubic,+6.431,+2.179,+33 -gluon_resnext101_32x4d,85.746,14.254,96.635,3.365,44.18,224,0.875,bicubic,+5.412,+1.709,-9 -legacy_seresnext101_32x4d,85.746,14.254,96.757,3.243,48.96,224,0.875,bilinear,+5.518,+1.739,-2 -cspresnext50,85.740,14.260,96.840,3.160,20.57,224,0.875,bilinear,+5.700,+1.896,+3 -regnety_320,85.727,14.273,96.725,3.275,145.05,224,0.875,bicubic,+4.915,+1.481,-26 -cspresnet50,85.721,14.279,96.795,3.205,21.62,256,0.887,bilinear,+6.147,+2.083,+20 -xception71,85.697,14.303,96.776,3.224,42.34,299,0.903,bicubic,+5.823,+1.854,+7 -gluon_resnext101_64x4d,85.693,14.307,96.644,3.356,83.46,224,0.875,bicubic,+5.089,+1.656,-26 -efficientnet_em,85.684,14.316,96.938,3.062,6.90,240,0.882,bicubic,+6.432,+2.144,+32 -efficientnet_b2_pruned,85.642,14.358,96.746,3.254,8.31,260,0.890,bicubic,+5.726,+1.890,+1 -dpn107,85.640,14.360,96.729,3.271,86.92,224,0.875,bicubic,+5.484,+1.819,-8 -gluon_resnet152_v1c,85.580,14.420,96.646,3.354,60.21,224,0.875,bicubic,+5.670,+1.806,-1 -ecaresnet50d_pruned,85.580,14.420,96.936,3.064,19.94,224,0.875,bicubic,+5.864,+2.056,+8 -resnext50d_32x4d,85.569,14.431,96.748,3.252,25.05,224,0.875,bicubic,+5.893,+1.882,+9 -regnety_120,85.543,14.457,96.785,3.215,51.82,224,0.875,bicubic,+5.177,+1.659,-23 -regnetx_320,85.524,14.476,96.669,3.331,107.81,224,0.875,bicubic,+5.278,+1.643,-16 -regnety_160,85.501,14.499,96.620,3.380,83.59,224,0.875,bicubic,+5.205,+1.658,-19 -dpn92,85.494,14.506,96.635,3.365,37.67,224,0.875,bicubic,+5.486,+1.799,-10 -gluon_resnet152_v1b,85.475,14.525,96.550,3.450,60.19,224,0.875,bicubic,+5.789,+1.814,+3 -rexnet_130,85.473,14.527,96.684,3.316,7.56,224,0.875,bicubic,+5.973,+2.002,+9 -dpn131,85.398,14.602,96.639,3.361,79.25,224,0.875,bicubic,+5.576,+1.929,-5 -regnetx_160,85.390,14.610,96.637,3.363,54.28,224,0.875,bicubic,+5.534,+1.807,-7 -dla102x2,85.366,14.634,96.629,3.371,41.28,224,0.875,bilinear,+5.918,+1.989,+8 -gluon_seresnext50_32x4d,85.336,14.664,96.667,3.333,27.56,224,0.875,bicubic,+5.418,+1.845,-14 -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,-22 -dpn98,85.311,14.689,96.469,3.531,61.57,224,0.875,bicubic,+5.669,+1.871,-3 -gluon_resnet101_v1c,85.304,14.696,96.405,3.595,44.57,224,0.875,bicubic,+5.770,+1.827,0 -dpn68b,85.291,14.709,96.464,3.536,12.61,224,0.875,bicubic,+6.075,+2.050,+15 -regnety_064,85.283,14.717,96.639,3.361,30.58,224,0.875,bicubic,+5.561,+1.871,-11 -resnetblur50,85.283,14.717,96.531,3.470,25.56,224,0.875,bicubic,+5.997,+1.893,+8 -regnety_080,85.245,14.755,96.633,3.367,39.18,224,0.875,bicubic,+5.369,+1.803,-19 -resnext50_32x4d,85.221,14.779,96.526,3.474,25.03,224,0.875,bicubic,+5.453,+1.928,-15 -resnext101_32x8d,85.187,14.813,96.445,3.555,88.79,224,0.875,bilinear,+5.879,+1.927,+1 -gluon_inception_v3,85.183,14.817,96.526,3.474,23.83,299,0.875,bicubic,+6.377,+2.156,+23 -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,+5.432,+1.737,-16 -gluon_resnet101_v1b,85.142,14.858,96.366,3.634,44.55,224,0.875,bicubic,+5.836,+1.842,-1 -regnetx_120,85.131,14.869,96.477,3.523,46.11,224,0.875,bicubic,+5.535,+1.739,-14 -xception,85.129,14.871,96.471,3.529,22.86,299,0.897,bicubic,+6.077,+2.079,+11 -tf_efficientnet_b1_ap,85.127,14.873,96.405,3.595,7.79,240,0.882,bicubic,+5.847,+2.099,-1 -hrnet_w64,85.119,14.881,96.744,3.256,128.06,224,0.875,bilinear,+5.645,+2.092,-12 -ssl_resnet50,85.097,14.903,96.866,3.134,25.56,224,0.875,bilinear,+5.875,+2.034,-1 -res2net101_26w_4s,85.093,14.907,96.381,3.619,45.21,224,0.875,bilinear,+5.895,+2.013,+1 -tf_efficientnet_cc_b1_8e,85.063,14.937,96.422,3.578,39.72,240,0.882,bicubic,+5.755,+2.052,-9 -res2net50_26w_8s,85.029,14.971,96.419,3.580,48.40,224,0.875,bilinear,+5.831,+1.987,0 -vit_base_patch16_224,85.027,14.973,96.511,3.489,86.54,224,0.900,bicubic,+5.679,+1.999,-14 -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,-17 -tf_efficientnet_b0_ns,84.984,15.016,96.503,3.497,5.29,224,0.875,bicubic,+6.326,+2.127,+15 -regnety_040,84.948,15.052,96.612,3.388,20.65,224,0.875,bicubic,+5.728,+1.956,-8 -tf_efficientnet_em,84.926,15.074,96.424,3.576,6.90,240,0.882,bicubic,+6.218,+2.110,+9 -dla169,84.920,15.080,96.535,3.465,53.39,224,0.875,bilinear,+6.232,+2.199,+10 -tf_efficientnet_b1,84.918,15.082,96.364,3.636,7.79,240,0.882,bicubic,+6.092,+2.166,+3 -legacy_seresnext50_32x4d,84.901,15.099,96.434,3.566,27.56,224,0.875,bilinear,+5.823,+1.998,-7 -hrnet_w44,84.884,15.116,96.434,3.566,67.06,224,0.875,bilinear,+5.988,+2.066,-1 -regnetx_080,84.862,15.138,96.434,3.566,39.57,224,0.875,bicubic,+5.668,+1.874,-10 -gluon_resnet50_v1s,84.860,15.140,96.443,3.557,25.68,224,0.875,bicubic,+6.150,+2.205,+2 -gluon_resnet50_v1d,84.832,15.168,96.398,3.602,25.58,224,0.875,bicubic,+5.758,+1.928,-10 -dla60_res2next,84.830,15.170,96.411,3.589,17.03,224,0.875,bilinear,+6.390,+2.259,+13 -mixnet_l,84.822,15.178,96.328,3.672,7.33,224,0.875,bicubic,+5.846,+2.146,-8 -tv_resnet152,84.815,15.185,96.225,3.775,60.19,224,0.875,bilinear,+6.503,+2.187,+14 -dla60_res2net,84.813,15.187,96.481,3.519,20.85,224,0.875,bilinear,+6.349,+2.275,+8 -dla102x,84.813,15.187,96.552,3.448,26.31,224,0.875,bilinear,+6.303,+2.324,+4 -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,-16 -hrnet_w40,84.743,15.257,96.554,3.446,57.56,224,0.875,bilinear,+5.823,+2.084,-13 -res2net50_26w_6s,84.726,15.274,96.281,3.719,37.05,224,0.875,bilinear,+6.156,+2.157,-2 -legacy_seresnet152,84.704,15.296,96.417,3.583,66.82,224,0.875,bilinear,+6.044,+2.047,-5 -selecsls60b,84.657,15.343,96.300,3.700,32.77,224,0.875,bicubic,+6.245,+2.126,+4 -hrnet_w32,84.651,15.349,96.407,3.593,41.23,224,0.875,bilinear,+6.201,+2.221,+1 -regnetx_040,84.600,15.400,96.383,3.617,22.12,224,0.875,bicubic,+6.118,+2.139,-3 -efficientnet_es,84.591,15.409,96.311,3.689,5.44,224,0.875,bicubic,+6.525,+2.385,+10 -hrnet_w30,84.572,15.428,96.388,3.612,37.71,224,0.875,bilinear,+6.366,+2.165,+6 -tf_mixnet_l,84.564,15.437,96.244,3.756,7.33,224,0.875,bicubic,+5.790,+2.246,-16 -wide_resnet101_2,84.557,15.443,96.349,3.651,126.89,224,0.875,bilinear,+5.701,+2.067,-20 -efficientnet_b1,84.531,15.469,96.153,3.847,7.79,240,0.875,bicubic,+5.833,+2.009,-15 -dla60x,84.523,15.477,96.285,3.715,17.35,224,0.875,bilinear,+6.277,+2.267,-1 -legacy_seresnet101,84.504,15.496,96.330,3.670,49.33,224,0.875,bilinear,+6.122,+2.066,-4 -efficientnet_b1_pruned,84.393,15.607,96.140,3.860,6.33,240,0.882,bicubic,+6.157,+2.306,-1 -res2net50_26w_4s,84.365,15.635,96.082,3.918,25.70,224,0.875,bilinear,+6.401,+2.228,+8 -res2net50_14w_8s,84.309,15.691,96.072,3.929,25.06,224,0.875,bilinear,+6.159,+2.224,0 -selecsls60,84.288,15.712,96.095,3.905,30.67,224,0.875,bicubic,+6.306,+2.267,+5 -regnetx_032,84.237,15.763,96.247,3.753,15.30,224,0.875,bicubic,+6.065,+2.159,-3 -res2next50,84.226,15.774,95.997,4.003,24.67,224,0.875,bilinear,+5.980,+2.105,-7 -gluon_resnet50_v1c,84.207,15.793,96.161,3.839,25.58,224,0.875,bicubic,+6.195,+2.173,-1 -dla102,84.190,15.810,96.206,3.794,33.27,224,0.875,bilinear,+6.158,+2.260,-3 -rexnet_100,84.162,15.838,96.255,3.745,4.80,224,0.875,bicubic,+6.304,+2.385,+5 -tf_inception_v3,84.141,15.859,95.920,4.080,23.83,299,0.875,bicubic,+6.279,+2.280,+3 -res2net50_48w_2s,84.126,15.874,95.965,4.035,25.29,224,0.875,bilinear,+6.604,+2.411,+11 -resnet34d,84.098,15.902,95.978,4.022,21.82,224,0.875,bicubic,+6.982,+2.596,+21 -tf_efficientnet_lite2,84.094,15.906,96.069,3.931,6.09,260,0.890,bicubic,+6.626,+2.315,+10 -efficientnet_b0,84.038,15.962,95.956,4.044,5.29,224,0.875,bicubic,+6.340,+2.424,+2 -seresnext26t_32x4d,84.004,15.996,95.852,4.148,16.82,224,0.875,bicubic,+6.006,+2.144,-8 -tf_efficientnet_cc_b0_8e,83.966,16.034,96.065,3.935,24.01,224,0.875,bicubic,+6.058,+2.411,-5 -tv_resnext50_32x4d,83.959,16.041,95.960,4.040,25.03,224,0.875,bilinear,+6.339,+2.264,+1 -regnety_016,83.955,16.045,96.005,3.995,11.20,224,0.875,bicubic,+6.093,+2.285,-6 -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,+6 -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,+7 -seresnext26tn_32x4d,83.878,16.122,95.931,4.069,16.81,224,0.875,bicubic,+5.892,+2.185,-15 -tv_resnet101,83.848,16.152,95.892,4.108,44.55,224,0.875,bilinear,+6.474,+2.352,+1 -inception_v3,83.761,16.239,95.879,4.121,23.83,299,0.875,bicubic,+6.323,+2.403,-1 -seresnext26d_32x4d,83.754,16.246,95.849,4.151,16.81,224,0.875,bicubic,+6.152,+2.241,-7 -vit_small_patch16_224,83.735,16.265,95.758,4.242,48.75,224,0.900,bicubic,+5.877,+2.342,-12 -dla60,83.729,16.271,95.933,4.067,22.04,224,0.875,bilinear,+6.697,+2.615,+8 -legacy_seresnet50,83.662,16.337,95.973,4.027,28.09,224,0.875,bilinear,+6.032,+2.225,-12 -tf_efficientnet_b0_ap,83.650,16.350,95.779,4.221,5.29,224,0.875,bicubic,+6.564,+2.523,+5 -tf_efficientnet_es,83.647,16.352,95.939,4.061,5.44,224,0.875,bicubic,+6.389,+2.345,0 -skresnet34,83.641,16.359,95.933,4.067,22.28,224,0.875,bicubic,+6.729,+2.611,+7 -tf_efficientnet_cc_b0_4e,83.639,16.361,95.740,4.260,13.31,224,0.875,bicubic,+6.333,+2.406,-6 -densenet201,83.556,16.444,95.811,4.189,20.01,224,0.875,bicubic,+6.270,+2.333,-6 -legacy_seresnext26_32x4d,83.517,16.483,95.719,4.281,16.79,224,0.875,bicubic,+6.413,+2.403,-1 -mixnet_m,83.515,16.485,95.689,4.311,5.01,224,0.875,bicubic,+6.255,+2.265,-6 -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,+6.884,+2.630,+6 -selecsls42b,83.457,16.543,95.745,4.255,32.46,224,0.875,bicubic,+6.284,+2.355,-8 -tf_efficientnet_lite1,83.344,16.656,95.642,4.358,5.42,240,0.882,bicubic,+6.702,+2.416,+3 -regnetx_016,83.195,16.805,95.740,4.260,9.19,224,0.875,bicubic,+6.245,+2.320,-5 -mobilenetv2_140,83.182,16.818,95.689,4.311,6.11,224,0.875,bicubic,+6.666,+2.693,+3 -dpn68,83.178,16.822,95.597,4.402,12.61,224,0.875,bicubic,+6.860,+2.620,+3 -tf_mixnet_m,83.176,16.824,95.461,4.539,5.01,224,0.875,bicubic,+6.234,+2.309,-7 -ese_vovnet19b_dw,83.109,16.890,95.779,4.221,6.54,224,0.875,bicubic,+6.311,+2.511,-5 -resnet26d,83.050,16.950,95.604,4.396,16.01,224,0.875,bicubic,+6.354,+2.454,-4 -tv_resnet50,82.958,17.042,95.467,4.533,25.56,224,0.875,bilinear,+6.820,+2.603,+1 -densenet121,82.823,17.177,95.585,4.415,7.98,224,0.875,bicubic,+7.245,+2.933,+6 -densenet169,82.683,17.317,95.600,4.400,14.15,224,0.875,bicubic,+6.776,+2.574,+1 -mixnet_s,82.525,17.476,95.356,4.644,4.13,224,0.875,bicubic,+6.532,+2.560,-1 -regnety_008,82.493,17.508,95.487,4.513,6.26,224,0.875,bicubic,+6.177,+2.421,-4 -efficientnet_lite0,82.382,17.619,95.279,4.721,4.65,224,0.875,bicubic,+6.898,+2.769,+5 -resnest14d,82.349,17.651,95.339,4.661,10.61,224,0.875,bilinear,+6.845,+2.821,+3 -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,+3 -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,+6 -mobilenetv2_110d,82.070,17.930,95.076,4.923,4.52,224,0.875,bicubic,+7.034,+2.890,+7 -tf_mixnet_s,82.038,17.962,95.121,4.879,4.13,224,0.875,bicubic,+6.388,+2.491,-7 -hrnet_w18_small_v2,81.961,18.039,95.164,4.836,15.60,224,0.875,bilinear,+6.847,+2.748,+2 -tf_efficientnet_lite0,81.952,18.048,95.168,4.832,4.65,224,0.875,bicubic,+7.122,+2.992,+5 -resnet26,81.944,18.056,95.241,4.759,16.00,224,0.875,bicubic,+6.652,+2.671,-3 -tf_mobilenetv3_large_100,81.848,18.152,95.070,4.930,5.48,224,0.875,bilinear,+6.330,+2.464,-8 -tv_densenet121,81.726,18.274,95.034,4.966,7.98,224,0.875,bicubic,+6.988,+2.884,+4 -regnety_006,81.700,18.300,95.115,4.885,6.06,224,0.875,bicubic,+6.454,+2.583,-5 -dla34,81.658,18.342,94.878,5.122,15.74,224,0.875,bilinear,+7.028,+2.800,+4 -fbnetc_100,81.559,18.441,94.970,5.030,5.57,224,0.875,bilinear,+6.436,+2.584,-6 -legacy_seresnet34,81.534,18.466,94.899,5.101,21.96,224,0.875,bilinear,+6.726,+2.775,-1 -gluon_resnet34_v1b,81.500,18.500,94.810,5.190,21.80,224,0.875,bicubic,+6.912,+2.820,+2 -regnetx_008,81.485,18.515,95.059,4.941,7.26,224,0.875,bicubic,+6.447,+2.724,-6 -mnasnet_100,81.459,18.541,94.899,5.101,4.38,224,0.875,bicubic,+6.801,+2.785,-2 -spnasnet_100,80.878,19.122,94.526,5.474,4.42,224,0.875,bilinear,+6.794,+2.708,0 -regnety_004,80.659,19.341,94.686,5.314,4.34,224,0.875,bicubic,+6.625,+2.934,0 -skresnet18,80.637,19.363,94.378,5.622,11.96,224,0.875,bicubic,+7.599,+3.210,+4 -regnetx_006,80.629,19.371,94.524,5.476,6.20,224,0.875,bicubic,+6.777,+2.852,-1 -swsl_resnet18,80.575,19.425,94.743,5.256,11.69,224,0.875,bilinear,+7.299,+3.010,+1 -tv_resnet34,80.389,19.611,94.436,5.564,21.80,224,0.875,bilinear,+7.077,+3.010,-1 -resnet18d,80.387,19.613,94.252,5.748,11.71,224,0.875,bicubic,+8.127,+3.556,+5 -mobilenetv2_100,80.257,19.743,94.195,5.805,3.50,224,0.875,bicubic,+7.287,+3.179,0 -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,-6 -hrnet_w18_small,79.555,20.445,93.898,6.102,13.19,224,0.875,bilinear,+7.213,+3.220,0 -regnetx_004,79.435,20.565,93.853,6.147,5.16,224,0.875,bicubic,+7.039,+3.023,-2 -tf_mobilenetv3_large_minimal_100,79.222,20.778,93.706,6.294,3.92,224,0.875,bilinear,+6.974,+3.076,0 -legacy_seresnet18,79.153,20.847,93.783,6.217,11.78,224,0.875,bicubic,+7.411,+3.449,0 -gluon_resnet18_v1b,78.372,21.628,93.138,6.862,11.69,224,0.875,bicubic,+7.536,+3.376,0 -regnety_002,77.405,22.595,92.914,7.086,3.16,224,0.875,bicubic,+7.153,+3.374,0 -resnet18,77.276,22.724,92.756,7.244,11.69,224,0.875,bilinear,+7.528,+3.678,0 -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,72.603,27.397,90.499,9.501,1.30,224,0.875,bilinear,+7.737,+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 +tf_efficientnet_l2_ns,90.572,9.428,98.779,1.221,480.31,800,0.960,bicubic,+6.208,+1.739,-2 +tf_efficientnet_l2_ns_475,90.525,9.475,98.706,1.294,480.31,475,0.936,bicubic,+6.785,+1.936,-2 +tf_efficientnet_b7_ns,90.134,9.866,98.617,1.383,66.35,600,0.949,bicubic,+1.784,-0.040,-2 +tf_efficientnet_b6_ns,89.767,10.233,98.503,1.497,43.04,528,0.942,bicubic,+1.527,-0.047,-2 +tf_efficientnet_b5_ns,89.658,10.342,98.488,1.512,30.39,456,0.934,bicubic,+2.830,+0.404,-2 +tf_efficientnet_b8_ap,89.589,10.411,98.300,1.700,87.41,672,0.954,bicubic,+3.511,+0.548,-1 +tf_efficientnet_b7_ap,89.419,10.581,98.343,1.657,66.35,600,0.949,bicubic,+4.253,+0.981,+2 +tf_efficientnet_b8,89.340,10.660,98.305,1.695,87.41,672,0.954,bicubic,+3.916,+0.727,-2 +tf_efficientnet_b6_ap,89.338,10.662,98.281,1.719,43.04,528,0.942,bicubic,+4.390,+0.831,+5 +tf_efficientnet_b4_ns,89.325,10.675,98.352,1.648,19.34,380,0.922,bicubic,+3.975,+0.962,-2 +ig_resnext101_32x32d,89.115,10.885,98.181,1.819,468.53,224,0.875,bilinear,+3.965,+0.711,-1 +ig_resnext101_32x48d,89.111,10.889,98.125,1.875,828.41,224,0.875,bilinear,+2.663,+0.245,-8 +tf_efficientnet_b7,89.088,10.912,98.179,1.821,66.35,600,0.949,bicubic,+4.102,+0.883,0 +tf_efficientnet_b5_ap,88.934,11.066,98.168,1.832,30.39,456,0.934,bicubic,+4.664,+0.998,+6 +ig_resnext101_32x16d,88.817,11.184,98.049,1.951,194.03,224,0.875,bilinear,+4.614,+0.831,+7 +vit_base_resnet50_384,88.804,11.196,98.241,1.759,98.95,384,1.000,bicubic,+3.684,+0.991,-5 +seresnet152d_320,88.797,11.203,98.172,1.828,66.84,320,1.000,bicubic,+4.393,+0.738,+19 +tf_efficientnet_b6,88.759,11.241,98.066,1.934,43.04,528,0.942,bicubic,+4.595,+0.872,+6 +swsl_resnext101_32x8d,88.748,11.252,98.138,1.862,88.79,224,0.875,bilinear,+4.366,+0.772,+1 +resnetv2_152x2_bitm,88.656,11.344,98.320,1.680,236.34,480,1.000,bilinear,+3.870,+1.182,-3 +resnetv2_152x4_bitm,88.556,11.444,98.185,1.815,936.53,480,1.000,bilinear,+3.466,+0.745,-8 +resnet200d_320,88.528,11.472,97.957,2.043,64.69,320,1.000,bicubic,+4.484,+1.047,+4 +resnest269e,88.526,11.474,98.021,1.979,110.93,416,0.928,bicubic,+3.592,+0.817,-7 +resnetv2_101x3_bitm,88.443,11.557,98.164,1.836,387.93,480,1.000,bilinear,+3.917,+1.178,-6 +tf_efficientnet_b3_ns,88.439,11.561,98.031,1.968,12.23,300,0.904,bicubic,+4.325,+1.144,0 +resnest200e,88.421,11.579,98.049,1.951,70.20,320,0.909,bicubic,+4.454,+1.231,+1 +vit_large_patch16_384,88.407,11.593,98.187,1.813,304.72,384,1.000,bicubic,+3.033,+0.889,-19 +vit_base_patch16_384,88.385,11.615,98.149,1.851,86.86,384,1.000,bicubic,+4.131,+1.175,-6 +seresnet152d,88.379,11.621,98.036,1.964,66.84,256,0.940,bicubic,+4.627,+0.916,+29 +tf_efficientnet_b4_ap,88.349,11.651,97.891,2.109,19.34,380,0.922,bicubic,+5.093,+1.497,+4 +resnet152d_320,88.347,11.653,97.929,2.071,60.21,320,1.000,bicubic,+4.681,+1.195,+1 +tf_efficientnet_b5,88.313,11.687,97.914,2.086,30.39,456,0.934,bicubic,+4.461,+1.024,-3 +resnetv2_50x3_bitm,88.308,11.692,98.113,1.887,217.32,480,1.000,bilinear,+4.500,+1.367,-3 +ig_resnext101_32x8d,88.150,11.850,97.861,2.139,88.79,224,0.875,bilinear,+5.454,+1.217,+9 +swsl_resnext101_32x4d,88.086,11.914,97.974,2.026,44.18,224,0.875,bilinear,+4.864,+1.206,+1 +resnet152d,87.986,12.014,97.709,2.291,60.21,256,0.940,bicubic,+4.852,+1.359,+1 +tf_efficientnet_b4,87.960,12.040,97.737,2.263,19.34,380,0.922,bicubic,+4.934,+1.439,+3 +resnet101d_320,87.948,12.052,97.903,2.097,44.57,320,1.000,bicubic,+4.924,+1.447,+3 +resnet200d,87.943,12.057,97.773,2.227,64.69,256,0.940,bicubic,+4.701,+1.285,-4 +tresnet_xl_448,87.794,12.206,97.468,2.532,78.44,448,0.875,bilinear,+4.738,+1.282,-1 +resnetv2_101x1_bitm,87.634,12.366,97.953,2.047,44.54,480,1.000,bilinear,+5.420,+1.480,+8 +swsl_resnext101_32x16d,87.602,12.398,97.820,2.180,194.03,224,0.875,bilinear,+4.258,+0.980,-9 +swsl_resnext50_32x4d,87.597,12.403,97.651,2.349,25.03,224,0.875,bilinear,+5.425,+1.419,+8 +tf_efficientnet_b2_ns,87.561,12.439,97.626,2.374,9.11,260,0.890,bicubic,+5.169,+1.388,+1 +efficientnet_b3a,87.452,12.548,97.679,2.321,12.23,320,1.000,bicubic,+5.198,+1.565,+3 +resnet101d,87.386,12.614,97.572,2.428,44.57,256,0.940,bicubic,+5.076,+1.508,0 +tresnet_l_448,87.373,12.627,97.485,2.515,55.99,448,0.875,bilinear,+5.113,+1.507,0 +nasnetalarge,87.350,12.650,97.412,2.588,88.75,331,0.911,bicubic,+4.724,+1.362,-4 +efficientnet_b3,87.328,12.672,97.605,2.396,12.23,300,0.904,bicubic,+5.246,+1.578,+3 +ecaresnet101d,87.286,12.714,97.562,2.438,44.57,224,0.875,bicubic,+5.110,+1.506,0 +resnest101e,87.262,12.738,97.558,2.442,48.28,256,0.875,bilinear,+4.384,+1.244,-9 +regnety_032,87.254,12.746,97.521,2.479,19.44,224,0.875,bicubic,+5.246,+1.609,+2 +tresnet_xl,87.224,12.776,97.400,2.600,78.44,224,0.875,bilinear,+5.170,+1.468,0 +tf_efficientnet_b3_ap,87.196,12.804,97.382,2.618,12.23,300,0.904,bicubic,+5.374,+1.762,+2 +vit_base_patch32_384,87.014,12.986,97.656,2.344,88.30,384,1.000,bicubic,+5.358,+1.526,+4 +vit_large_patch16_224,86.993,13.007,97.692,2.308,304.33,224,0.900,bicubic,+3.933,+1.248,-18 +rexnet_200,86.854,13.146,97.282,2.718,16.37,224,0.875,bicubic,+5.228,+1.610,+4 +ssl_resnext101_32x16d,86.844,13.156,97.519,2.481,194.03,224,0.875,bilinear,+5.006,+1.427,-3 +tf_efficientnet_b3,86.842,13.158,97.293,2.707,12.23,300,0.904,bicubic,+5.196,+1.571,+1 +tresnet_m_448,86.816,13.184,97.205,2.795,31.39,448,0.875,bilinear,+5.098,+1.639,-2 +ssl_resnext101_32x8d,86.803,13.197,97.466,2.534,88.79,224,0.875,bilinear,+5.197,+1.422,+1 +tf_efficientnet_lite4,86.801,13.199,97.254,2.746,13.01,380,0.920,bilinear,+5.265,+1.594,+1 +swsl_resnet50,86.790,13.210,97.493,2.507,25.56,224,0.875,bilinear,+5.654,+1.519,+7 +vit_base_patch16_224,86.758,13.242,97.440,2.560,86.57,224,0.900,bicubic,+4.974,+1.314,-7 +tresnet_l,86.754,13.246,97.271,2.729,55.99,224,0.875,bilinear,+5.268,+1.651,-1 +seresnext50_32x4d,86.709,13.291,97.203,2.797,27.56,224,0.875,bicubic,+5.435,+1.585,+2 +tf_efficientnet_b1_ns,86.684,13.316,97.380,2.620,7.79,240,0.882,bicubic,+5.298,+1.640,-1 +wide_resnet50_2,86.649,13.351,97.212,2.788,68.88,224,0.875,bicubic,+5.197,+1.690,-3 +resnest50d_4s2x40d,86.585,13.415,97.269,2.731,30.42,224,0.875,bicubic,+5.471,+1.715,+1 +efficientnet_b3_pruned,86.585,13.415,97.186,2.814,9.86,300,0.904,bicubic,+5.727,+1.946,+9 +ecaresnet50d,86.477,13.524,97.186,2.814,25.58,224,0.875,bicubic,+5.863,+1.878,+12 +ssl_resnext101_32x4d,86.474,13.526,97.468,2.532,44.18,224,0.875,bilinear,+5.560,+1.734,+3 +gluon_resnet152_v1s,86.449,13.551,97.120,2.880,60.32,224,0.875,bicubic,+5.431,+1.700,-1 +resnest50d_1s4x24d,86.442,13.558,97.150,2.850,25.68,224,0.875,bicubic,+5.438,+1.824,-1 +legacy_senet154,86.338,13.662,96.928,3.072,115.09,224,0.875,bilinear,+5.012,+1.420,-8 +efficientnet_b2a,86.310,13.690,96.990,3.010,9.11,288,1.000,bicubic,+5.696,+1.672,+8 +gluon_senet154,86.280,13.720,96.938,3.062,115.09,224,0.875,bicubic,+5.052,+1.586,-8 +resnest50d,86.229,13.771,97.069,2.931,27.48,224,0.875,bilinear,+5.271,+1.691,-4 +tresnet_m,86.190,13.810,96.667,3.333,31.39,224,0.875,bilinear,+5.386,+1.809,+1 +ecaresnet101d_pruned,86.182,13.818,97.342,2.658,24.88,224,0.875,bicubic,+5.366,+1.704,-1 +rexnet_150,86.163,13.837,97.066,2.934,9.73,224,0.875,bicubic,+5.853,+1.904,+13 +resnetv2_50x1_bitm,86.154,13.846,97.558,2.442,25.55,480,1.000,bilinear,+5.962,+1.928,+20 +tf_efficientnet_el,86.152,13.848,96.985,3.015,10.59,300,0.904,bicubic,+5.704,+1.815,+6 +cspdarknet53,86.150,13.850,97.013,2.987,27.64,256,0.887,bilinear,+6.102,+1.921,+22 +ssl_resnext50_32x4d,86.082,13.918,97.212,2.788,25.03,224,0.875,bilinear,+5.780,+1.800,+10 +ecaresnetlight,86.043,13.957,97.073,2.927,30.16,224,0.875,bicubic,+5.585,+1.823,+2 +efficientnet_b2,86.041,13.959,96.923,3.077,9.11,260,0.875,bicubic,+5.663,+1.845,+4 +gluon_resnet101_v1s,86.037,13.963,97.024,2.976,44.67,224,0.875,bicubic,+5.751,+1.864,+9 +gluon_seresnext101_32x4d,86.009,13.991,96.979,3.021,48.96,224,0.875,bicubic,+5.137,+1.687,-12 +resnet50d,86.002,13.998,96.981,3.019,25.58,224,0.875,bicubic,+5.454,+1.823,-5 +tf_efficientnet_b2_ap,85.975,14.025,96.808,3.192,9.11,260,0.890,bicubic,+5.673,+1.776,+5 +gluon_seresnext101_64x4d,85.949,14.051,96.990,3.010,88.23,224,0.875,bicubic,+5.065,+1.676,-16 +gluon_resnet152_v1d,85.906,14.094,96.806,3.194,60.21,224,0.875,bicubic,+5.428,+1.606,-7 +tf_efficientnet_b2,85.885,14.115,96.855,3.145,9.11,260,0.890,bicubic,+5.813,+1.951,+11 +seresnet50,85.836,14.164,96.998,3.002,28.09,224,0.875,bicubic,+5.578,+1.932,+4 +gluon_resnet101_v1d,85.832,14.168,96.663,3.337,44.57,224,0.875,bicubic,+5.430,+1.643,-6 +resnet50,85.810,14.190,96.714,3.286,25.56,224,0.875,bicubic,+6.774,+2.322,+53 +mixnet_xl,85.795,14.205,96.718,3.282,11.90,224,0.875,bicubic,+5.321,+1.784,-11 +tf_efficientnet_lite3,85.766,14.235,96.891,3.109,8.20,300,0.904,bilinear,+5.939,+1.983,+17 +cspresnext50,85.757,14.243,96.840,3.160,20.57,224,0.875,bilinear,+5.711,+1.896,+7 +ese_vovnet39b,85.748,14.252,96.900,3.100,24.57,224,0.875,bicubic,+6.436,+2.178,+33 +gluon_resnext101_32x4d,85.746,14.254,96.616,3.384,44.18,224,0.875,bicubic,+5.412,+1.708,-9 +legacy_seresnext101_32x4d,85.738,14.262,96.765,3.235,48.96,224,0.875,bilinear,+5.510,+1.745,-2 +regnety_320,85.727,14.273,96.725,3.275,145.05,224,0.875,bicubic,+4.929,+1.479,-23 +cspresnet50,85.723,14.277,96.795,3.205,21.62,256,0.887,bilinear,+6.149,+2.087,+20 +gluon_resnext101_64x4d,85.701,14.299,96.641,3.358,83.46,224,0.875,bicubic,+5.072,+1.644,-24 +xception71,85.695,14.305,96.774,3.226,42.34,299,0.903,bicubic,+5.811,+1.842,+5 +efficientnet_em,85.693,14.307,96.941,3.059,6.90,240,0.882,bicubic,+6.429,+2.150,+31 +dpn107,85.640,14.360,96.729,3.271,86.92,224,0.875,bicubic,+5.484,+1.819,-6 +efficientnet_b2_pruned,85.637,14.363,96.746,3.254,8.31,260,0.890,bicubic,+5.731,+1.890,+1 +ecaresnet50d_pruned,85.578,14.422,96.934,3.066,19.94,224,0.875,bicubic,+5.866,+2.058,+8 +gluon_resnet152_v1c,85.578,14.422,96.650,3.350,60.21,224,0.875,bicubic,+5.664,+1.802,-2 +resnext50d_32x4d,85.565,14.435,96.746,3.254,25.05,224,0.875,bicubic,+5.897,+1.880,+9 +regnety_120,85.535,14.465,96.774,3.226,51.82,224,0.875,bicubic,+5.157,+1.652,-22 +regnetx_320,85.524,14.476,96.667,3.333,107.81,224,0.875,bicubic,+5.270,+1.637,-15 +regnety_160,85.494,14.506,96.618,3.382,83.59,224,0.875,bicubic,+5.218,+1.650,-18 +dpn92,85.482,14.518,96.635,3.365,37.67,224,0.875,bicubic,+5.492,+1.791,-9 +gluon_resnet152_v1b,85.467,14.533,96.556,3.444,60.19,224,0.875,bicubic,+5.775,+1.822,+3 +rexnet_130,85.467,14.533,96.684,3.316,7.56,224,0.875,bicubic,+5.973,+2.010,+9 +dpn131,85.403,14.597,96.646,3.354,79.25,224,0.875,bicubic,+5.577,+1.934,-5 +dla102x2,85.377,14.623,96.637,3.363,41.28,224,0.875,bilinear,+5.935,+1.991,+9 +regnetx_160,85.373,14.627,96.633,3.367,54.28,224,0.875,bicubic,+5.535,+1.809,-8 +gluon_seresnext50_32x4d,85.341,14.659,96.671,3.329,27.56,224,0.875,bicubic,+5.417,+1.849,-14 +gluon_resnet101_v1c,85.317,14.683,96.413,3.587,44.57,224,0.875,bicubic,+5.785,+1.825,+3 +xception65,85.315,14.685,96.633,3.367,39.92,299,0.903,bicubic,+5.765,+1.975,+1 +dpn98,85.311,14.689,96.466,3.534,61.57,224,0.875,bicubic,+5.661,+1.860,-3 +skresnext50_32x4d,85.311,14.689,96.392,3.608,27.48,224,0.875,bicubic,+5.165,+1.752,-23 +regnety_064,85.289,14.711,96.633,3.367,30.58,224,0.875,bicubic,+5.557,+1.869,-10 +dpn68b,85.285,14.715,96.471,3.529,12.61,224,0.875,bicubic,+6.073,+2.049,+13 +resnetblur50,85.270,14.730,96.522,3.478,25.56,224,0.875,bicubic,+5.984,+1.882,+7 +resnext50_32x4d,85.232,14.768,96.528,3.472,25.03,224,0.875,bicubic,+5.442,+1.922,-14 +regnety_080,85.230,14.770,96.633,3.367,39.18,224,0.875,bicubic,+5.360,+1.803,-19 +gluon_inception_v3,85.185,14.815,96.528,3.472,23.83,299,0.875,bicubic,+6.385,+2.148,+23 +resnext101_32x8d,85.178,14.822,96.449,3.551,88.79,224,0.875,bilinear,+5.874,+1.923,+2 +hrnet_w48,85.153,14.847,96.490,3.510,77.47,224,0.875,bilinear,+5.837,+1.976,-2 +xception,85.146,14.854,96.477,3.523,22.86,299,0.897,bicubic,+6.100,+2.081,+13 +regnetx_120,85.140,14.860,96.473,3.527,46.11,224,0.875,bicubic,+5.530,+1.741,-13 +tf_efficientnet_b1_ap,85.127,14.873,96.407,3.593,7.79,240,0.882,bicubic,+5.851,+2.105,0 +gluon_resnet101_v1b,85.125,14.875,96.368,3.632,44.55,224,0.875,bicubic,+5.821,+1.838,-4 +hrnet_w64,85.123,14.877,96.746,3.254,128.06,224,0.875,bilinear,+5.661,+2.092,-11 +gluon_xception65,85.121,14.879,96.599,3.401,39.92,299,0.903,bicubic,+5.419,+1.731,-21 +ssl_resnet50,85.110,14.890,96.864,3.136,25.56,224,0.875,bilinear,+5.874,+2.034,-2 +res2net101_26w_4s,85.089,14.911,96.383,3.617,45.21,224,0.875,bilinear,+5.895,+1.949,+1 +tf_efficientnet_cc_b1_8e,85.072,14.928,96.426,3.574,39.72,240,0.882,bicubic,+5.746,+2.054,-12 +res2net50_26w_8s,85.008,14.992,96.405,3.595,48.40,224,0.875,bilinear,+5.816,+2.037,0 +tf_efficientnet_b0_ns,85.001,14.999,96.499,3.502,5.29,224,0.875,bicubic,+6.341,+2.126,+17 +resnest26d,84.997,15.003,96.631,3.369,17.07,224,0.875,bilinear,+6.517,+2.331,+21 +gluon_resnext50_32x4d,84.993,15.007,96.426,3.574,25.03,224,0.875,bicubic,+5.639,+2.002,-17 +regnety_040,84.954,15.046,96.601,3.399,20.65,224,0.875,bicubic,+5.722,+1.957,-8 +tf_efficientnet_em,84.926,15.074,96.424,3.576,6.90,240,0.882,bicubic,+6.214,+2.096,+8 +tf_efficientnet_b1,84.916,15.084,96.362,3.638,7.79,240,0.882,bicubic,+6.072,+2.166,+4 +legacy_seresnext50_32x4d,84.914,15.086,96.441,3.559,27.56,224,0.875,bilinear,+5.830,+2.007,-6 +dla169,84.909,15.091,96.524,3.476,53.39,224,0.875,bilinear,+6.215,+2.194,+8 +hrnet_w44,84.888,15.112,96.434,3.566,67.06,224,0.875,bilinear,+5.998,+2.060,-1 +regnetx_080,84.871,15.129,96.430,3.570,39.57,224,0.875,bicubic,+5.659,+1.876,-12 +gluon_resnet50_v1s,84.856,15.144,96.447,3.553,25.68,224,0.875,bicubic,+6.156,+2.201,+4 +mixnet_l,84.824,15.176,96.328,3.672,7.33,224,0.875,bicubic,+5.844,+2.146,-7 +dla60_res2next,84.824,15.176,96.411,3.589,17.03,224,0.875,bilinear,+6.380,+2.253,+14 +tv_resnet152,84.822,15.178,96.225,3.775,60.19,224,0.875,bilinear,+6.502,+2.173,+15 +dla60_res2net,84.820,15.180,96.477,3.523,20.85,224,0.875,bilinear,+6.360,+2.271,+9 +dla102x,84.815,15.185,96.552,3.448,26.31,224,0.875,bilinear,+6.305,+2.322,+5 +gluon_resnet50_v1d,84.813,15.187,96.394,3.606,25.58,224,0.875,bicubic,+5.749,+1.924,-14 +xception41,84.809,15.191,96.411,3.589,26.97,299,0.903,bicubic,+6.273,+2.127,+2 +regnetx_064,84.779,15.221,96.492,3.508,26.21,224,0.875,bicubic,+5.715,+2.032,-17 +hrnet_w40,84.749,15.251,96.558,3.442,57.56,224,0.875,bilinear,+5.817,+2.080,-13 +res2net50_26w_6s,84.724,15.276,96.276,3.724,37.05,224,0.875,bilinear,+6.158,+2.156,-2 +legacy_seresnet152,84.698,15.302,96.422,3.578,66.82,224,0.875,bilinear,+6.032,+2.046,-5 +selecsls60b,84.657,15.343,96.302,3.698,32.77,224,0.875,bicubic,+6.247,+2.124,+4 +hrnet_w32,84.655,15.345,96.409,3.591,41.23,224,0.875,bilinear,+6.209,+2.219,+1 +regnetx_040,84.602,15.398,96.390,3.610,22.12,224,0.875,bicubic,+6.118,+2.138,-3 +efficientnet_es,84.598,15.402,96.313,3.687,5.44,224,0.875,bicubic,+6.510,+2.381,+10 +hrnet_w30,84.585,15.415,96.396,3.604,37.71,224,0.875,bilinear,+6.379,+2.172,+6 +tf_mixnet_l,84.559,15.441,96.247,3.753,7.33,224,0.875,bicubic,+5.783,+2.245,-16 +wide_resnet101_2,84.555,15.445,96.349,3.651,126.89,224,0.875,bilinear,+5.701,+2.067,-20 +efficientnet_b1,84.536,15.464,96.161,3.839,7.79,240,0.875,bicubic,+5.830,+2.007,-16 +dla60x,84.527,15.473,96.291,3.709,17.35,224,0.875,bilinear,+6.277,+2.267,-1 +legacy_seresnet101,84.504,15.496,96.338,3.662,49.33,224,0.875,bilinear,+6.124,+2.076,-4 +efficientnet_b1_pruned,84.401,15.599,96.142,3.858,6.33,240,0.882,bicubic,+6.153,+2.306,-2 +res2net50_26w_4s,84.378,15.622,96.082,3.918,25.70,224,0.875,bilinear,+6.386,+2.230,+5 +res2net50_14w_8s,84.307,15.693,96.076,3.924,25.06,224,0.875,bilinear,+6.169,+2.220,0 +selecsls60,84.284,15.716,96.089,3.911,30.67,224,0.875,bicubic,+6.294,+2.261,+4 +regnetx_032,84.228,15.772,96.253,3.747,15.30,224,0.875,bicubic,+6.080,+2.165,-3 +res2next50,84.222,15.778,96.001,3.999,24.67,224,0.875,bilinear,+5.986,+2.095,-6 +gluon_resnet50_v1c,84.205,15.795,96.168,3.832,25.58,224,0.875,bicubic,+6.197,+2.180,-1 +dla102,84.196,15.804,96.223,3.777,33.27,224,0.875,bilinear,+6.166,+2.271,-3 +rexnet_100,84.173,15.827,96.257,3.743,4.80,224,0.875,bicubic,+6.311,+2.379,+5 +tf_inception_v3,84.134,15.866,95.918,4.082,23.83,299,0.875,bicubic,+6.268,+2.272,+3 +res2net50_48w_2s,84.119,15.881,95.965,4.035,25.29,224,0.875,bilinear,+6.585,+2.405,+11 +resnet34d,84.104,15.896,95.975,4.025,21.82,224,0.875,bicubic,+6.990,+2.593,+21 +tf_efficientnet_lite2,84.096,15.904,96.063,3.937,6.09,260,0.890,bicubic,+6.614,+2.315,+10 +efficientnet_b0,84.043,15.957,95.960,4.040,5.29,224,0.875,bicubic,+6.337,+2.438,+2 +seresnext26t_32x4d,83.985,16.015,95.867,4.133,16.82,224,0.875,bicubic,+5.997,+2.134,-6 +tf_efficientnet_cc_b0_8e,83.970,16.030,96.067,3.933,24.01,224,0.875,bicubic,+6.062,+2.415,-5 +regnety_016,83.955,16.045,96.001,3.999,11.20,224,0.875,bicubic,+6.087,+2.275,-5 +tv_resnext50_32x4d,83.955,16.045,95.943,4.057,25.03,224,0.875,bilinear,+6.341,+2.259,0 +gluon_resnet50_v1b,83.942,16.058,96.016,3.984,25.56,224,0.875,bicubic,+6.364,+2.298,+2 +densenet161,83.902,16.098,96.010,3.990,28.68,224,0.875,bicubic,+6.542,+2.376,+6 +seresnext26tn_32x4d,83.887,16.113,95.939,4.061,16.81,224,0.875,bicubic,+5.901,+2.195,-11 +adv_inception_v3,83.882,16.118,95.941,4.059,23.83,299,0.875,bicubic,+6.300,+2.201,-2 +mobilenetv2_120d,83.882,16.118,95.911,4.089,5.83,224,0.875,bicubic,+6.604,+2.401,+7 +tv_resnet101,83.853,16.148,95.888,4.112,44.55,224,0.875,bilinear,+6.487,+2.332,+1 +inception_v3,83.771,16.229,95.898,4.101,23.83,299,0.875,bicubic,+6.307,+2.422,-1 +dla60,83.735,16.265,95.931,4.069,22.04,224,0.875,bilinear,+6.699,+2.607,+10 +vit_small_patch16_224,83.731,16.269,95.753,4.247,48.75,224,0.900,bicubic,+5.877,+2.329,-12 +seresnext26d_32x4d,83.727,16.273,95.845,4.155,16.81,224,0.875,bicubic,+6.141,+2.237,-9 +legacy_seresnet50,83.665,16.335,95.975,4.025,28.09,224,0.875,bilinear,+6.029,+2.231,-12 +tf_efficientnet_b0_ap,83.665,16.335,95.783,4.217,5.29,224,0.875,bicubic,+6.563,+2.519,+5 +skresnet34,83.652,16.348,95.924,4.076,22.28,224,0.875,bicubic,+6.722,+2.602,+8 +tf_efficientnet_es,83.643,16.357,95.941,4.059,5.44,224,0.875,bicubic,+6.359,+2.337,-3 +tf_efficientnet_cc_b0_4e,83.641,16.359,95.730,4.270,13.31,224,0.875,bicubic,+6.321,+2.408,-6 +densenet201,83.549,16.451,95.807,4.193,20.01,224,0.875,bicubic,+6.259,+2.327,-6 +legacy_seresnext26_32x4d,83.522,16.478,95.719,4.281,16.79,224,0.875,bicubic,+6.416,+2.411,-1 +tf_efficientnet_b0,83.517,16.483,95.719,4.281,5.29,224,0.875,bicubic,+6.669,+2.487,+4 +mixnet_m,83.513,16.487,95.691,4.309,5.01,224,0.875,bicubic,+6.239,+2.269,-6 +hrnet_w18,83.507,16.493,95.903,4.097,21.30,224,0.875,bilinear,+6.743,+2.461,+4 +densenetblur121d,83.483,16.517,95.822,4.178,8.00,224,0.875,bicubic,+6.897,+2.626,+6 +selecsls42b,83.462,16.538,95.747,4.253,32.46,224,0.875,bicubic,+6.278,+2.359,-8 +tf_efficientnet_lite1,83.361,16.639,95.642,4.358,5.42,240,0.882,bicubic,+6.695,+2.404,+3 +regnetx_016,83.184,16.816,95.743,4.257,9.19,224,0.875,bicubic,+6.238,+2.317,-4 +dpn68,83.174,16.826,95.589,4.411,12.61,224,0.875,bicubic,+6.862,+2.621,+5 +tf_mixnet_m,83.174,16.826,95.467,4.533,5.01,224,0.875,bicubic,+6.218,+2.303,-7 +mobilenetv2_140,83.171,16.829,95.689,4.311,6.11,224,0.875,bicubic,+6.659,+2.691,+1 +ese_vovnet19b_dw,83.109,16.890,95.787,4.213,6.54,224,0.875,bicubic,+6.291,+2.510,-5 +resnet26d,83.037,16.963,95.595,4.405,16.01,224,0.875,bicubic,+6.349,+2.449,-4 +tv_resnet50,82.962,17.038,95.472,4.529,25.56,224,0.875,bilinear,+6.804,+2.594,+1 +densenet121,82.811,17.189,95.587,4.413,7.98,224,0.875,bicubic,+7.247,+2.939,+6 +densenet169,82.661,17.339,95.595,4.405,14.15,224,0.875,bicubic,+6.763,+2.573,+1 +mixnet_s,82.529,17.471,95.352,4.648,4.13,224,0.875,bicubic,+6.535,+2.562,-1 +regnety_008,82.478,17.523,95.476,4.524,6.26,224,0.875,bicubic,+6.158,+2.408,-5 +efficientnet_lite0,82.388,17.612,95.279,4.721,4.65,224,0.875,bicubic,+6.886,+2.765,+5 +resnest14d,82.364,17.636,95.324,4.676,10.61,224,0.875,bilinear,+6.850,+2.806,+2 +mobilenetv3_rw,82.270,17.730,95.241,4.759,5.48,224,0.875,bicubic,+6.650,+2.529,-1 +semnasnet_100,82.253,17.747,95.234,4.766,3.89,224,0.875,bicubic,+6.801,+2.624,+3 +mobilenetv3_large_100,82.172,17.828,95.194,4.806,5.48,224,0.875,bicubic,+6.398,+2.656,-5 +resnet34,82.125,17.875,95.134,4.866,21.80,224,0.875,bilinear,+7.019,+2.858,+6 +mobilenetv2_110d,82.074,17.926,95.076,4.923,4.52,224,0.875,bicubic,+7.026,+2.886,+7 +tf_mixnet_s,82.040,17.960,95.128,4.872,4.13,224,0.875,bicubic,+6.358,+2.490,-7 +hrnet_w18_small_v2,81.959,18.041,95.166,4.834,15.60,224,0.875,bilinear,+6.851,+2.754,+2 +tf_efficientnet_lite0,81.950,18.050,95.164,4.836,4.65,224,0.875,bicubic,+7.118,+2.990,+5 +resnet26,81.933,18.067,95.237,4.763,16.00,224,0.875,bicubic,+6.643,+2.671,-3 +tf_mobilenetv3_large_100,81.841,18.159,95.076,4.923,5.48,224,0.875,bilinear,+6.331,+2.466,-7 +tv_densenet121,81.724,18.276,95.034,4.966,7.98,224,0.875,bicubic,+6.982,+2.880,+4 +regnety_006,81.705,18.295,95.109,4.891,6.06,224,0.875,bicubic,+6.437,+2.579,-5 +dla34,81.658,18.342,94.872,5.128,15.74,224,0.875,bilinear,+7.034,+2.810,+4 +fbnetc_100,81.553,18.447,94.953,5.047,5.57,224,0.875,bilinear,+6.437,+2.579,-6 +legacy_seresnet34,81.527,18.473,94.899,5.101,21.96,224,0.875,bilinear,+6.737,+2.773,-1 +regnetx_008,81.510,18.490,95.057,4.943,7.26,224,0.875,bicubic,+6.458,+2.715,-5 +gluon_resnet34_v1b,81.487,18.513,94.812,5.188,21.80,224,0.875,bicubic,+6.899,+2.816,+1 +mnasnet_100,81.478,18.522,94.895,5.105,4.38,224,0.875,bicubic,+6.808,+2.793,-2 +spnasnet_100,80.872,19.128,94.511,5.489,4.42,224,0.875,bilinear,+6.792,+2.691,0 +regnety_004,80.654,19.346,94.697,5.303,4.34,224,0.875,bicubic,+6.636,+2.933,0 +skresnet18,80.629,19.371,94.385,5.615,11.96,224,0.875,bicubic,+7.603,+3.213,+4 +regnetx_006,80.612,19.389,94.524,5.476,6.20,224,0.875,bicubic,+6.768,+2.846,-1 +swsl_resnet18,80.571,19.429,94.750,5.250,11.69,224,0.875,bilinear,+7.291,+2.992,+1 +resnet18d,80.387,19.613,94.252,5.748,11.71,224,0.875,bicubic,+8.113,+3.564,+6 +tv_resnet34,80.374,19.625,94.432,5.568,21.80,224,0.875,bilinear,+7.070,+3.008,-2 +mobilenetv2_100,80.268,19.732,94.197,5.803,3.50,224,0.875,bicubic,+7.318,+3.195,0 +ssl_resnet18,80.112,19.888,94.594,5.406,11.69,224,0.875,bilinear,+7.496,+3.178,0 +tf_mobilenetv3_large_075,80.088,19.912,94.188,5.812,3.99,224,0.875,bilinear,+6.640,+2.846,-6 +hrnet_w18_small,79.537,20.462,93.909,6.091,13.19,224,0.875,bilinear,+7.201,+3.225,0 +regnetx_004,79.439,20.561,93.843,6.157,5.16,224,0.875,bicubic,+7.045,+3.025,-2 +tf_mobilenetv3_large_minimal_100,79.226,20.774,93.712,6.288,3.92,224,0.875,bilinear,+6.982,+3.076,0 +legacy_seresnet18,79.145,20.855,93.778,6.222,11.78,224,0.875,bicubic,+7.409,+3.436,0 +gluon_resnet18_v1b,78.378,21.622,93.134,6.866,11.69,224,0.875,bicubic,+7.540,+3.376,0 +regnety_002,77.409,22.591,92.916,7.084,3.16,224,0.875,bicubic,+7.131,+3.370,0 +resnet18,77.274,22.726,92.760,7.240,11.69,224,0.875,bilinear,+7.532,+3.674,0 +regnetx_002,76.106,23.893,92.207,7.793,2.68,224,0.875,bicubic,+7.353,+3.647,0 +dla60x_c,75.658,24.342,92.166,7.834,1.32,224,0.875,bilinear,+7.746,+3.748,+1 +tf_mobilenetv3_small_100,74.734,25.266,91.274,8.726,2.54,224,0.875,bilinear,+6.812,+3.598,-1 +dla46x_c,73.647,26.353,91.112,8.888,1.07,224,0.875,bilinear,+7.671,+4.124,0 +tf_mobilenetv3_small_075,72.821,27.179,90.031,9.969,2.04,224,0.875,bilinear,+7.097,+3.897,0 +dla46_c,72.601,27.399,90.495,9.505,1.30,224,0.875,bilinear,+7.731,+4.201,0 +tf_mobilenetv3_small_minimal_100,70.109,29.891,88.516,11.485,2.04,224,0.875,bilinear,+7.199,+4.272,0 +inception_v4,1.507,98.493,19.038,80.962,42.68,299,0.875,bicubic,+0.499,+2.184,0 +pnasnet5large,1.478,98.522,20.749,79.251,86.06,331,0.911,bicubic,+0.493,+2.173,+1 +ens_adv_inception_resnet_v2,1.428,98.572,19.416,80.584,55.85,299,0.897,bicubic,+0.430,+2.092,-1 +inception_resnet_v2,1.415,98.585,19.444,80.556,55.85,299,0.897,bicubic,+0.466,+2.150,0 diff --git a/results/results-imagenet.csv b/results/results-imagenet.csv index 9d199d1e..ae259071 100644 --- a/results/results-imagenet.csv +++ b/results/results-imagenet.csv @@ -1,263 +1,278 @@ 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 -tf_efficientnet_b7_ns,86.840,13.160,98.094,1.906,66.35,600,0.949,bicubic -tf_efficientnet_b6_ns,86.452,13.548,97.882,2.118,43.04,528,0.942,bicubic -tf_efficientnet_b5_ns,86.088,13.912,97.752,2.248,30.39,456,0.934,bicubic -ig_resnext101_32x48d,85.428,14.572,97.572,2.428,828.41,224,0.875,bilinear -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 -tf_efficientnet_b4_ns,85.162,14.838,97.470,2.530,19.34,380,0.922,bicubic -vit_large_patch16_384,85.158,14.842,97.356,2.644,304.72,384,1.000,bicubic -tf_efficientnet_b7_ap,85.120,14.880,97.252,2.748,66.35,600,0.949,bicubic -ig_resnext101_32x32d,85.094,14.906,97.438,2.562,468.53,224,0.875,bilinear -tf_efficientnet_b7,84.936,15.064,97.204,2.796,66.35,600,0.949,bicubic -tf_efficientnet_b6_ap,84.788,15.212,97.138,2.862,43.04,528,0.942,bicubic -resnest269e,84.518,15.482,96.986,3.014,110.93,416,0.928,bicubic -swsl_resnext101_32x8d,84.284,15.716,97.176,2.824,88.79,224,0.875,bilinear -tf_efficientnet_b5_ap,84.252,15.748,96.974,3.026,30.39,456,0.934,bicubic -vit_base_patch16_384,84.210,15.790,97.218,2.782,86.86,384,1.000,bicubic -ig_resnext101_32x16d,84.170,15.830,97.196,2.804,194.03,224,0.875,bilinear -tf_efficientnet_b6,84.110,15.890,96.886,3.114,43.04,528,0.942,bicubic -tf_efficientnet_b3_ns,84.048,15.952,96.910,3.090,12.23,300,0.904,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 -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 -tresnet_xl_448,83.050,16.950,96.174,3.826,78.44,448,0.875,bilinear -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 -pnasnet5large,82.782,17.218,96.040,3.960,86.06,331,0.911,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 -tf_efficientnet_b2_ns,82.380,17.620,96.248,3.752,9.11,260,0.890,bicubic -tresnet_l_448,82.268,17.732,95.976,4.024,55.99,448,0.875,bilinear -efficientnet_b3a,82.242,17.758,96.114,3.886,12.23,320,1.000,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 -efficientnet_b3,82.076,17.924,96.020,3.980,12.23,300,0.904,bicubic -tresnet_xl,82.054,17.946,95.936,4.064,78.44,224,0.875,bilinear -regnety_032,82.002,17.998,95.906,4.094,19.44,224,0.875,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 -vit_base_patch32_384,81.652,18.348,96.128,3.872,88.30,384,1.000,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 -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 -tf_efficientnet_b1_ns,81.388,18.612,95.738,4.262,7.79,240,0.882,bicubic -legacy_senet154,81.310,18.690,95.496,4.504,115.09,224,0.875,bilinear -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 -swsl_resnet50,81.166,18.834,95.972,4.028,25.56,224,0.875,bilinear -resnest50d_4s2x40d,81.108,18.892,95.558,4.442,30.42,224,0.875,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 -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 -tresnet_m,80.802,19.198,94.860,5.140,31.39,224,0.875,bilinear -efficientnet_b2a,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 -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,80.462,19.538,95.248,4.752,30.16,224,0.875,bicubic -inception_resnet_v2,80.458,19.542,95.306,4.694,55.84,299,0.897,bicubic -tf_efficientnet_el,80.440,19.560,95.164,4.836,10.59,300,0.904,bicubic -gluon_resnet101_v1d,80.414,19.586,95.014,4.986,44.57,224,0.875,bicubic -efficientnet_b2,80.392,19.608,95.076,4.924,9.11,260,0.875,bicubic -regnety_120,80.366,19.634,95.126,4.874,51.82,224,0.875,bicubic -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 -regnety_160,80.296,19.704,94.962,5.038,83.59,224,0.875,bicubic -seresnet50,80.274,19.726,95.070,4.930,28.09,224,0.875,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 -inception_v4,80.168,19.832,94.968,5.032,42.68,299,0.875,bicubic +tf_efficientnet_l2_ns,88.350,11.650,98.656,1.344,480.31,800,0.960,bicubic +tf_efficientnet_l2_ns_475,88.240,11.760,98.550,1.450,480.31,475,0.936,bicubic +tf_efficientnet_b7_ns,86.828,13.172,98.084,1.916,66.35,600,0.949,bicubic +tf_efficientnet_b6_ns,86.448,13.552,97.880,2.120,43.04,528,0.942,bicubic +tf_efficientnet_b5_ns,86.078,13.922,97.752,2.248,30.39,456,0.934,bicubic +ig_resnext101_32x48d,85.424,14.576,97.578,2.422,828.41,224,0.875,bilinear +tf_efficientnet_b8_ap,85.374,14.626,97.298,2.702,87.41,672,0.954,bicubic +tf_efficientnet_b8,85.350,14.650,97.390,2.610,87.41,672,0.954,bicubic +vit_large_patch16_384,85.166,14.834,97.362,2.638,304.72,384,1.000,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 +ig_resnext101_32x32d,85.090,14.910,97.440,2.560,468.53,224,0.875,bilinear +vit_base_resnet50_384,84.986,15.014,97.296,2.704,98.95,384,1.000,bicubic +resnetv2_152x4_bitm,84.948,15.052,97.450,2.550,936.53,480,1.000,bilinear +tf_efficientnet_b7,84.934,15.066,97.204,2.796,66.35,600,0.949,bicubic +tf_efficientnet_b6_ap,84.786,15.214,97.138,2.862,43.04,528,0.942,bicubic +resnest269e,84.526,15.474,96.986,3.014,110.93,416,0.928,bicubic +resnetv2_152x2_bitm,84.404,15.596,97.434,2.566,236.34,480,1.000,bilinear +resnetv2_101x3_bitm,84.382,15.618,97.366,2.634,387.93,480,1.000,bilinear +seresnet152d_320,84.364,15.636,97.040,2.960,66.84,320,1.000,bicubic +swsl_resnext101_32x8d,84.270,15.730,97.170,2.830,88.79,224,0.875,bilinear +tf_efficientnet_b5_ap,84.254,15.746,96.974,3.026,30.39,456,0.934,bicubic +vit_base_patch16_384,84.202,15.798,97.218,2.782,86.86,384,1.000,bicubic +ig_resnext101_32x16d,84.164,15.836,97.194,2.806,194.03,224,0.875,bilinear +tf_efficientnet_b6,84.114,15.886,96.888,3.112,43.04,528,0.942,bicubic +tf_efficientnet_b3_ns,84.044,15.956,96.910,3.090,12.23,300,0.904,bicubic +resnet200d_320,83.968,16.032,96.818,3.182,64.69,320,1.000,bicubic +resnest200e,83.852,16.148,96.890,3.110,70.20,320,0.909,bicubic +tf_efficientnet_b5,83.808,16.192,96.746,3.254,30.39,456,0.934,bicubic +resnetv2_50x3_bitm,83.752,16.248,97.120,2.880,217.32,480,1.000,bilinear +seresnet152d,83.740,16.260,96.770,3.230,66.84,256,0.940,bicubic +resnet152d_320,83.666,16.334,96.734,3.266,60.21,320,1.000,bicubic +swsl_resnext101_32x16d,83.344,16.656,96.840,3.160,194.03,224,0.875,bilinear +tf_efficientnet_b4_ap,83.256,16.744,96.394,3.606,19.34,380,0.922,bicubic +resnet200d,83.242,16.758,96.488,3.512,64.69,256,0.940,bicubic +swsl_resnext101_32x4d,83.222,16.778,96.768,3.232,44.18,224,0.875,bilinear +resnet152d,83.134,16.866,96.350,3.650,60.21,256,0.940,bicubic +vit_large_patch16_224,83.060,16.940,96.444,3.556,304.33,224,0.900,bicubic +tresnet_xl_448,83.056,16.944,96.186,3.814,78.44,448,0.875,bilinear +tf_efficientnet_b4,83.026,16.974,96.298,3.702,19.34,380,0.922,bicubic +resnet101d_320,83.024,16.976,96.456,3.544,44.57,320,1.000,bicubic +resnest101e,82.878,17.122,96.314,3.686,48.28,256,0.875,bilinear +ig_resnext101_32x8d,82.696,17.304,96.644,3.356,88.79,224,0.875,bilinear +nasnetalarge,82.626,17.374,96.050,3.950,88.75,331,0.911,bicubic +tf_efficientnet_b2_ns,82.392,17.608,96.238,3.762,9.11,260,0.890,bicubic +resnet101d,82.310,17.690,96.064,3.936,44.57,256,0.940,bicubic +tresnet_l_448,82.260,17.740,95.978,4.022,55.99,448,0.875,bilinear +efficientnet_b3a,82.254,17.746,96.114,3.886,12.23,320,1.000,bicubic +resnetv2_101x1_bitm,82.214,17.786,96.472,3.528,44.54,480,1.000,bilinear +ecaresnet101d,82.176,17.824,96.056,3.944,44.57,224,0.875,bicubic +swsl_resnext50_32x4d,82.172,17.828,96.232,3.768,25.03,224,0.875,bilinear +efficientnet_b3,82.082,17.918,96.026,3.974,12.23,300,0.904,bicubic +tresnet_xl,82.054,17.946,95.932,4.068,78.44,224,0.875,bilinear +regnety_032,82.008,17.992,95.912,4.088,19.44,224,0.875,bicubic +ssl_resnext101_32x16d,81.838,18.162,96.092,3.908,194.03,224,0.875,bilinear +tf_efficientnet_b3_ap,81.822,18.178,95.620,4.380,12.23,300,0.904,bicubic +vit_base_patch16_224,81.784,18.216,96.126,3.874,86.57,224,0.900,bicubic +tresnet_m_448,81.718,18.282,95.566,4.434,31.39,448,0.875,bilinear +vit_base_patch32_384,81.656,18.344,96.130,3.870,88.30,384,1.000,bicubic +tf_efficientnet_b3,81.646,18.354,95.722,4.278,12.23,300,0.904,bicubic +rexnet_200,81.626,18.374,95.672,4.328,16.37,224,0.875,bicubic +ssl_resnext101_32x8d,81.606,18.394,96.044,3.956,88.79,224,0.875,bilinear +tf_efficientnet_lite4,81.536,18.464,95.660,4.340,13.01,380,0.920,bilinear +tresnet_l,81.486,18.514,95.620,4.380,55.99,224,0.875,bilinear +wide_resnet50_2,81.452,18.548,95.522,4.478,68.88,224,0.875,bicubic +tf_efficientnet_b1_ns,81.386,18.614,95.740,4.260,7.79,240,0.882,bicubic +legacy_senet154,81.326,18.674,95.508,4.492,115.09,224,0.875,bilinear +seresnext50_32x4d,81.274,18.726,95.618,4.382,27.56,224,0.875,bicubic +gluon_senet154,81.228,18.772,95.352,4.648,115.09,224,0.875,bicubic +swsl_resnet50,81.136,18.864,95.974,4.026,25.56,224,0.875,bilinear +resnest50d_4s2x40d,81.114,18.886,95.554,4.446,30.42,224,0.875,bicubic +gluon_resnet152_v1s,81.018,18.982,95.420,4.580,60.32,224,0.875,bicubic +resnest50d_1s4x24d,81.004,18.996,95.326,4.674,25.68,224,0.875,bicubic +resnest50d,80.958,19.042,95.378,4.622,27.48,224,0.875,bilinear +ssl_resnext101_32x4d,80.914,19.086,95.734,4.266,44.18,224,0.875,bilinear +gluon_seresnext101_64x4d,80.884,19.116,95.314,4.686,88.23,224,0.875,bicubic +gluon_seresnext101_32x4d,80.872,19.128,95.292,4.708,48.96,224,0.875,bicubic +efficientnet_b3_pruned,80.858,19.142,95.240,4.760,9.86,300,0.904,bicubic +ecaresnet101d_pruned,80.816,19.184,95.638,4.362,24.88,224,0.875,bicubic +tresnet_m,80.804,19.196,94.858,5.142,31.39,224,0.875,bilinear +regnety_320,80.798,19.202,95.246,4.754,145.05,224,0.875,bicubic +gluon_resnext101_64x4d,80.630,19.370,94.998,5.002,83.46,224,0.875,bicubic +ecaresnet50d,80.614,19.386,95.308,4.692,25.58,224,0.875,bicubic +efficientnet_b2a,80.614,19.386,95.318,4.682,9.11,288,1.000,bicubic +resnet50d,80.548,19.452,95.158,4.842,25.58,224,0.875,bicubic +gluon_resnet152_v1d,80.478,19.522,95.200,4.800,60.21,224,0.875,bicubic +mixnet_xl,80.474,19.526,94.934,5.066,11.90,224,0.875,bicubic +ecaresnetlight,80.458,19.542,95.250,4.750,30.16,224,0.875,bicubic +tf_efficientnet_el,80.448,19.552,95.170,4.830,10.59,300,0.904,bicubic +gluon_resnet101_v1d,80.402,19.598,95.020,4.980,44.57,224,0.875,bicubic +efficientnet_b2,80.378,19.622,95.078,4.922,9.11,260,0.875,bicubic +regnety_120,80.378,19.622,95.122,4.878,51.82,224,0.875,bicubic +gluon_resnext101_32x4d,80.334,19.666,94.908,5.092,44.18,224,0.875,bicubic +rexnet_150,80.310,19.690,95.162,4.838,9.73,224,0.875,bicubic +ssl_resnext50_32x4d,80.302,19.698,95.412,4.588,25.03,224,0.875,bilinear +tf_efficientnet_b2_ap,80.302,19.698,95.032,4.968,9.11,260,0.890,bicubic +gluon_resnet101_v1s,80.286,19.714,95.160,4.840,44.67,224,0.875,bicubic +regnety_160,80.276,19.724,94.968,5.032,83.59,224,0.875,bicubic +seresnet50,80.258,19.742,95.066,4.934,28.09,224,0.875,bicubic +regnetx_320,80.254,19.746,95.030,4.970,107.81,224,0.875,bicubic +legacy_seresnext101_32x4d,80.228,19.772,95.020,4.980,48.96,224,0.875,bilinear +resnetv2_50x1_bitm,80.192,19.808,95.630,4.370,25.55,480,1.000,bilinear 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_v2,79.982,20.018,94.936,5.064,55.84,299,0.897,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 -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 -regnetx_160,79.856,20.144,94.830,5.170,54.28,224,0.875,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 -resnext50_32x4d,79.768,20.232,94.598,5.402,25.03,224,0.875,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 -dla102x2,79.448,20.552,94.640,5.360,41.28,224,0.875,bilinear -gluon_resnext50_32x4d,79.354,20.646,94.426,5.574,25.03,224,0.875,bicubic -vit_base_patch16_224,79.348,20.652,94.512,5.488,86.54,224,0.900,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 -hrnet_w48,79.300,20.700,94.512,5.488,77.47,224,0.875,bilinear -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 -res2net101_26w_4s,79.198,20.802,94.432,5.568,45.21,224,0.875,bilinear -res2net50_26w_8s,79.198,20.802,94.368,5.632,48.40,224,0.875,bilinear -regnetx_080,79.194,20.806,94.560,5.440,39.57,224,0.875,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 -tf_mixnet_l,78.774,21.226,93.998,6.002,7.33,224,0.875,bicubic -gluon_resnet50_v1s,78.710,21.290,94.238,5.762,25.68,224,0.875,bicubic -tf_efficientnet_em,78.708,21.292,94.314,5.686,6.90,240,0.882,bicubic -efficientnet_b1,78.698,21.302,94.144,5.856,7.79,240,0.875,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 -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 -selecsls60b,78.412,21.588,94.174,5.826,32.77,224,0.875,bicubic -legacy_seresnet101,78.382,21.618,94.264,5.736,49.33,224,0.875,bilinear -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 -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 -efficientnet_es,78.066,21.934,93.926,6.074,5.44,224,0.875,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,77.998,22.002,93.708,6.292,16.82,224,0.875,bicubic -seresnext26tn_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 -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 -vit_small_patch16_224,77.858,22.142,93.416,6.584,48.75,224,0.900,bicubic -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 -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 -tf_efficientnet_lite2,77.468,22.532,93.754,6.246,6.09,260,0.890,bicubic -inception_v3,77.438,22.562,93.476,6.524,23.83,299,0.875,bicubic -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 -tf_efficientnet_es,77.258,22.742,93.594,6.406,5.44,224,0.875,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 -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 -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 -tf_efficientnet_lite1,76.642,23.358,93.226,6.774,5.42,240,0.882,bicubic -densenetblur121d,76.588,23.412,93.192,6.808,8.00,224,0.875,bicubic -mobilenetv2_140,76.516,23.484,92.996,7.004,6.11,224,0.875,bicubic -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 -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,75.650,24.350,92.630,7.370,4.13,224,0.875,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,75.504,24.496,92.518,7.482,10.61,224,0.875,bilinear -efficientnet_lite0,75.484,24.516,92.510,7.490,4.65,224,0.875,bicubic -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 -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 -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 -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 -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 -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 -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 -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 -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 -legacy_seresnet18,71.742,28.258,90.334,9.666,11.78,224,0.875,bicubic -gluon_resnet18_v1b,70.836,29.164,89.762,10.238,11.69,224,0.875,bicubic -regnety_002,70.252,29.748,89.540,10.460,3.16,224,0.875,bicubic -resnet18,69.748,30.252,89.078,10.922,11.69,224,0.875,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 +skresnext50_32x4d,80.146,19.854,94.640,5.360,27.48,224,0.875,bicubic +tf_efficientnet_b2,80.072,19.928,94.904,5.096,9.11,260,0.890,bicubic +cspdarknet53,80.048,19.952,95.092,4.908,27.64,256,0.887,bilinear +cspresnext50,80.046,19.954,94.944,5.056,20.57,224,0.875,bilinear +dpn92,79.990,20.010,94.844,5.156,37.67,224,0.875,bicubic +gluon_seresnext50_32x4d,79.924,20.076,94.822,5.178,27.56,224,0.875,bicubic +gluon_resnet152_v1c,79.914,20.086,94.848,5.152,60.21,224,0.875,bicubic +efficientnet_b2_pruned,79.906,20.094,94.856,5.144,8.31,260,0.890,bicubic +xception71,79.884,20.116,94.932,5.068,42.34,299,0.903,bicubic +regnety_080,79.870,20.130,94.830,5.170,39.18,224,0.875,bicubic +regnetx_160,79.838,20.162,94.824,5.176,54.28,224,0.875,bicubic +dpn131,79.826,20.174,94.712,5.288,79.25,224,0.875,bicubic +tf_efficientnet_lite3,79.826,20.174,94.908,5.092,8.20,300,0.904,bilinear +resnext50_32x4d,79.790,20.210,94.606,5.394,25.03,224,0.875,bicubic +regnety_064,79.732,20.268,94.764,5.236,30.58,224,0.875,bicubic +ecaresnet50d_pruned,79.712,20.288,94.876,5.124,19.94,224,0.875,bicubic +gluon_xception65,79.702,20.298,94.868,5.132,39.92,299,0.903,bicubic +gluon_resnet152_v1b,79.692,20.308,94.734,5.266,60.19,224,0.875,bicubic +resnext50d_32x4d,79.668,20.332,94.866,5.134,25.05,224,0.875,bicubic +dpn98,79.650,20.350,94.606,5.394,61.57,224,0.875,bicubic +regnetx_120,79.610,20.390,94.732,5.268,46.11,224,0.875,bicubic +cspresnet50,79.574,20.426,94.708,5.292,21.62,256,0.887,bilinear +xception65,79.550,20.450,94.658,5.342,39.92,299,0.903,bicubic +gluon_resnet101_v1c,79.532,20.468,94.588,5.412,44.57,224,0.875,bicubic +rexnet_130,79.494,20.506,94.674,5.326,7.56,224,0.875,bicubic +hrnet_w64,79.462,20.538,94.654,5.346,128.06,224,0.875,bilinear +dla102x2,79.442,20.558,94.646,5.354,41.28,224,0.875,bilinear +gluon_resnext50_32x4d,79.354,20.646,94.424,5.576,25.03,224,0.875,bicubic +tf_efficientnet_cc_b1_8e,79.326,20.674,94.372,5.628,39.72,240,0.882,bicubic +hrnet_w48,79.316,20.684,94.514,5.486,77.47,224,0.875,bilinear +ese_vovnet39b,79.312,20.688,94.722,5.278,24.57,224,0.875,bicubic +gluon_resnet101_v1b,79.304,20.696,94.530,5.470,44.55,224,0.875,bicubic +resnext101_32x8d,79.304,20.696,94.526,5.474,88.79,224,0.875,bilinear +resnetblur50,79.286,20.714,94.640,5.360,25.56,224,0.875,bicubic +tf_efficientnet_b1_ap,79.276,20.724,94.302,5.698,7.79,240,0.882,bicubic +efficientnet_em,79.264,20.736,94.790,5.210,6.90,240,0.882,bicubic +ssl_resnet50,79.236,20.764,94.830,5.170,25.56,224,0.875,bilinear +regnety_040,79.232,20.768,94.644,5.356,20.65,224,0.875,bicubic +dpn68b,79.212,20.788,94.422,5.578,12.61,224,0.875,bicubic +regnetx_080,79.212,20.788,94.554,5.446,39.57,224,0.875,bicubic +res2net101_26w_4s,79.194,20.806,94.434,5.566,45.21,224,0.875,bilinear +res2net50_26w_8s,79.192,20.808,94.368,5.632,48.40,224,0.875,bilinear +legacy_seresnext50_32x4d,79.084,20.916,94.434,5.566,27.56,224,0.875,bilinear +regnetx_064,79.064,20.936,94.470,5.530,26.21,224,0.875,bicubic +gluon_resnet50_v1d,79.064,20.936,94.460,5.540,25.58,224,0.875,bicubic +xception,79.046,20.954,94.396,5.604,22.86,299,0.897,bicubic +resnet50,79.036,20.964,94.392,5.608,25.56,224,0.875,bicubic +mixnet_l,78.980,21.020,94.182,5.818,7.33,224,0.875,bicubic +hrnet_w40,78.932,21.068,94.478,5.522,57.56,224,0.875,bilinear +hrnet_w44,78.890,21.110,94.374,5.626,67.06,224,0.875,bilinear +wide_resnet101_2,78.854,21.146,94.282,5.718,126.89,224,0.875,bilinear +tf_efficientnet_b1,78.844,21.156,94.196,5.804,7.79,240,0.882,bicubic +gluon_inception_v3,78.800,21.200,94.380,5.620,23.83,299,0.875,bicubic +tf_mixnet_l,78.776,21.224,94.002,5.998,7.33,224,0.875,bicubic +tf_efficientnet_em,78.712,21.288,94.328,5.672,6.90,240,0.882,bicubic +efficientnet_b1,78.706,21.294,94.154,5.846,7.79,240,0.875,bicubic +gluon_resnet50_v1s,78.700,21.300,94.246,5.754,25.68,224,0.875,bicubic +dla169,78.694,21.306,94.330,5.670,53.39,224,0.875,bilinear +legacy_seresnet152,78.666,21.334,94.376,5.624,66.82,224,0.875,bilinear +tf_efficientnet_b0_ns,78.660,21.340,94.372,5.628,5.29,224,0.875,bicubic +res2net50_26w_6s,78.566,21.434,94.120,5.880,37.05,224,0.875,bilinear +xception41,78.536,21.464,94.284,5.716,26.97,299,0.903,bicubic +dla102x,78.510,21.490,94.230,5.770,26.31,224,0.875,bilinear +regnetx_040,78.484,21.516,94.252,5.748,22.12,224,0.875,bicubic +resnest26d,78.480,21.520,94.300,5.700,17.07,224,0.875,bilinear +dla60_res2net,78.460,21.540,94.206,5.794,20.85,224,0.875,bilinear +hrnet_w32,78.446,21.554,94.190,5.810,41.23,224,0.875,bilinear +dla60_res2next,78.444,21.556,94.158,5.842,17.03,224,0.875,bilinear +selecsls60b,78.410,21.590,94.178,5.822,32.77,224,0.875,bicubic +legacy_seresnet101,78.380,21.620,94.262,5.738,49.33,224,0.875,bilinear +tv_resnet152,78.320,21.680,94.052,5.948,60.19,224,0.875,bilinear +dla60x,78.250,21.750,94.024,5.976,17.35,224,0.875,bilinear +efficientnet_b1_pruned,78.248,21.752,93.836,6.164,6.33,240,0.882,bicubic +res2next50,78.236,21.764,93.906,6.094,24.67,224,0.875,bilinear +hrnet_w30,78.206,21.794,94.224,5.776,37.71,224,0.875,bilinear +regnetx_032,78.148,21.852,94.088,5.912,15.30,224,0.875,bicubic +res2net50_14w_8s,78.138,21.862,93.856,6.144,25.06,224,0.875,bilinear +efficientnet_es,78.088,21.912,93.932,6.068,5.44,224,0.875,bicubic +dla102,78.030,21.970,93.952,6.048,33.27,224,0.875,bilinear +gluon_resnet50_v1c,78.008,21.992,93.988,6.012,25.58,224,0.875,bicubic +res2net50_26w_4s,77.992,22.008,93.852,6.148,25.70,224,0.875,bilinear +selecsls60,77.990,22.010,93.828,6.172,30.67,224,0.875,bicubic +seresnext26t_32x4d,77.988,22.012,93.732,6.268,16.82,224,0.875,bicubic +seresnext26tn_32x4d,77.986,22.014,93.744,6.256,16.81,224,0.875,bicubic +tf_efficientnet_cc_b0_8e,77.908,22.092,93.652,6.348,24.01,224,0.875,bicubic +regnety_016,77.868,22.132,93.726,6.274,11.20,224,0.875,bicubic +tf_inception_v3,77.866,22.134,93.646,6.354,23.83,299,0.875,bicubic +rexnet_100,77.862,22.138,93.878,6.122,4.80,224,0.875,bicubic +vit_small_patch16_224,77.854,22.146,93.424,6.576,48.75,224,0.900,bicubic +efficientnet_b0,77.706,22.294,93.522,6.478,5.29,224,0.875,bicubic +legacy_seresnet50,77.636,22.364,93.744,6.256,28.09,224,0.875,bilinear +tv_resnext50_32x4d,77.614,22.386,93.684,6.316,25.03,224,0.875,bilinear +seresnext26d_32x4d,77.586,22.414,93.608,6.392,16.81,224,0.875,bicubic +adv_inception_v3,77.582,22.418,93.740,6.260,23.83,299,0.875,bicubic +gluon_resnet50_v1b,77.578,22.422,93.718,6.282,25.56,224,0.875,bicubic +res2net50_48w_2s,77.534,22.466,93.560,6.440,25.29,224,0.875,bilinear +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 +tv_resnet101,77.366,22.634,93.556,6.444,44.55,224,0.875,bilinear +densenet161,77.360,22.640,93.634,6.366,28.68,224,0.875,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 +tf_efficientnet_es,77.284,22.716,93.604,6.396,5.44,224,0.875,bicubic +mobilenetv2_120d,77.278,22.722,93.510,6.490,5.83,224,0.875,bicubic +mixnet_m,77.274,22.726,93.422,6.578,5.01,224,0.875,bicubic +selecsls42b,77.184,22.816,93.388,6.612,32.46,224,0.875,bicubic +resnet34d,77.114,22.886,93.382,6.618,21.82,224,0.875,bicubic +legacy_seresnext26_32x4d,77.106,22.894,93.308,6.692,16.79,224,0.875,bicubic +tf_efficientnet_b0_ap,77.102,22.898,93.264,6.736,5.29,224,0.875,bicubic +dla60,77.036,22.964,93.324,6.676,22.04,224,0.875,bilinear +tf_mixnet_m,76.956,23.044,93.164,6.836,5.01,224,0.875,bicubic +regnetx_016,76.946,23.054,93.426,6.574,9.19,224,0.875,bicubic +skresnet34,76.930,23.070,93.322,6.678,22.28,224,0.875,bicubic +tf_efficientnet_b0,76.848,23.152,93.232,6.768,5.29,224,0.875,bicubic +ese_vovnet19b_dw,76.818,23.182,93.278,6.722,6.54,224,0.875,bicubic +hrnet_w18,76.764,23.236,93.442,6.558,21.30,224,0.875,bilinear +resnet26d,76.688,23.312,93.146,6.854,16.01,224,0.875,bicubic +tf_efficientnet_lite1,76.666,23.334,93.238,6.762,5.42,240,0.882,bicubic +densenetblur121d,76.586,23.414,93.196,6.804,8.00,224,0.875,bicubic +mobilenetv2_140,76.512,23.488,92.998,7.002,6.11,224,0.875,bicubic +regnety_008,76.320,23.680,93.068,6.932,6.26,224,0.875,bicubic +dpn68,76.312,23.688,92.968,7.032,12.61,224,0.875,bicubic +tv_resnet50,76.158,23.842,92.878,7.122,25.56,224,0.875,bilinear +mixnet_s,75.994,24.006,92.790,7.210,4.13,224,0.875,bicubic +densenet169,75.898,24.102,93.022,6.978,14.15,224,0.875,bicubic +mobilenetv3_large_100,75.774,24.226,92.538,7.462,5.48,224,0.875,bicubic +tf_mixnet_s,75.682,24.318,92.638,7.362,4.13,224,0.875,bicubic +mobilenetv3_rw,75.620,24.380,92.712,7.288,5.48,224,0.875,bicubic +densenet121,75.564,24.436,92.648,7.352,7.98,224,0.875,bicubic +resnest14d,75.514,24.486,92.518,7.482,10.61,224,0.875,bilinear +tf_mobilenetv3_large_100,75.510,24.490,92.610,7.390,5.48,224,0.875,bilinear +efficientnet_lite0,75.502,24.498,92.514,7.486,4.65,224,0.875,bicubic +semnasnet_100,75.452,24.548,92.610,7.390,3.89,224,0.875,bicubic +resnet26,75.290,24.710,92.566,7.434,16.00,224,0.875,bicubic +regnety_006,75.268,24.732,92.530,7.470,6.06,224,0.875,bicubic +fbnetc_100,75.116,24.884,92.374,7.626,5.57,224,0.875,bilinear +hrnet_w18_small_v2,75.108,24.892,92.412,7.588,15.60,224,0.875,bilinear +resnet34,75.106,24.894,92.276,7.724,21.80,224,0.875,bilinear +regnetx_008,75.052,24.948,92.342,7.658,7.26,224,0.875,bicubic +mobilenetv2_110d,75.048,24.952,92.190,7.810,4.52,224,0.875,bicubic +tf_efficientnet_lite0,74.832,25.168,92.174,7.826,4.65,224,0.875,bicubic +legacy_seresnet34,74.790,25.210,92.126,7.874,21.96,224,0.875,bilinear +tv_densenet121,74.742,25.258,92.154,7.846,7.98,224,0.875,bicubic +mnasnet_100,74.670,25.330,92.102,7.898,4.38,224,0.875,bicubic +dla34,74.624,25.376,92.062,7.938,15.74,224,0.875,bilinear +gluon_resnet34_v1b,74.588,25.412,91.996,8.004,21.80,224,0.875,bicubic +spnasnet_100,74.080,25.920,91.820,8.180,4.42,224,0.875,bilinear +regnety_004,74.018,25.982,91.764,8.236,4.34,224,0.875,bicubic +regnetx_006,73.844,26.156,91.678,8.322,6.20,224,0.875,bicubic +tf_mobilenetv3_large_075,73.448,26.552,91.342,8.658,3.99,224,0.875,bilinear +tv_resnet34,73.304,26.696,91.424,8.576,21.80,224,0.875,bilinear +swsl_resnet18,73.280,26.720,91.758,8.242,11.69,224,0.875,bilinear +skresnet18,73.026,26.974,91.172,8.828,11.96,224,0.875,bicubic +mobilenetv2_100,72.950,27.050,91.002,8.998,3.50,224,0.875,bicubic +ssl_resnet18,72.616,27.384,91.416,8.584,11.69,224,0.875,bilinear +regnetx_004,72.394,27.606,90.818,9.182,5.16,224,0.875,bicubic +hrnet_w18_small,72.336,27.664,90.684,9.316,13.19,224,0.875,bilinear +resnet18d,72.274,27.726,90.688,9.312,11.71,224,0.875,bicubic +tf_mobilenetv3_large_minimal_100,72.244,27.756,90.636,9.364,3.92,224,0.875,bilinear +legacy_seresnet18,71.736,28.264,90.342,9.658,11.78,224,0.875,bicubic +gluon_resnet18_v1b,70.838,29.162,89.758,10.242,11.69,224,0.875,bicubic +regnety_002,70.278,29.722,89.546,10.454,3.16,224,0.875,bicubic +resnet18,69.742,30.258,89.086,10.914,11.69,224,0.875,bilinear +regnetx_002,68.754,31.246,88.560,11.440,2.68,224,0.875,bicubic +tf_mobilenetv3_small_100,67.922,32.078,87.676,12.324,2.54,224,0.875,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_075,65.724,34.276,86.134,13.866,2.04,224,0.875,bilinear +dla46_c,64.870,35.130,86.294,13.706,1.30,224,0.875,bilinear +tf_mobilenetv3_small_minimal_100,62.910,37.090,84.244,15.756,2.04,224,0.875,bilinear +inception_v4,1.008,98.992,16.854,83.146,42.68,299,0.875,bicubic +ens_adv_inception_resnet_v2,0.998,99.002,17.324,82.676,55.85,299,0.897,bicubic +pnasnet5large,0.984,99.016,18.576,81.424,86.06,331,0.911,bicubic +inception_resnet_v2,0.950,99.050,17.294,82.706,55.85,299,0.897,bicubic diff --git a/results/results-imagenetv2-matched-frequency.csv b/results/results-imagenetv2-matched-frequency.csv index 0ac76fa3..0d6c6f8f 100644 --- a/results/results-imagenetv2-matched-frequency.csv +++ b/results/results-imagenetv2-matched-frequency.csv @@ -1,263 +1,278 @@ 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,-3.714,0 -tf_efficientnet_b6_ns,77.280,22.720,93.890,6.110,43.04,528,0.942,bicubic,-9.172,-3.992,0 -ig_resnext101_32x48d,76.870,23.130,93.310,6.690,828.41,224,0.875,bilinear,-8.558,-4.262,+1 -ig_resnext101_32x32d,76.840,23.160,93.200,6.800,468.53,224,0.875,bilinear,-8.254,-4.238,+6 -tf_efficientnet_b5_ns,76.810,23.190,93.580,6.420,30.39,456,0.934,bicubic,-9.278,-4.172,-2 -tf_efficientnet_b7_ap,76.090,23.910,92.970,7.030,66.35,600,0.949,bicubic,-9.030,-4.282,+3 -tf_efficientnet_b8_ap,76.090,23.910,92.730,7.270,87.41,672,0.954,bicubic,-9.280,-4.564,-1 -ig_resnext101_32x16d,75.720,24.280,92.910,7.090,194.03,224,0.875,bilinear,-8.450,-4.286,+9 -tf_efficientnet_b4_ns,75.670,24.330,93.050,6.950,19.34,380,0.922,bicubic,-9.492,-4.420,-2 -swsl_resnext101_32x8d,75.430,24.570,92.760,7.240,88.79,224,0.875,bilinear,-8.854,-4.416,+4 -tf_efficientnet_b6_ap,75.380,24.620,92.440,7.560,43.04,528,0.942,bicubic,-9.408,-4.698,+1 -vit_large_patch16_384,75.150,24.850,92.660,7.340,304.72,384,1.000,bicubic,-10.008,-4.696,-4 -tf_efficientnet_b8,74.940,25.060,92.310,7.690,87.41,672,0.954,bicubic,-10.430,-5.080,-8 -tf_efficientnet_b7,74.720,25.280,92.220,7.780,66.35,600,0.949,bicubic,-10.216,-4.984,-3 -tf_efficientnet_b5_ap,74.600,25.400,91.990,8.010,30.39,456,0.934,bicubic,-9.652,-4.984,0 -resnest200e,74.480,25.520,91.860,8.140,70.20,320,0.909,bicubic,-9.352,-5.034,+4 -resnest269e,74.170,25.830,91.950,8.050,110.93,416,0.928,bicubic,-10.348,-5.036,-4 -swsl_resnext101_32x4d,74.140,25.860,91.990,8.010,44.18,224,0.875,bilinear,-9.090,-4.770,+6 -vit_base_patch16_384,74.130,25.870,92.360,7.640,86.86,384,1.000,bicubic,-10.080,-4.858,-3 -swsl_resnext101_32x16d,74.020,25.980,92.160,7.840,194.03,224,0.875,bilinear,-9.326,-4.686,+2 -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,-3 -ig_resnext101_32x8d,73.650,26.350,92.190,7.810,88.79,224,0.875,bilinear,-9.038,-4.446,+6 -tf_efficientnet_b5,73.550,26.450,91.460,8.540,30.39,456,0.934,bicubic,-10.262,-5.288,-3 -tf_efficientnet_b4_ap,72.890,27.110,90.980,9.020,19.34,380,0.922,bicubic,-10.358,-5.412,-2 -pnasnet5large,72.610,27.390,90.510,9.490,86.06,331,0.911,bicubic,-10.172,-5.530,+2 -resnest101e,72.570,27.430,90.820,9.180,48.28,256,0.875,bilinear,-10.320,-5.500,0 -swsl_resnext50_32x4d,72.560,27.440,90.870,9.130,25.03,224,0.875,bilinear,-9.622,-5.360,+6 -tresnet_xl_448,72.550,27.450,90.310,9.690,78.44,448,0.875,bilinear,-10.500,-5.864,-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,-5.158,0 -nasnetalarge,72.230,27.770,90.470,9.530,88.75,331,0.911,bicubic,-10.390,-5.576,-2 -swsl_resnet50,71.700,28.300,90.500,9.500,25.56,224,0.875,bilinear,-9.466,-5.472,+21 -tresnet_xl,71.660,28.340,89.630,10.370,78.44,224,0.875,bilinear,-10.394,-6.306,+3 -tresnet_l_448,71.600,28.400,90.050,9.950,55.99,448,0.875,bilinear,-10.668,-5.926,-3 -ssl_resnext101_32x8d,71.500,28.500,90.460,9.540,88.79,224,0.875,bilinear,-10.116,-5.578,+9 -ecaresnet101d,71.490,28.510,90.330,9.670,44.57,224,0.875,bicubic,-10.682,-5.716,-2 -efficientnet_b3a,71.480,28.520,90.060,9.940,12.23,320,1.000,bicubic,-10.762,-6.054,-5 -efficientnet_b3,71.460,28.540,90.090,9.910,12.23,300,0.904,bicubic,-10.616,-5.930,-3 -ssl_resnext101_32x16d,71.410,28.590,90.560,9.440,194.03,224,0.875,bilinear,-10.434,-5.536,-1 -vit_base_patch32_384,71.180,28.820,90.630,9.370,88.30,384,1.000,bicubic,-10.472,-5.498,+1 -regnety_032,71.080,28.920,90.270,9.730,19.44,224,0.875,bicubic,-10.922,-5.636,-4 -tresnet_m_448,70.990,29.010,88.680,11.320,31.39,448,0.875,bilinear,-10.724,-6.892,-2 -resnest50d_4s2x40d,70.950,29.050,89.710,10.290,30.42,224,0.875,bicubic,-10.158,-5.848,+11 -wide_resnet50_2,70.950,29.050,89.230,10.770,68.88,224,0.875,bicubic,-10.506,-6.302,+4 -tf_efficientnet_b3_ap,70.920,29.080,89.430,10.570,12.23,300,0.904,bicubic,-10.902,-6.194,-6 -tf_efficientnet_b1_ns,70.870,29.130,90.120,9.880,7.79,240,0.882,bicubic,-10.518,-5.618,+3 -vit_large_patch32_384,70.860,29.140,90.570,9.430,306.63,384,1.000,bicubic,-10.646,-5.522,-1 -rexnet_200,70.840,29.160,89.700,10.300,16.37,224,0.875,bicubic,-10.792,-5.968,-5 -tresnet_l,70.840,29.160,89.630,10.370,55.99,224,0.875,bilinear,-10.650,-5.994,-2 -tf_efficientnet_b3,70.640,29.360,89.440,10.560,12.23,300,0.904,bicubic,-10.996,-6.278,-8 -gluon_senet154,70.600,29.400,88.920,11.080,115.09,224,0.875,bicubic,-10.634,-6.428,+1 -ssl_resnext101_32x4d,70.530,29.470,89.760,10.240,44.18,224,0.875,bilinear,-10.394,-5.968,+6 -legacy_senet154,70.500,29.500,89.010,10.990,115.09,224,0.875,bilinear,-10.810,-6.486,-3 -gluon_seresnext101_64x4d,70.430,29.570,89.350,10.650,88.23,224,0.875,bicubic,-10.464,-5.958,+6 -tf_efficientnet_lite4,70.430,29.570,89.110,10.890,13.01,380,0.920,bilinear,-11.106,-6.558,-10 -resnest50d,70.410,29.590,88.760,11.240,27.48,224,0.875,bilinear,-10.564,-6.618,+1 -resnest50d_1s4x24d,70.400,29.600,89.220,10.780,25.68,224,0.875,bicubic,-10.588,-6.102,-1 -seresnext50_32x4d,70.400,29.600,89.110,10.890,27.56,224,0.875,bicubic,-10.866,-6.510,-7 -gluon_resnet152_v1s,70.290,29.710,88.850,11.150,60.32,224,0.875,bicubic,-10.726,-6.562,-4 -ecaresnet101d_pruned,70.130,29.870,89.590,10.410,24.88,224,0.875,bicubic,-10.688,-6.038,+2 -inception_resnet_v2,70.120,29.880,88.700,11.300,55.84,299,0.897,bicubic,-10.338,-6.606,+11 -gluon_seresnext101_32x4d,70.010,29.990,88.900,11.100,48.96,224,0.875,bicubic,-10.894,-6.394,-3 -regnety_320,70.000,30.000,88.890,11.110,145.05,224,0.875,bicubic,-10.812,-6.354,0 -gluon_resnet152_v1d,69.960,30.040,88.490,11.510,60.21,224,0.875,bicubic,-10.514,-6.716,+6 -ecaresnet50d,69.840,30.160,89.400,10.600,25.58,224,0.875,bicubic,-10.752,-5.920,+2 -ssl_resnext50_32x4d,69.710,30.290,89.440,10.560,25.03,224,0.875,bilinear,-10.608,-5.966,+12 -gluon_resnext101_64x4d,69.680,30.320,88.270,11.730,83.46,224,0.875,bicubic,-10.924,-6.718,-1 -tresnet_m,69.660,30.340,87.990,12.010,31.39,224,0.875,bilinear,-11.142,-6.870,-4 -efficientnet_b3_pruned,69.580,30.420,88.980,11.020,9.86,300,0.904,bicubic,-11.278,-6.262,-8 -ens_adv_inception_resnet_v2,69.520,30.480,88.510,11.490,55.84,299,0.897,bicubic,-10.462,-6.426,+23 -efficientnet_b2a,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,+7 -regnetx_320,69.440,30.560,88.270,11.730,107.81,224,0.875,bicubic,-10.806,-6.756,+11 -inception_v4,69.360,30.640,88.780,11.220,42.68,299,0.875,bicubic,-10.808,-6.188,+12 -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,-6.028,-5 -resnet50d,69.330,30.670,88.220,11.780,25.58,224,0.875,bicubic,-11.200,-6.940,-9 -xception71,69.320,30.680,88.260,11.740,42.34,299,0.903,bicubic,-10.554,-6.662,+20 -gluon_xception65,69.160,30.840,88.090,11.910,39.92,299,0.903,bicubic,-10.556,-6.770,+26 -gluon_resnet152_v1c,69.140,30.860,87.870,12.130,60.21,224,0.875,bicubic,-10.770,-6.970,+16 -mixnet_xl,69.100,30.900,88.310,11.690,11.90,224,0.875,bicubic,-11.376,-6.626,-12 -gluon_resnet101_v1d,69.010,30.990,88.100,11.900,44.57,224,0.875,bicubic,-11.404,-6.914,-8 -seresnet50,68.980,31.020,88.710,11.290,28.09,224,0.875,bicubic,-11.294,-6.360,0 -xception65,68.980,31.020,88.480,11.520,39.92,299,0.903,bicubic,-10.572,-6.174,+27 -efficientnet_b2,68.970,31.030,88.630,11.370,9.11,260,0.875,bicubic,-11.422,-6.446,-10 -regnety_160,68.970,31.030,88.270,11.730,83.59,224,0.875,bicubic,-11.326,-6.692,-4 -gluon_resnext101_32x4d,68.960,31.040,88.360,11.640,44.18,224,0.875,bicubic,-11.374,-6.566,-10 -tf_efficientnet_b2_ap,68.920,31.080,88.350,11.650,9.11,260,0.890,bicubic,-11.380,-6.678,-7 -cspdarknet53,68.890,31.110,88.600,11.400,27.64,256,0.887,bilinear,-11.168,-6.484,+1 -regnety_120,68.850,31.150,88.330,11.670,51.82,224,0.875,bicubic,-11.516,-6.796,-14 -gluon_resnet152_v1b,68.820,31.180,87.710,12.290,60.19,224,0.875,bicubic,-10.866,-7.026,+15 -dpn131,68.770,31.230,87.470,12.530,79.25,224,0.875,bicubic,-11.052,-7.240,+8 -cspresnext50,68.760,31.240,87.950,12.050,20.57,224,0.875,bilinear,-11.280,-6.994,-2 -tf_efficientnet_b2,68.750,31.250,87.990,12.010,9.11,260,0.890,bicubic,-11.336,-6.918,-5 -resnext50d_32x4d,68.740,31.260,88.300,11.700,25.05,224,0.875,bicubic,-10.936,-6.566,+12 -gluon_resnet101_v1s,68.710,31.290,87.910,12.090,44.67,224,0.875,bicubic,-11.592,-7.250,-16 -regnety_080,68.700,31.300,87.970,12.030,39.18,224,0.875,bicubic,-11.176,-6.860,0 -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,+14 -resnext50_32x4d,68.640,31.360,87.570,12.430,25.03,224,0.875,bicubic,-11.128,-7.028,+1 -dpn98,68.590,31.410,87.680,12.320,61.57,224,0.875,bicubic,-11.052,-6.918,+6 -regnetx_160,68.530,31.470,88.450,11.550,54.28,224,0.875,bicubic,-11.326,-6.380,-4 -cspresnet50,68.460,31.540,88.010,11.990,21.62,256,0.887,bilinear,-11.114,-6.702,+6 -rexnet_130,68.450,31.550,88.040,11.960,7.56,224,0.875,bicubic,-11.050,-6.642,+8 -ecaresnet50d_pruned,68.420,31.580,88.370,11.630,19.94,224,0.875,bicubic,-11.296,-6.510,-2 -regnety_064,68.420,31.580,88.080,11.920,30.58,224,0.875,bicubic,-11.302,-6.688,-4 -ssl_resnet50,68.410,31.590,88.560,11.440,25.56,224,0.875,bilinear,-10.812,-6.272,+18 -skresnext50_32x4d,68.350,31.650,87.570,12.430,27.48,224,0.875,bicubic,-11.806,-7.072,-21 -dla102x2,68.330,31.670,87.890,12.110,41.28,224,0.875,bilinear,-11.118,-6.750,+5 -efficientnet_b2_pruned,68.320,31.680,88.100,11.900,8.31,260,0.890,bicubic,-11.596,-6.756,-16 -gluon_resnext50_32x4d,68.310,31.690,87.300,12.700,25.03,224,0.875,bicubic,-11.044,-7.126,+4 -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,+4 -tf_efficientnet_el,68.180,31.820,88.350,11.650,10.59,300,0.904,bicubic,-12.260,-6.814,-42 -regnetx_120,68.150,31.850,87.660,12.340,46.11,224,0.875,bicubic,-11.446,-7.078,-7 -dpn92,67.990,32.010,87.580,12.420,37.67,224,0.875,bicubic,-12.018,-7.256,-25 -gluon_resnet50_v1d,67.940,32.060,87.130,12.870,25.58,224,0.875,bicubic,-11.134,-7.340,+15 -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,-1 -efficientnet_em,67.840,32.160,88.120,11.880,6.90,240,0.882,bicubic,-11.412,-6.674,+4 -legacy_seresnext50_32x4d,67.840,32.160,87.620,12.380,27.56,224,0.875,bilinear,-11.238,-6.816,+10 -hrnet_w48,67.770,32.230,87.420,12.580,77.47,224,0.875,bilinear,-11.530,-7.092,-1 -hrnet_w44,67.740,32.260,87.560,12.440,67.06,224,0.875,bilinear,-11.156,-6.808,+15 -tf_efficientnet_b0_ns,67.710,32.290,88.070,11.930,5.29,224,0.875,bicubic,-10.948,-6.306,+24 -vit_base_patch16_224,67.700,32.300,87.660,12.340,86.54,224,0.900,bicubic,-11.648,-6.852,-9 -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,-1 -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,-20 -regnety_040,67.580,32.420,87.510,12.490,20.65,224,0.875,bicubic,-11.640,-7.146,-6 -res2net50_26w_8s,67.570,32.430,87.280,12.720,48.40,224,0.875,bilinear,-11.628,-7.152,-4 -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,-13 -gluon_resnet101_v1b,67.460,32.540,87.240,12.760,44.55,224,0.875,bicubic,-11.846,-7.284,-17 -tf_efficientnet_cc_b1_8e,67.450,32.550,87.310,12.690,39.72,240,0.882,bicubic,-11.858,-7.060,-19 -res2net101_26w_4s,67.440,32.560,87.010,12.990,45.21,224,0.875,bilinear,-11.758,-7.358,-11 -resnet50,67.440,32.560,87.420,12.580,25.56,224,0.875,bicubic,-11.598,-6.970,-5 -resnetblur50,67.430,32.570,87.440,12.560,25.56,224,0.875,bicubic,-11.856,-7.198,-19 -regnetx_032,67.290,32.710,87.000,13.000,15.30,224,0.875,bicubic,-10.882,-7.088,+22 -xception41,67.250,32.750,87.200,12.800,26.97,299,0.903,bicubic,-11.266,-7.078,+7 -resnest26d,67.200,32.800,87.170,12.830,17.07,224,0.875,bilinear,-11.278,-7.128,+9 -efficientnet_b1,67.170,32.830,87.150,12.850,7.79,240,0.875,bicubic,-11.528,-6.994,0 -legacy_seresnet101,67.160,32.840,87.060,12.940,49.33,224,0.875,bilinear,-11.222,-7.204,+12 -dla60x,67.100,32.900,87.190,12.810,17.35,224,0.875,bilinear,-11.146,-6.828,+13 -gluon_resnet50_v1s,67.060,32.940,86.860,13.140,25.68,224,0.875,bicubic,-11.650,-7.378,-5 -tv_resnet152,67.050,32.950,87.550,12.450,60.19,224,0.875,bilinear,-11.262,-6.488,+10 -dla60_res2net,67.020,32.980,87.160,12.840,20.85,224,0.875,bilinear,-11.444,-7.046,+4 -dla102x,67.010,32.990,86.770,13.230,26.31,224,0.875,bilinear,-11.500,-7.458,0 -mixnet_l,66.940,33.060,86.910,13.090,7.33,224,0.875,bicubic,-12.036,-7.272,-16 -res2net50_26w_6s,66.910,33.090,86.860,13.140,37.05,224,0.875,bilinear,-11.660,-7.264,-4 -efficientnet_es,66.880,33.120,86.730,13.270,5.44,224,0.875,bicubic,-11.186,-7.196,+12 -tf_efficientnet_b1,66.880,33.120,87.010,12.990,7.79,240,0.882,bicubic,-11.946,-7.188,-15 -tf_efficientnet_em,66.880,33.120,86.970,13.030,6.90,240,0.882,bicubic,-11.828,-7.344,-12 -regnetx_040,66.840,33.160,86.730,13.270,22.12,224,0.875,bicubic,-11.642,-7.514,-5 -hrnet_w30,66.780,33.220,86.800,13.200,37.71,224,0.875,bilinear,-11.426,-7.422,+5 -tf_mixnet_l,66.780,33.220,86.470,13.530,7.33,224,0.875,bicubic,-11.994,-7.528,-17 -selecsls60b,66.760,33.240,86.530,13.470,32.77,224,0.875,bicubic,-11.652,-7.644,-3 -hrnet_w32,66.750,33.250,87.300,12.700,41.23,224,0.875,bilinear,-11.700,-6.886,-6 -wide_resnet101_2,66.730,33.270,87.030,12.970,126.89,224,0.875,bilinear,-12.126,-7.252,-23 -adv_inception_v3,66.650,33.350,86.530,13.470,23.83,299,0.875,bicubic,-10.932,-7.206,+19 -dla60_res2next,66.640,33.360,87.030,12.970,17.03,224,0.875,bilinear,-11.800,-7.122,-8 -gluon_resnet50_v1c,66.560,33.440,86.180,13.820,25.58,224,0.875,bicubic,-11.452,-7.808,+3 -dla102,66.540,33.460,86.910,13.090,33.27,224,0.875,bilinear,-11.492,-7.036,+1 -tf_inception_v3,66.410,33.590,86.660,13.340,23.83,299,0.875,bicubic,-11.452,-6.980,+8 -efficientnet_b0,66.290,33.710,85.960,14.040,5.29,224,0.875,bicubic,-11.408,-7.572,+10 -legacy_seresnet50,66.250,33.750,86.330,13.670,28.09,224,0.875,bilinear,-11.380,-7.418,+10 -selecsls60,66.210,33.790,86.340,13.660,30.67,224,0.875,bicubic,-11.772,-7.488,+1 -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_v3,66.150,33.850,86.330,13.670,23.83,299,0.875,bicubic,-11.288,-7.146,+13 -res2net50_26w_4s,66.140,33.860,86.600,13.400,25.70,224,0.875,bilinear,-11.824,-7.254,-2 -efficientnet_b1_pruned,66.090,33.910,86.570,13.430,6.33,240,0.882,bicubic,-12.146,-7.264,-13 -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,-1 -regnety_016,66.060,33.940,86.380,13.620,11.20,224,0.875,bicubic,-11.802,-7.340,-4 -res2net50_14w_8s,66.020,33.980,86.250,13.750,25.06,224,0.875,bilinear,-12.130,-7.598,-14 -seresnext26tn_32x4d,65.880,34.120,85.680,14.320,16.81,224,0.875,bicubic,-12.106,-8.066,-10 -res2next50,65.850,34.150,85.840,14.160,24.67,224,0.875,bilinear,-12.396,-8.052,-20 -densenet161,65.840,34.160,86.450,13.550,28.68,224,0.875,bicubic,-11.518,-7.188,+6 -resnet34d,65.780,34.220,86.720,13.280,21.82,224,0.875,bicubic,-11.336,-6.662,+12 -skresnet34,65.750,34.250,85.960,14.040,22.28,224,0.875,bicubic,-11.162,-7.362,+17 -vit_small_patch16_224,65.740,34.260,86.120,13.880,48.75,224,0.900,bicubic,-12.118,-7.296,-8 -tv_resnet101,65.690,34.310,85.980,14.020,44.55,224,0.875,bilinear,-11.684,-7.560,+1 -selecsls42b,65.610,34.390,85.810,14.190,32.46,224,0.875,bicubic,-11.564,-7.580,+7 -seresnext26t_32x4d,65.600,34.400,86.080,13.920,16.82,224,0.875,bicubic,-12.398,-7.628,-19 -tf_efficientnet_b0_ap,65.490,34.510,85.580,14.420,5.29,224,0.875,bicubic,-11.596,-7.676,+8 -seresnext26d_32x4d,65.410,34.590,85.970,14.030,16.81,224,0.875,bicubic,-12.192,-7.638,-9 -tf_efficientnet_lite2,65.380,34.620,85.990,14.010,6.09,260,0.890,bicubic,-12.088,-7.764,-6 -res2net50_48w_2s,65.350,34.650,85.960,14.040,25.29,224,0.875,bilinear,-12.172,-7.594,-8 -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,+13 -tf_efficientnet_es,65.220,34.780,85.550,14.450,5.44,224,0.875,bicubic,-12.038,-8.044,-2 -dla60,65.200,34.800,85.760,14.240,22.04,224,0.875,bilinear,-11.832,-7.558,+2 -ese_vovnet19b_dw,65.190,34.810,85.470,14.530,6.54,224,0.875,bicubic,-11.608,-7.798,+6 -tf_efficientnet_cc_b0_4e,65.150,34.850,85.160,14.840,13.31,224,0.875,bicubic,-12.156,-8.174,-9 -legacy_seresnext26_32x4d,65.050,34.950,85.660,14.340,16.79,224,0.875,bicubic,-12.054,-7.656,-3 -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,+3 -densenet169,64.760,35.240,85.240,14.760,14.15,224,0.875,bicubic,-11.146,-7.786,+11 -mixnet_m,64.700,35.300,85.450,14.550,5.01,224,0.875,bicubic,-12.560,-7.974,-11 -resnet26d,64.680,35.320,85.120,14.880,16.01,224,0.875,bicubic,-12.016,-8.030,+1 -regnetx_016,64.380,35.620,85.470,14.530,9.19,224,0.875,bicubic,-12.570,-7.950,-6 -tf_efficientnet_lite1,64.380,35.620,85.470,14.530,5.42,240,0.882,bicubic,-12.262,-7.756,0 -tf_efficientnet_b0,64.310,35.690,85.280,14.720,5.29,224,0.875,bicubic,-12.538,-7.948,-5 -tf_mixnet_m,64.270,35.730,85.090,14.910,5.01,224,0.875,bicubic,-12.672,-8.062,-8 -dpn68,64.230,35.770,85.180,14.820,12.61,224,0.875,bicubic,-12.088,-7.798,0 -regnety_008,64.160,35.840,85.270,14.730,6.26,224,0.875,bicubic,-12.156,-7.796,0 -mobilenetv2_140,64.060,35.940,85.040,14.960,6.11,224,0.875,bicubic,-12.456,-7.956,-3 -densenet121,63.750,36.250,84.590,15.410,7.98,224,0.875,bicubic,-11.828,-8.062,+5 -resnest14d,63.590,36.410,84.250,15.750,10.61,224,0.875,bilinear,-11.914,-8.268,+6 -tf_mixnet_s,63.560,36.440,84.270,15.730,4.13,224,0.875,bicubic,-12.090,-8.360,+1 -resnet26,63.470,36.530,84.260,15.740,16.00,224,0.875,bicubic,-11.822,-8.310,+7 -mixnet_s,63.390,36.610,84.740,15.260,4.13,224,0.875,bicubic,-12.602,-8.056,-4 -mobilenetv3_large_100,63.360,36.640,84.090,15.910,5.48,224,0.875,bicubic,-12.406,-8.452,-3 -tv_resnet50,63.330,36.670,84.640,15.360,25.56,224,0.875,bilinear,-12.808,-8.224,-7 -efficientnet_lite0,63.240,36.760,84.440,15.560,4.65,224,0.875,bicubic,-12.244,-8.070,+1 -mobilenetv3_rw,63.220,36.780,84.510,15.490,5.48,224,0.875,bicubic,-12.414,-8.198,-4 -semnasnet_100,63.150,36.850,84.520,15.480,3.89,224,0.875,bicubic,-12.298,-8.084,0 -regnety_006,63.110,36.890,84.250,15.750,6.06,224,0.875,bicubic,-12.136,-8.282,+1 -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,+2 -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,+2 -hrnet_w18_small_v2,62.800,37.200,83.980,16.020,15.60,224,0.875,bilinear,-12.314,-8.436,-2 -swsl_resnet18,62.760,37.240,84.300,15.700,11.69,224,0.875,bilinear,-10.516,-7.434,+12 -gluon_resnet34_v1b,62.570,37.430,83.990,16.010,21.80,224,0.875,bicubic,-12.018,-8.000,+5 -tf_efficientnet_lite0,62.550,37.450,84.220,15.780,4.65,224,0.875,bicubic,-12.280,-7.956,-1 -regnetx_008,62.490,37.510,84.020,15.980,7.26,224,0.875,bicubic,-12.548,-8.316,-4 -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,-15 -fbnetc_100,62.440,37.560,83.380,16.620,5.57,224,0.875,bilinear,-12.684,-9.006,-10 -mnasnet_100,61.900,38.100,83.710,16.290,4.38,224,0.875,bicubic,-12.758,-8.404,-3 -regnety_004,61.870,38.130,83.430,16.570,4.34,224,0.875,bicubic,-12.164,-8.322,0 -ssl_resnet18,61.480,38.520,83.300,16.700,11.69,224,0.875,bilinear,-11.130,-8.116,+6 -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,-4 -tv_resnet34,61.190,38.810,82.710,17.290,21.80,224,0.875,bilinear,-12.122,-8.716,-1 -skresnet18,60.860,39.140,82.880,17.120,11.96,224,0.875,bicubic,-12.178,-8.288,0 -tf_mobilenetv3_large_075,60.400,39.600,81.950,18.050,3.99,224,0.875,bilinear,-13.038,-9.400,-4 -mobilenetv2_100,60.190,39.810,82.240,17.760,3.50,224,0.875,bicubic,-12.780,-8.776,-1 -resnet18d,60.160,39.840,82.300,17.700,11.71,224,0.875,bicubic,-12.100,-8.396,+2 -legacy_seresnet18,59.800,40.200,81.690,18.310,11.78,224,0.875,bicubic,-11.942,-8.644,+3 -regnetx_004,59.410,40.590,81.690,18.310,5.16,224,0.875,bicubic,-12.986,-9.140,-2 -tf_mobilenetv3_large_minimal_100,59.070,40.930,81.150,18.850,3.92,224,0.875,bilinear,-13.178,-9.480,0 -hrnet_w18_small,58.950,41.050,81.340,18.660,13.19,224,0.875,bilinear,-13.392,-9.338,-3 -gluon_resnet18_v1b,58.340,41.660,80.970,19.030,11.69,224,0.875,bicubic,-12.496,-8.792,0 -resnet18,57.170,42.830,80.200,19.800,11.69,224,0.875,bilinear,-12.578,-8.878,+1 -regnety_002,57.000,43.000,79.840,20.160,3.16,224,0.875,bicubic,-13.252,-9.700,-1 -regnetx_002,56.050,43.950,79.210,20.790,2.68,224,0.875,bicubic,-12.712,-9.346,0 -dla60x_c,56.000,44.000,78.930,21.070,1.32,224,0.875,bilinear,-11.892,-9.496,+1 -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 +tf_efficientnet_l2_ns_475,80.500,19.500,95.630,4.370,480.31,475,0.936,bicubic,-3.240,-1.140,-1 +tf_efficientnet_l2_ns,80.100,19.900,95.860,4.140,480.31,800,0.960,bicubic,-4.264,-1.180,-3 +tf_efficientnet_b7_ns,77.850,22.150,94.310,5.690,66.35,600,0.949,bicubic,-10.500,-4.346,-2 +tf_efficientnet_b6_ns,77.050,22.950,93.780,6.220,43.04,528,0.942,bicubic,-11.190,-4.770,-2 +ig_resnext101_32x48d,76.770,23.230,93.420,6.580,828.41,224,0.875,bilinear,-9.678,-4.460,-1 +ig_resnext101_32x32d,76.730,23.270,93.190,6.810,468.53,224,0.875,bilinear,-8.420,-4.280,+4 +tf_efficientnet_b5_ns,76.700,23.300,93.510,6.490,30.39,456,0.934,bicubic,-10.128,-4.574,-4 +tf_efficientnet_b7_ap,75.990,24.010,92.920,7.080,66.35,600,0.949,bicubic,-9.176,-4.442,+1 +tf_efficientnet_b8_ap,75.960,24.040,92.650,7.350,87.41,672,0.954,bicubic,-10.118,-5.102,-4 +ig_resnext101_32x16d,75.690,24.310,92.930,7.070,194.03,224,0.875,bilinear,-8.512,-4.288,+12 +tf_efficientnet_b4_ns,75.500,24.500,92.860,7.140,19.34,380,0.922,bicubic,-9.850,-4.530,-3 +swsl_resnext101_32x8d,75.480,24.520,92.690,7.310,88.79,224,0.875,bilinear,-8.902,-4.676,+7 +vit_base_resnet50_384,75.400,24.600,92.750,7.250,98.95,384,1.000,bicubic,-9.720,-4.500,-2 +tf_efficientnet_b6_ap,75.370,24.630,92.300,7.700,43.04,528,0.942,bicubic,-9.578,-5.150,0 +vit_large_patch16_384,74.780,25.220,92.580,7.420,304.72,384,1.000,bicubic,-10.594,-4.718,-8 +tf_efficientnet_b8,74.540,25.460,92.180,7.820,87.41,672,0.954,bicubic,-10.884,-5.398,-10 +tf_efficientnet_b7,74.450,25.550,92.120,7.880,66.35,600,0.949,bicubic,-10.536,-5.176,-4 +tf_efficientnet_b5_ap,74.340,25.660,91.940,8.060,30.39,456,0.934,bicubic,-9.930,-5.230,+2 +resnest200e,74.230,25.770,91.860,8.140,70.20,320,0.909,bicubic,-9.738,-4.958,+7 +seresnet152d_320,74.110,25.890,91.920,8.080,66.84,320,1.000,bicubic,-10.294,-5.514,+19 +swsl_resnext101_32x4d,73.980,26.020,91.970,8.030,44.18,224,0.875,bilinear,-9.242,-4.798,+14 +resnest269e,73.910,26.090,91.990,8.010,110.93,416,0.928,bicubic,-11.024,-5.214,-6 +tf_efficientnet_b6,73.910,26.090,91.730,8.270,43.04,528,0.942,bicubic,-10.254,-5.464,+1 +tf_efficientnet_b3_ns,73.770,26.230,91.850,8.150,12.23,300,0.904,bicubic,-10.344,-5.038,+1 +vit_base_patch16_384,73.710,26.290,92.080,7.920,86.86,384,1.000,bicubic,-10.544,-4.894,-3 +ig_resnext101_32x8d,73.690,26.310,92.190,7.810,88.79,224,0.875,bilinear,-9.006,-4.454,+16 +swsl_resnext101_32x16d,73.680,26.320,92.140,7.860,194.03,224,0.875,bilinear,-9.664,-4.700,+5 +seresnet152d,73.330,26.670,91.500,8.500,66.84,256,0.940,bicubic,-10.422,-5.620,+29 +resnet200d_320,73.320,26.680,91.470,8.530,64.69,320,1.000,bicubic,-10.724,-5.440,-2 +tf_efficientnet_b5,73.290,26.710,91.370,8.630,30.39,456,0.934,bicubic,-10.562,-5.520,-1 +resnet152d_320,73.270,26.730,91.210,8.790,60.21,320,1.000,bicubic,-10.396,-5.524,+1 +resnetv2_152x4_bitm,73.120,26.880,91.790,8.210,936.53,480,1.000,bilinear,-11.970,-5.650,-18 +resnetv2_152x2_bitm,72.820,27.180,92.040,7.960,236.34,480,1.000,bilinear,-11.966,-5.098,-15 +resnet200d,72.780,27.220,90.930,9.070,64.69,256,0.940,bicubic,-10.462,-5.558,+1 +tf_efficientnet_b4_ap,72.740,27.260,90.990,9.010,19.34,380,0.922,bicubic,-10.516,-5.404,-1 +resnetv2_101x3_bitm,72.490,27.510,91.830,8.170,387.93,480,1.000,bilinear,-12.036,-5.156,-17 +swsl_resnext50_32x4d,72.440,27.560,90.880,9.120,25.03,224,0.875,bilinear,-9.732,-5.352,+14 +resnet101d_320,72.370,27.630,90.580,9.420,44.57,320,1.000,bicubic,-10.654,-5.876,+3 +nasnetalarge,72.340,27.660,90.520,9.480,88.75,331,0.911,bicubic,-10.286,-5.530,+5 +resnest101e,72.320,27.680,90.780,9.220,48.28,256,0.875,bilinear,-10.558,-5.534,+2 +tf_efficientnet_b2_ns,72.320,27.680,90.990,9.010,9.11,260,0.890,bicubic,-10.072,-5.248,+4 +resnet152d,72.310,27.690,90.710,9.290,60.21,256,0.940,bicubic,-10.824,-5.640,-5 +tresnet_xl_448,72.170,27.830,90.130,9.870,78.44,448,0.875,bilinear,-10.886,-6.056,-4 +tf_efficientnet_b4,72.150,27.850,90.480,9.520,19.34,380,0.922,bicubic,-10.876,-5.818,-4 +vit_large_patch16_224,71.820,28.180,90.820,9.180,304.33,224,0.900,bicubic,-11.240,-5.624,-7 +swsl_resnet50,71.650,28.350,90.520,9.480,25.56,224,0.875,bilinear,-9.486,-5.454,+24 +efficientnet_b3,71.540,28.460,90.070,9.930,12.23,300,0.904,bicubic,-10.542,-5.956,+5 +tresnet_l_448,71.500,28.500,89.950,10.050,55.99,448,0.875,bilinear,-10.760,-6.028,-1 +resnetv2_50x3_bitm,71.480,28.520,91.360,8.640,217.32,480,1.000,bilinear,-12.328,-5.386,-19 +tresnet_xl,71.480,28.520,89.460,10.540,78.44,224,0.875,bilinear,-10.574,-6.472,+3 +ssl_resnext101_32x8d,71.470,28.530,90.330,9.670,88.79,224,0.875,bilinear,-10.136,-5.714,+11 +efficientnet_b3a,71.460,28.540,90.020,9.980,12.23,320,1.000,bicubic,-10.794,-6.094,-4 +resnet101d,71.400,28.600,90.150,9.850,44.57,256,0.940,bicubic,-10.910,-5.914,-7 +ecaresnet101d,71.240,28.760,90.240,9.760,44.57,224,0.875,bicubic,-10.936,-5.816,-4 +ssl_resnext101_32x16d,71.170,28.830,90.460,9.540,194.03,224,0.875,bilinear,-10.668,-5.632,0 +vit_base_patch32_384,71.120,28.880,90.520,9.480,88.30,384,1.000,bicubic,-10.536,-5.610,+3 +regnety_032,71.070,28.930,90.250,9.750,19.44,224,0.875,bicubic,-10.938,-5.662,-3 +vit_base_patch16_224,71.030,28.970,90.420,9.580,86.57,224,0.900,bicubic,-10.754,-5.706,-1 +tf_efficientnet_b3_ap,71.010,28.990,89.220,10.780,12.23,300,0.904,bicubic,-10.812,-6.400,-3 +rexnet_200,70.840,29.160,89.800,10.200,16.37,224,0.875,bicubic,-10.786,-5.872,+1 +resnest50d_4s2x40d,70.800,29.200,89.520,10.480,30.42,224,0.875,bicubic,-10.314,-6.034,+10 +tresnet_m_448,70.780,29.220,88.690,11.310,31.39,448,0.875,bilinear,-10.938,-6.876,-4 +wide_resnet50_2,70.690,29.310,89.110,10.890,68.88,224,0.875,bicubic,-10.762,-6.412,+2 +tresnet_l,70.670,29.330,89.640,10.360,55.99,224,0.875,bilinear,-10.816,-5.980,0 +tf_efficientnet_b1_ns,70.630,29.370,89.930,10.070,7.79,240,0.882,bicubic,-10.756,-5.810,+1 +legacy_senet154,70.490,29.510,88.960,11.040,115.09,224,0.875,bilinear,-10.836,-6.548,+1 +gluon_seresnext101_64x4d,70.460,29.540,89.180,10.820,88.23,224,0.875,bicubic,-10.424,-6.134,+9 +seresnext50_32x4d,70.450,29.550,89.130,10.870,27.56,224,0.875,bicubic,-10.824,-6.488,0 +tf_efficientnet_b3,70.400,29.600,89.270,10.730,12.23,300,0.904,bicubic,-11.246,-6.452,-9 +ssl_resnext101_32x4d,70.370,29.630,89.810,10.190,44.18,224,0.875,bilinear,-10.544,-5.924,+5 +gluon_senet154,70.350,29.650,88.970,11.030,115.09,224,0.875,bicubic,-10.878,-6.382,-2 +resnest50d_1s4x24d,70.350,29.650,89.140,10.860,25.68,224,0.875,bicubic,-10.654,-6.186,+1 +resnetv2_101x1_bitm,70.320,29.680,90.640,9.360,44.54,480,1.000,bilinear,-11.894,-5.832,-24 +resnest50d,70.250,29.750,88.620,11.380,27.48,224,0.875,bilinear,-10.708,-6.758,0 +tf_efficientnet_lite4,70.200,29.800,89.030,10.970,13.01,380,0.920,bilinear,-11.336,-6.630,-12 +gluon_resnet152_v1s,70.120,29.880,88.890,11.110,60.32,224,0.875,bicubic,-10.898,-6.530,-4 +gluon_seresnext101_32x4d,69.910,30.090,88.850,11.150,48.96,224,0.875,bicubic,-10.962,-6.442,0 +regnety_320,69.870,30.130,88.760,11.240,145.05,224,0.875,bicubic,-10.928,-6.486,+3 +gluon_resnet152_v1d,69.810,30.190,88.500,11.500,60.21,224,0.875,bicubic,-10.668,-6.700,+7 +ecaresnet101d_pruned,69.700,30.300,89.330,10.670,24.88,224,0.875,bicubic,-11.116,-6.308,-1 +tresnet_m,69.670,30.330,87.960,12.040,31.39,224,0.875,bilinear,-11.134,-6.898,-1 +ssl_resnext50_32x4d,69.600,30.400,89.320,10.680,25.03,224,0.875,bilinear,-10.702,-6.092,+13 +ecaresnet50d,69.570,30.430,89.290,10.710,25.58,224,0.875,bicubic,-11.044,-6.018,0 +efficientnet_b3_pruned,69.530,30.470,88.770,11.230,9.86,300,0.904,bicubic,-11.328,-6.470,-6 +gluon_resnext101_64x4d,69.490,30.510,88.260,11.740,83.46,224,0.875,bicubic,-11.140,-6.738,-3 +regnetx_320,69.440,30.560,88.140,11.860,107.81,224,0.875,bicubic,-10.814,-6.890,+14 +rexnet_150,69.410,30.590,88.970,11.030,9.73,224,0.875,bicubic,-10.900,-6.192,+7 +efficientnet_b2a,69.400,30.600,88.650,11.350,9.11,288,1.000,bicubic,-11.214,-6.668,-4 +ecaresnetlight,69.330,30.670,89.210,10.790,30.16,224,0.875,bicubic,-11.128,-6.040,-1 +xception71,69.270,30.730,88.170,11.830,42.34,299,0.903,bicubic,-10.614,-6.762,+22 +resnet50d,69.170,30.830,88.140,11.860,25.58,224,0.875,bicubic,-11.378,-7.018,-6 +mixnet_xl,69.060,30.940,88.360,11.640,11.90,224,0.875,bicubic,-11.414,-6.574,-5 +legacy_seresnext101_32x4d,69.040,30.960,88.070,11.930,48.96,224,0.875,bilinear,-11.188,-6.950,+8 +regnety_120,68.990,31.010,88.180,11.820,51.82,224,0.875,bicubic,-11.388,-6.942,-2 +gluon_resnet152_v1c,68.960,31.040,87.650,12.350,60.21,224,0.875,bicubic,-10.954,-7.198,+15 +efficientnet_b2,68.930,31.070,88.470,11.530,9.11,260,0.875,bicubic,-11.448,-6.608,-5 +gluon_resnext101_32x4d,68.880,31.120,88.310,11.690,44.18,224,0.875,bicubic,-11.454,-6.598,-4 +hrnet_w64,68.840,31.160,88.160,11.840,128.06,224,0.875,bilinear,-10.622,-6.494,+31 +gluon_resnet152_v1b,68.800,31.200,87.560,12.440,60.19,224,0.875,bicubic,-10.892,-7.174,+22 +tf_efficientnet_b2_ap,68.790,31.210,88.330,11.670,9.11,260,0.890,bicubic,-11.512,-6.702,-4 +gluon_resnet101_v1d,68.780,31.220,88.080,11.920,44.57,224,0.875,bicubic,-11.622,-6.940,-11 +gluon_xception65,68.770,31.230,87.950,12.050,39.92,299,0.903,bicubic,-10.932,-6.918,+18 +seresnet50,68.760,31.240,88.530,11.470,28.09,224,0.875,bicubic,-11.498,-6.536,-5 +xception65,68.760,31.240,88.250,11.750,39.92,299,0.903,bicubic,-10.790,-6.408,+21 +cspdarknet53,68.760,31.240,88.530,11.470,27.64,256,0.887,bilinear,-11.288,-6.562,+3 +cspresnext50,68.720,31.280,88.030,11.970,20.57,224,0.875,bilinear,-11.326,-6.914,+1 +regnety_160,68.720,31.280,88.200,11.800,83.59,224,0.875,bicubic,-11.556,-6.768,-9 +resnext50d_32x4d,68.670,31.330,88.230,11.770,25.05,224,0.875,bicubic,-10.998,-6.636,+14 +dpn131,68.640,31.360,87.220,12.780,79.25,224,0.875,bicubic,-11.186,-7.492,+6 +gluon_resnet101_v1s,68.640,31.360,87.720,12.280,44.67,224,0.875,bicubic,-11.646,-7.440,-13 +gluon_seresnext50_32x4d,68.570,31.430,88.140,11.860,27.56,224,0.875,bicubic,-11.354,-6.682,-2 +regnetx_160,68.520,31.480,88.280,11.720,54.28,224,0.875,bicubic,-11.318,-6.544,+2 +regnety_080,68.500,31.500,88.000,12.000,39.18,224,0.875,bicubic,-11.370,-6.830,0 +tf_efficientnet_b2,68.460,31.540,88.020,11.980,9.11,260,0.890,bicubic,-11.612,-6.884,-9 +skresnext50_32x4d,68.440,31.560,87.610,12.390,27.48,224,0.875,bicubic,-11.706,-7.030,-11 +dpn107,68.390,31.610,88.070,11.930,86.92,224,0.875,bicubic,-11.766,-6.840,-13 +cspresnet50,68.380,31.620,87.950,12.050,21.62,256,0.887,bilinear,-11.194,-6.758,+8 +dla102x2,68.380,31.620,87.800,12.200,41.28,224,0.875,bilinear,-11.062,-6.846,+12 +resnext50_32x4d,68.360,31.640,87.570,12.430,25.03,224,0.875,bicubic,-11.430,-7.036,-2 +ssl_resnet50,68.360,31.640,88.580,11.420,25.56,224,0.875,bilinear,-10.876,-6.250,+20 +regnety_064,68.350,31.650,88.030,11.970,30.58,224,0.875,bicubic,-11.382,-6.734,-3 +dpn98,68.300,31.700,87.560,12.440,61.57,224,0.875,bicubic,-11.350,-7.046,+1 +regnetx_120,68.240,31.760,87.570,12.430,46.11,224,0.875,bicubic,-11.370,-7.162,+1 +efficientnet_b2_pruned,68.220,31.780,88.070,11.930,8.31,260,0.890,bicubic,-11.686,-6.786,-13 +ese_vovnet39b,68.220,31.780,88.290,11.710,24.57,224,0.875,bicubic,-11.092,-6.432,+9 +rexnet_130,68.220,31.780,88.010,11.990,7.56,224,0.875,bicubic,-11.274,-6.664,+2 +tf_efficientnet_el,68.170,31.830,88.230,11.770,10.59,300,0.904,bicubic,-12.278,-6.940,-38 +ecaresnet50d_pruned,68.160,31.840,88.340,11.660,19.94,224,0.875,bicubic,-11.552,-6.536,-9 +gluon_resnext50_32x4d,68.160,31.840,87.370,12.630,25.03,224,0.875,bicubic,-11.194,-7.054,+2 +regnetx_080,67.930,32.070,87.080,12.920,39.57,224,0.875,bicubic,-11.282,-7.474,+13 +tf_efficientnet_lite3,67.920,32.080,87.710,12.290,8.20,300,0.904,bilinear,-11.906,-7.198,-15 +legacy_seresnext50_32x4d,67.890,32.110,87.590,12.410,27.56,224,0.875,bilinear,-11.194,-6.844,+14 +gluon_resnet50_v1d,67.880,32.120,86.940,13.060,25.58,224,0.875,bicubic,-11.184,-7.530,+15 +hrnet_w48,67.800,32.200,87.370,12.630,77.47,224,0.875,bilinear,-11.516,-7.144,-1 +resnext101_32x8d,67.750,32.250,87.360,12.640,88.79,224,0.875,bilinear,-11.554,-7.166,+1 +tf_efficientnet_b0_ns,67.720,32.280,87.940,12.060,5.29,224,0.875,bicubic,-10.940,-6.432,+27 +hrnet_w44,67.700,32.300,87.510,12.490,67.06,224,0.875,bilinear,-11.190,-6.864,+16 +dla169,67.670,32.330,87.470,12.530,53.39,224,0.875,bilinear,-11.024,-6.860,+23 +regnetx_064,67.660,32.340,87.470,12.530,26.21,224,0.875,bicubic,-11.404,-6.990,+8 +regnety_040,67.620,32.380,87.390,12.610,20.65,224,0.875,bicubic,-11.612,-7.254,+1 +dpn92,67.580,32.420,87.290,12.710,37.67,224,0.875,bicubic,-12.410,-7.554,-33 +efficientnet_em,67.560,32.440,88.120,11.880,6.90,240,0.882,bicubic,-11.704,-6.670,-3 +xception,67.550,32.450,87.510,12.490,22.86,299,0.897,bicubic,-11.496,-6.886,+6 +gluon_inception_v3,67.540,32.460,87.250,12.750,23.83,299,0.875,bicubic,-11.260,-7.130,+12 +dpn68b,67.530,32.470,87.500,12.500,12.61,224,0.875,bicubic,-11.682,-6.922,-3 +legacy_seresnet152,67.510,32.490,87.470,12.530,66.82,224,0.875,bilinear,-11.156,-6.906,+16 +hrnet_w40,67.480,32.520,87.140,12.860,57.56,224,0.875,bilinear,-11.452,-7.338,+5 +resnetblur50,67.460,32.540,87.570,12.430,25.56,224,0.875,bicubic,-11.826,-7.070,-11 +resnet50,67.450,32.550,87.430,12.570,25.56,224,0.875,bicubic,-11.586,-6.962,+1 +resnetv2_50x1_bitm,67.440,32.560,89.100,10.900,25.55,480,1.000,bilinear,-12.752,-6.530,-48 +res2net50_26w_8s,67.430,32.570,87.140,12.860,48.40,224,0.875,bilinear,-11.762,-7.228,-6 +tf_efficientnet_b1_ap,67.430,32.570,87.540,12.460,7.79,240,0.882,bicubic,-11.846,-6.762,-14 +tf_efficientnet_cc_b1_8e,67.380,32.620,87.280,12.720,39.72,240,0.882,bicubic,-11.946,-7.092,-21 +gluon_resnet101_v1b,67.360,32.640,87.050,12.950,44.55,224,0.875,bicubic,-11.944,-7.480,-19 +res2net101_26w_4s,67.350,32.650,87.170,12.830,45.21,224,0.875,bilinear,-11.844,-7.264,-11 +xception41,67.300,32.700,87.150,12.850,26.97,299,0.903,bicubic,-11.236,-7.134,+8 +gluon_resnet101_v1c,67.300,32.700,87.060,12.940,44.57,224,0.875,bicubic,-12.232,-7.528,-29 +efficientnet_b1,67.250,32.750,86.970,13.030,7.79,240,0.875,bicubic,-11.456,-7.184,+1 +regnetx_032,67.140,32.860,86.980,13.020,15.30,224,0.875,bicubic,-11.008,-7.108,+20 +legacy_seresnet101,67.120,32.880,87.040,12.960,49.33,224,0.875,bilinear,-11.260,-7.222,+13 +dla60_res2net,67.110,32.890,87.060,12.940,20.85,224,0.875,bilinear,-11.350,-7.146,+8 +resnest26d,67.110,32.890,87.130,12.870,17.07,224,0.875,bilinear,-11.370,-7.170,+6 +dla60x,67.080,32.920,87.190,12.810,17.35,224,0.875,bilinear,-11.170,-6.834,+12 +dla102x,67.010,32.990,86.730,13.270,26.31,224,0.875,bilinear,-11.500,-7.500,+2 +res2net50_26w_6s,66.950,33.050,86.810,13.190,37.05,224,0.875,bilinear,-11.616,-7.310,-1 +gluon_resnet50_v1s,66.940,33.060,86.790,13.210,25.68,224,0.875,bicubic,-11.760,-7.456,-6 +mixnet_l,66.940,33.060,86.790,13.210,7.33,224,0.875,bicubic,-12.040,-7.392,-16 +tv_resnet152,66.920,33.080,87.450,12.550,60.19,224,0.875,bilinear,-11.400,-6.602,+6 +tf_efficientnet_b1,66.810,33.190,86.920,13.080,7.79,240,0.882,bicubic,-12.034,-7.276,-14 +dla60_res2next,66.710,33.290,86.940,13.060,17.03,224,0.875,bilinear,-11.734,-7.218,+1 +gluon_resnet50_v1c,66.710,33.290,86.080,13.920,25.58,224,0.875,bicubic,-11.298,-7.908,+12 +efficientnet_es,66.700,33.300,86.670,13.330,5.44,224,0.875,bicubic,-11.388,-7.262,+9 +hrnet_w30,66.700,33.300,86.730,13.270,37.71,224,0.875,bilinear,-11.506,-7.494,+5 +regnetx_040,66.650,33.350,86.530,13.470,22.12,224,0.875,bicubic,-11.834,-7.722,-7 +hrnet_w32,66.640,33.360,87.180,12.820,41.23,224,0.875,bilinear,-11.806,-7.010,-5 +selecsls60b,66.640,33.360,86.590,13.410,32.77,224,0.875,bicubic,-11.770,-7.588,-4 +tf_mixnet_l,66.620,33.380,86.390,13.610,7.33,224,0.875,bicubic,-12.156,-7.612,-20 +dla102,66.570,33.430,86.930,13.070,33.27,224,0.875,bilinear,-11.460,-7.022,+4 +wide_resnet101_2,66.550,33.450,87.010,12.990,126.89,224,0.875,bilinear,-12.304,-7.272,-25 +tf_efficientnet_em,66.540,33.460,86.800,13.200,6.90,240,0.882,bicubic,-12.172,-7.528,-22 +adv_inception_v3,66.360,33.640,86.380,13.620,23.83,299,0.875,bicubic,-11.222,-7.360,+16 +selecsls60,66.340,33.660,86.290,13.710,30.67,224,0.875,bicubic,-11.650,-7.538,+3 +tf_inception_v3,66.310,33.690,86.570,13.430,23.83,299,0.875,bicubic,-11.556,-7.076,+7 +efficientnet_b0,66.130,33.870,86.090,13.910,5.29,224,0.875,bicubic,-11.576,-7.432,+9 +tf_efficientnet_cc_b0_8e,66.110,33.890,86.110,13.890,24.01,224,0.875,bicubic,-11.798,-7.542,+3 +legacy_seresnet50,66.090,33.910,86.290,13.710,28.09,224,0.875,bilinear,-11.546,-7.454,+8 +res2net50_14w_8s,66.020,33.980,86.200,13.800,25.06,224,0.875,bilinear,-12.118,-7.656,-7 +res2net50_26w_4s,66.010,33.990,86.580,13.420,25.70,224,0.875,bilinear,-11.982,-7.272,-4 +inception_v3,66.000,34.000,86.120,13.880,23.83,299,0.875,bicubic,-11.464,-7.356,+12 +tv_resnext50_32x4d,65.970,34.030,86.030,13.970,25.03,224,0.875,bilinear,-11.644,-7.654,+5 +regnety_016,65.950,34.050,86.270,13.730,11.20,224,0.875,bicubic,-11.918,-7.456,-3 +efficientnet_b1_pruned,65.950,34.050,86.500,13.500,6.33,240,0.882,bicubic,-12.298,-7.336,-15 +gluon_resnet50_v1b,65.910,34.090,86.230,13.770,25.56,224,0.875,bicubic,-11.668,-7.488,+5 +tv_resnet101,65.850,34.150,85.980,14.020,44.55,224,0.875,bilinear,-11.516,-7.576,+8 +rexnet_100,65.810,34.190,86.510,13.490,4.80,224,0.875,bicubic,-12.052,-7.368,-4 +seresnext26tn_32x4d,65.780,34.220,85.600,14.400,16.81,224,0.875,bicubic,-12.206,-8.144,-9 +resnet34d,65.770,34.230,86.630,13.370,21.82,224,0.875,bicubic,-11.344,-6.752,+13 +densenet161,65.710,34.290,86.510,13.490,28.68,224,0.875,bicubic,-11.650,-7.124,+5 +vit_small_patch16_224,65.710,34.290,86.130,13.870,48.75,224,0.900,bicubic,-12.144,-7.294,-7 +skresnet34,65.690,34.310,85.960,14.040,22.28,224,0.875,bicubic,-11.240,-7.362,+16 +res2next50,65.610,34.390,85.790,14.210,24.67,224,0.875,bilinear,-12.626,-8.116,-24 +selecsls42b,65.560,34.440,85.860,14.140,32.46,224,0.875,bicubic,-11.624,-7.528,+7 +seresnext26t_32x4d,65.440,34.560,86.140,13.860,16.82,224,0.875,bicubic,-12.548,-7.592,-17 +tf_efficientnet_lite2,65.310,34.690,86.010,13.990,6.09,260,0.890,bicubic,-12.172,-7.738,-4 +densenet201,65.300,34.700,85.660,14.340,20.01,224,0.875,bicubic,-11.990,-7.820,0 +densenetblur121d,65.260,34.740,85.790,14.210,8.00,224,0.875,bicubic,-11.326,-7.406,+16 +seresnext26d_32x4d,65.250,34.750,85.820,14.180,16.81,224,0.875,bicubic,-12.336,-7.788,-11 +res2net50_48w_2s,65.220,34.780,85.910,14.090,25.29,224,0.875,bilinear,-12.314,-7.650,-9 +tf_efficientnet_b0_ap,65.200,34.800,85.490,14.510,5.29,224,0.875,bicubic,-11.902,-7.774,+3 +hrnet_w18,65.110,34.890,85.670,14.330,21.30,224,0.875,bilinear,-11.654,-7.772,+9 +ese_vovnet19b_dw,65.090,34.910,85.420,14.580,6.54,224,0.875,bicubic,-11.728,-7.858,+7 +dla60,65.070,34.930,85.700,14.300,22.04,224,0.875,bilinear,-11.966,-7.624,+1 +tf_efficientnet_es,65.030,34.970,85.410,14.590,5.44,224,0.875,bicubic,-12.254,-8.194,-7 +tf_efficientnet_cc_b0_4e,64.940,35.060,85.030,14.970,13.31,224,0.875,bicubic,-12.380,-8.292,-10 +mobilenetv2_120d,64.930,35.070,85.870,14.130,5.83,224,0.875,bicubic,-12.348,-7.640,-8 +legacy_seresnext26_32x4d,64.820,35.180,85.540,14.460,16.79,224,0.875,bicubic,-12.286,-7.768,-5 +mixnet_m,64.740,35.260,85.510,14.490,5.01,224,0.875,bicubic,-12.534,-7.912,-9 +resnet26d,64.590,35.410,85.090,14.910,16.01,224,0.875,bicubic,-12.098,-8.056,+2 +tf_efficientnet_lite1,64.490,35.510,85.510,14.490,5.42,240,0.882,bicubic,-12.176,-7.728,+2 +tf_mixnet_m,64.470,35.530,84.930,15.070,5.01,224,0.875,bicubic,-12.486,-8.234,-6 +densenet169,64.420,35.580,85.270,14.730,14.15,224,0.875,bicubic,-11.478,-7.752,+7 +regnetx_016,64.270,35.730,85.450,14.550,9.19,224,0.875,bicubic,-12.676,-7.976,-7 +tf_efficientnet_b0,64.150,35.850,85.170,14.830,5.29,224,0.875,bicubic,-12.698,-8.062,-6 +dpn68,64.030,35.970,84.990,15.010,12.61,224,0.875,bicubic,-12.282,-7.978,+1 +mobilenetv2_140,63.850,36.150,84.950,15.050,6.11,224,0.875,bicubic,-12.662,-8.048,-2 +densenet121,63.730,36.270,84.600,15.400,7.98,224,0.875,bicubic,-11.834,-8.048,+6 +regnety_008,63.720,36.280,85.240,14.760,6.26,224,0.875,bicubic,-12.600,-7.828,-3 +mixnet_s,63.540,36.460,84.710,15.290,4.13,224,0.875,bicubic,-12.454,-8.080,-1 +resnest14d,63.540,36.460,84.020,15.980,10.61,224,0.875,bilinear,-11.974,-8.498,+4 +resnet26,63.440,36.560,84.220,15.780,16.00,224,0.875,bicubic,-11.850,-8.346,+7 +tf_mixnet_s,63.430,36.570,84.090,15.910,4.13,224,0.875,bicubic,-12.252,-8.548,-1 +mobilenetv3_large_100,63.310,36.690,84.050,15.950,5.48,224,0.875,bicubic,-12.464,-8.488,-3 +mobilenetv3_rw,63.270,36.730,84.560,15.440,5.48,224,0.875,bicubic,-12.350,-8.152,-2 +tv_resnet50,63.210,36.790,84.650,15.350,25.56,224,0.875,bilinear,-12.948,-8.228,-8 +efficientnet_lite0,63.150,36.850,84.350,15.650,4.65,224,0.875,bicubic,-12.352,-8.164,0 +semnasnet_100,63.060,36.940,84.450,15.550,3.89,224,0.875,bicubic,-12.392,-8.160,0 +resnet34,62.860,37.140,84.150,15.850,21.80,224,0.875,bilinear,-12.246,-8.126,+4 +tv_densenet121,62.790,37.210,84.120,15.880,7.98,224,0.875,bicubic,-11.952,-8.034,+8 +legacy_seresnet34,62.770,37.230,84.200,15.800,21.96,224,0.875,bilinear,-12.020,-7.926,+6 +regnety_006,62.740,37.260,84.110,15.890,6.06,224,0.875,bicubic,-12.528,-8.420,-2 +hrnet_w18_small_v2,62.660,37.340,83.840,16.160,15.60,224,0.875,bilinear,-12.448,-8.572,-1 +swsl_resnet18,62.650,37.350,84.290,15.710,11.69,224,0.875,bilinear,-10.630,-7.468,+13 +mobilenetv2_110d,62.620,37.380,84.450,15.550,4.52,224,0.875,bicubic,-12.428,-7.740,0 +tf_efficientnet_lite0,62.550,37.450,84.160,15.840,4.65,224,0.875,bicubic,-12.282,-8.014,0 +dla34,62.500,37.500,83.870,16.130,15.74,224,0.875,bilinear,-12.124,-8.192,+3 +regnetx_008,62.500,37.500,83.970,16.030,7.26,224,0.875,bicubic,-12.552,-8.372,-4 +gluon_resnet34_v1b,62.450,37.550,83.920,16.080,21.80,224,0.875,bicubic,-12.138,-8.076,+2 +fbnetc_100,62.370,37.630,83.370,16.630,5.57,224,0.875,bilinear,-12.746,-9.004,-9 +tf_mobilenetv3_large_100,62.230,37.770,83.840,16.160,5.48,224,0.875,bilinear,-13.280,-8.770,-15 +regnety_004,61.960,38.040,83.450,16.550,4.34,224,0.875,bicubic,-12.058,-8.314,+1 +mnasnet_100,61.900,38.100,83.740,16.260,4.38,224,0.875,bicubic,-12.770,-8.362,-4 +ssl_resnet18,61.520,38.480,83.290,16.710,11.69,224,0.875,bilinear,-11.096,-8.126,+6 +tv_resnet34,61.150,38.850,82.640,17.360,21.80,224,0.875,bilinear,-12.154,-8.784,+1 +regnetx_006,61.130,38.870,83.240,16.760,6.20,224,0.875,bicubic,-12.714,-8.438,-2 +spnasnet_100,61.070,38.930,82.770,17.230,4.42,224,0.875,bilinear,-13.010,-9.050,-5 +skresnet18,60.820,39.180,82.870,17.130,11.96,224,0.875,bicubic,-12.206,-8.302,0 +tf_mobilenetv3_large_075,60.370,39.630,81.790,18.210,3.99,224,0.875,bilinear,-13.078,-9.552,-4 +mobilenetv2_100,60.210,39.790,82.030,17.970,3.50,224,0.875,bicubic,-12.740,-8.972,-1 +resnet18d,59.860,40.140,82.310,17.690,11.71,224,0.875,bicubic,-12.414,-8.378,+2 +legacy_seresnet18,59.710,40.290,81.610,18.390,11.78,224,0.875,bicubic,-12.026,-8.732,+3 +regnetx_004,59.250,40.750,81.830,18.170,5.16,224,0.875,bicubic,-13.144,-8.988,-2 +tf_mobilenetv3_large_minimal_100,59.040,40.960,80.890,19.110,3.92,224,0.875,bilinear,-13.204,-9.746,0 +hrnet_w18_small,58.900,41.100,81.310,18.690,13.19,224,0.875,bilinear,-13.436,-9.374,-3 +gluon_resnet18_v1b,58.300,41.700,80.990,19.010,11.69,224,0.875,bicubic,-12.538,-8.768,0 +resnet18,57.250,42.750,80.100,19.900,11.69,224,0.875,bilinear,-12.492,-8.986,+1 +regnety_002,56.980,43.020,79.820,20.180,3.16,224,0.875,bicubic,-13.298,-9.726,-1 +dla60x_c,56.100,43.900,78.950,21.050,1.32,224,0.875,bilinear,-11.812,-9.468,+2 +regnetx_002,55.820,44.180,79.230,20.770,2.68,224,0.875,bicubic,-12.934,-9.330,-1 +tf_mobilenetv3_small_100,54.530,45.470,77.020,22.980,2.54,224,0.875,bilinear,-13.392,-10.656,-1 +dla46x_c,53.130,46.870,76.800,23.200,1.07,224,0.875,bilinear,-12.846,-10.188,0 +tf_mobilenetv3_small_075,52.360,47.640,75.470,24.530,2.04,224,0.875,bilinear,-13.364,-10.664,0 +dla46_c,52.020,47.980,75.730,24.270,1.30,224,0.875,bilinear,-12.850,-10.564,0 +tf_mobilenetv3_small_minimal_100,49.570,50.430,72.830,27.170,2.04,224,0.875,bilinear,-13.340,-11.414,0 +pnasnet5large,1.000,99.000,18.050,81.950,86.06,331,0.911,bicubic,+0.016,-0.526,+2 +inception_resnet_v2,0.990,99.010,16.530,83.470,55.85,299,0.897,bicubic,+0.040,-0.764,+2 +ens_adv_inception_resnet_v2,0.970,99.030,16.450,83.550,55.85,299,0.897,bicubic,-0.028,-0.874,-1 +inception_v4,0.950,99.050,16.030,83.970,42.68,299,0.875,bicubic,-0.058,-0.824,-3 diff --git a/results/results-sketch.csv b/results/results-sketch.csv index fa38a264..5946eeed 100644 --- a/results/results-sketch.csv +++ b/results/results-sketch.csv @@ -1,263 +1,278 @@ 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,+5 -ig_resnext101_32x32d,58.386,41.614,80.381,19.619,468.53,224,0.875,bilinear,-26.708,-17.057,+10 -ig_resnext101_32x16d,57.690,42.310,79.905,20.095,194.03,224,0.875,bilinear,-26.480,-17.291,+16 -swsl_resnext101_32x16d,57.458,42.542,80.385,19.615,194.03,224,0.875,bilinear,-25.888,-16.461,+20 -swsl_resnext101_32x8d,56.438,43.562,78.944,21.056,88.79,224,0.875,bilinear,-27.845,-18.232,+11 -ig_resnext101_32x8d,54.918,45.082,77.534,22.466,88.79,224,0.875,bilinear,-27.770,-19.103,+25 -swsl_resnext101_32x4d,53.603,46.397,76.347,23.653,44.18,224,0.875,bilinear,-29.627,-20.413,+19 -tf_efficientnet_l2_ns_475,51.494,48.506,73.928,26.072,480.31,475,0.936,bicubic,-36.740,-24.618,-6 -swsl_resnext50_32x4d,50.437,49.563,73.368,26.633,25.03,224,0.875,bilinear,-31.745,-22.862,+27 -swsl_resnet50,49.541,50.459,72.334,27.666,25.56,224,0.875,bilinear,-31.625,-23.638,+46 -tf_efficientnet_b7_ns,47.800,52.200,69.640,30.360,66.35,600,0.949,bicubic,-39.040,-28.454,-8 -tf_efficientnet_b6_ns,47.761,52.239,69.968,30.032,43.04,528,0.942,bicubic,-38.691,-27.914,-8 -tf_efficientnet_l2_ns,47.570,52.430,70.019,29.981,480.31,800,0.960,bicubic,-40.782,-28.631,-12 -tf_efficientnet_b8_ap,45.774,54.226,67.911,32.089,87.41,672,0.954,bicubic,-39.596,-29.383,-6 -tf_efficientnet_b5_ns,45.615,54.385,67.842,32.158,30.39,456,0.934,bicubic,-40.473,-29.910,-10 -tf_efficientnet_b4_ns,43.450,56.550,65.519,34.481,19.34,380,0.922,bicubic,-41.713,-31.951,-7 -vit_large_patch16_384,43.300,56.700,66.454,33.546,304.72,384,1.000,bicubic,-41.858,-30.902,-7 -tf_efficientnet_b8,42.508,57.492,64.857,35.143,87.41,672,0.954,bicubic,-42.862,-32.533,-11 -tf_efficientnet_b7,41.431,58.569,63.017,36.983,66.35,600,0.949,bicubic,-43.505,-34.186,-6 -tf_efficientnet_b7_ap,41.429,58.571,62.874,37.126,66.35,600,0.949,bicubic,-43.691,-34.378,-9 -tf_efficientnet_b5_ap,41.418,58.582,62.084,37.916,30.39,456,0.934,bicubic,-42.834,-34.890,-4 -tf_efficientnet_b6_ap,41.099,58.901,62.355,37.645,43.04,528,0.942,bicubic,-43.689,-34.783,-8 -tf_efficientnet_b4_ap,40.484,59.516,61.723,38.277,19.34,380,0.922,bicubic,-42.764,-34.669,+2 -tf_efficientnet_b3_ns,39.584,60.416,61.453,38.547,12.23,300,0.904,bicubic,-44.464,-35.457,-3 -tf_efficientnet_b5,38.356,61.644,59.913,40.087,30.39,456,0.934,bicubic,-45.456,-36.835,-2 -vit_base_patch16_384,38.099,61.901,60.428,39.572,86.86,384,1.000,bicubic,-46.111,-36.790,-8 -resnest269e,37.315,62.685,57.468,42.532,110.93,416,0.928,bicubic,-47.203,-39.518,-12 -tf_efficientnet_b3_ap,37.055,62.945,57.240,42.760,12.23,300,0.904,bicubic,-44.767,-38.384,+14 -efficientnet_b3a,36.420,63.580,56.845,43.155,12.23,320,1.000,bicubic,-45.822,-39.269,+6 -tf_efficientnet_b2_ns,36.183,63.817,57.551,42.449,9.11,260,0.890,bicubic,-46.197,-38.697,+3 -efficientnet_b3,36.037,63.963,56.370,43.630,12.23,300,0.904,bicubic,-46.039,-39.650,+7 -ecaresnet101d,36.004,63.996,56.165,43.835,44.57,224,0.875,bicubic,-46.168,-39.881,+5 -resnest200e,35.931,64.069,55.849,44.151,70.20,320,0.909,bicubic,-47.901,-41.045,-11 -swsl_resnet18,35.858,64.142,58.455,41.545,11.69,224,0.875,bilinear,-37.418,-33.279,+210 -resnest101e,35.373,64.627,55.780,44.220,48.28,256,0.875,bilinear,-47.517,-40.540,-6 -vit_large_patch32_384,34.673,65.326,55.729,44.271,306.63,384,1.000,bicubic,-46.833,-40.363,+13 -ssl_resnext101_32x16d,34.605,65.395,55.931,44.069,194.03,224,0.875,bilinear,-47.239,-40.165,+4 -regnety_032,34.383,65.617,54.283,45.717,19.44,224,0.875,bicubic,-47.619,-41.623,+2 -resnest50d_4s2x40d,34.355,65.645,54.725,45.275,30.42,224,0.875,bicubic,-46.753,-40.833,+18 -tf_efficientnet_b1_ns,34.157,65.843,55.489,44.511,7.79,240,0.882,bicubic,-47.231,-40.249,+12 -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,+5 -tf_efficientnet_b6,33.998,66.002,54.544,45.456,43.04,528,0.942,bicubic,-50.112,-42.342,-23 -efficientnet_b3_pruned,33.996,66.004,54.108,45.892,9.86,300,0.904,bicubic,-46.862,-41.134,+20 -tresnet_xl,33.257,66.743,52.294,47.706,78.44,224,0.875,bilinear,-48.797,-43.642,-6 -resnest50d_1s4x24d,33.147,66.853,52.839,47.161,25.68,224,0.875,bicubic,-47.841,-42.483,+13 -rexnet_200,32.987,67.013,52.939,47.061,16.37,224,0.875,bicubic,-48.645,-42.729,-1 -resnest50d,32.972,67.028,52.713,47.287,27.48,224,0.875,bilinear,-48.002,-42.665,+12 -tf_efficientnet_b3,32.860,67.140,52.950,47.050,12.23,300,0.904,bicubic,-48.776,-42.767,-4 -pnasnet5large,32.848,67.152,50.500,49.500,86.06,331,0.911,bicubic,-49.934,-45.540,-20 -nasnetalarge,32.775,67.225,50.141,49.859,88.75,331,0.911,bicubic,-49.845,-45.906,-19 -inception_resnet_v2,32.738,67.262,50.648,49.352,55.84,299,0.897,bicubic,-47.720,-44.658,+23 -gluon_resnet152_v1d,32.734,67.266,51.088,48.912,60.21,224,0.875,bicubic,-47.740,-44.118,+20 -vit_base_patch16_224,32.722,67.278,53.157,46.843,86.54,224,0.900,bicubic,-46.626,-41.355,+66 -tf_efficientnet_b2_ap,32.681,67.319,52.239,47.761,9.11,260,0.890,bicubic,-47.619,-42.789,+29 -tresnet_l,32.559,67.441,51.139,48.861,55.99,224,0.875,bilinear,-48.931,-44.485,-6 -vit_base_patch32_384,32.461,67.539,52.444,47.556,88.30,384,1.000,bicubic,-49.191,-43.684,-13 -wide_resnet50_2,32.439,67.561,51.459,48.541,68.88,224,0.875,bicubic,-49.017,-44.073,-7 -ens_adv_inception_resnet_v2,32.370,67.629,50.427,49.573,55.84,299,0.897,bicubic,-47.611,-44.509,+37 -gluon_resnet152_v1s,32.331,67.669,50.526,49.474,60.32,224,0.875,bicubic,-48.685,-44.886,-2 -gluon_seresnext101_64x4d,32.205,67.795,50.319,49.681,88.23,224,0.875,bicubic,-48.689,-44.989,+2 -gluon_seresnext101_32x4d,32.107,67.893,51.237,48.763,48.96,224,0.875,bicubic,-48.797,-44.057,0 -seresnext50_32x4d,31.985,68.015,51.231,48.769,27.56,224,0.875,bicubic,-49.281,-44.389,-9 -cspresnext50,31.822,68.178,51.602,48.398,20.57,224,0.875,bilinear,-48.218,-43.342,+30 -resnet50,31.547,68.453,50.170,49.830,25.56,224,0.875,bicubic,-47.491,-44.220,+74 -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,+22 -rexnet_150,31.366,68.634,51.288,48.712,9.73,224,0.875,bicubic,-48.944,-43.878,+14 -cspresnet50,31.270,68.730,51.223,48.777,21.62,256,0.887,bilinear,-48.304,-43.489,+44 -ecaresnetlight,31.121,68.879,50.243,49.757,30.16,224,0.875,bicubic,-49.341,-45.005,+4 -gluon_resnet101_v1s,31.115,68.885,49.793,50.207,44.67,224,0.875,bicubic,-49.187,-45.367,+12 -tf_efficientnet_cc_b0_8e,31.087,68.913,50.761,49.239,24.01,224,0.875,bicubic,-46.821,-42.892,+105 -ecaresnet50d,31.058,68.942,50.848,49.152,25.58,224,0.875,bicubic,-49.534,-44.472,-3 -resnet50d,31.020,68.980,49.808,50.192,25.58,224,0.875,bicubic,-49.510,-45.352,-3 -cspdarknet53,31.018,68.981,50.390,49.610,27.64,256,0.887,bilinear,-49.040,-44.694,+18 -tresnet_m,30.997,69.003,48.682,51.318,31.39,224,0.875,bilinear,-49.805,-46.178,-9 -gluon_resnet152_v1c,30.991,69.009,48.924,51.076,60.21,224,0.875,bicubic,-48.919,-45.916,+22 -gluon_resnext101_64x4d,30.987,69.013,48.549,51.451,83.46,224,0.875,bicubic,-49.617,-46.439,-9 -tf_efficientnet_cc_b1_8e,30.899,69.101,50.080,49.920,39.72,240,0.882,bicubic,-48.409,-44.290,+44 -ecaresnet101d_pruned,30.897,69.103,50.013,49.987,24.88,224,0.875,bicubic,-49.921,-45.615,-15 -gluon_resnext101_32x4d,30.877,69.123,48.537,51.463,44.18,224,0.875,bicubic,-49.457,-46.389,-1 -tf_efficientnet_lite4,30.830,69.170,50.386,49.614,13.01,380,0.920,bilinear,-50.706,-45.282,-34 -dpn107,30.678,69.322,48.810,51.190,86.92,224,0.875,bicubic,-49.478,-46.100,+7 -ese_vovnet39b,30.657,69.343,49.875,50.125,24.57,224,0.875,bicubic,-48.663,-44.837,+37 -gluon_resnet152_v1b,30.623,69.376,48.521,51.479,60.19,224,0.875,bicubic,-49.063,-46.215,+24 -tresnet_xl_448,30.614,69.386,49.069,50.931,78.44,448,0.875,bilinear,-52.436,-47.104,-59 -ssl_resnext50_32x4d,30.594,69.406,50.657,49.343,25.03,224,0.875,bilinear,-49.724,-44.749,-6 -gluon_resnet101_v1d,30.523,69.477,47.950,52.050,44.57,224,0.875,bicubic,-49.891,-47.064,-11 -dpn68b,30.517,69.483,49.162,50.838,12.61,224,0.875,bicubic,-48.699,-45.252,+42 -resnest26d,30.490,69.510,50.677,49.323,17.07,224,0.875,bilinear,-47.988,-43.621,+67 -efficientnet_b2a,30.435,69.565,49.698,50.302,9.11,288,1.000,bicubic,-50.177,-45.620,-23 -tf_efficientnet_b1_ap,30.421,69.579,49.553,50.447,7.79,240,0.882,bicubic,-48.859,-44.753,+35 -seresnet50,30.077,69.923,49.292,50.708,28.09,224,0.875,bicubic,-50.197,-45.778,-7 -dpn98,30.067,69.933,48.244,51.756,61.57,224,0.875,bicubic,-49.575,-46.354,+17 -tf_efficientnet_b2,30.026,69.974,49.581,50.419,9.11,260,0.890,bicubic,-50.060,-45.327,-3 -dpn131,30.024,69.976,48.146,51.854,79.25,224,0.875,bicubic,-49.798,-46.564,+7 -legacy_senet154,30.001,69.999,48.034,51.966,115.09,224,0.875,bilinear,-51.309,-47.462,-44 -dpn92,29.953,70.047,49.162,50.838,37.67,224,0.875,bicubic,-50.055,-45.674,-3 -gluon_senet154,29.877,70.123,47.894,52.106,115.09,224,0.875,bicubic,-51.357,-47.454,-44 -xception,29.865,70.135,48.686,51.314,22.86,299,0.897,bicubic,-49.187,-45.706,+38 -adv_inception_v3,29.816,70.184,47.847,52.153,23.83,299,0.875,bicubic,-47.766,-45.889,+85 -gluon_xception65,29.784,70.216,47.755,52.245,39.92,299,0.903,bicubic,-49.932,-47.105,+6 -resnetblur50,29.625,70.375,48.248,51.752,25.56,224,0.875,bicubic,-49.661,-46.390,+23 -efficientnet_b2,29.615,70.385,48.777,51.223,9.11,260,0.875,bicubic,-50.777,-46.299,-26 -efficientnet_em,29.486,70.514,48.946,51.054,6.90,240,0.882,bicubic,-49.766,-45.848,+23 -resnext101_32x8d,29.439,70.561,48.486,51.514,88.79,224,0.875,bilinear,-49.869,-46.032,+16 -ssl_resnet50,29.423,70.577,49.781,50.219,25.56,224,0.875,bilinear,-49.799,-45.051,+22 -resnext50_32x4d,29.331,70.669,47.397,52.603,25.03,224,0.875,bicubic,-50.438,-47.201,-3 -resnet34d,29.328,70.671,48.409,51.591,21.82,224,0.875,bicubic,-47.788,-44.973,+90 -ecaresnet50d_pruned,29.215,70.785,48.453,51.547,19.94,224,0.875,bicubic,-50.501,-46.427,-3 -tresnet_l_448,29.165,70.835,47.232,52.768,55.99,448,0.875,bilinear,-53.103,-48.744,-77 -gluon_inception_v3,29.122,70.878,46.957,53.043,23.83,299,0.875,bicubic,-49.684,-47.413,+33 -xception71,29.047,70.953,47.405,52.595,42.34,299,0.903,bicubic,-50.826,-47.517,-12 -hrnet_w64,28.989,71.011,47.142,52.858,128.06,224,0.875,bilinear,-50.485,-47.510,+3 -tf_efficientnet_b0_ns,28.902,71.098,49.011,50.989,5.29,224,0.875,bicubic,-49.756,-45.365,+37 -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,+27 -gluon_resnet101_v1b,28.878,71.121,46.389,53.611,44.55,224,0.875,bicubic,-50.427,-48.135,+6 -skresnext50_32x4d,28.818,71.182,46.497,53.503,27.48,224,0.875,bicubic,-51.338,-48.145,-28 -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,-24 -skresnet34,28.645,71.355,47.953,52.047,22.28,224,0.875,bicubic,-48.267,-45.369,+83 -hrnet_w40,28.641,71.359,47.454,52.546,57.56,224,0.875,bilinear,-50.279,-47.016,+18 -tv_resnet152,28.533,71.467,47.118,52.882,60.19,224,0.875,bilinear,-49.779,-46.920,+39 -hrnet_w48,28.413,71.587,47.586,52.414,77.47,224,0.875,bilinear,-50.887,-46.926,0 -gluon_resnext50_32x4d,28.375,71.624,45.328,54.672,25.03,224,0.875,bicubic,-50.978,-49.098,-7 -efficientnet_b2_pruned,28.362,71.638,47.051,52.949,8.31,260,0.890,bicubic,-51.554,-47.805,-29 -tf_efficientnet_b0_ap,28.346,71.654,47.531,52.469,5.29,224,0.875,bicubic,-48.740,-45.725,+73 -tf_efficientnet_cc_b0_4e,28.315,71.685,47.364,52.636,13.31,224,0.875,bicubic,-48.991,-45.970,+64 -dla102x2,28.313,71.687,46.761,53.239,41.28,224,0.875,bilinear,-51.135,-47.879,-12 -dla169,28.313,71.687,47.391,52.609,53.39,224,0.875,bilinear,-50.375,-46.945,+19 -mixnet_xl,28.287,71.713,46.702,53.298,11.90,224,0.875,bicubic,-52.189,-48.234,-60 -gluon_resnet50_v1d,28.246,71.754,45.878,54.122,25.58,224,0.875,bicubic,-50.828,-48.592,+3 -wide_resnet101_2,28.108,71.892,46.401,53.599,126.89,224,0.875,bilinear,-50.748,-47.881,+9 -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,-52.154,-49.900,-49 -densenet161,28.081,71.919,46.641,53.359,28.68,224,0.875,bicubic,-49.277,-46.997,+55 -regnety_320,28.059,71.941,45.444,54.556,145.05,224,0.875,bicubic,-52.753,-49.800,-72 -xception41,27.888,72.112,45.890,54.110,26.97,299,0.903,bicubic,-50.628,-48.388,+15 -regnetx_160,27.817,72.183,45.617,54.383,54.28,224,0.875,bicubic,-52.039,-49.213,-38 -tf_inception_v3,27.782,72.218,45.721,54.279,23.83,299,0.875,bicubic,-50.080,-47.919,+38 -res2net101_26w_4s,27.768,72.232,45.179,54.821,45.21,224,0.875,bilinear,-51.430,-49.189,-10 -regnety_160,27.623,72.377,45.532,54.468,83.59,224,0.875,bicubic,-52.673,-49.430,-58 -hrnet_w44,27.621,72.379,45.837,54.163,67.06,224,0.875,bilinear,-51.275,-48.531,-2 -inception_v3,27.556,72.444,45.263,54.737,23.83,299,0.875,bicubic,-49.882,-48.213,+45 -regnetx_080,27.405,72.595,45.002,54.998,39.57,224,0.875,bicubic,-51.789,-49.558,-12 -hrnet_w30,27.381,72.619,46.554,53.446,37.71,224,0.875,bilinear,-50.825,-47.668,+20 -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,-51.384,-49.016,-2 -densenet201,27.265,72.735,46.222,53.778,20.01,224,0.875,bicubic,-50.021,-47.256,+44 -densenetblur121d,27.228,72.772,46.299,53.701,8.00,224,0.875,bicubic,-49.360,-46.893,+60 -regnety_064,27.220,72.780,44.847,55.153,30.58,224,0.875,bicubic,-52.502,-49.921,-46 -efficientnet_b1_pruned,27.181,72.819,45.872,54.128,6.33,240,0.882,bicubic,-51.055,-47.962,+13 -rexnet_130,27.094,72.906,45.933,54.067,7.56,224,0.875,bicubic,-52.406,-48.749,-38 -vit_small_patch16_224,27.086,72.914,45.701,54.299,48.75,224,0.900,bicubic,-50.772,-47.715,+26 -res2net50_26w_8s,27.078,72.921,44.428,55.572,48.40,224,0.875,bilinear,-52.120,-50.004,-23 -dla102x,27.061,72.939,45.475,54.525,26.31,224,0.875,bilinear,-51.449,-48.753,-2 -tv_resnet101,26.963,73.037,45.234,54.766,44.55,224,0.875,bilinear,-50.411,-48.306,+33 -resnext50d_32x4d,26.876,73.124,44.436,55.564,25.05,224,0.875,bicubic,-52.800,-50.430,-49 -regnetx_120,26.868,73.132,44.682,55.318,46.11,224,0.875,bicubic,-52.728,-50.056,-48 -rexnet_100,26.831,73.169,45.369,54.631,4.80,224,0.875,bicubic,-51.027,-48.501,+19 -densenet169,26.829,73.171,45.373,54.627,14.15,224,0.875,bicubic,-49.077,-47.653,+55 -legacy_seresnext101_32x4d,26.811,73.189,43.497,56.503,48.96,224,0.875,bilinear,-53.417,-51.521,-75 -regnety_120,26.788,73.212,44.454,55.546,51.82,224,0.875,bicubic,-53.578,-50.672,-85 -regnetx_064,26.784,73.216,44.927,55.073,26.21,224,0.875,bicubic,-52.288,-49.531,-28 -regnetx_032,26.703,73.297,45.236,54.764,15.30,224,0.875,bicubic,-51.469,-48.852,+2 -legacy_seresnet152,26.676,73.324,43.947,56.053,66.82,224,0.875,bilinear,-51.984,-50.423,-16 -densenet121,26.664,73.336,45.900,54.100,7.98,224,0.875,bicubic,-48.914,-46.752,+53 -tf_efficientnet_el,26.623,73.377,44.648,55.352,10.59,300,0.904,bicubic,-53.817,-50.516,-93 -efficientnet_es,26.621,73.379,45.112,54.888,5.44,224,0.875,bicubic,-51.445,-48.814,0 -res2net50_26w_6s,26.595,73.405,43.990,56.010,37.05,224,0.875,bilinear,-51.975,-50.134,-18 -dla60x,26.552,73.448,45.023,54.977,17.35,224,0.875,bilinear,-51.694,-48.994,-8 -regnety_080,26.524,73.476,44.359,55.641,39.18,224,0.875,bicubic,-53.352,-50.471,-73 -tf_efficientnet_b0,26.485,73.515,45.646,54.354,5.29,224,0.875,bicubic,-50.363,-47.582,+32 -res2net50_14w_8s,26.483,73.517,44.371,55.629,25.06,224,0.875,bilinear,-51.667,-49.477,-6 -gluon_resnet50_v1b,26.436,73.564,44.035,55.965,25.56,224,0.875,bicubic,-51.144,-49.681,+11 -regnetx_040,26.243,73.757,44.438,55.562,22.12,224,0.875,bicubic,-52.239,-49.806,-21 -dpn68,26.129,73.871,44.228,55.772,12.61,224,0.875,bicubic,-50.189,-48.750,+35 -hrnet_w18,25.986,74.014,44.813,55.187,21.30,224,0.875,bilinear,-50.772,-48.631,+29 -regnety_040,25.923,74.077,43.848,56.152,20.65,224,0.875,bicubic,-53.297,-50.808,-50 -resnet34,25.888,74.112,43.982,56.018,21.80,224,0.875,bilinear,-49.222,-48.302,+49 -res2net50_26w_4s,25.866,74.134,43.155,56.845,25.70,224,0.875,bilinear,-52.098,-50.699,-6 -tresnet_m_448,25.852,74.148,42.874,57.126,31.39,448,0.875,bilinear,-55.862,-52.698,-140 -gluon_resnet50_v1c,25.784,74.216,43.031,56.969,25.58,224,0.875,bicubic,-52.228,-50.957,-12 -selecsls60,25.729,74.272,44.065,55.935,30.67,224,0.875,bicubic,-52.254,-49.763,-10 -dla60_res2net,25.652,74.348,43.599,56.401,20.85,224,0.875,bilinear,-52.812,-50.607,-28 -dla60_res2next,25.640,74.360,43.670,56.330,17.03,224,0.875,bilinear,-52.800,-50.482,-27 -mixnet_l,25.512,74.488,43.455,56.545,7.33,224,0.875,bicubic,-53.464,-50.727,-48 -tf_efficientnet_lite1,25.499,74.501,43.585,56.415,5.42,240,0.882,bicubic,-51.143,-49.641,+21 -efficientnet_b1,25.469,74.531,43.284,56.716,7.79,240,0.875,bicubic,-53.229,-50.860,-41 -tv_resnext50_32x4d,25.455,74.545,42.787,57.213,25.03,224,0.875,bilinear,-52.165,-50.909,-7 -tf_mixnet_l,25.422,74.578,42.534,57.466,7.33,224,0.875,bicubic,-53.352,-51.464,-46 -res2next50,25.389,74.611,42.508,57.492,24.67,224,0.875,bilinear,-52.857,-51.384,-28 -legacy_seresnet101,25.334,74.666,42.825,57.175,49.33,224,0.875,bilinear,-53.048,-51.439,-32 -selecsls60b,25.332,74.668,43.559,56.441,32.77,224,0.875,bicubic,-53.080,-50.614,-34 -dla102,25.316,74.684,43.827,56.173,33.27,224,0.875,bilinear,-52.716,-50.119,-25 -resnest14d,25.284,74.716,44.114,55.886,10.61,224,0.875,bilinear,-50.220,-48.404,+26 -legacy_seresnext50_32x4d,25.210,74.790,41.936,58.064,27.56,224,0.875,bilinear,-53.868,-52.500,-63 -res2net50_48w_2s,25.027,74.973,42.208,57.792,25.29,224,0.875,bilinear,-52.495,-51.346,-11 -efficientnet_b0,25.015,74.985,42.787,57.213,5.29,224,0.875,bicubic,-52.683,-50.745,-18 -gluon_resnet34_v1b,24.939,75.061,42.243,57.757,21.80,224,0.875,bicubic,-49.649,-49.747,+37 -mobilenetv2_120d,24.937,75.063,43.058,56.942,5.83,224,0.875,bicubic,-52.347,-50.434,-7 -dla60,24.933,75.067,43.296,56.704,22.04,224,0.875,bilinear,-52.099,-50.022,-1 -regnety_016,24.811,75.189,42.616,57.384,11.20,224,0.875,bicubic,-53.051,-51.104,-26 -tf_efficientnet_em,24.542,75.458,42.412,57.588,6.90,240,0.882,bicubic,-54.166,-51.902,-57 -tf_efficientnet_lite2,24.530,75.470,42.280,57.720,6.09,260,0.890,bicubic,-52.938,-51.474,-17 -skresnet18,24.483,75.517,42.536,57.464,11.96,224,0.875,bicubic,-48.555,-48.632,+38 -regnetx_016,24.473,75.527,42.514,57.486,9.19,224,0.875,bicubic,-52.477,-50.906,-5 -tf_efficientnet_lite0,24.373,75.627,42.487,57.513,4.65,224,0.875,bicubic,-50.457,-49.689,+24 -tv_resnet50,24.070,75.930,41.313,58.687,25.56,224,0.875,bilinear,-52.068,-51.551,+5 -legacy_seresnet34,24.027,75.973,41.909,58.091,21.96,224,0.875,bilinear,-50.781,-50.215,+23 -resnet18d,23.929,76.071,42.302,57.698,11.71,224,0.875,bicubic,-48.331,-48.394,+38 -efficientnet_lite0,23.909,76.091,42.088,57.912,4.65,224,0.875,bicubic,-51.575,-50.422,+11 -tv_densenet121,23.844,76.156,41.925,58.075,7.98,224,0.875,bicubic,-50.894,-50.225,+21 -tf_efficientnet_es,23.819,76.181,41.331,58.669,5.44,224,0.875,bicubic,-53.439,-52.263,-18 -mobilenetv2_140,23.712,76.288,41.477,58.523,6.11,224,0.875,bicubic,-52.804,-51.520,-4 -mixnet_m,23.710,76.290,41.141,58.859,5.01,224,0.875,bicubic,-53.550,-52.283,-21 -dla34,23.669,76.331,41.551,58.449,15.74,224,0.875,bilinear,-50.961,-50.527,+19 -legacy_seresnet50,23.651,76.349,40.091,59.909,28.09,224,0.875,bilinear,-53.978,-53.657,-36 -ese_vovnet19b_dw,23.535,76.465,41.288,58.712,6.54,224,0.875,bicubic,-53.263,-51.980,-13 -tf_mixnet_m,23.484,76.516,40.989,59.011,5.01,224,0.875,bicubic,-53.458,-52.163,-17 -tv_resnet34,23.473,76.527,41.367,58.633,21.80,224,0.875,bilinear,-49.839,-50.059,+21 -selecsls42b,23.357,76.643,40.677,59.323,32.46,224,0.875,bicubic,-53.817,-52.713,-25 -mobilenetv2_110d,23.066,76.934,40.716,59.284,4.52,224,0.875,bicubic,-51.970,-51.470,+8 -mobilenetv3_large_100,22.655,77.345,40.781,59.219,5.48,224,0.875,bicubic,-53.111,-51.761,-7 -mobilenetv3_rw,22.630,77.370,40.374,59.626,5.48,224,0.875,bicubic,-53.004,-52.334,-6 -tf_mobilenetv3_large_100,22.569,77.431,39.767,60.233,5.48,224,0.875,bilinear,-52.949,-52.839,-5 -hrnet_w18_small_v2,22.337,77.663,39.861,60.139,15.60,224,0.875,bilinear,-52.777,-52.555,+1 -regnety_008,22.119,77.881,38.900,61.100,6.26,224,0.875,bicubic,-54.197,-54.166,-15 -seresnext26tn_32x4d,21.991,78.009,38.482,61.518,16.81,224,0.875,bicubic,-55.995,-55.264,-56 -seresnext26t_32x4d,21.985,78.015,38.570,61.430,16.82,224,0.875,bicubic,-56.013,-55.138,-58 -regnety_006,21.971,78.029,38.955,61.045,6.06,224,0.875,bicubic,-53.275,-53.577,-5 -regnetx_008,21.940,78.060,38.928,61.072,7.26,224,0.875,bicubic,-53.098,-53.408,-2 -resnet26d,21.907,78.094,38.619,61.381,16.01,224,0.875,bicubic,-54.789,-54.531,-25 -semnasnet_100,21.903,78.097,38.600,61.400,3.89,224,0.875,bicubic,-53.545,-54.004,-10 -regnetx_006,21.738,78.263,38.904,61.096,6.20,224,0.875,bicubic,-52.115,-52.768,+5 -gluon_resnet18_v1b,21.549,78.451,38.869,61.131,11.69,224,0.875,bicubic,-49.287,-50.893,+16 -fbnetc_100,21.484,78.516,38.161,61.839,5.57,224,0.875,bilinear,-53.640,-54.225,-10 -mnasnet_100,21.350,78.650,37.719,62.281,4.38,224,0.875,bicubic,-53.308,-54.395,-3 -resnet26,21.295,78.705,38.018,61.982,16.00,224,0.875,bicubic,-53.997,-54.552,-14 -ssl_resnet18,21.278,78.722,39.113,60.887,11.69,224,0.875,bilinear,-51.332,-52.303,+6 -mixnet_s,21.254,78.746,38.187,61.813,4.13,224,0.875,bicubic,-54.738,-54.609,-26 -seresnext26d_32x4d,21.252,78.748,37.311,62.689,16.81,224,0.875,bicubic,-56.350,-56.297,-58 -legacy_seresnext26_32x4d,21.093,78.907,37.633,62.367,16.79,224,0.875,bicubic,-56.011,-55.683,-44 -regnetx_004,20.898,79.102,37.566,62.434,5.16,224,0.875,bicubic,-51.498,-53.264,+3 -spnasnet_100,20.863,79.137,37.896,62.104,4.42,224,0.875,bilinear,-53.221,-53.922,-7 -legacy_seresnet18,20.837,79.162,37.619,62.381,11.78,224,0.875,bicubic,-50.905,-52.715,+5 -mobilenetv2_100,20.773,79.227,37.759,62.241,3.50,224,0.875,bicubic,-52.197,-53.257,-2 -tf_mixnet_s,20.470,79.530,36.607,63.393,4.13,224,0.875,bicubic,-55.180,-56.023,-30 -regnety_004,20.415,79.585,37.002,62.998,4.34,224,0.875,bicubic,-53.619,-54.750,-10 -hrnet_w18_small,20.368,79.632,37.093,62.907,13.19,224,0.875,bilinear,-51.974,-53.585,-2 -tf_mobilenetv3_large_075,20.366,79.634,36.764,63.236,3.99,224,0.875,bilinear,-53.072,-54.586,-10 -resnet18,20.228,79.772,37.261,62.739,11.69,224,0.875,bilinear,-49.520,-51.816,+2 -tf_mobilenetv3_large_minimal_100,20.122,79.878,36.908,63.092,3.92,224,0.875,bilinear,-52.126,-53.722,-3 -regnety_002,17.450,82.550,32.431,67.569,3.16,224,0.875,bicubic,-52.802,-57.109,-1 -regnetx_002,16.962,83.038,32.225,67.775,2.68,224,0.875,bicubic,-51.800,-56.331,0 -dla60x_c,16.310,83.690,31.761,68.239,1.32,224,0.875,bilinear,-51.582,-56.665,+1 -tf_mobilenetv3_small_100,16.226,83.775,31.223,68.777,2.54,224,0.875,bilinear,-51.697,-56.441,-1 -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,58.832,41.168,81.078,18.922,828.41,224,0.875,bilinear,-27.616,-16.802,+3 +ig_resnext101_32x32d,58.411,41.589,80.424,19.576,468.53,224,0.875,bilinear,-26.739,-17.046,+8 +ig_resnext101_32x16d,57.675,42.325,79.895,20.105,194.03,224,0.875,bilinear,-26.528,-17.322,+19 +swsl_resnext101_32x16d,57.449,42.551,80.391,19.609,194.03,224,0.875,bilinear,-25.895,-16.449,+27 +swsl_resnext101_32x8d,56.438,43.562,78.950,21.050,88.79,224,0.875,bilinear,-27.944,-18.416,+14 +ig_resnext101_32x8d,54.927,45.073,77.524,22.476,88.79,224,0.875,bilinear,-27.769,-19.120,+35 +swsl_resnext101_32x4d,53.583,46.417,76.372,23.628,44.18,224,0.875,bilinear,-29.639,-20.396,+27 +tf_efficientnet_l2_ns_475,51.434,48.566,73.841,26.159,480.31,475,0.936,bicubic,-32.306,-22.929,-8 +swsl_resnext50_32x4d,50.412,49.588,73.362,26.638,25.03,224,0.875,bilinear,-31.760,-22.870,+40 +swsl_resnet50,49.525,50.475,72.354,27.646,25.56,224,0.875,bilinear,-31.611,-23.620,+58 +tf_efficientnet_b6_ns,47.729,52.271,69.927,30.073,43.04,528,0.942,bicubic,-40.511,-28.623,-9 +tf_efficientnet_b7_ns,47.718,52.282,69.604,30.396,66.35,600,0.949,bicubic,-40.632,-29.052,-11 +tf_efficientnet_l2_ns,47.478,52.522,69.919,30.081,480.31,800,0.960,bicubic,-36.886,-27.121,-14 +tf_efficientnet_b8_ap,45.766,54.234,67.915,32.086,87.41,672,0.954,bicubic,-40.312,-29.838,-9 +tf_efficientnet_b5_ns,45.603,54.397,67.826,32.174,30.39,456,0.934,bicubic,-41.225,-30.258,-12 +vit_base_resnet50_384,43.512,56.488,66.808,33.192,98.95,384,1.000,bicubic,-41.608,-30.442,-5 +tf_efficientnet_b4_ns,43.444,56.556,65.474,34.526,19.34,380,0.922,bicubic,-41.906,-31.916,-9 +vit_large_patch16_384,43.308,56.692,66.453,33.547,304.72,384,1.000,bicubic,-42.066,-30.845,-11 +tf_efficientnet_b8,42.492,57.508,64.867,35.133,87.41,672,0.954,bicubic,-42.931,-32.711,-13 +tf_efficientnet_b7_ap,41.451,58.549,62.898,37.102,66.35,600,0.949,bicubic,-43.715,-34.464,-11 +tf_efficientnet_b7,41.447,58.553,63.051,36.949,66.35,600,0.949,bicubic,-43.539,-34.245,-8 +tf_efficientnet_b5_ap,41.408,58.592,62.098,37.902,30.39,456,0.934,bicubic,-42.862,-35.072,-2 +resnetv2_152x4_bitm,41.235,58.765,64.281,35.719,936.53,480,1.000,bilinear,-43.855,-33.159,-11 +tf_efficientnet_b6_ap,41.113,58.887,62.381,37.619,43.04,528,0.942,bicubic,-43.835,-35.069,-10 +vit_large_patch16_224,40.730,59.270,63.584,36.416,304.33,224,0.900,bicubic,-42.330,-32.861,+11 +tf_efficientnet_b4_ap,40.480,59.520,61.736,38.264,19.34,380,0.922,bicubic,-42.776,-34.658,+6 +tf_efficientnet_b3_ns,39.511,60.489,61.453,38.547,12.23,300,0.904,bicubic,-44.602,-35.435,-3 +resnet200d,38.666,61.334,59.144,40.856,64.69,256,0.940,bicubic,-44.576,-37.344,+5 +resnet152d,38.484,61.516,59.209,40.791,60.21,256,0.940,bicubic,-44.650,-37.141,+6 +tf_efficientnet_b5,38.362,61.638,59.919,40.081,30.39,456,0.934,bicubic,-45.490,-36.971,-3 +vit_base_patch16_384,38.128,61.872,60.435,39.565,86.86,384,1.000,bicubic,-46.126,-36.538,-10 +seresnet152d,38.044,61.956,58.315,41.685,66.84,256,0.940,bicubic,-45.708,-38.805,+30 +resnet152d_320,37.880,62.120,58.368,41.632,60.21,320,1.000,bicubic,-45.785,-38.366,-2 +resnet200d_320,37.509,62.491,58.307,41.693,64.69,320,1.000,bicubic,-46.535,-38.603,-8 +resnest269e,37.299,62.701,57.460,42.540,110.93,416,0.928,bicubic,-47.635,-39.744,-19 +tf_efficientnet_b3_ap,37.061,62.939,57.248,42.752,12.23,300,0.904,bicubic,-44.761,-38.372,+19 +resnetv2_152x2_bitm,36.835,63.165,59.917,40.083,236.34,480,1.000,bilinear,-47.951,-37.221,-20 +seresnet152d_320,36.809,63.191,56.729,43.271,66.84,320,1.000,bicubic,-47.594,-40.705,+18 +efficientnet_b3a,36.426,63.574,56.843,43.157,12.23,320,1.000,bicubic,-45.828,-39.271,+9 +tf_efficientnet_b2_ns,36.139,63.861,57.515,42.485,9.11,260,0.890,bicubic,-46.253,-38.723,+5 +efficientnet_b3,36.045,63.955,56.391,43.609,12.23,300,0.904,bicubic,-46.037,-39.635,+11 +ecaresnet101d,36.008,63.992,56.199,43.801,44.57,224,0.875,bicubic,-46.168,-39.857,+8 +resnest200e,35.941,64.059,55.877,44.123,70.20,320,0.909,bicubic,-48.027,-40.941,-15 +swsl_resnet18,35.852,64.147,58.462,41.538,11.69,224,0.875,bilinear,-37.428,-33.295,+211 +resnet101d,35.829,64.171,55.385,44.615,44.57,256,0.940,bicubic,-46.481,-40.679,+1 +vit_base_patch16_224,35.784,64.216,57.388,42.612,86.57,224,0.900,bicubic,-46.000,-38.738,+11 +resnest101e,35.397,64.603,55.800,44.200,48.28,256,0.875,bilinear,-47.481,-40.514,-5 +resnetv2_101x3_bitm,35.292,64.707,57.885,42.115,387.93,480,1.000,bilinear,-49.234,-39.101,-29 +resnet101d_320,34.864,65.136,54.218,45.782,44.57,320,1.000,bicubic,-48.160,-42.238,-8 +ssl_resnext101_32x16d,34.609,65.391,55.951,44.049,194.03,224,0.875,bilinear,-47.229,-40.141,+5 +regnety_032,34.402,65.598,54.281,45.719,19.44,224,0.875,bicubic,-47.606,-41.631,+3 +resnest50d_4s2x40d,34.361,65.639,54.733,45.267,30.42,224,0.875,bicubic,-46.753,-40.821,+19 +tf_efficientnet_b1_ns,34.108,65.892,55.462,44.538,7.79,240,0.882,bicubic,-47.278,-40.278,+13 +tf_efficientnet_b4,34.066,65.934,54.200,45.800,19.34,380,0.922,bicubic,-48.960,-42.098,-14 +ssl_resnext101_32x8d,34.047,65.953,55.596,44.404,88.79,224,0.875,bilinear,-47.559,-40.448,+7 +tf_efficientnet_b6,34.037,65.963,54.558,45.442,43.04,528,0.942,bicubic,-50.127,-42.636,-31 +efficientnet_b3_pruned,34.017,65.983,54.124,45.876,9.86,300,0.904,bicubic,-46.841,-41.116,+21 +tresnet_xl,33.274,66.726,52.312,47.688,78.44,224,0.875,bilinear,-48.780,-43.620,-5 +resnest50d_1s4x24d,33.151,66.849,52.852,47.148,25.68,224,0.875,bicubic,-47.853,-42.474,+14 +rexnet_200,32.986,67.014,52.947,47.053,16.37,224,0.875,bicubic,-48.641,-42.725,+1 +resnest50d,32.980,67.020,52.717,47.283,27.48,224,0.875,bilinear,-47.978,-42.661,+13 +tf_efficientnet_b3,32.842,67.158,52.956,47.044,12.23,300,0.904,bicubic,-48.804,-42.766,-2 +nasnetalarge,32.775,67.225,50.150,49.850,88.75,331,0.911,bicubic,-49.851,-45.900,-19 +gluon_resnet152_v1d,32.748,67.252,51.080,48.920,60.21,224,0.875,bicubic,-47.730,-44.120,+22 +tf_efficientnet_b2_ap,32.669,67.331,52.247,47.753,9.11,260,0.890,bicubic,-47.633,-42.785,+31 +tresnet_l,32.557,67.443,51.145,48.855,55.99,224,0.875,bilinear,-48.929,-44.475,-2 +wide_resnet50_2,32.484,67.516,51.463,48.537,68.88,224,0.875,bicubic,-48.968,-44.059,-2 +vit_base_patch32_384,32.471,67.529,52.457,47.543,88.30,384,1.000,bicubic,-49.185,-43.673,-9 +resnetv2_50x3_bitm,32.469,67.531,54.293,45.707,217.32,480,1.000,bilinear,-51.339,-42.453,-39 +gluon_resnet152_v1s,32.333,67.667,50.528,49.472,60.32,224,0.875,bicubic,-48.685,-44.892,+2 +gluon_seresnext101_64x4d,32.219,67.781,50.343,49.657,88.23,224,0.875,bicubic,-48.665,-44.971,+5 +gluon_seresnext101_32x4d,32.115,67.885,51.231,48.769,48.96,224,0.875,bicubic,-48.757,-44.061,+5 +seresnext50_32x4d,32.019,67.981,51.253,48.747,27.56,224,0.875,bicubic,-49.255,-44.365,-5 +cspresnext50,31.816,68.184,51.602,48.398,20.57,224,0.875,bilinear,-48.230,-43.342,+33 +resnet50,31.571,68.429,50.178,49.822,25.56,224,0.875,bicubic,-47.465,-44.214,+75 +ssl_resnext101_32x4d,31.463,68.537,52.139,47.861,44.18,224,0.875,bilinear,-49.451,-43.595,-1 +rexnet_150,31.372,68.628,51.296,48.704,9.73,224,0.875,bicubic,-48.938,-43.866,+17 +cspresnet50,31.264,68.736,51.231,48.769,21.62,256,0.887,bilinear,-48.310,-43.477,+47 +gluon_resnet101_v1s,31.152,68.848,49.828,50.172,44.67,224,0.875,bicubic,-49.134,-45.332,+18 +ecaresnetlight,31.138,68.862,50.256,49.744,30.16,224,0.875,bicubic,-49.320,-44.994,+8 +tf_efficientnet_cc_b0_8e,31.085,68.915,50.771,49.229,24.01,224,0.875,bicubic,-46.823,-42.881,+107 +ecaresnet50d,31.079,68.921,50.854,49.146,25.58,224,0.875,bicubic,-49.535,-44.454,+1 +resnet50d,31.036,68.964,49.846,50.154,25.58,224,0.875,bicubic,-49.512,-45.312,+2 +cspdarknet53,31.017,68.984,50.406,49.594,27.64,256,0.887,bilinear,-49.032,-44.686,+22 +gluon_resnet152_v1c,31.011,68.989,48.940,51.060,60.21,224,0.875,bicubic,-48.903,-45.908,+25 +tresnet_m,30.999,69.001,48.692,51.308,31.39,224,0.875,bilinear,-49.805,-46.166,-6 +gluon_resnext101_64x4d,30.997,69.003,48.555,51.445,83.46,224,0.875,bicubic,-49.633,-46.443,-5 +ecaresnet101d_pruned,30.901,69.099,50.013,49.987,24.88,224,0.875,bicubic,-49.915,-45.625,-9 +gluon_resnext101_32x4d,30.887,69.113,48.559,51.441,44.18,224,0.875,bicubic,-49.447,-46.349,+4 +tf_efficientnet_cc_b1_8e,30.887,69.113,50.080,49.920,39.72,240,0.882,bicubic,-48.439,-44.292,+42 +tf_efficientnet_lite4,30.849,69.150,50.404,49.596,13.01,380,0.920,bilinear,-50.687,-45.256,-28 +ese_vovnet39b,30.690,69.310,49.871,50.129,24.57,224,0.875,bicubic,-48.622,-44.851,+42 +dpn107,30.673,69.327,48.834,51.166,86.92,224,0.875,bicubic,-49.483,-46.076,+10 +tresnet_xl_448,30.622,69.379,49.077,50.923,78.44,448,0.875,bilinear,-52.434,-47.109,-55 +gluon_resnet152_v1b,30.616,69.384,48.519,51.481,60.19,224,0.875,bicubic,-49.076,-46.215,+26 +ssl_resnext50_32x4d,30.606,69.394,50.691,49.309,25.03,224,0.875,bilinear,-49.696,-44.721,-1 +gluon_resnet101_v1d,30.535,69.465,47.977,52.023,44.57,224,0.875,bicubic,-49.867,-47.043,-7 +dpn68b,30.517,69.483,49.130,50.870,12.61,224,0.875,bicubic,-48.695,-45.292,+44 +resnest26d,30.502,69.498,50.677,49.323,17.07,224,0.875,bilinear,-47.978,-43.623,+69 +efficientnet_b2a,30.441,69.559,49.700,50.300,9.11,288,1.000,bicubic,-50.173,-45.618,-16 +tf_efficientnet_b1_ap,30.417,69.583,49.549,50.451,7.79,240,0.882,bicubic,-48.859,-44.753,+37 +dpn98,30.064,69.936,48.252,51.748,61.57,224,0.875,bicubic,-49.587,-46.354,+21 +seresnet50,30.061,69.939,49.329,50.671,28.09,224,0.875,bicubic,-50.197,-45.737,-4 +dpn131,30.026,69.974,48.158,51.842,79.25,224,0.875,bicubic,-49.800,-46.554,+11 +tf_efficientnet_b2,30.020,69.980,49.592,50.408,9.11,260,0.890,bicubic,-50.052,-45.312,0 +legacy_senet154,29.991,70.009,48.046,51.954,115.09,224,0.875,bilinear,-51.335,-47.462,-39 +dpn92,29.975,70.025,49.178,50.822,37.67,224,0.875,bicubic,-50.015,-45.666,+1 +xception,29.895,70.106,48.732,51.268,22.86,299,0.897,bicubic,-49.152,-45.664,+41 +gluon_senet154,29.890,70.109,47.885,52.115,115.09,224,0.875,bicubic,-51.338,-47.467,-40 +adv_inception_v3,29.814,70.186,47.871,52.129,23.83,299,0.875,bicubic,-47.768,-45.869,+87 +gluon_xception65,29.796,70.204,47.776,52.224,39.92,299,0.903,bicubic,-49.906,-47.091,+9 +resnetblur50,29.617,70.383,48.268,51.732,25.56,224,0.875,bicubic,-49.669,-46.372,+25 +efficientnet_b2,29.602,70.398,48.791,51.209,9.11,260,0.875,bicubic,-50.776,-46.287,-22 +efficientnet_em,29.492,70.508,48.948,51.052,6.90,240,0.882,bicubic,-49.772,-45.842,+25 +resnext101_32x8d,29.433,70.567,48.502,51.498,88.79,224,0.875,bilinear,-49.871,-46.024,+21 +ssl_resnet50,29.423,70.577,49.761,50.239,25.56,224,0.875,bilinear,-49.813,-45.069,+24 +resnext50_32x4d,29.346,70.654,47.397,52.603,25.03,224,0.875,bicubic,-50.444,-47.209,0 +resnet34d,29.321,70.679,48.425,51.575,21.82,224,0.875,bicubic,-47.793,-44.957,+92 +ecaresnet50d_pruned,29.218,70.781,48.458,51.542,19.94,224,0.875,bicubic,-50.494,-46.418,0 +tresnet_l_448,29.175,70.825,47.256,52.744,55.99,448,0.875,bilinear,-53.085,-48.722,-73 +gluon_inception_v3,29.134,70.866,46.963,53.037,23.83,299,0.875,bicubic,-49.666,-47.417,+35 +xception71,29.055,70.945,47.441,52.559,42.34,299,0.903,bicubic,-50.829,-47.492,-10 +hrnet_w64,28.996,71.004,47.142,52.858,128.06,224,0.875,bilinear,-50.466,-47.512,+6 +tf_efficientnet_b0_ns,28.904,71.096,48.991,51.009,5.29,224,0.875,bicubic,-49.756,-45.381,+39 +gluon_resnet101_v1b,28.900,71.100,46.405,53.595,44.55,224,0.875,bicubic,-50.404,-48.125,+10 +xception65,28.900,71.100,47.173,52.827,39.92,299,0.903,bicubic,-50.650,-47.485,0 +resnetv2_101x1_bitm,28.886,71.114,49.525,50.475,44.54,480,1.000,bilinear,-53.328,-46.947,-78 +tf_efficientnet_b1,28.873,71.127,47.515,52.485,7.79,240,0.882,bicubic,-49.971,-46.681,+27 +skresnext50_32x4d,28.851,71.149,46.507,53.493,27.48,224,0.875,bicubic,-51.295,-48.133,-25 +tf_efficientnet_lite3,28.664,71.336,47.374,52.626,8.20,300,0.904,bilinear,-51.162,-47.534,-14 +gluon_seresnext50_32x4d,28.653,71.347,46.470,53.530,27.56,224,0.875,bicubic,-51.271,-48.352,-22 +skresnet34,28.651,71.349,47.967,52.033,22.28,224,0.875,bicubic,-48.279,-45.355,+84 +hrnet_w40,28.633,71.367,47.452,52.548,57.56,224,0.875,bilinear,-50.299,-47.026,+19 +tv_resnet152,28.535,71.465,47.126,52.874,60.19,224,0.875,bilinear,-49.785,-46.926,+40 +hrnet_w48,28.421,71.579,47.586,52.414,77.47,224,0.875,bilinear,-50.895,-46.928,-2 +gluon_resnext50_32x4d,28.389,71.611,45.359,54.641,25.03,224,0.875,bicubic,-50.965,-49.064,-5 +efficientnet_b2_pruned,28.364,71.636,47.059,52.941,8.31,260,0.890,bicubic,-51.542,-47.797,-26 +tf_efficientnet_b0_ap,28.356,71.644,47.535,52.465,5.29,224,0.875,bicubic,-48.746,-45.729,+74 +tf_efficientnet_cc_b0_4e,28.346,71.654,47.372,52.628,13.31,224,0.875,bicubic,-48.974,-45.950,+65 +dla169,28.340,71.660,47.397,52.603,53.39,224,0.875,bilinear,-50.354,-46.933,+21 +dla102x2,28.326,71.674,46.780,53.220,41.28,224,0.875,bilinear,-51.116,-47.866,-11 +mixnet_xl,28.285,71.715,46.706,53.294,11.90,224,0.875,bicubic,-52.189,-48.228,-55 +gluon_resnet50_v1d,28.238,71.762,45.923,54.077,25.58,224,0.875,bicubic,-50.826,-48.547,+5 +gluon_resnet101_v1c,28.122,71.878,45.998,54.002,44.57,224,0.875,bicubic,-51.410,-48.590,-17 +wide_resnet101_2,28.104,71.896,46.425,53.575,126.89,224,0.875,bilinear,-50.750,-47.857,+9 +densenet161,28.098,71.902,46.653,53.347,28.68,224,0.875,bicubic,-49.262,-46.981,+57 +regnetx_320,28.095,71.906,45.130,54.870,107.81,224,0.875,bicubic,-52.159,-49.900,-47 +regnety_320,28.069,71.931,45.452,54.548,145.05,224,0.875,bicubic,-52.729,-49.794,-67 +xception41,27.894,72.106,45.896,54.104,26.97,299,0.903,bicubic,-50.642,-48.388,+16 +regnetx_160,27.829,72.171,45.627,54.373,54.28,224,0.875,bicubic,-52.009,-49.197,-36 +tf_inception_v3,27.808,72.192,45.725,54.275,23.83,299,0.875,bicubic,-50.058,-47.921,+39 +res2net101_26w_4s,27.786,72.214,45.194,54.806,45.21,224,0.875,bilinear,-51.408,-49.240,-8 +hrnet_w44,27.639,72.361,45.837,54.163,67.06,224,0.875,bilinear,-51.251,-48.537,0 +regnety_160,27.605,72.395,45.542,54.458,83.59,224,0.875,bicubic,-52.671,-49.426,-56 +inception_v3,27.582,72.418,45.263,54.737,23.83,299,0.875,bicubic,-49.882,-48.213,+46 +regnetx_080,27.399,72.601,44.998,55.002,39.57,224,0.875,bicubic,-51.813,-49.556,-13 +hrnet_w32,27.387,72.613,46.026,53.974,41.23,224,0.875,bilinear,-51.059,-48.164,+13 +hrnet_w30,27.379,72.621,46.560,53.440,37.71,224,0.875,bilinear,-50.827,-47.664,+20 +gluon_resnet50_v1s,27.334,72.666,45.257,54.743,25.68,224,0.875,bicubic,-51.366,-48.989,+1 +densenet201,27.277,72.723,46.212,53.788,20.01,224,0.875,bicubic,-50.013,-47.268,+45 +densenetblur121d,27.247,72.752,46.322,53.678,8.00,224,0.875,bicubic,-49.338,-46.874,+61 +regnety_064,27.218,72.782,44.845,55.155,30.58,224,0.875,bicubic,-52.514,-49.919,-44 +efficientnet_b1_pruned,27.175,72.825,45.890,54.110,6.33,240,0.882,bicubic,-51.073,-47.946,+13 +rexnet_130,27.110,72.890,45.951,54.049,7.56,224,0.875,bicubic,-52.384,-48.723,-36 +res2net50_26w_8s,27.096,72.904,44.432,55.568,48.40,224,0.875,bilinear,-52.096,-49.936,-20 +vit_small_patch16_224,27.088,72.912,45.723,54.277,48.75,224,0.900,bicubic,-50.766,-47.701,+26 +dla102x,27.057,72.943,45.507,54.493,26.31,224,0.875,bilinear,-51.453,-48.723,-1 +tv_resnet101,26.976,73.024,45.245,54.755,44.55,224,0.875,bilinear,-50.390,-48.310,+34 +resnext50d_32x4d,26.874,73.126,44.444,55.556,25.05,224,0.875,bicubic,-52.794,-50.422,-47 +regnetx_120,26.870,73.130,44.674,55.326,46.11,224,0.875,bicubic,-52.740,-50.058,-46 +rexnet_100,26.860,73.140,45.381,54.619,4.80,224,0.875,bicubic,-51.002,-48.497,+20 +densenet169,26.847,73.153,45.409,54.591,14.15,224,0.875,bicubic,-49.051,-47.613,+56 +regnety_120,26.811,73.189,44.505,55.495,51.82,224,0.875,bicubic,-53.567,-50.617,-81 +legacy_seresnext101_32x4d,26.805,73.195,43.497,56.503,48.96,224,0.875,bilinear,-53.423,-51.523,-73 +regnetx_064,26.799,73.201,44.947,55.053,26.21,224,0.875,bicubic,-52.264,-49.513,-28 +regnetx_032,26.715,73.285,45.259,54.741,15.30,224,0.875,bicubic,-51.433,-48.829,+3 +legacy_seresnet152,26.678,73.322,43.943,56.057,66.82,224,0.875,bilinear,-51.988,-50.433,-15 +densenet121,26.666,73.334,45.902,54.098,7.98,224,0.875,bicubic,-48.898,-46.746,+54 +tf_efficientnet_el,26.633,73.368,44.654,55.346,10.59,300,0.904,bicubic,-53.816,-50.516,-90 +efficientnet_es,26.631,73.370,45.116,54.884,5.44,224,0.875,bicubic,-51.458,-48.816,+1 +res2net50_26w_6s,26.595,73.405,44.000,56.000,37.05,224,0.875,bilinear,-51.971,-50.120,-17 +dla60x,26.562,73.438,45.049,54.951,17.35,224,0.875,bilinear,-51.688,-48.975,-7 +regnety_080,26.552,73.448,44.377,55.623,39.18,224,0.875,bicubic,-53.318,-50.453,-70 +tf_efficientnet_b0,26.483,73.517,45.656,54.344,5.29,224,0.875,bicubic,-50.365,-47.576,+33 +res2net50_14w_8s,26.481,73.519,44.377,55.623,25.06,224,0.875,bilinear,-51.657,-49.479,-5 +gluon_resnet50_v1b,26.426,73.574,44.047,55.953,25.56,224,0.875,bicubic,-51.152,-49.671,+12 +regnetx_040,26.247,73.753,44.462,55.538,22.12,224,0.875,bicubic,-52.237,-49.791,-20 +dpn68,26.120,73.880,44.239,55.761,12.61,224,0.875,bicubic,-50.192,-48.729,+37 +hrnet_w18,25.992,74.008,44.811,55.189,21.30,224,0.875,bilinear,-50.772,-48.631,+30 +regnety_040,25.929,74.071,43.858,56.142,20.65,224,0.875,bicubic,-53.303,-50.786,-49 +resnet34,25.892,74.108,43.988,56.012,21.80,224,0.875,bilinear,-49.214,-48.288,+50 +res2net50_26w_4s,25.884,74.116,43.180,56.820,25.70,224,0.875,bilinear,-52.108,-50.672,-8 +tresnet_m_448,25.852,74.148,42.883,57.117,31.39,448,0.875,bilinear,-55.866,-52.683,-135 +gluon_resnet50_v1c,25.788,74.213,43.035,56.965,25.58,224,0.875,bicubic,-52.220,-50.953,-11 +selecsls60,25.727,74.273,44.070,55.930,30.67,224,0.875,bicubic,-52.263,-49.758,-10 +dla60_res2net,25.681,74.319,43.605,56.395,20.85,224,0.875,bilinear,-52.779,-50.601,-27 +dla60_res2next,25.634,74.366,43.679,56.321,17.03,224,0.875,bilinear,-52.810,-50.479,-26 +tf_efficientnet_lite1,25.524,74.476,43.601,56.399,5.42,240,0.882,bicubic,-51.142,-49.637,+23 +mixnet_l,25.520,74.480,43.481,56.519,7.33,224,0.875,bicubic,-53.460,-50.701,-48 +tv_resnext50_32x4d,25.477,74.523,42.821,57.179,25.03,224,0.875,bilinear,-52.137,-50.863,-5 +efficientnet_b1,25.473,74.527,43.296,56.704,7.79,240,0.875,bicubic,-53.233,-50.858,-42 +tf_mixnet_l,25.438,74.562,42.530,57.470,7.33,224,0.875,bicubic,-53.338,-51.472,-45 +res2next50,25.406,74.594,42.520,57.480,24.67,224,0.875,bilinear,-52.830,-51.386,-26 +legacy_seresnet101,25.332,74.668,42.823,57.177,49.33,224,0.875,bilinear,-53.048,-51.439,-31 +dla102,25.326,74.674,43.811,56.189,33.27,224,0.875,bilinear,-52.704,-50.141,-23 +selecsls60b,25.316,74.684,43.575,56.425,32.77,224,0.875,bicubic,-53.094,-50.603,-34 +resnest14d,25.312,74.688,44.106,55.894,10.61,224,0.875,bilinear,-50.202,-48.412,+26 +legacy_seresnext50_32x4d,25.227,74.772,41.962,58.038,27.56,224,0.875,bilinear,-53.857,-52.472,-62 +res2net50_48w_2s,25.019,74.981,42.219,57.781,25.29,224,0.875,bilinear,-52.515,-51.341,-10 +efficientnet_b0,25.017,74.983,42.797,57.203,5.29,224,0.875,bicubic,-52.689,-50.725,-17 +gluon_resnet34_v1b,24.931,75.069,42.253,57.747,21.80,224,0.875,bicubic,-49.657,-49.743,+37 +dla60,24.931,75.069,43.310,56.690,22.04,224,0.875,bilinear,-52.105,-50.014,+2 +mobilenetv2_120d,24.927,75.073,43.054,56.946,5.83,224,0.875,bicubic,-52.351,-50.456,-6 +regnety_016,24.801,75.199,42.620,57.380,11.20,224,0.875,bicubic,-53.067,-51.106,-25 +tf_efficientnet_em,24.549,75.451,42.418,57.582,6.90,240,0.882,bicubic,-54.163,-51.910,-57 +tf_efficientnet_lite2,24.532,75.468,42.247,57.753,6.09,260,0.890,bicubic,-52.950,-51.501,-16 +regnetx_016,24.498,75.502,42.520,57.480,9.19,224,0.875,bicubic,-52.448,-50.906,-2 +skresnet18,24.483,75.517,42.544,57.456,11.96,224,0.875,bicubic,-48.543,-48.628,+38 +tf_efficientnet_lite0,24.396,75.604,42.485,57.515,4.65,224,0.875,bicubic,-50.436,-49.689,+25 +resnetv2_50x1_bitm,24.227,75.773,43.477,56.523,25.55,480,1.000,bilinear,-55.965,-52.153,-118 +tv_resnet50,24.078,75.922,41.329,58.671,25.56,224,0.875,bilinear,-52.080,-51.549,+5 +legacy_seresnet34,24.033,75.967,41.905,58.095,21.96,224,0.875,bilinear,-50.757,-50.221,+23 +resnet18d,23.927,76.073,42.302,57.698,11.71,224,0.875,bicubic,-48.347,-48.386,+38 +efficientnet_lite0,23.919,76.081,42.105,57.895,4.65,224,0.875,bicubic,-51.583,-50.409,+11 +tf_efficientnet_es,23.830,76.170,41.325,58.675,5.44,224,0.875,bicubic,-53.454,-52.279,-19 +tv_densenet121,23.824,76.176,41.925,58.075,7.98,224,0.875,bicubic,-50.918,-50.229,+20 +mobilenetv2_140,23.701,76.299,41.492,58.508,6.11,224,0.875,bicubic,-52.811,-51.506,-5 +dla34,23.701,76.299,41.547,58.453,15.74,224,0.875,bilinear,-50.923,-50.515,+21 +mixnet_m,23.697,76.303,41.160,58.840,5.01,224,0.875,bicubic,-53.577,-52.262,-21 +legacy_seresnet50,23.648,76.353,40.103,59.897,28.09,224,0.875,bilinear,-53.989,-53.641,-36 +ese_vovnet19b_dw,23.543,76.457,41.282,58.718,6.54,224,0.875,bicubic,-53.275,-51.996,-13 +tf_mixnet_m,23.504,76.496,40.993,59.007,5.01,224,0.875,bicubic,-53.452,-52.171,-18 +tv_resnet34,23.496,76.504,41.406,58.594,21.80,224,0.875,bilinear,-49.808,-50.018,+21 +selecsls42b,23.394,76.606,40.665,59.335,32.46,224,0.875,bicubic,-53.790,-52.723,-25 +mobilenetv2_110d,23.072,76.928,40.738,59.262,4.52,224,0.875,bicubic,-51.976,-51.452,+8 +mobilenetv3_large_100,22.653,77.347,40.787,59.213,5.48,224,0.875,bicubic,-53.121,-51.751,-7 +mobilenetv3_rw,22.632,77.368,40.408,59.592,5.48,224,0.875,bicubic,-52.988,-52.304,-6 +tf_mobilenetv3_large_100,22.567,77.433,39.751,60.249,5.48,224,0.875,bilinear,-52.943,-52.859,-4 +hrnet_w18_small_v2,22.355,77.645,39.897,60.103,15.60,224,0.875,bilinear,-52.754,-52.515,+1 +regnety_008,22.117,77.883,38.926,61.074,6.26,224,0.875,bicubic,-54.203,-54.142,-16 +seresnext26t_32x4d,22.017,77.984,38.588,61.412,16.82,224,0.875,bicubic,-55.971,-55.144,-55 +seresnext26tn_32x4d,22.007,77.993,38.505,61.495,16.81,224,0.875,bicubic,-55.979,-55.239,-55 +regnety_006,21.975,78.025,38.961,61.039,6.06,224,0.875,bicubic,-53.293,-53.569,-5 +regnetx_008,21.960,78.040,38.934,61.066,7.26,224,0.875,bicubic,-53.092,-53.408,-2 +resnet26d,21.932,78.068,38.641,61.359,16.01,224,0.875,bicubic,-54.756,-54.505,-25 +semnasnet_100,21.907,78.094,38.604,61.396,3.89,224,0.875,bicubic,-53.545,-54.006,-10 +regnetx_006,21.738,78.263,38.928,61.072,6.20,224,0.875,bicubic,-52.106,-52.750,+5 +gluon_resnet18_v1b,21.549,78.451,38.881,61.119,11.69,224,0.875,bicubic,-49.289,-50.877,+16 +fbnetc_100,21.504,78.496,38.150,61.850,5.57,224,0.875,bilinear,-53.612,-54.224,-10 +mnasnet_100,21.360,78.640,37.723,62.277,4.38,224,0.875,bicubic,-53.310,-54.379,-3 +resnet26,21.295,78.705,38.036,61.964,16.00,224,0.875,bicubic,-53.995,-54.530,-14 +ssl_resnet18,21.293,78.707,39.138,60.862,11.69,224,0.875,bilinear,-51.323,-52.278,+6 +seresnext26d_32x4d,21.290,78.710,37.326,62.674,16.81,224,0.875,bicubic,-56.296,-56.282,-57 +mixnet_s,21.272,78.728,38.207,61.793,4.13,224,0.875,bicubic,-54.722,-54.583,-27 +legacy_seresnext26_32x4d,21.075,78.925,37.633,62.367,16.79,224,0.875,bicubic,-56.031,-55.675,-44 +regnetx_004,20.908,79.092,37.566,62.434,5.16,224,0.875,bicubic,-51.486,-53.252,+3 +spnasnet_100,20.851,79.149,37.910,62.090,4.42,224,0.875,bilinear,-53.229,-53.910,-7 +legacy_seresnet18,20.800,79.200,37.621,62.379,11.78,224,0.875,bicubic,-50.936,-52.721,+5 +mobilenetv2_100,20.777,79.223,37.788,62.212,3.50,224,0.875,bicubic,-52.173,-53.214,-2 +tf_mixnet_s,20.470,79.530,36.641,63.359,4.13,224,0.875,bicubic,-55.212,-55.997,-30 +regnety_004,20.429,79.571,37.032,62.968,4.34,224,0.875,bicubic,-53.589,-54.732,-10 +hrnet_w18_small,20.370,79.630,37.093,62.907,13.19,224,0.875,bilinear,-51.966,-53.591,-2 +tf_mobilenetv3_large_075,20.362,79.638,36.768,63.232,3.99,224,0.875,bilinear,-53.086,-54.574,-10 +resnet18,20.234,79.766,37.265,62.735,11.69,224,0.875,bilinear,-49.508,-51.821,+2 +tf_mobilenetv3_large_minimal_100,20.122,79.878,36.902,63.098,3.92,224,0.875,bilinear,-52.122,-53.734,-3 +regnety_002,17.448,82.552,32.437,67.563,3.16,224,0.875,bicubic,-52.830,-57.109,-1 +regnetx_002,16.964,83.036,32.233,67.767,2.68,224,0.875,bicubic,-51.790,-56.327,0 +dla60x_c,16.322,83.678,31.775,68.225,1.32,224,0.875,bilinear,-51.590,-56.643,+1 +tf_mobilenetv3_small_100,16.224,83.776,31.237,68.763,2.54,224,0.875,bilinear,-51.698,-56.439,-1 +tf_mobilenetv3_small_075,14.940,85.060,29.594,70.406,2.04,224,0.875,bilinear,-50.784,-56.540,+1 +dla46_c,14.675,85.325,29.372,70.628,1.30,224,0.875,bilinear,-50.195,-56.922,+1 +dla46x_c,14.384,85.616,29.193,70.807,1.07,224,0.875,bilinear,-51.592,-57.795,-2 +tf_mobilenetv3_small_minimal_100,13.985,86.015,27.992,72.008,2.04,224,0.875,bilinear,-48.925,-56.252,0 +inception_v4,1.401,98.599,9.012,90.988,42.68,299,0.875,bicubic,+0.393,-7.842,0 +inception_resnet_v2,1.358,98.642,9.460,90.540,55.85,299,0.897,bicubic,+0.408,-7.834,+2 +ens_adv_inception_resnet_v2,1.342,98.658,9.768,90.232,55.85,299,0.897,bicubic,+0.344,-7.556,-1 +pnasnet5large,1.340,98.660,10.216,89.784,86.06,331,0.911,bicubic,+0.356,-8.360,-1 From c96e9f99a02ae51c467c94db32b71c8c7f4bb407 Mon Sep 17 00:00:00 2001 From: Ross Wightman Date: Sun, 3 Jan 2021 12:43:44 -0800 Subject: [PATCH 5/9] Update version to 0.3.3 --- timm/version.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/timm/version.py b/timm/version.py index 73e3bb4f..80eb7f98 100644 --- a/timm/version.py +++ b/timm/version.py @@ -1 +1 @@ -__version__ = '0.3.2' +__version__ = '0.3.3' From 1d01c2b68c90619b173d4675d9a283be2bd44a33 Mon Sep 17 00:00:00 2001 From: Ross Wightman Date: Sun, 3 Jan 2021 12:49:31 -0800 Subject: [PATCH 6/9] Update README.md --- README.md | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/README.md b/README.md index dbb567c6..ef5d649f 100644 --- a/README.md +++ b/README.md @@ -2,6 +2,12 @@ ## What's New +### Jan 3, 2021 +* Add SE-ResNet-152D weights + * 256x256 val, 0.94 crop top-1 - 83.75 + * 320x320 val, 1.0 crop - 84.36 +* Update [results files](results/) + ### Dec 18, 2020 * Add ResNet-101D, ResNet-152D, and ResNet-200D weights trained @ 256x256 * 256x256 val, 0.94 crop (top-1) - 101D (82.33), 152D (83.08), 200D (83.25) From 7cae7e7035fde90d65a055a612489fbd9253da1a Mon Sep 17 00:00:00 2001 From: Csaba Kertesz Date: Mon, 4 Jan 2021 00:16:45 +0200 Subject: [PATCH 7/9] Follow links during dataset scanning --- timm/data/dataset.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/timm/data/dataset.py b/timm/data/dataset.py index 99d99917..7da2941d 100644 --- a/timm/data/dataset.py +++ b/timm/data/dataset.py @@ -26,7 +26,7 @@ def natural_key(string_): def find_images_and_targets(folder, types=IMG_EXTENSIONS, class_to_idx=None, leaf_name_only=True, sort=True): labels = [] filenames = [] - for root, subdirs, files in os.walk(folder, topdown=False): + for root, subdirs, files in os.walk(folder, topdown=False, followlinks=True): rel_path = os.path.relpath(root, folder) if (root != folder) else '' label = os.path.basename(rel_path) if leaf_name_only else rel_path.replace(os.path.sep, '_') for f in files: From e42b140adea99a79b2bf0539b39cf820d4c361a5 Mon Sep 17 00:00:00 2001 From: Csaba Kertesz Date: Mon, 4 Jan 2021 00:25:29 +0200 Subject: [PATCH 8/9] Add --input-size option to scripts to specify full input dimensions from command-line --- inference.py | 2 ++ train.py | 2 ++ validate.py | 2 ++ 3 files changed, 6 insertions(+) diff --git a/inference.py b/inference.py index 16d19944..e6c9d247 100755 --- a/inference.py +++ b/inference.py @@ -33,6 +33,8 @@ parser.add_argument('-b', '--batch-size', default=256, type=int, metavar='N', help='mini-batch size (default: 256)') parser.add_argument('--img-size', default=None, type=int, metavar='N', help='Input image dimension') +parser.add_argument('--input-size', default=None, nargs=3, type=int, + metavar='N N N', help='Input all image dimensions (d h w, e.g. --input-size 3 224 224), uses model default if empty') parser.add_argument('--mean', type=float, nargs='+', default=None, metavar='MEAN', help='Override mean pixel value of dataset') parser.add_argument('--std', type=float, nargs='+', default=None, metavar='STD', diff --git a/train.py b/train.py index 7a93a1b6..eaa28c88 100755 --- a/train.py +++ b/train.py @@ -82,6 +82,8 @@ parser.add_argument('--gp', default=None, type=str, metavar='POOL', help='Global pool type, one of (fast, avg, max, avgmax, avgmaxc). Model default if None.') parser.add_argument('--img-size', type=int, default=None, metavar='N', help='Image patch size (default: None => model default)') +parser.add_argument('--input-size', default=None, nargs=3, type=int, + metavar='N N N', help='Input all image dimensions (d h w, e.g. --input-size 3 224 224), uses model default if empty') parser.add_argument('--crop-pct', default=None, type=float, metavar='N', help='Input image center crop percent (for validation only)') parser.add_argument('--mean', type=float, nargs='+', default=None, metavar='MEAN', diff --git a/validate.py b/validate.py index 5a0d388c..a9deb5f9 100755 --- a/validate.py +++ b/validate.py @@ -52,6 +52,8 @@ parser.add_argument('-b', '--batch-size', default=256, type=int, metavar='N', help='mini-batch size (default: 256)') parser.add_argument('--img-size', default=None, type=int, metavar='N', help='Input image dimension, uses model default if empty') +parser.add_argument('--input-size', default=None, nargs=3, type=int, + metavar='N N N', help='Input all image dimensions (d h w, e.g. --input-size 3 224 224), uses model default if empty') parser.add_argument('--crop-pct', default=None, type=float, metavar='N', help='Input image center crop pct') parser.add_argument('--mean', type=float, nargs='+', default=None, metavar='MEAN', From 19816fe2262a62c172458e36a53ed65376b65318 Mon Sep 17 00:00:00 2001 From: Ross Wightman Date: Sun, 3 Jan 2021 15:46:12 -0800 Subject: [PATCH 9/9] Add citation info --- README.md | 19 +++++++++++++++++++ 1 file changed, 19 insertions(+) diff --git a/README.md b/README.md index ef5d649f..dc8423c6 100644 --- a/README.md +++ b/README.md @@ -261,3 +261,22 @@ So far all of the pretrained weights available here are pretrained on ImageNet w #### Pretrained on more than ImageNet Several weights included or references here were pretrained with proprietary datasets that I do not have access to. These include the Facebook WSL, SSL, SWSL ResNe(Xt) and the Google Noisy Student EfficientNet models. The Facebook models have an explicit non-commercial license (CC-BY-NC 4.0, https://github.com/facebookresearch/semi-supervised-ImageNet1K-models, https://github.com/facebookresearch/WSL-Images). The Google models do not appear to have any restriction beyond the Apache 2.0 license (and ImageNet concerns). In either case, you should contact Facebook or Google with any questions. +## Citing + +### BibTeX + +``` +@misc{rw2019timm, + author = {Ross Wightman}, + title = {PyTorch Image Models}, + year = {2019}, + publisher = {GitHub}, + journal = {GitHub repository}, + doi = {10.5281/zenodo.4414861}, + howpublished = {\url{https://github.com/rwightman/pytorch-image-models}} +} +``` + +### Latest DOI + +[![DOI](https://zenodo.org/badge/168799526.svg)](https://zenodo.org/badge/latestdoi/168799526)