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pytorch-image-models/results/model_benchmark_amp_nchw_rt...

30 KiB

1modelinfer_samples_per_secinfer_step_timeinfer_batch_sizeinfer_img_sizeinfer_gmacsinfer_mactsparam_count
2tf_mobilenetv3_small_minimal_10023813.4710.7412562240.061.412.04
3tf_mobilenetv3_small_07520226.3912.6462562240.051.32.04
4tf_mobilenetv3_small_10018228.8114.0342562240.061.422.54
5levit_128s17210.014.8652562240.311.887.78
6regnetx_00214906.5617.1642562240.22.162.68
7regnety_00213464.519.0032562240.22.173.16
8levit_12811979.6221.362562240.412.719.21
9levit_19210405.4824.5932562240.663.210.95
10gernet_s10172.3525.1562562240.752.658.17
11vit_small_patch32_2249285.9727.5552562241.152.522.88
12regnetx_0049188.5327.8512562240.43.145.16
13tf_mobilenetv3_large_minimal_1009164.3527.9242562240.224.43.92
14tf_mobilenetv3_large_0758667.8129.5252562240.164.03.99
15mobilenetv3_rw8631.0829.652562240.234.415.48
16vit_tiny_r_s16_p8_2248546.3829.9422562240.442.066.34
17mobilenetv3_large_100_miil8526.1330.0152562240.234.415.48
18mobilenetv3_large_1008496.9330.1182562240.234.415.48
19gluon_resnet18_v1b8461.6330.2442562241.822.4811.69
20ssl_resnet188460.2130.2492562241.822.4811.69
21resnet188386.3630.5142562241.822.4811.69
22swsl_resnet188382.5230.5282562241.822.4811.69
23ghostnet_1008276.8830.922562240.153.555.18
24levit_2567773.5832.9222562241.134.2318.89
25legacy_seresnet187701.7833.2292562241.822.4911.78
26tf_mobilenetv3_large_1007680.0533.3232562240.234.415.48
27regnetx_0067603.4533.6582562240.613.986.2
28mobilenetv2_1007541.6533.9342562240.316.683.5
29regnety_0047368.2934.7332562240.413.894.34
30hardcorenas_a7264.9335.2272562240.234.385.26
31hardcorenas_b7208.1135.5052562240.265.095.18
32mnasnet_1007142.8535.8292562240.335.464.38
33resnet18d7065.3936.2212562242.063.2911.71
34semnasnet_1006753.1937.8972562240.326.233.89
35hardcorenas_c6746.8437.9332562240.285.015.52
36spnasnet_1006739.7537.9732562240.356.034.42
37regnety_0066693.638.2352562240.614.336.06
38hardcorenas_d6572.5538.9392562240.34.937.5
39tf_efficientnetv2_b06314.1340.5332562240.734.777.14
40regnetx_0086079.0442.1012562240.815.157.26
41efficientnet_lite05804.9844.092562240.46.744.65
42dla46_c5780.9444.2732562240.584.51.3
43mobilenetv2_110d5723.5744.7172562240.458.714.52
44rexnet_1005717.9344.7612562240.417.444.8
45hardcorenas_f5617.2345.5642562240.355.578.2
46regnety_0085508.5946.4622562240.815.256.26
47hardcorenas_e5410.047.312562240.355.658.07
48fbnetc_1005329.9948.022562240.46.515.57
49skresnet185316.1248.1452562241.823.2411.96
50tf_efficientnet_lite05240.3248.8422562240.46.744.65
51mobilenetv2_1405070.1250.4812562240.69.576.11
52efficientnet_b05059.7850.5852562240.46.755.29
53ese_vovnet19b_dw5050.1650.682562241.348.256.54
54gluon_resnet34_v1b4958.5251.6182562243.673.7421.8
55efficientnet_b1_pruned4954.5751.6582562400.46.216.33
56tv_resnet344937.2951.842562243.673.7421.8
57resnet344928.3251.9332562243.673.7421.8
58hrnet_w18_small4869.5852.5612562241.615.7213.19
59levit_3844654.2954.9932562242.366.2639.13
60tf_efficientnet_b0_ap4650.2255.0392562240.46.755.29
61tf_efficientnet_b0_ns4646.9155.0762562240.46.755.29
62tf_efficientnet_b04644.2555.1082562240.46.755.29
63dla46x_c4605.9455.572562240.545.661.07
64selecsls42b4570.1756.0052562242.984.6232.46
65deit_tiny_patch16_2244543.8256.3292562241.265.975.72
66vit_tiny_patch16_2244538.0756.3992562241.265.975.72
67gernet_m4516.0356.6762562243.025.2421.14
68deit_tiny_distilled_patch16_2244481.6957.112562241.276.015.91
69legacy_seresnet344474.4257.2042562243.673.7421.96
70resnet34d4448.3757.5382562243.914.5421.82
71pit_ti_distilled_2244332.0559.0842562240.716.235.1
72pit_ti_2244322.4659.2152562240.76.194.85
73dla60x_c4302.1259.4952562240.596.011.32
74mixnet_s4297.5159.5592562240.256.254.13
75rexnet_1304236.6160.4152562240.689.717.56
76tf_efficientnetv2_b14231.9360.4812562401.217.348.14
77xcit_nano_12_p16_224_dist4191.261.0672562240.564.173.05
78xcit_nano_12_p16_2244188.1261.1122562240.564.173.05
79resmlp_12_distilled_2244137.9661.8552562243.015.515.35
80resmlp_12_2244137.261.8672562243.015.515.35
81resnet264135.2361.8952562242.367.3516.0
82vit_base_patch32_sam_2244111.0462.2612562244.415.0188.22
83mobilenetv2_120d4108.5562.2992562240.6911.975.83
84vit_base_patch32_2244102.9462.3842562244.415.0188.22
85tf_mixnet_s4033.263.4622562240.256.254.13
86repvgg_b04020.0763.6692562243.416.1515.82
87selecsls60b3957.164.6832562243.635.5232.77
88selecsls603955.5864.7082562243.595.5230.67
89resnet26d3771.7167.8622562242.68.1516.01
90dla343751.868.2222562243.075.0215.74
91rexnet_1503693.7369.2952562240.911.219.73
92ecaresnet50d_pruned3635.8370.42562242.536.4319.94
93tf_efficientnet_lite13541.9672.2662562400.6210.145.42
94pit_xs_2243506.7772.9912562241.47.7110.62
95regnetx_0163495.2173.2332562241.627.939.19
96pit_xs_distilled_2243481.4873.5222562241.417.7611.0
97efficientnet_es_pruned3365.6776.0522562241.818.735.44
98efficientnet_es3358.2676.2192562241.818.735.44
99efficientnet_b2_pruned3344.476.5352562600.739.138.31
100tf_efficientnet_es3248.3578.7972562241.818.735.44
101tf_efficientnetv2_b23221.9379.4442562601.729.8410.1
102resnest14d3200.6279.9662562242.767.3310.61
103gernet_l3173.0980.6692562564.578.031.08
104regnety_0163082.1983.0462562241.638.0411.2
105tf_efficientnet_cc_b0_8e3079.8383.1092562240.429.4224.01
106tf_efficientnet_cc_b0_4e3072.3483.312562240.419.4213.31
107mixnet_m3041.7884.152562240.368.195.01
108skresnet343025.884.5952562243.675.1322.28
109resnext26ts2999.5685.3352562562.4310.5210.3
110repvgg_a22997.3685.3972562245.76.2628.21
111legacy_seresnext26_32x4d2982.285.8322562242.499.3916.79
112vit_tiny_r_s16_p8_3842981.2785.8562563841.346.496.36
113vit_small_patch32_3842975.0186.0352563843.458.2522.92
114xcit_tiny_12_p16_224_dist2962.2686.4062562241.246.296.72
115xcit_tiny_12_p16_2242958.8786.5062562241.246.296.72
116resnet26t2949.1586.7932562563.3510.5216.01
117seresnext26ts2930.1987.3552562562.4310.5210.39
118eca_resnext26ts2927.3987.4392562562.4310.5210.3
119tf_mixnet_m2918.1387.7162562240.368.195.01
120tf_efficientnet_b1_ap2909.5587.9732562400.7110.887.79
121tf_efficientnet_b1_ns2907.9688.0212562400.7110.887.79
122tf_efficientnet_b12906.4688.0662562400.7110.887.79
123gcresnext26ts2860.3589.4892562562.4310.5310.48
124ecaresnet101d_pruned2832.3990.3732562243.487.6924.88
125efficientnet_b12816.5190.8812562560.7712.227.79
126seresnext26t_32x4d2803.2291.3132562242.710.0916.81
127seresnext26d_32x4d2791.3491.7012562242.7310.1916.81
128ecaresnetlight2748.6293.1272562244.118.4230.16
129tf_efficientnet_lite22734.0393.6242562600.8912.96.09
130nf_regnet_b12722.2694.0282562881.029.210.22
131crossvit_tiny_2402719.7194.1172562401.579.087.01
132rexnet_2002697.3694.8962562241.5614.9116.37
133resnetv2_502678.8295.5522562244.1111.1125.55
134crossvit_9_2402675.7195.6652562401.859.528.55
135eca_botnext26ts_2562660.2496.2212562562.4611.610.59
136tresnet_m2657.6996.3142562245.747.3131.39
137botnet26t_2562648.3996.6462562563.3211.9812.49
138halonet26t2611.8298.0052562563.1911.6912.48
139vgg112609.7898.0822562247.617.44132.86
140eca_halonext26ts2603.2798.3272562562.4411.4610.76
141gluon_resnet50_v1b2595.898.612562244.1111.1125.56
142ssl_resnet502595.5598.6192562244.1111.1125.56
143efficientnet_b3_pruned2594.0398.6772563001.0411.869.86
144tv_resnet502591.7898.7632562244.1111.1125.56
145crossvit_9_dagger_2402589.8898.8362562401.999.978.78
146resnet502584.3699.0392562244.1111.1125.56
147swsl_resnet502581.6599.1462562244.1111.1125.56
148convit_tiny2544.18100.612562241.267.945.71
149hrnet_w18_small_v22509.11102.0172562242.629.6515.6
150resnet32ts2503.04102.2632562564.6311.5817.96
151bat_resnext26ts2479.68103.2192562562.5312.5110.73
152resnet33ts2467.72103.7282562564.7611.6619.68
153gluon_resnet50_v1c2464.02103.8842562244.3511.9225.58
154ese_vovnet39b2457.44104.1622562247.096.7424.57
155cspresnet502453.31104.3382562564.5411.521.62
156cspresnext502451.69104.4072562243.112.1420.57
157gluon_resnet50_v1d2445.69104.6632562244.3511.9225.58
158resnet50d2441.21104.852562244.3511.9225.58
159dpn68b2432.24105.2422562242.3510.4712.61
160legacy_seresnet502426.52105.492562243.8810.628.09
161dpn682406.35106.3742562242.3510.4712.61
162eca_resnet33ts2405.01106.4342562564.7611.6619.68
163seresnet33ts2402.61106.542562564.7611.6619.78
164vgg11_bn2383.08107.4132562247.627.44132.87
165mixnet_l2358.59108.5282562240.5810.847.33
166lambda_resnet26t2358.23108.5452562563.0211.8710.96
167gcresnet33ts2347.52109.042562564.7611.6819.88
168pit_s_2242332.08109.7632562242.8811.5623.46
169dla602324.78110.1062562244.2610.1622.04
170seresnet502316.85110.4842562244.1111.1328.09
171resnest26d2313.67110.6342562243.649.9717.07
172pit_s_distilled_2242311.97110.7182562242.911.6424.04
173deit_small_patch16_2242297.25111.4262562244.6111.9522.05
174vit_small_patch16_2242293.15111.6222562244.6111.9522.05
175deit_small_distilled_patch16_2242268.28112.852562244.6312.0222.44
176tf_mixnet_l2264.19113.0532562240.5810.847.33
177tf_efficientnet_b2_ns2256.47113.4382562601.0213.839.11
178tf_efficientnet_b2_ap2256.28113.4462562601.0213.839.11
179tf_efficientnet_b22253.15113.6052562601.0213.839.11
180tv_densenet1212246.15113.9632562242.876.97.98
181densenet1212241.22114.2122562242.876.97.98
182res2net50_48w_2s2234.19114.572562244.1811.7225.29
183ecaresnet50d2188.72116.9532562244.3511.9325.58
184resnetblur502181.37117.3422562245.1612.0225.56
185haloregnetz_b2181.01117.3652562241.9711.9411.68
186resnetrs502148.74119.1262562244.4812.1435.69
187gluon_resnet50_v1s2124.85120.4692562245.4713.5225.68
188visformer_small2123.42120.5492562244.8811.4340.22
189gluon_inception_v32118.5120.8292562995.738.9723.83
190regnetx_0322117.36120.8942562243.211.3715.3
191resmlp_24_distilled_2242109.62121.3372562245.9610.9130.02
192efficientnet_b22109.39121.3512562881.1216.29.11
193inception_v32109.39121.3512562995.738.9723.83
194resmlp_24_2242108.77121.3862562245.9610.9130.02
195tf_inception_v32108.49121.4032562995.738.9723.83
196adv_inception_v32107.2121.4742562995.738.9723.83
197efficientnet_em2078.91123.1312562403.0414.346.9
198densenetblur121d2047.01125.052562243.117.98.0
199tf_efficientnet_em2016.96126.9112562403.0414.346.9
200ssl_resnext50_32x4d2014.12127.0922562244.2614.425.03
201tv_resnext50_32x4d2011.71127.2432562244.2614.425.03
202gluon_resnext50_32x4d2008.79127.4282562244.2614.425.03
203swsl_resnext50_32x4d2003.89127.7362562244.2614.425.03
204resnext50_32x4d2003.33127.7762562244.2614.425.03
205tf_efficientnet_cc_b1_8e1964.78130.282562400.7515.4439.72
206dla60x1943.55131.7062562243.5413.817.35
207regnetx_0401936.18132.2082562243.9912.222.12
208resnext50d_32x4d1913.78133.7552562244.515.225.05
209res2net50_26w_4s1909.57134.0462562244.2812.6125.7
210tf_efficientnetv2_b31906.95134.2342563003.0415.7414.36
211regnety_0401904.74134.392562244.012.2920.65
212gcresnet50t1896.24134.9932562565.4214.6725.9
213efficientnetv2_rw_t1892.3135.2742562883.1916.4213.65
214sehalonet33ts1872.56136.72562563.5514.713.69
215lambda_resnet26rpt_2561852.61138.1712562563.1611.8710.99
216seresnext50_32x4d1837.91139.2772562244.2614.4227.56
217gcresnext50ts1836.72139.3692562563.7515.4615.67
218dla60_res2net1835.75139.442562244.1512.3420.85
219gluon_seresnext50_32x4d1834.84139.5112562244.2614.4227.56
220legacy_seresnext50_32x4d1831.03139.8012562244.2614.4227.56
221resnest50d_1s4x24d1825.82140.1972562244.4313.5725.68
222repvgg_b1g41816.81140.8872562248.1510.6439.97
223densenet1691814.19141.0992562243.47.314.15
224gc_efficientnetv2_rw_t1807.69141.6062562883.216.4513.68
225coat_lite_tiny1802.74141.9952562241.611.655.72
226res2net50_14w_8s1801.06142.1252562244.2113.2825.06
227res2next501791.13142.9062562244.213.7124.67
228cspdarknet531752.54146.0632562566.5716.8127.64
229ecaresnet26t1748.79146.3752563205.2416.4416.01
230dla60_res2next1747.0146.5262562243.4913.1717.03
231regnetz_b1724.41148.4432562882.3916.439.72
232coat_lite_mini1717.23149.0662562242.012.2511.01
233vgg131708.54149.82425622411.3112.25133.05
234mixnet_xl1689.17151.5422562240.9314.5711.9
235vit_small_r26_s32_2241664.97153.7422562243.569.8536.43
236resnetv2_1011630.91156.9562562247.8316.2344.54
237tf_efficientnet_lite31624.63157.5632563001.6521.858.2
238gluon_resnet101_v1b1601.1159.882562247.8316.2344.55
239tv_resnet1011599.29160.062562247.8316.2344.55
240repvgg_b11595.1160.47825622413.1610.6457.42
241xcit_tiny_24_p16_224_dist1586.68161.3312562242.3411.8212.12
242xcit_tiny_24_p16_2241585.43161.4582562242.3411.8212.12
243xcit_small_12_p16_224_dist1555.24164.592562244.8212.5826.25
244lambda_resnet50ts1554.98164.6162562565.0717.4821.54
245xcit_small_12_p16_2241551.41164.9972562244.8212.5826.25
246gluon_resnet101_v1c1549.68165.1852562248.0817.0444.57
247resnest50d1546.83165.4852562245.414.3627.48
248vgg13_bn1545.98165.57925622411.3312.25133.05
249gluon_resnet101_v1d1542.35165.9712562248.0817.0444.57
250dla1021540.91166.1242562247.1914.1833.27
251twins_svt_small1527.64167.5682562242.9413.7524.06
252wide_resnet50_21520.69168.32125622411.4314.468.88
253gmixer_24_2241499.34170.732562245.2814.4524.72
254resnetv2_50x1_bit_distilled1491.85171.5862562244.2311.1125.55
255regnetx_0801490.15171.7842562248.0214.0639.57
256xcit_nano_12_p16_384_dist1485.24172.3472563841.6412.153.05
257crossvit_small_2401471.27173.9872562405.6318.1726.86
258legacy_seresnet1011468.28174.3422562247.6115.7449.33
259halonet50ts1455.95175.8192562565.319.222.73
260res2net50_26w_6s1449.56176.5892562246.3315.2837.05
261regnetx_0641419.83180.2922562246.4916.3726.21
262densenet2011416.48180.7182562244.347.8520.01
263resmlp_36_2241415.51180.842562248.9116.3344.69
264resmlp_36_distilled_2241415.35180.862562248.9116.3344.69
265gluon_resnet101_v1s1409.69181.5892562249.1918.6444.67
266lamhalobotnet50ts_2561390.79184.0542562565.0218.4422.57
267nf_resnet501387.87184.4432562886.8818.3725.56
268ecaresnet101d1376.05186.032562248.0817.0744.57
269vgg161375.43186.11225622415.4713.56138.36
270hrnet_w181354.53188.9832562244.3216.3121.3
271regnety_0321350.9189.4922562885.2918.6119.44
272crossvit_15_2401346.42190.1232562405.8119.7727.53
273tresnet_l1344.95190.3325622410.8811.955.99
274gmlp_s16_2241341.95190.7572562244.4215.119.42
275tf_efficientnet_b3_ap1337.77191.352563001.8723.8312.23
276tf_efficientnet_b3_ns1337.21191.4292563001.8723.8312.23
277tf_efficientnet_b31336.96191.4642563001.8723.8312.23
278resnet51q1335.36191.6952562888.0720.9435.7
279vit_base_patch32_3841326.76192.93925638413.0616.588.3
280xception1314.05194.8042562998.435.8322.86
281crossvit_15_dagger_2401305.29196.1132562406.1320.4328.21
282dla102x1302.51196.5312562245.8919.4226.31
283efficientnet_b31297.94197.2242563202.0126.5212.23
284mixer_b16_2241285.59199.11925622412.6214.5359.88
285mixer_b16_224_miil1283.81199.39625622412.6214.5359.88
286cait_xxs24_2241283.41199.4572562242.5320.2911.96
287skresnext50_32x4d1277.72200.3462562244.517.1827.48
288regnety_0641270.37201.5042562246.3916.4130.58
289ssl_resnext101_32x4d1267.29201.9942562248.0121.2344.18
290gluon_resnext101_32x4d1262.61202.7442562248.0121.2344.18
291swsl_resnext101_32x4d1261.41202.9342562248.0121.2344.18
292vgg16_bn1259.82203.19225622415.513.56138.37
293repvgg_b2g41250.78204.65925622412.6312.961.76
294halo2botnet50ts_2561247.07205.2682562565.0221.7822.64
295swin_tiny_patch4_window7_2241247.03205.2732562244.5117.0628.29
296twins_pcpvt_small1237.18206.9112562243.8318.0824.11
297regnety_0801231.05207.9412562248.017.9739.18
298resnest50d_4s2x40d1214.34210.7972562244.417.9430.42
299resnet61q1207.53211.9872562889.8721.5236.85
300eca_nfnet_l01191.71214.8052562887.1217.2924.14
301nfnet_l01190.26215.0672562887.1317.2935.07
302res2net101_26w_4s1183.89216.222562248.118.4545.21
303dpn921178.74217.1692562246.5418.2137.67
304res2net50_26w_8s1178.7217.1742562248.3717.9548.4
305vit_tiny_patch16_3841172.78218.2712563844.725.395.79
306convit_small1169.52218.8812562245.7617.8727.78
307vgg191152.13222.18525622419.6314.86143.67
308gluon_seresnext101_32x4d1150.11222.5762562248.0221.2648.96
309legacy_seresnext101_32x4d1149.76222.6442562248.0221.2648.96
310hrnet_w321142.24224.1092562248.9722.0241.23
311xcit_nano_12_p8_2241127.98226.942562242.1615.713.05
312xcit_nano_12_p8_224_dist1127.81226.9742562242.1615.713.05
313hrnet_w301123.84227.7782562248.1521.2137.71
314tv_resnet1521116.24229.33125622411.5622.5660.19
315gluon_resnet152_v1b1115.71229.4425622411.5622.5660.19
316ecaresnet50t1110.54230.5062563208.8224.1325.57
317regnetz_c1099.38232.8412563203.9225.8813.46
318gluon_resnet152_v1c1090.66234.70825622411.823.3660.21
319gluon_resnet152_v1d1087.27235.44125622411.823.3660.21
320repvgg_b21087.24235.44425622420.4512.989.02
321xception411068.11239.6552562999.2839.8626.97
322densenet1611067.45239.8122562247.7911.0628.68
323vgg19_bn1061.8241.08925622419.6614.86143.68
324inception_v41057.29242.11725629912.2815.0942.68
325convmixer_1024_20_ks9_p141048.55244.1352562245.555.5124.38
326dla1691043.9245.22325622411.620.253.39
327xcit_tiny_12_p16_384_dist1041.14245.8692563843.6418.266.72
328regnetx_1201028.54248.88325622412.1321.3746.11
329gluon_resnet152_v1s1019.74251.03325622412.9224.9660.32
330coat_lite_small1019.01251.2112562243.9622.0919.84
331vit_base_patch16_224_miil1015.29252.13425622417.5823.986.54
332legacy_seresnet1521014.16252.41425622411.3322.0866.82
333repvgg_b3g41009.72253.52325622417.8915.183.83
334jx_nest_tiny1009.0253.7052562245.8325.4817.06
335crossvit_18_240995.7257.0922562409.0526.2643.27
336vit_base_patch16_224987.74259.16525622417.5823.986.57
337vit_base_patch16_sam_224983.41260.30725622417.5823.986.57
338tresnet_xl983.24260.35225622415.1715.3478.44
339deit_base_patch16_224981.95260.69425622417.5823.986.57
340regnety_120981.03260.93725622412.1421.3851.82
341deit_base_distilled_patch16_224972.1263.33525622417.6824.0587.34
342crossvit_18_dagger_240968.8264.2342562409.527.0344.27
343efficientnet_el_pruned927.76275.9212563008.030.710.59
344efficientnet_el927.59275.9712563008.030.710.59
345tf_efficientnet_el908.45281.7832563008.030.710.59
346beit_base_patch16_224907.03282.22525622417.5823.986.53
347dm_nfnet_f0906.74282.31825625612.6218.0571.49
348beit_base_patch16_224_in22k904.43283.03325622417.623.92102.56
349twins_pcpvt_base903.59283.3032562246.6825.2543.83
350dla102x2892.39286.8582562249.3429.9141.28
351twins_svt_base884.1289.5482562248.5926.3356.07
352wide_resnet101_2879.83290.9525622422.821.23126.89
353tf_efficientnetv2_s_in21ft1k867.65295.0372563848.4435.7721.46
354tf_efficientnetv2_s866.61295.3922563848.4435.7721.46
355cait_xxs36_224864.05296.2682562243.7730.3417.3
356resnetrs101850.72300.90525628813.5628.5363.62
357repvgg_b3845.91302.61925622429.1615.1123.09
358efficientnetv2_rw_s844.69303.0592563848.7238.0323.94
359dpn98840.2304.67525622411.7325.261.57
360pit_b_distilled_224838.63305.24925622412.533.0774.79
361pit_b_224837.02305.83625622412.4232.9473.76
362ens_adv_inception_resnet_v2834.35306.81425629913.1825.0655.84
363regnetx_160833.02307.30125622415.9925.5254.28
364inception_resnet_v2832.69307.42725629913.1825.0655.84
365xcit_small_24_p16_224_dist830.32308.2972562249.123.6447.67
366xcit_small_24_p16_224828.74308.8862562249.123.6447.67
367swin_small_patch4_window7_224809.9316.0742562248.7727.4749.61
368gluon_resnext101_64x4d803.65318.53625622415.5231.2183.46
369xcit_tiny_12_p8_224_dist791.87323.272562244.8123.66.71
370xcit_tiny_12_p8_224791.64323.3642562244.8123.66.71
371gluon_xception65784.11326.47425629913.9652.4839.92
372xception65777.91329.07425629913.9652.4839.92
373resnet101d776.37329.72325632016.4834.7744.57
374ig_resnext101_32x8d775.21330.22225622416.4831.2188.79
375swsl_resnext101_32x8d773.83330.80825622416.4831.2188.79
376resnext101_32x8d773.08331.1325622416.4831.2188.79
377ssl_resnext101_32x8d769.28332.76525622416.4831.2188.79
378tf_efficientnet_lite4764.13335.012563804.0445.6613.01
379hrnet_w40760.18336.75225622412.7525.2957.56
380gluon_seresnext101_64x4d756.43338.41825622415.5331.2588.23
381resnest101e755.07339.02425625613.3828.6648.28
382hrnet_w48716.4357.32925622417.3428.5677.47
383cait_s24_224714.86358.0982562249.3540.5846.92
384tresnet_m_448713.55358.75825644822.9429.2131.39
385coat_tiny707.04362.0622562244.3527.25.5
386regnetz_d704.94363.1382563209.3337.0827.58
387hrnet_w44702.53364.38525622414.9426.9267.06
388vit_large_r50_s32_224680.11376.39425622419.5824.41328.99
389jx_nest_small676.97378.14225622410.3540.0438.35
390twins_svt_large673.22380.25225622415.1535.199.27
391crossvit_base_240671.16381.41625624021.2236.33105.03
392efficientnet_b4667.18383.6922563844.5150.0419.34
393twins_pcpvt_large657.69389.2262562249.8435.8260.99
394tf_efficientnet_b4637.24401.7192563804.4949.4919.34
395tf_efficientnet_b4_ap636.68402.0682563804.4949.4919.34
396tf_efficientnet_b4_ns636.62402.1092563804.4949.4919.34
397convit_base621.76411.72525622417.5231.7786.54
398dpn131619.15413.45425622416.0932.9779.25
399swin_base_patch4_window7_224617.4414.62525622415.4736.6387.77
400swin_base_patch4_window7_224_in22k616.51415.22825622415.4936.65109.13
401xcit_medium_24_p16_224_dist613.3417.40125622416.1331.7184.4
402xcit_medium_24_p16_224612.89417.67525622416.1331.7184.4
403vit_small_patch16_384594.17430.83825638415.5250.7822.2
404coat_mini592.46432.0842562246.8233.6810.34
405xception71590.14433.7825629918.0969.9242.34
406vit_small_r26_s32_384574.75445.39625638410.4329.8536.47
407hrnet_w64570.22448.93725622428.9735.09128.06
408dpn107566.19452.12825622418.3833.4686.92
409eca_nfnet_l1559.71457.36725632014.9234.4241.41
410gluon_senet154559.51457.52925622420.7738.69115.09
411legacy_senet154558.72458.17825622420.7738.69115.09
412xcit_tiny_24_p16_384_dist556.09460.3422563846.8734.2912.12
413xcit_small_12_p16_384_dist546.87468.09925638414.1436.5126.25
414resnet152d546.29468.59725632024.0847.6760.21
415regnety_320522.26490.16325622432.3430.26145.05
416jx_nest_base511.39500.58425622417.9653.3967.72
417regnety_160509.43502.50125628826.3738.0783.59
418tnt_s_patch16_224497.77514.2822562245.2424.3723.76
419seresnet152d489.63522.82925632024.0947.7266.84
420resnetrs152483.98528.92825632024.3448.1486.62
421regnetx_320460.34556.125622431.8136.3107.81
422vit_large_patch32_384457.67559.34825638445.3143.86306.63
423mixer_l16_224429.82595.58225622444.641.69208.2
424xcit_tiny_24_p8_224417.75612.7972562249.2145.3912.11
425xcit_tiny_24_p8_224_dist417.56613.0682562249.2145.3912.11
426xcit_small_12_p8_224416.17615.11125622418.6947.2126.21
427xcit_small_12_p8_224_dist415.93615.47325622418.6947.2126.21
428efficientnetv2_rw_m404.25633.26325641621.4979.6253.24
429resnet200d391.43653.99125632031.2567.3364.69
430resnetv2_50x1_bitm388.67658.63625644816.6244.4625.55
431xcit_nano_12_p8_384_dist387.79660.1382563846.3446.083.05
432swin_large_patch4_window7_224385.11664.72225622434.5354.94196.53
433swin_large_patch4_window7_224_in22k384.77665.31825622434.5654.96228.57
434xcit_large_24_p16_224374.96682.72225622435.8647.27189.1
435xcit_large_24_p16_224_dist374.65683.28125622435.8647.27189.1
436ssl_resnext101_32x16d366.28698.89725622436.2751.18194.03
437ig_resnext101_32x16d365.74699.94525622436.2751.18194.03
438swsl_resnext101_32x16d365.46700.47825622436.2751.18194.03
439tresnet_l_448350.13731.14625644843.547.5655.99
440resnetrs200346.06739.73525632031.5167.8193.21
441tf_efficientnetv2_m339.58753.86825648024.7689.8454.14
442tf_efficientnetv2_m_in21ft1k339.57753.87925648024.7689.8454.14
443vit_large_patch16_224332.37770.20225622461.663.52304.33
444dm_nfnet_f1329.67776.52625632035.9746.77132.63
445tf_efficientnet_b5319.74800.62325645610.4698.8630.39
446tf_efficientnet_b5_ap319.51801.20725645610.4698.8630.39
447tf_efficientnet_b5_ns319.48801.28725645610.4698.8630.39
448crossvit_15_dagger_408308.22830.55725640821.4595.0528.5
449beit_large_patch16_224304.41840.96425622461.663.52304.43
450beit_large_patch16_224_in22k303.89842.40225622461.6263.54325.79
451xcit_small_24_p16_384_dist291.33878.71725638426.7268.5847.67
452convmixer_768_32284.41900.10525622419.5525.9521.11
453eca_nfnet_l2277.7921.83725638430.0568.2856.72
454resnetv2_152x2_bit_teacher272.08940.88825622446.9545.11236.34
455xcit_tiny_12_p8_384_dist271.29943.61825638414.1369.146.71
456tresnet_xl_448265.72963.42125644860.6561.3178.44
457vit_base_patch16_384260.82981.5125638455.54101.5686.86
458deit_base_patch16_384260.27983.56325638455.54101.5686.86
459resnest200e257.06995.85625632035.6982.7870.2
460deit_base_distilled_patch16_384256.78996.93625638455.65101.8287.63
461resnetv2_101x1_bitm243.191052.66125644831.6564.9344.54
462cait_xxs24_384238.441073.6262563849.63122.6612.03
463ecaresnet269d229.271116.56825635250.25101.25102.09
464crossvit_18_dagger_408229.17558.53512840832.47124.8744.61
465vit_large_r50_s32_384229.11117.41925638457.4376.52329.09
466nasnetalarge226.471130.36525633123.8990.5688.75
467pnasnet5large225.651134.47825633125.0492.8986.06
468beit_base_patch16_384223.911143.32225638455.54101.5686.74
469resnetrs270222.051152.85725635251.13105.48129.86
470xcit_small_24_p8_224218.321172.57125622435.8190.7847.63
471xcit_small_24_p8_224_dist218.21173.19325622435.8190.7847.63
472xcit_medium_24_p16_384_dist212.671203.72525638447.3991.6484.4
473resmlp_big_24_224199.991280.033256224100.2387.31129.14
474resmlp_big_24_224_in22ft1k199.551282.862256224100.2387.31129.14
475resmlp_big_24_distilled_224199.51283.208256224100.2387.31129.14
476tf_efficientnetv2_l196.161305.05425648056.4157.99118.52
477tf_efficientnetv2_l_in21ft1k195.971306.33325648056.4157.99118.52
478dm_nfnet_f2187.321366.60325635263.2279.06193.78
479tf_efficientnet_b6_ns184.64693.23912852819.4167.3943.04
480tf_efficientnet_b6_ap184.63693.25412852819.4167.3943.04
481tf_efficientnet_b6184.56693.54312852819.4167.3943.04
482swin_base_patch4_window12_384172.29742.912838447.19134.7887.9
483swin_base_patch4_window12_384_in22k172.09743.78212838447.21134.8109.27
484cait_xs24_384168.761516.91125638419.28183.9826.67
485vit_base_r50_s16_384164.611555.14925638467.43135.0398.95
486convmixer_1536_20163.581564.93625622448.6833.0351.63
487cait_xxs36_384159.381606.20625638414.35183.717.37
488xcit_medium_24_p8_224158.471615.43425622463.53121.2384.32
489xcit_medium_24_p8_224_dist158.471615.40425622463.53121.2384.32
490resnetrs350147.451736.14325638477.59154.74163.96
491ig_resnext101_32x32d144.941766.22125622487.2991.12468.53
492xcit_tiny_24_p8_384_dist140.021828.24925638427.05132.9512.11
493xcit_small_12_p8_384_dist138.321850.76925638454.92138.2926.21
494cait_s24_384130.371963.69225638432.17245.3147.06
495xcit_large_24_p16_384_dist128.671989.551256384105.35137.17189.1
496tf_efficientnetv2_xl_in21ft1k125.282043.35825651293.85247.32208.12
497resnest269e119.952134.14325641677.69171.98110.93
498swin_large_patch4_window12_384108.711177.454128384104.08202.16196.74
499swin_large_patch4_window12_384_in22k108.631178.305128384104.11202.18228.77
500resnetrs420107.02392.495256416108.45213.79191.89
501tf_efficientnet_b7_ns106.07603.3756460038.33289.9466.35
502tf_efficientnet_b7_ap105.98603.8896460038.33289.9466.35
503tf_efficientnet_b7105.95604.036460038.33289.9466.35
504dm_nfnet_f3102.632494.386256416115.58141.78254.92
505xcit_large_24_p8_22495.992666.968256224141.23181.56188.93
506xcit_large_24_p8_224_dist95.772673.153256224141.23181.56188.93
507resnetv2_152x2_bit_teacher_38494.952696.08256384136.16132.56236.34
508resnetv2_50x3_bitm93.711365.901128448145.7133.37217.32
509vit_large_patch16_38489.712853.476256384191.21270.24304.72
510cait_s36_38487.222935.16625638447.99367.468.37
511ig_resnext101_32x48d85.911489.933128224153.57131.06828.41
512beit_large_patch16_38477.753292.734256384191.21270.24305.0
513xcit_small_24_p8_384_dist72.453533.673256384105.24265.9147.63
514resnetv2_152x2_bitm69.731835.714128448184.99180.43236.34
515tf_efficientnet_b866.92956.3336467263.48442.8987.41
516tf_efficientnet_b8_ap66.91956.4346467263.48442.8987.41
517dm_nfnet_f457.014490.519256512216.26262.26316.07
518resnetv2_101x3_bitm56.172278.772128448280.33194.78387.93
519xcit_medium_24_p8_384_dist53.814757.31256384186.67354.7384.32
520dm_nfnet_f541.466174.452256544290.97349.71377.21
521tf_efficientnet_l2_ns_47538.521661.58564475172.11609.89480.31
522xcit_large_24_p8_384_dist32.447891.525256384415.0531.82188.93
523beit_large_patch16_51231.382039.28564512362.24656.39305.67
524cait_m36_38430.168488.214256384173.11734.81271.22
525dm_nfnet_f630.038525.766256576378.69452.2438.36
526resnetv2_152x4_bitm18.213515.17764480844.84414.26936.53
527tf_efficientnet_l2_ns13.561770.05924800479.121707.39480.31
528cait_m48_44813.089784.533128448329.411708.23356.46