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pytorch-image-models/results/benchmark-infer-amp-nchw-pt...

48 KiB

1modelinfer_samples_per_secinfer_step_timeinfer_batch_sizeinfer_img_sizeinfer_gmacsinfer_mactsparam_count
2tinynet_e49285.1220.76710241060.030.692.04
3mobilenetv3_small_05043905.9623.31210242240.030.921.59
4lcnet_03540961.8424.98810242240.031.041.64
5lcnet_05036451.1828.08110242240.051.261.88
6mobilenetv3_small_07532291.5731.710242240.051.32.04
7mobilenetv3_small_10028935.5435.37910242240.061.422.54
8tf_mobilenetv3_small_minimal_10027926.536.65710242240.061.412.04
9tinynet_d27303.8837.49310241520.051.422.34
10tf_mobilenetv3_small_07526850.0438.12710242240.051.32.04
11tf_mobilenetv3_small_10024320.2142.09410242240.061.422.54
12lcnet_07522627.1945.24510242240.11.992.36
13mnasnet_small20150.9150.80610242240.072.162.03
14levit_128s19458.7852.61310242240.311.887.78
15lcnet_10018910.6654.13910242240.162.522.95
16mobilenetv2_03518047.7256.72810242240.072.861.68
17regnetx_00217921.5557.12610242240.22.162.68
18regnety_00216656.9261.46210242240.22.173.16
19ghostnet_05016494.5762.07110242240.051.772.59
20mnasnet_05015574.9765.73610242240.113.072.22
21mobilenetv2_05014533.9870.44510242240.13.641.97
22tinynet_c14397.7671.11110241840.112.872.46
23semnasnet_05014065.6172.7910242240.113.442.08
24levit_12813348.576.70210242240.412.719.21
25vit_small_patch32_22412899.4179.37310242241.152.522.88
26mixer_s32_22412823.6179.84210242241.02.2819.1
27lcnet_15012599.2481.26410242240.343.794.5
28regnetx_00412314.4683.14110242240.43.145.16
29cs3darknet_focus_s11852.9886.38110242560.692.73.27
30mobilenetv3_large_07511687.2787.60510242240.164.03.99
31resnet10t11549.5188.65110242241.12.435.44
32cs3darknet_s11540.9388.71610242560.722.973.28
33vit_tiny_r_s16_p8_22410917.3393.78510242240.442.066.34
34ese_vovnet19b_slim_dw10530.797.22910242240.45.281.9
35mobilenetv3_rw10453.4397.94710242240.234.415.48
36hardcorenas_a10387.4798.56910242240.234.385.26
37mobilenetv3_large_100_miil10298.6899.41910242240.234.415.48
38mobilenetv3_large_10010295.1399.45310242240.234.415.48
39tf_mobilenetv3_large_07510277.299.62710242240.164.03.99
40gernet_s10228.24100.10510242240.752.658.17
41mnasnet_07510209.23100.2910242240.234.773.17
42levit_19210099.95101.37510242240.663.210.95
43tf_mobilenetv3_large_minimal_10010021.88102.16610242240.224.43.92
44hardcorenas_b9469.88108.12110242240.265.095.18
45regnetx_0069309.45109.98210242240.613.986.2
46tinynet_b9298.6110.11310241880.214.443.73
47regnety_0049296.36110.13710242240.413.894.34
48ghostnet_1009264.87110.51310242240.153.555.18
49hardcorenas_c9196.31111.33810242240.285.015.52
50resnet189171.4111.6410242241.822.4811.69
51tf_mobilenetv3_large_1009170.64111.64910242240.234.415.48
52mobilenetv2_0759151.72111.8810242240.225.862.64
53swsl_resnet189145.07111.96210242241.822.4811.69
54mnasnet_1009128.95112.15910242240.335.464.38
55mnasnet_b19096.68112.55810242240.335.464.38
56gluon_resnet18_v1b9092.93112.60410242241.822.4811.69
57ssl_resnet189043.33113.22110242241.822.4811.69
58semnasnet_0758958.16114.29710242240.235.542.91
59hardcorenas_d8756.1116.93510242240.34.937.5
60seresnet188678.54117.98110242241.822.4911.78
61regnety_0068404.01121.83210242240.614.336.06
62mobilenetv2_1008360.81122.46610242240.316.683.5
63legacy_seresnet188318.12123.09410242241.822.4911.78
64spnasnet_1008246.33124.16510242240.356.034.42
65semnasnet_1008027.18127.55510242240.326.233.89
66mnasnet_a18013.14127.77910242240.326.233.89
67levit_2567862.24130.22810242241.134.2318.89
68resnet18d7721.04132.61410242242.063.2911.71
69hardcorenas_f7642.68133.97310242240.355.578.2
70hardcorenas_e7588.05134.93810242240.355.658.07
71ese_vovnet19b_slim7530.8135.96410242241.693.523.17
72efficientnet_lite07530.79135.96410242240.46.744.65
73ghostnet_1307411.84138.14610242240.244.67.36
74regnetx_0087376.89138.79810242240.815.157.26
75tinynet_a7260.16141.03210241920.355.416.19
76tf_efficientnetv2_b07117.22143.86510242240.734.777.14
77fbnetc_1007115.49143.89910242240.46.515.57
78regnety_0087108.36144.03710242240.815.256.26
79xcit_nano_12_p16_224_dist7019.86145.86110242240.564.173.05
80xcit_nano_12_p16_2247000.29146.26810242240.564.173.05
81edgenext_xx_small6963.01147.0510242560.334.211.33
82levit_256d6856.41149.33810242241.44.9326.21
83deit_tiny_patch16_2246794.46150.69810242241.265.975.72
84vit_tiny_patch16_2246769.81151.24810242241.265.975.72
85tf_efficientnet_lite06667.82153.56210242240.46.744.65
86deit_tiny_distilled_patch16_2246647.4154.03210242241.276.015.91
87efficientnet_b06576.16155.70210242240.46.755.29
88dla46_c6538.59156.59610242240.584.51.3
89rexnetr_1006369.79160.74810242240.437.724.88
90mnasnet_1406297.39162.59510242240.67.717.12
91rexnet_1006295.89162.63410242240.417.444.8
92efficientnet_b1_pruned6269.62163.31510242400.46.216.33
93mobilenetv2_110d6263.44163.47710242240.458.714.52
94regnetz_0056057.27169.04210242240.525.867.12
95resnetblur186056.25169.0710242242.343.3911.69
96pit_ti_distilled_2246026.49169.90310242240.716.235.1
97pit_ti_2245988.08170.99310242240.76.194.85
98nf_regnet_b05936.35172.48510242560.645.588.76
99mobilevitv2_0505906.65173.35310242560.488.041.37
100tf_efficientnet_b0_ap5894.61173.70710242240.46.755.29
101tf_efficientnet_b05892.32173.77410242240.46.755.29
102tf_efficientnet_b0_ns5891.52173.79910242240.46.755.29
103visformer_tiny5845.93175.15310242241.275.7210.32
104resnet14t5834.5175.49510242241.695.810.08
105dla46x_c5690.98179.92210242240.545.661.07
106skresnet185640.2181.54310242241.823.2411.96
107semnasnet_1405544.22184.68510242240.68.876.11
108hrnet_w18_small5451.81187.81610242241.615.7213.19
109mobilenetv2_1405399.1189.64910242240.69.576.11
110resnet345356.43191.16110242243.673.7421.8
111dla60x_c5292.02193.48710242240.596.011.32
112mobilevit_xxs5275.05194.10910242560.428.341.27
113ese_vovnet19b_dw5260.83194.63410242241.348.256.54
114gluon_resnet34_v1b5203.76196.76910242243.673.7421.8
115tv_resnet345193.55197.15610242243.673.7421.8
116efficientnet_lite15144.81199.02410242400.6210.145.42
117mixnet_s5054.78202.56610242240.256.254.13
118seresnet345051.53202.69910242243.673.7421.96
119gernet_m5028.39203.63210242243.025.2421.14
120fbnetv3_b4982.49205.50810242560.559.18.6
121selecsls424945.53207.04310242242.944.6230.35
122selecsls42b4942.3207.17910242242.984.6232.46
123vit_base_patch32_224_sam4921.3208.06310242244.415.0188.22
124vit_base_patch32_2244918.17208.19710242244.415.0188.22
125resnet34d4834.03211.8210242243.914.5421.82
126rexnetr_1304789.2213.80310242240.689.817.61
127pit_xs_2244766.56214.81610242241.47.7110.62
128tf_efficientnetv2_b14738.51216.0910242401.217.348.14
129legacy_seresnet344737.15216.15210242243.673.7421.96
130pit_xs_distilled_2244722.37216.82610242241.417.7611.0
131mixer_b32_2244707.3217.52310242243.246.2960.29
132tf_mixnet_s4706.57217.55110242240.256.254.13
133tf_efficientnet_lite14662.36219.6210242400.6210.145.42
134xcit_tiny_12_p16_224_dist4593.26222.92410242241.246.296.72
135xcit_tiny_12_p16_2244592.09222.97910242241.246.296.72
136rexnet_1304578.43223.64610242240.689.717.56
137levit_3844538.82225.59710242242.366.2639.13
138mobilenetv2_120d4530.56226.00910242240.6911.975.83
139edgenext_x_small4436.58230.79510242560.687.52.34
140cs3darknet_focus_m4399.27232.75510242882.516.199.3
141efficientnet_b0_g16_evos4394.3233.01710242241.017.428.11
142efficientnet_es4389.85233.25310242241.818.735.44
143efficientnet_es_pruned4389.6233.26610242241.818.735.44
144resnet264383.27233.60410242242.367.3516.0
145cs3darknet_m4330.89236.42910242882.636.699.31
146fbnetv3_d4328.59236.55510242560.6811.110.31
147repvgg_b04286.85238.85810242243.416.1515.82
148selecsls604286.11238.89910242243.595.5230.67
149darknet174270.14179.8437682563.267.1814.3
150selecsls60b4265.59240.0510242243.635.5232.77
151efficientnet_b2_pruned4264.69240.09910242600.739.138.31
152tf_efficientnet_es4239.07241.55110242241.818.735.44
153regnetx_0164196.72243.98610242241.627.939.19
154rexnetr_1504170.12245.54510242240.8911.139.78
155crossvit_tiny_2404122.19248.410242401.579.087.01
156dla344120.09248.52510242243.075.0215.74
157mixer_s16_2244085.83250.61110242243.795.9718.53
158vit_small_patch32_3844015.79254.98210243843.458.2522.92
159rexnet_1503990.72256.58310242240.911.219.73
160resnet26d3989.2256.68110242242.68.1516.01
161ecaresnet50d_pruned3983.23257.06610242242.536.4319.94
162efficientnet_lite23977.91257.4110242600.8912.96.09
163gmlp_ti16_2243944.3259.60310242241.347.555.87
164mobilevitv2_0753905.27262.19910242561.0512.062.87
165crossvit_9_2403875.46264.21510242401.859.528.55
166darknet213872.25198.3227682563.937.4720.86
167nf_resnet263857.21265.46510242242.417.3516.0
168convnext_nano_ols3756.44272.58510242242.58.3715.6
169convnext_nano_hnf3749.56273.08410242242.468.3715.59
170sedarknet213744.18205.1077682563.937.4720.95
171efficientnet_b13742.67273.5910242560.7712.227.79
172crossvit_9_dagger_2403734.14274.21510242401.999.978.78
173tf_efficientnet_b13731.51274.40910242400.7110.887.79
174tf_efficientnet_b1_ns3731.48274.41110242400.7110.887.79
175tf_efficientnet_b1_ap3726.19274.810242400.7110.887.79
176resnest14d3644.88280.9310242242.767.3310.61
177regnety_0163624.55282.50310242241.638.0411.2
178tf_efficientnet_lite23624.06282.54310242600.8912.96.09
179vit_tiny_r_s16_p8_3843594.94213.6227683841.346.496.36
180tf_efficientnetv2_b23593.98284.9110242601.729.8410.1
181poolformer_s123483.41293.95110242241.825.5311.92
182resmlp_12_2243460.87295.86810242243.015.515.35
183resmlp_12_distilled_2243458.54296.06710242243.015.515.35
184mixnet_m3455.23296.3510242240.368.195.01
185gmixer_12_2243401.29301.05110242242.677.2612.7
186resnext26ts3375.26303.37110242562.4310.5210.3
187nf_ecaresnet263365.9304.21510242242.417.3616.0
188nf_seresnet263360.23304.72910242242.417.3617.4
189gernet_l3328.59307.62610242564.578.031.08
190repvgg_a23325.03307.95510242245.76.2628.21
191tf_mixnet_m3322.0308.23610242240.368.195.01
192efficientnet_b3_pruned3297.4310.53510243001.0411.869.86
193nf_regnet_b13293.07310.94410242881.029.210.22
194seresnext26ts3291.26311.11510242562.4310.5210.39
195eca_resnext26ts3290.56311.18210242562.4310.5210.3
196legacy_seresnext26_32x4d3269.09313.22510242242.499.3916.79
197skresnet343229.96317.0210242243.675.1322.28
198gcresnext26ts3229.79317.03710242562.4310.5310.48
199nf_regnet_b23193.49320.6410242721.229.2714.31
200convit_tiny3179.42322.05810242241.267.945.71
201resnet26t3149.41325.12810242563.3510.5216.01
202rexnetr_2003135.78244.9047682241.5915.1116.52
203ecaresnet101d_pruned3129.51327.19510242243.487.6924.88
204seresnext26tn_32x4d3050.2335.70410242242.710.0916.81
205seresnext26t_32x4d3050.01335.72410242242.710.0916.81
206ecaresnext50t_32x4d3049.83335.74410242242.710.0915.41
207ecaresnext26t_32x4d3048.36335.90510242242.710.0915.41
208seresnext26d_32x4d3037.9337.06310242242.7310.1916.81
209deit_small_patch16_2243002.36341.05210242244.6111.9522.05
210rexnet_2003001.86255.8287682241.5614.9116.37
211vit_small_patch16_2243000.37341.27910242244.6111.9522.05
212mobilevit_xs2981.72257.5597682561.0516.332.32
213deit_small_distilled_patch16_2242950.87347.00110242244.6312.0222.44
214pit_s_2242945.22347.66810242242.8811.5623.46
215ecaresnetlight2941.7348.08510242244.118.4230.16
216coat_lite_tiny2932.4349.18910242241.611.655.72
217eca_botnext26ts_2562930.99349.35810242562.4611.610.59
218pit_s_distilled_2242918.75350.82110242242.911.6424.04
219tf_efficientnet_b2_ns2903.13352.7110242601.0213.839.11
220tf_efficientnet_b22902.67352.76610242601.0213.839.11
221tf_efficientnet_b2_ap2901.98352.85110242601.0213.839.11
222eca_halonext26ts2883.09355.16310242562.4411.4610.76
223tresnet_m2870.7356.69410242245.747.3131.39
224botnet26t_2562862.72357.68810242563.3211.9812.49
225regnetx_0322852.1359.01910242243.211.3715.3
226hrnet_w18_small_v22845.04359.91210242242.629.6515.6
227deit3_small_patch16_224_in21ft1k2837.48360.86810242244.6111.9522.06
228halonet26t2832.73361.47710242563.1911.6912.48
229resnetv2_502829.74361.85810242244.1111.1125.55
230deit3_small_patch16_2242828.59362.00410242244.6111.9522.06
231vgg112795.7183.1255122247.617.44132.86
232haloregnetz_b2794.73366.39110242241.9711.9411.68
233bat_resnext26ts2793.93366.49510242562.5312.5110.73
234vit_relpos_base_patch32_plus_rpn_2562775.87368.88210242567.688.01119.42
235vit_base_patch32_plus_2562773.66369.17410242567.797.76119.48
236dpn68b2762.53370.66210242242.3510.4712.61
237vit_small_resnet26d_2242758.05371.26410242245.0711.1263.61
238efficientnet_b22753.12371.92910242881.1216.29.11
239coat_lite_mini2752.31372.03710242242.012.2511.01
240efficientnet_b2a2752.1372.06810242881.1216.29.11
241efficientnet_b0_gn2748.63372.53610242240.426.755.29
242resnet502733.34374.62110242244.1111.1125.56
243ssl_resnet502732.73374.70510242244.1111.1125.56
244tv_resnet502732.0374.80410242244.1111.1125.56
245gluon_resnet50_v1b2731.92374.81510242244.1111.1125.56
246swsl_resnet502730.89374.95710242244.1111.1125.56
247cspresnet502720.51376.38510242564.5411.521.62
248resnet32ts2719.03376.59310242564.6311.5817.96
249dpn682711.28377.66910242242.3510.4712.61
250mobilevitv2_1002710.59283.3227682561.8416.084.9
251vovnet39a2706.48378.33910242247.096.7322.6
252resnetv2_50t2687.6380.99710242244.3211.8225.57
253resnet33ts2683.32381.60510242564.7611.6619.68
254resnetv2_50d2678.25382.32710242244.3511.9225.57
255efficientnet_em2663.14384.49610242403.0414.346.9
256mixnet_l2651.17289.6727682240.5810.847.33
257visformer_small2638.82388.0410242244.8811.4340.22
258ese_vovnet39b2631.4389.13510242247.096.7424.57
259resnest26d2624.21390.210242243.649.9717.07
260vit_relpos_small_patch16_2242615.53391.49610242244.5913.0521.98
261seresnet33ts2613.57391.7910242564.7611.6619.78
262eca_resnet33ts2609.68392.37310242564.7611.6619.68
263vit_srelpos_small_patch16_2242607.7392.6710242244.5912.1621.97
264eca_vovnet39b2607.14392.75510242247.096.7422.6
265gluon_resnet50_v1c2599.91393.84810242244.3511.9225.58
266tf_efficientnet_em2599.16393.96110242403.0414.346.9
267cspresnet50w2589.44395.4410242565.0412.1928.12
268resnet50d2584.02396.2710242244.3511.9225.58
269legacy_seresnet502582.34396.52710242243.8810.628.09
270resnet50t2580.37396.82910242244.3211.8225.57
271twins_svt_small2576.63397.40710242242.9413.7524.06
272gluon_resnet50_v1d2570.89398.29310242244.3511.9225.58
273gcresnet33ts2569.2398.55610242564.7611.6819.88
274cspresnet50d2560.0399.98810242564.8612.5521.64
275lambda_resnet26t2551.69401.2910242563.0211.8710.96
276tf_mixnet_l2550.79301.0727682240.5810.847.33
277selecsls842543.3402.61310242245.97.5750.95
278vgg11_bn2541.42201.455122247.627.44132.87
279dla602525.2405.49810242244.2610.1622.04
280cs3darknet_focus_l2520.03406.33110242885.910.1621.15
281res2net50_48w_2s2502.4409.19610242244.1811.7225.29
282cs3darknet_l2485.99411.89610242886.1610.8321.16
283densenet1212467.71414.94510242242.876.97.98
284xcit_nano_12_p16_384_dist2466.74415.11110243841.6412.153.05
285xcit_tiny_24_p16_224_dist2463.21415.70510242242.3411.8212.12
286tv_densenet1212461.4416.01110242242.876.97.98
287xcit_tiny_24_p16_2242457.2416.7210242242.3411.8212.12
288seresnet502438.84419.85910242244.1111.1328.09
289convnext_tiny_hnfd2399.93426.66410242244.4713.4428.59
290convnext_tiny_hnf2395.62427.43310242244.4713.4428.59
291efficientnet_lite32383.15214.835123001.6521.858.2
292efficientnet_b0_g8_gn2375.8431.00210242240.666.756.56
293convnext_tiny_in22ft1k2362.17433.48510242244.4713.4428.59
294densenet121d2362.07433.50310242243.117.78.0
295convnext_tiny2359.72433.93610242244.4713.4428.59
296cs3sedarknet_l2353.08435.16110242886.1610.8321.91
297resnetaa50d2350.26435.68510242245.3912.4425.58
298efficientnet_cc_b0_4e2334.0438.72110242240.419.4213.31
299seresnet50t2333.68438.7810242244.3211.8328.1
300ecaresnet50d2316.33442.06610242244.3511.9325.58
301resnetblur502298.66445.46510242245.1612.0225.56
302mobilevit_s2279.76336.8667682562.0319.945.58
303resnetrs502276.18449.86410242244.4812.1435.69
304vit_base_resnet26d_2242262.15452.65410242246.9713.16101.4
305gluon_resnet50_v1s2257.16453.65510242245.4713.5225.68
306vovnet57a2253.6454.37210242248.957.5236.64
307adv_inception_v32250.27455.04110242995.738.9723.83
308gluon_inception_v32249.35455.22910242995.738.9723.83
309tf_inception_v32245.22456.06410242995.738.9723.83
310tf_efficientnet_cc_b0_4e2243.01456.51810242240.419.4213.31
311inception_v32240.78456.96510242995.738.9723.83
312tf_efficientnet_cc_b0_8e2240.71456.98610242240.429.4224.01
313densenetblur121d2235.56458.03710242243.117.98.0
314resnest50d_1s4x24d2213.57462.58910242244.4313.5725.68
315res2net50_26w_4s2209.54463.43210242244.2812.6125.7
316ssl_resnext50_32x4d2205.13464.35910242244.2614.425.03
317swsl_resnext50_32x4d2204.8464.42910242244.2614.425.03
318gluon_resnext50_32x4d2203.2464.76510242244.2614.425.03
319resnext50_32x4d2199.44465.56110242244.2614.425.03
320tv_resnext50_32x4d2198.23465.81810242244.2614.425.03
321regnetx_0402190.95467.36210242243.9912.222.12
322cspresnext502182.4469.19410242564.0515.8620.57
323resnetblur50d2182.09469.26310242245.412.8225.58
324regnetz_b162180.8469.5410242882.3916.439.72
325ese_vovnet57b2171.57471.53510242248.957.5238.61
326tf_efficientnet_lite32166.77236.2855123001.6521.858.2
327mobilevitv2_1252151.63356.9267682562.8620.17.48
328efficientnet_cc_b0_8e2149.58476.3610242240.429.4224.01
329semobilevit_s2143.19358.3317682562.0319.955.74
330twins_pcpvt_small2142.01478.04310242243.8318.0824.11
331nf_regnet_b32133.81479.8810243202.0514.6118.59
332tf_efficientnetv2_b32121.62482.63910243003.0415.7414.36
333seresnetaa50d2118.99483.23610242245.412.4628.11
334efficientnetv2_rw_t2117.33483.61610242883.1916.4213.65
335gcresnext50ts2113.73484.43810242563.7515.4615.67
336edgenext_small2107.47485.87610243201.9714.165.59
337resnext50d_32x4d2094.1488.9810242244.515.225.05
338dla60x2080.97492.06210242243.5413.817.35
339res2net50_14w_8s2066.79495.44110242244.2113.2825.06
340gc_efficientnetv2_rw_t2061.37496.74310242883.216.4513.68
341sehalonet33ts2057.14373.3227682563.5514.713.69
342gcresnet50t2055.89498.06810242565.4214.6725.9
343skresnet502048.81499.7910242244.1112.525.8
344fbnetv3_g2047.87500.01910242881.7721.0916.62
345nf_ecaresnet502039.26502.12910242244.2111.1325.56
346nf_seresnet502037.45502.57610242244.2111.1328.09
347cs3darknet_focus_x2026.01505.41510242568.0310.6935.02
348dla60_res2net2015.55508.03510242244.1512.3420.85
349lambda_resnet26rpt_2562015.24190.5363842563.1611.8710.99
350seresnext50_32x4d2010.4509.33910242244.2614.4227.56
351legacy_seresnext50_32x4d2003.57511.07610242244.2614.4227.56
352repvgg_b1g42003.2511.16910242248.1510.6439.97
353gluon_seresnext50_32x4d2002.45511.35810242244.2614.4227.56
354densenet1691987.41515.22810242243.47.314.15
355res2next501967.78520.36910242244.213.7124.67
356vit_relpos_small_patch16_rpn_2241966.99520.57910242244.5913.0521.97
357skresnet50d1957.14523.20110242244.3613.3125.82
358xcit_small_12_p16_224_dist1952.72524.38210242244.8212.5826.25
359crossvit_small_2401952.54524.43110242405.6318.1726.86
360xcit_small_12_p16_2241952.1524.5510242244.8212.5826.25
361cs3sedarknet_xdw1919.73533.39710242565.9717.1821.6
362swin_tiny_patch4_window7_2241915.52534.56910242244.5117.0628.29
363vit_relpos_medium_patch16_cls_2241909.56536.23610242248.0318.2438.76
364mixnet_xl1903.31268.9935122240.9314.5711.9
365dla60_res2next1893.19540.87310242243.4913.1717.03
366xcit_nano_12_p8_224_dist1887.0542.64910242242.1615.713.05
367xcit_nano_12_p8_2241883.21543.7410242242.1615.713.05
368cspdarknet531881.33408.2117682566.5716.8127.64
369gmlp_s16_2241873.82546.46410242244.4215.119.42
370edgenext_small_rw1831.96558.9510243202.4614.857.83
371ecaresnet26t1828.87559.89810243205.2416.4416.01
372vit_small_r26_s32_2241825.94560.79210242243.569.8536.43
373vgg131819.73281.34651222411.3112.25133.05
374poolformer_s241804.4567.48710242243.4110.6821.39
375crossvit_15_2401799.06569.17310242405.8119.7727.53
376vit_relpos_medium_patch16_2241794.09570.7510242247.9717.0238.75
377vit_srelpos_medium_patch16_2241787.05573.010242247.9616.2138.74
378mobilevitv2_1501774.77288.4775122564.0924.1110.59
379mobilevitv2_150_in22ft1k1773.43288.6955122564.0924.1110.59
380sebotnet33ts_2561762.47217.8643842563.8917.4613.7
381resmlp_24_2241761.92581.17110242245.9610.9130.02
382efficientnet_b31761.71290.6155123202.0126.5212.23
383efficientnet_b3a1761.71290.6145123202.0126.5212.23
384resmlp_24_distilled_2241760.69581.57610242245.9610.9130.02
385regnetx_0641757.88436.8777682246.4916.3726.21
386resnest50d1750.78584.8710242245.414.3627.48
387gmixer_24_2241741.35588.03610242245.2814.4524.72
388swin_s3_tiny_2241737.42589.36910242244.6419.1328.33
389crossvit_15_dagger_2401736.98589.51710242406.1320.4328.21
390vit_base_resnet50d_2241722.65594.4210242248.7316.92110.97
391resnetv2_1011717.18596.31410242247.8316.2344.54
392tf_efficientnet_b3_ap1706.97299.9355123001.8723.8312.23
393tf_efficientnet_b31705.74300.1515123001.8723.8312.23
394tf_efficientnet_b3_ns1705.51300.1915123001.8723.8312.23
395lambda_resnet50ts1694.68604.23110242565.0717.4821.54
396dla1021693.75604.5610242247.1914.1833.27
397darknetaa531689.16454.65176828810.0815.6836.02
398gluon_resnet101_v1b1679.75609.59910242247.8316.2344.55
399tv_resnet1011679.18609.80810242247.8316.2344.55
400resnet1011676.67610.71910242247.8316.2344.55
401repvgg_b11663.53615.546102422413.1610.6457.42
402resnetv2_101d1653.14619.41410242248.0717.0444.56
403gluon_resnet101_v1c1649.02620.9610242248.0817.0444.57
404vgg13_bn1642.15311.77451222411.3312.25133.05
405cait_xxs24_2241641.65623.74910242242.5320.2911.96
406res2net50_26w_6s1639.34624.62710242246.3315.2837.05
407hrnet_w181631.65627.56910242244.3216.3121.3
408vit_large_patch32_2241623.29630.805102422415.3913.3306.54
409wide_resnet50_21618.04632.851102422411.4314.468.88
410gluon_resnet101_v1d1616.88633.30710242248.0817.0444.57
411xcit_tiny_12_p16_384_dist1614.06634.41410243843.6418.266.72
412regnetv_0401604.78478.5577682886.620.320.64
413halonet50ts1600.56639.76410242565.319.222.73
414regnety_0401597.66480.6887682886.6120.320.65
415darknet531585.01484.52876828811.7815.6841.61
416efficientnet_cc_b1_8e1576.34649.59310242400.7515.4439.72
417coat_lite_small1576.03649.7210242243.9622.0919.84
418regnety_0321576.03649.72210242885.2918.6119.44
419resnetv2_50x1_bit_distilled1575.9649.77510242244.2311.1125.55
420swinv2_cr_tiny_2241574.62650.30410242244.6628.4528.33
421legacy_seresnet1011569.43652.45410242247.6115.7449.33
422vit_base_patch32_3841551.76659.885102438413.0616.588.3
423ese_vovnet39b_evos1551.37660.0510242247.076.7424.58
424swinv2_cr_tiny_ns_2241546.02662.3310242244.6628.4528.33
425vit_tiny_patch16_3841542.96663.64810243844.725.395.79
426lamhalobotnet50ts_2561533.2667.87310242565.0218.4422.57
427tf_efficientnet_cc_b1_8e1527.24670.47910242400.7515.4439.72
428resnetaa101d1521.49673.00910242249.1217.5644.57
429densenet2011515.85675.51410242244.347.8520.01
430resnetaa501510.7677.81710242888.5219.2425.56
431mixer_l32_2241508.54678.791102422411.2719.86206.94
432seresnet1011502.48681.52610242247.8416.2749.33
433vit_base_r26_s32_2241492.4686.12910242246.8112.36101.38
434gluon_resnet101_v1s1485.37689.37510242249.1918.6444.67
435twins_pcpvt_base1484.93689.58410242246.6825.2543.83
436mobilevitv2_1751472.18347.775122565.5428.1314.25
437mobilevitv2_175_in22ft1k1472.06347.85122565.5428.1314.25
438nf_resnet1011469.16696.98710242248.0116.2344.55
439resnest50d_4s2x40d1467.36697.8410242244.417.9430.42
440vgg161464.57349.57651222415.4713.56138.36
441resnetv2_50d_frn1463.93699.47410242244.3311.9225.59
442resnetblur101d1458.09702.27610242249.1217.9444.57
443ecaresnet101d1457.01702.79610242248.0817.0744.57
444sequencer2d_s1455.29703.62710242244.9611.3127.65
445nf_resnet501445.9708.19510242886.8818.3725.56
446convnext_small1445.85708.2210242248.7121.5650.22
447convnext_small_in22ft1k1443.98709.13510242248.7121.5650.22
448regnetz_c161437.42356.1815123203.9225.8813.46
449tresnet_l1432.52714.812102422410.8811.955.99
450cs3darknet_x1429.24716.453102428810.614.3635.05
451dla102x1397.97732.47510242245.8919.4226.31
452ssl_resnext101_32x4d1392.96735.1110242248.0121.2344.18
453swsl_resnext101_32x4d1392.73735.23110242248.0121.2344.18
454resnext101_32x4d1390.48736.42310242248.0121.2344.18
455botnet50ts_2561389.99276.2473842565.5422.2322.74
456skresnext50_32x4d1389.9736.73210242244.517.1827.48
457gluon_resnext101_32x4d1389.41736.98710242248.0121.2344.18
458nest_tiny1388.05553.2837682245.8325.4817.06
459resnet50_gn1386.72738.42210242244.1411.1125.56
460resnetv2_50d_evob1383.3740.24410242244.3311.9225.59
461res2net50_26w_8s1373.33745.62210242248.3717.9548.4
462halo2botnet50ts_2561372.33559.6197682565.0221.7822.64
463regnetx_0801370.56747.12510242248.0214.0639.57
464jx_nest_tiny1362.62563.6057682245.8325.4817.06
465convit_small1355.18755.60310242245.7617.8727.78
466res2net101_26w_4s1353.43756.58610242248.118.4545.21
467xception1340.72572.8147682998.435.8322.86
468mixer_b16_224_miil1340.03764.147102422412.6214.5359.88
469repvgg_b2g41335.06766.992102422412.6312.961.76
470vgg16_bn1335.02383.50351222415.513.56138.37
471mixer_b16_2241328.05771.041102422412.6214.5359.88
472twins_svt_base1307.2783.3410242248.5926.3356.07
473dpn921299.67787.87810242246.5418.2137.67
474ese_vovnet99b_iabn1282.63798.345102422416.4911.2763.2
475crossvit_18_2401272.74804.55310242409.0526.2643.27
476regnety_040s_gn1271.39805.40510242244.0312.2920.65
477eca_nfnet_l01271.38805.41110242887.1217.2924.14
478nfnet_l01269.37806.68110242887.1317.2935.07
479seresnext101_32x4d1268.1807.49410242248.0221.2648.96
480legacy_seresnext101_32x4d1267.59807.81710242248.0221.2648.96
481gluon_seresnext101_32x4d1265.67809.04510242248.0221.2648.96
482nf_ecaresnet1011264.2809.98610242248.0116.2744.55
483vit_relpos_medium_patch16_rpn_2241263.66810.33110242247.9717.0238.73
484nf_seresnet1011261.42811.7710242248.0216.2749.33
485mobilevitv2_2001256.15305.6843842567.2232.1518.45
486mobilevitv2_200_in22ft1k1255.83305.7623842567.2232.1518.45
487xception41p1254.65408.0715122999.2539.8626.91
488resnet51q1254.6816.18510242888.0720.9435.7
489efficientnet_el1254.42408.1435123008.030.710.59
490efficientnet_el_pruned1254.28408.1885123008.030.710.59
491ese_vovnet99b1240.88825.205102422416.5111.2763.2
492xcit_tiny_12_p8_224_dist1237.16827.68810242244.8123.66.71
493xcit_tiny_12_p8_2241235.05829.10510242244.8123.66.71
494crossvit_18_dagger_2401235.02829.12610242409.527.0344.27
495vgg191227.1417.22951222419.6314.86143.67
496tf_efficientnet_el1226.94417.2865123008.030.710.59
497poolformer_s361217.09841.33410242245.015.8230.86
498hrnet_w321204.83849.89710242248.9722.0241.23
499hrnet_w301202.88851.27510242248.1521.2137.71
500resnetv2_1521196.21856.023102422411.5522.5660.19
501nfnet_f01193.84857.722102425612.6218.0571.49
502swin_small_patch4_window7_2241179.92867.84110242248.7727.4749.61
503resmlp_36_2241179.88867.8710242248.9116.3344.69
504vit_small_resnet50d_s16_2241179.15868.406102422413.4824.8257.53
505resmlp_36_distilled_2241179.01868.50910242248.9116.3344.69
506efficientnet_lite41178.02325.9583843804.0445.6613.01
507tv_resnet1521172.68873.198102422411.5622.5660.19
508gluon_resnet152_v1b1172.67873.208102422411.5622.5660.19
509resnet1521170.69874.682102422411.5622.5660.19
510mixnet_xxl1163.99329.8883842242.0423.4323.96
511resnetv2_152d1163.57880.032102422411.823.3660.2
512ecaresnet50t1162.34880.9710243208.8224.1325.57
513resnet61q1160.54882.33110242889.8721.5236.85
514vit_base_patch16_224_miil1154.75886.763102422417.5823.986.54
515repvgg_b21154.25887.146102422420.4512.989.02
516inception_v41153.57887.661102429912.2815.0942.68
517swinv2_tiny_window8_2561152.79888.26610242565.9624.5728.35
518densenet1611147.8892.12210242247.7911.0628.68
519gluon_resnet152_v1c1146.71892.979102422411.823.3660.21
520gluon_resnet152_v1d1141.31897.204102422411.823.3660.21
521sequencer2d_m1138.06899.76510242246.5514.2638.31
522vit_base_patch16_224_sam1132.42904.242102422417.5823.986.57
523deit_base_patch16_2241132.42904.245102422417.5823.986.57
524vit_base_patch16_2241132.21904.413102422417.5823.986.57
525dla1691130.13906.071102422411.620.253.39
526regnetx_1201129.55453.26351222412.1321.3746.11
527volo_d1_2241126.62908.90410242246.9424.4326.63
528vgg19_bn1122.31456.18951222419.6614.86143.68
529deit_base_distilled_patch16_2241116.6917.056102422417.6824.0587.34
530xception411110.46461.0575122999.2839.8626.97
531cait_xxs36_2241104.66926.9710242243.7730.3417.3
532tf_efficientnet_lite41091.59351.7673843804.0445.6613.01
533convmixer_1024_20_ks9_p141091.56938.09210242245.555.5124.38
534deit3_base_patch16_2241090.26939.213102422417.5823.986.59
535deit3_base_patch16_224_in21ft1k1088.57940.667102422417.5823.986.59
536legacy_seresnet1521086.41942.544102422411.3322.0866.82
537tnt_s_patch16_2241079.54948.5410242245.2424.3723.76
538regnety_1201077.58475.12551222412.1421.3851.82
539repvgg_b3g41077.28950.524102422417.8915.183.83
540vit_relpos_base_patch16_clsgap_2241077.01950.767102422417.625.1286.43
541vit_relpos_base_patch16_cls_2241076.19951.489102422417.625.1286.43
542gluon_resnet152_v1s1074.28953.181102422412.9224.9660.32
543twins_pcpvt_large1061.77964.41610242249.8435.8260.99
544seresnet1521047.32977.721102422411.5722.6166.82
545beit_base_patch16_2241045.12979.774102422417.5823.986.53
546xcit_small_24_p16_224_dist1038.39986.12510242249.123.6447.67
547xcit_small_24_p16_2241037.69986.79310242249.123.6447.67
548coat_tiny1036.7987.73110242244.3527.25.5
549dm_nfnet_f01035.11989.253102425612.6218.0571.49
550nf_regnet_b41027.0997.06510243844.728.6130.21
551vit_relpos_base_patch16_2241017.611006.263102422417.5124.9786.43
552convnext_base_in22ft1k1006.851017.02102422415.3828.7588.59
553convnext_base1006.731017.126102422415.3828.7588.59
554pit_b_224993.61515.27751222412.4232.9473.76
555pit_b_distilled_224985.16519.69651222412.533.0774.79
556tresnet_xl983.381041.292102422415.1715.3478.44
557efficientnetv2_s976.01049.16610243848.4435.7721.46
558dla102x2973.1526.1385122249.3429.9141.28
559vit_small_patch16_36x1_224972.141053.329102422413.7135.6964.67
560swinv2_cr_small_224966.281059.71210242249.0750.2749.7
561swinv2_cr_small_ns_224955.691071.46510242249.0850.2749.7
562tf_efficientnetv2_s_in21ft1k955.241071.96410243848.4435.7721.46
563tf_efficientnetv2_s955.131072.08610243848.4435.7721.46
564vit_small_patch16_18x2_224948.321079.793102422413.7135.6964.67
565wide_resnet101_2939.081090.412102422422.821.23126.89
566regnetx_160936.53546.68451222415.9925.5254.28
567regnety_080933.52548.44751228813.2229.6939.18
568regnetz_b16_evos933.51822.6917682882.3616.439.74
569efficientnetv2_rw_s931.241099.59610243848.7238.0323.94
570resnetv2_50d_gn920.91111.94610242887.2419.725.57
571twins_svt_large918.221115.185102422415.1535.199.27
572efficientnet_b4917.89418.3393843844.5150.0419.34
573regnetz_040913.72420.2493843206.3537.7827.12
574xception65p910.71562.18451229913.9152.4839.82
575regnetz_040h909.33422.2743843206.4337.9428.94
576dpn98906.731129.316102422411.7325.261.57
577repvgg_b3901.671135.661102422429.1615.1123.09
578resnetrs101898.531139.62102428813.5628.5363.62
579gluon_resnext101_64x4d887.371153.955102422415.5231.2183.46
580nest_small885.28867.5176822410.3540.0438.35
581poolformer_m36879.831163.8410242248.822.0256.17
582regnetz_d8877.841166.48910243206.1937.0823.37
583jx_nest_small874.11878.59676822410.3540.0438.35
584ssl_resnext101_32x8d874.011171.597102422416.4831.2188.79
585swsl_resnext101_32x8d873.311172.532102422416.4831.2188.79
586resnext101_32x8d873.011172.932102422416.4831.2188.79
587ig_resnext101_32x8d872.811173.211102422416.4831.2188.79
588regnetz_d32869.581177.56410243209.3337.0827.58
589inception_resnet_v2868.781178.653102429913.1825.0655.84
590ens_adv_inception_resnet_v2868.321179.275102429913.1825.0655.84
591xcit_tiny_24_p16_384_dist866.541181.710243846.8734.2912.12
592cait_s24_224865.331183.35410242249.3540.5846.92
593resnest101e858.93894.12276825613.3828.6648.28
594tf_efficientnet_b4858.91447.0673843804.4949.4919.34
595tf_efficientnet_b4_ap858.7447.1713843804.4949.4919.34
596tf_efficientnet_b4_ns858.52447.2673843804.4949.4919.34
597swin_s3_small_224853.54899.7667682249.4337.8449.74
598regnetv_064852.1600.85751228810.5527.1130.58
599regnety_064851.33601.39651228810.5627.1130.58
600resnet200847.441208.333102422415.0732.1964.67
601gluon_seresnext101_64x4d834.871226.518102422415.5331.2588.23
602coat_mini833.411228.66910242246.8233.6810.34
603swin_base_patch4_window7_224832.61229.869102422415.4736.6387.77
604resnet101d816.81253.661102432016.4834.7744.57
605gluon_xception65816.5627.05251229913.9652.4839.92
606xception65811.16631.18551229913.9652.4839.92
607resnetv2_50d_evos810.51947.5437682887.1519.725.59
608convnext_tiny_384_in22ft1k807.27634.21851238413.1439.4828.59
609gmlp_b16_224789.841296.449102422415.7830.2173.08
610hrnet_w40787.851299.728102422412.7525.2957.56
611crossvit_base_240787.17975.63976824021.2236.33105.03
612hrnet_w44771.151327.87102422414.9426.9267.06
613swinv2_tiny_window16_256763.4670.6725122566.6839.0228.35
614mobilevitv2_150_384_in22ft1k757.55337.9182563849.254.2510.59
615xcit_medium_24_p16_224_dist748.71367.689102422416.1331.7184.4
616xcit_medium_24_p16_224748.181368.635102422416.1331.7184.4
617tresnet_m_448743.161377.885102444822.9429.2131.39
618vit_large_r50_s32_224742.191379.692102422419.5824.41328.99
619hrnet_w48738.631386.343102422417.3428.5677.47
620vit_base_patch16_plus_240738.111387.321102424027.4133.08117.56
621sequencer2d_l736.171390.97810242249.7422.1254.3
622xcit_small_12_p16_384_dist715.911430.327102438414.1436.5126.25
623swinv2_small_window8_256710.321441.594102425611.5840.1449.73
624swin_s3_base_224693.671476.198102422413.6948.2671.13
625vit_small_patch16_384692.41109.16476838415.5250.7822.2
626vit_relpos_base_patch16_plus_240691.791480.194102424027.334.33117.38
627tnt_b_patch16_224691.781480.223102422414.0939.0165.41
628swinv2_cr_base_224688.111488.125102422415.8659.6687.88
629densenet264d_iabn687.571489.287102422413.4714.072.74
630convit_base685.881492.962102422417.5231.7786.54
631swinv2_cr_base_ns_224682.581500.17102422415.8659.6687.88
632vit_base_patch16_rpn_224667.731533.544102422417.4923.7586.54
633densenet264664.621540.716102422412.9512.872.69
634deit3_small_patch16_384664.031156.56476838415.5250.7822.21
635poolformer_m48663.831542.547102422411.5929.1773.47
636deit3_small_patch16_384_in21ft1k663.621157.27476838415.5250.7822.21
637efficientnet_b3_gn662.87386.1872563202.1428.8311.73
638dpn131660.111551.238102422416.0932.9779.25
639eca_nfnet_l1655.871561.27102432014.9234.4241.41
640vit_relpos_base_patch16_rpn_224655.491562.186102422417.5124.9786.41
641xcit_tiny_24_p8_224650.451574.28310242249.2145.3912.11
642xcit_tiny_24_p8_224_dist649.221577.26210242249.2145.3912.11
643xcit_nano_12_p8_384_dist643.061592.36910243846.3446.083.05
644nest_base629.02813.9551222417.9653.3967.72
645volo_d2_224627.911630.781102422414.3441.3458.68
646mobilevitv2_175_384_in22ft1k627.52407.94225638412.4763.2914.25
647jx_nest_base621.88823.351222417.9653.3967.72
648vit_small_r26_s32_384619.54619.80438438410.4329.8536.47
649senet154618.821654.743102422420.7738.69115.09
650gluon_senet154618.511655.586102422420.7738.69115.09
651legacy_senet154618.161656.503102422420.7738.69115.09
652xception71616.97829.85251229918.0969.9242.34
653vit_base_r50_s16_224613.111670.152102422421.6635.2998.66
654hrnet_w64609.71679.491102422428.9735.09128.06
655regnety_320607.61842.63751222432.3430.26145.05
656dpn107606.081689.539102422418.3833.4686.92
657regnetz_c16_evos598.89854.9045123203.8625.8813.49
658ecaresnet200d592.51728.248102425620.043.1564.69
659seresnet200d591.191732.085102425620.0143.1571.86
660resnet152d576.91774.999102432024.0847.6760.21
661convnext_large559.021831.761102422434.443.13197.77
662convnext_large_in22ft1k558.961831.941102422434.443.13197.77
663regnety_160558.21687.89638428826.3738.0783.59
664efficientnet_b3_g8_gn557.9458.8542563203.228.8314.25
665xcit_small_12_p8_224546.61873.371102422418.6947.2126.21
666xcit_small_12_p8_224_dist546.451873.905102422418.6947.2126.21
667resnext101_64x4d541.681417.80376828825.6651.5983.46
668mobilevitv2_200_384_in22ft1k527.08364.26219238416.2472.3418.45
669halonet_h1518.76493.4712562563.051.178.1
670vit_large_patch32_384517.181979.967102438445.3143.86306.63
671seresnet152d516.021984.399102432024.0947.7266.84
672resnetrs152512.781996.941102432024.3448.1486.62
673swinv2_base_window8_256507.321513.81276825620.3752.5987.92
674seresnext101_32x8d503.191526.23576828827.2451.6393.57
675convnext_small_384_in22ft1k494.641035.08751238425.5863.3750.22
676seresnext101d_32x8d494.431553.28776828827.6452.9593.59
677swin_large_patch4_window7_224478.671604.43576822434.5354.94196.53
678swinv2_small_window16_256476.381074.75351225612.8266.2949.73
679regnetz_e8474.491618.57776832015.4663.9457.7
680regnetx_320471.27814.79938422431.8136.3107.81
681ssl_resnext101_32x16d471.021086.98351222436.2751.18194.03
682swsl_resnext101_32x16d470.831087.42851222436.2751.18194.03
683ig_resnext101_32x16d470.741087.62451222436.2751.18194.03
684mixer_l16_224470.732175.315102422444.641.69208.2
685seresnextaa101d_32x8d463.391657.35176828828.5156.4493.59
686seresnet269d463.292210.273102425626.5953.6113.67
687nf_regnet_b5450.961135.34451245611.761.9549.74
688efficientnetv2_m449.822276.453102441618.667.554.14
689volo_d3_224439.992327.294102422420.7860.0986.33
690efficientnet_b5425.78601.23825645610.4698.8630.39
691xcit_large_24_p16_224_dist423.072420.403102422435.8647.27189.1
692xcit_large_24_p16_224422.982420.908102422435.8647.27189.1
693xcit_tiny_12_p8_384_dist419.352441.847102438414.1369.146.71
694resnet200d417.02455.593102432031.2567.3364.69
695efficientnetv2_rw_m411.821864.87976841621.4979.6253.24
696tf_efficientnet_b5_ns408.16627.18625645610.4698.8630.39
697swinv2_cr_tiny_384408.1627.28625638415.34161.0128.33
698tf_efficientnet_b5407.78627.77325645610.4698.8630.39
699tf_efficientnet_b5_ap407.68627.93625645610.4698.8630.39
700swinv2_cr_large_224405.251895.12776822435.178.42196.68
701resnetv2_50x1_bitm401.93955.3738444816.6244.4625.55
702nfnet_f1399.692561.946102432035.9746.77132.63
703xcit_small_24_p16_384_dist382.572676.633102438426.7268.5847.67
704regnetz_d8_evos376.872037.7977683207.0338.9223.46
705tresnet_l_448371.522756.242102444843.547.5655.99
706vit_large_patch16_224369.72769.802102422461.663.52304.33
707resnetrs200368.582778.22102432031.5167.8193.21
708convnext_xlarge_in22ft1k368.021391.22151222460.9857.5350.2
709crossvit_15_dagger_408366.37698.73125640821.4595.0528.5
710vit_base_patch16_18x2_224361.962829.064102422452.5171.38256.73
711deit3_large_patch16_224358.072859.733102422461.663.52304.37
712deit3_large_patch16_224_in21ft1k357.92861.143102422461.663.52304.37
713dm_nfnet_f1357.872146.02676832035.9746.77132.63
714tf_efficientnetv2_m350.542190.89676848024.7689.8454.14
715tf_efficientnetv2_m_in21ft1k350.142193.37276848024.7689.8454.14
716swinv2_base_window16_256345.61111.08738425622.0284.7187.92
717swinv2_base_window12to16_192to256_22kft1k345.471111.52538425622.0284.7187.92
718convnext_base_384_in22ft1k344.561485.92651238445.2184.4988.59
719beit_large_patch16_224342.322991.347102422461.663.52304.43
720eca_nfnet_l2322.022384.94776838430.0568.2856.72
721volo_d1_384293.041747.15951238422.75108.5526.78
722convmixer_768_32292.833496.872102422419.5525.9521.11
723resnetv2_152x2_bit_teacher291.462634.99276822446.9545.11236.34
724deit_base_patch16_384288.651330.32738438455.54101.5686.86
725vit_base_patch16_384288.471331.14138438455.54101.5686.86
726resnest200e288.191776.5851232035.6982.7870.2
727xcit_small_24_p8_224286.123578.848102422435.8190.7847.63
728xcit_small_24_p8_224_dist286.063579.677102422435.8190.7847.63
729deit_base_distilled_patch16_384284.561349.41338438455.65101.8287.63
730volo_d4_224282.613623.333102422444.3480.22192.96
731deit3_base_patch16_384277.811382.21738438455.54101.5686.88
732deit3_base_patch16_384_in21ft1k277.781382.36738438455.54101.5686.88
733tresnet_xl_448277.152771.05276844860.6561.3178.44
734nasnetalarge276.881386.87738433123.8990.5688.75
735vit_large_patch14_224271.513771.489102422481.0888.79304.2
736cait_xxs24_384269.823795.1410243849.63122.6612.03
737crossvit_18_dagger_408269.4950.24725640832.47124.8744.61
738xcit_medium_24_p16_384_dist269.22852.88976838447.3991.6484.4
739pnasnet5large264.841449.92538433125.0492.8986.06
740resnetv2_101x1_bitm252.591520.22638444831.6564.9344.54
741efficientnet_b6252.26507.39212852819.4167.3943.04
742swinv2_cr_small_384250.031023.87625638429.7298.0349.7
743beit_base_patch16_384247.681550.36338438455.54101.5686.74
744vit_large_r50_s32_384246.171559.86638438457.4376.52329.09
745tf_efficientnet_b6_ns242.42527.98612852819.4167.3943.04
746tf_efficientnet_b6242.34528.17912852819.4167.3943.04
747tf_efficientnet_b6_ap242.3528.25512852819.4167.3943.04
748ecaresnet269d241.694236.816102435250.25101.25102.09
749resnetrs270234.114373.986102435251.13105.48129.86
750nfnet_f2224.734556.614102435263.2279.06193.78
751swin_base_patch4_window12_384220.36871.27819238447.19134.7887.9
752xcit_tiny_24_p8_384_dist219.94656.678102438427.05132.9512.11
753resmlp_big_24_224218.184693.3631024224100.2387.31129.14
754resmlp_big_24_224_in22ft1k217.684704.1641024224100.2387.31129.14
755resmlp_big_24_distilled_224217.654704.8311024224100.2387.31129.14
756swinv2_large_window12to16_192to256_22kft1k211.961207.75625625647.81121.53196.74
757efficientnetv2_l206.632477.80851248056.4157.99118.52
758tf_efficientnetv2_l204.522503.35551248056.4157.99118.52
759tf_efficientnetv2_l_in21ft1k204.482503.91751248056.4157.99118.52
760ig_resnext101_32x32d202.591263.59425622487.2991.12468.53
761xcit_medium_24_p8_224202.125066.293102422463.53121.2384.32
762xcit_medium_24_p8_224_dist201.885072.196102422463.53121.2384.32
763dm_nfnet_f2200.183836.57676835263.2279.06193.78
764convnext_large_384_in22ft1k190.551343.472256384101.1126.74197.77
765vit_base_patch8_224188.251359.8525622478.22161.6986.58
766volo_d5_224187.565459.662102422472.4118.11295.46
767cait_xs24_384186.334121.71676838419.28183.9826.67
768xcit_small_12_p8_384_dist183.572091.82338438454.92138.2926.21
769eca_nfnet_l3182.912799.14151244852.55118.472.04
770cait_xxs36_384180.415675.791102438414.35183.717.37
771swinv2_cr_base_384178.381435.08525638450.57333.6887.88
772vit_base_resnet50_384177.852159.08738438467.43135.0398.95
773vit_base_r50_s16_384177.62162.19638438467.43135.0398.95
774swinv2_cr_huge_224175.472188.347384224115.97121.08657.83
775convmixer_1536_20167.16128.044102422448.6833.0351.63
776volo_d2_384164.751553.88925638446.17184.5158.87
777resnetrs350156.774898.7576838477.59154.74163.96
778xcit_large_24_p16_384_dist154.333317.602512384105.35137.17189.1
779vit_huge_patch14_224146.326998.3591024224167.4139.41632.05
780efficientnet_b7145.11661.5589660038.33289.9466.35
781cait_s24_384144.993531.33651238432.17245.3147.06
782deit3_huge_patch14_224142.267197.8431024224167.4139.41632.13
783deit3_huge_patch14_224_in21ft1k142.177202.7581024224167.4139.41632.13
784tf_efficientnet_b7_ns140.64682.5669660038.33289.9466.35
785tf_efficientnet_b7_ap140.61682.7049660038.33289.9466.35
786tf_efficientnet_b7140.6682.7569660038.33289.9466.35
787efficientnetv2_xl139.562751.57338451293.85247.32208.12
788tf_efficientnetv2_xl_in21ft1k138.422774.11738451293.85247.32208.12
789resnest269e135.652830.83338441677.69171.98110.93
790swin_large_patch4_window12_384130.35981.936128384104.08202.16196.74
791convnext_xlarge_384_in22ft1k125.251532.9192384179.2168.99350.2
792nfnet_f3124.744104.555512416115.58141.78254.92
793ig_resnext101_32x48d118.281623.193192224153.57131.06828.41
794xcit_large_24_p8_224115.224443.765512224141.23181.56188.93
795xcit_large_24_p8_224_dist115.184445.056512224141.23181.56188.93
796resnetrs420112.126849.78768416108.45213.79191.89
797dm_nfnet_f3110.184647.097512416115.58141.78254.92
798swinv2_cr_large_384108.041184.75128384108.95404.96196.68
799resnetv2_50x3_bitm102.091253.798128448145.7133.37217.32
800resnetv2_152x2_bit_teacher_38498.912588.163256384136.16132.56236.34
801vit_large_patch16_38497.452626.88256384191.21270.24304.72
802cait_s36_38497.055275.46951238447.99367.468.37
803xcit_small_24_p8_384_dist96.343985.916384384105.24265.9147.63
804vit_giant_patch14_22495.738022.929768224267.18192.641012.61
805deit3_large_patch16_38494.642704.996256384191.21270.24304.76
806deit3_large_patch16_384_in21ft1k94.522708.314256384191.21270.24304.76
807swinv2_base_window12to24_192to384_22kft1k94.37678.1746438455.25280.3687.92
808efficientnet_b891.291051.5949667263.48442.8987.41
809tf_efficientnet_b888.951079.2779667263.48442.8987.41
810tf_efficientnet_b8_ap88.841080.5339667263.48442.8987.41
811beit_large_patch16_38484.673023.634256384191.21270.24305.0
812resnetv2_152x2_bitm73.092626.956192448184.99180.43236.34
813volo_d3_44872.412651.49619244896.33446.8386.63
814nfnet_f469.915493.031384512216.26262.26316.07
815xcit_medium_24_p8_384_dist67.933768.466256384186.67354.7384.32
816dm_nfnet_f462.554092.528256512216.26262.26316.07
817resnetv2_101x3_bitm61.052096.759128448280.33194.78387.93
818swinv2_large_window12to24_192to384_22kft1k59.71803.82148384116.15407.83196.74
819vit_gigantic_patch14_22457.598890.782512224483.95275.371844.44
820tf_efficientnet_l2_ns_47556.351135.83364475172.11609.89480.31
821volo_d4_44852.922418.622128448197.13527.35193.41
822swinv2_cr_giant_22450.532532.906128224483.85309.152598.76
823nfnet_f549.645157.064256544290.97349.71377.21
824swinv2_cr_huge_38447.061360.05664384352.04583.18657.94
825dm_nfnet_f544.175795.363256544290.97349.71377.21
826xcit_large_24_p8_384_dist38.644968.379192384415.0531.82188.93
827nfnet_f637.996738.223256576378.69452.2438.36
828volo_d5_44836.493507.831128448315.06737.92295.91
829beit_large_patch16_51233.882833.28296512362.24656.39305.67
830dm_nfnet_f633.837567.962256576378.69452.2438.36
831cait_m36_38431.728071.786256384173.11734.81271.22
832nfnet_f730.388426.213256608480.39570.85499.5
833volo_d5_51225.583752.22196512425.091105.37296.09
834resnetv2_152x4_bitm22.674234.47496480844.84414.26936.53
835efficientnet_l220.511169.97524800479.121707.39480.31
836tf_efficientnet_l2_ns20.151191.26124800479.121707.39480.31
837swinv2_cr_giant_38414.622188.205323841450.711394.862598.76
838cait_m48_44813.479503.031128448329.411708.23356.46