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

39 KiB

1modelinfer_samples_per_secinfer_step_timeinfer_batch_sizeinfer_img_sizeinfer_gmacsinfer_mactsparam_count
2tinynet_e38522.16.6332561060.030.692.04
3mobilenetv3_small_05032214.847.9352562240.030.921.59
4lcnet_03531434.428.1332562240.031.041.64
5lcnet_05027990.749.1352562240.051.261.88
6tf_mobilenetv3_small_minimal_10024613.6510.3892562240.061.412.04
7mobilenetv3_small_07523970.6210.6682562240.051.32.04
8tinynet_d22226.5411.5062561520.051.422.34
9mobilenetv3_small_10020961.6612.2022562240.061.422.54
10tf_mobilenetv3_small_07520346.4312.572562240.051.32.04
11tf_mobilenetv3_small_10018514.7213.8142562240.061.422.54
12lcnet_07518250.5714.0162562240.11.992.36
13levit_128s17514.7414.6052562240.311.887.78
14mnasnet_small16174.215.8172562240.072.162.03
15mobilenetv2_03516065.1815.9242562240.072.861.68
16regnetx_00215056.5816.9912562240.22.162.68
17ghostnet_05014915.3317.1522562240.051.772.59
18lcnet_10014745.9317.352562240.162.522.95
19regnety_00213600.4918.8122562240.22.173.16
20mobilenetv2_05012921.5919.82562240.13.641.97
21mnasnet_05012170.9521.0222562240.113.072.22
22levit_12812112.0921.1252562240.412.719.21
23semnasnet_05011653.9221.9562562240.113.442.08
24tinynet_c11441.6622.3622561840.112.872.46
25levit_19210512.1524.3412562240.663.210.95
26gernet_s10252.2324.962562240.752.658.17
27mixer_s32_2249991.3925.6112562241.02.2819.1
28mobilenetv3_large_0759848.5325.9832562240.164.03.99
29ese_vovnet19b_slim_dw9567.5726.7462562240.45.281.9
30lcnet_1509561.6626.7632562240.343.794.5
31vit_small_patch32_2249406.0527.2062562241.152.522.88
32regnetx_0049291.0827.5422562240.43.145.16
33tf_mobilenetv3_large_minimal_1009242.8427.6842562240.224.43.92
34tf_mobilenetv3_large_0758812.2229.0372562240.164.03.99
35mobilenetv3_rw8698.9729.4172562240.234.415.48
36vit_tiny_r_s16_p8_2248636.9729.6292562240.442.066.34
37mobilenetv3_large_1008617.5229.6962562240.234.415.48
38mobilenetv3_large_100_miil8613.5129.7092562240.234.415.48
39ssl_resnet188520.1130.0362562241.822.4811.69
40gluon_resnet18_v1b8514.0830.0572562241.822.4811.69
41resnet188481.7230.1712562241.822.4811.69
42swsl_resnet188383.3630.5262562241.822.4811.69
43ghostnet_1008302.4130.8232562240.153.555.18
44mobilenetv2_0758284.5430.892562240.225.862.64
45mnasnet_0758193.7431.2332562240.234.773.17
46seresnet187935.2132.252562241.822.4911.78
47levit_2567830.2532.6822562241.134.2318.89
48tf_mobilenetv3_large_1007782.6432.8812562240.234.415.48
49legacy_seresnet187750.1233.022562241.822.4911.78
50regnetx_0067679.1833.3262562240.613.986.2
51semnasnet_0757673.8133.352562240.235.542.91
52mobilenetv2_1007580.1933.7612562240.316.683.5
53regnety_0047520.034.0312562240.413.894.34
54tinynet_b7462.1334.2942561880.214.443.73
55hardcorenas_a7310.6335.0062562240.234.385.26
56hardcorenas_b7243.6535.332562240.265.095.18
57mnasnet_1007211.4335.4882562240.335.464.38
58mnasnet_b17197.5735.5562562240.335.464.38
59resnet18d7139.7835.8452562242.063.2911.71
60mnasnet_a16803.2337.6182562240.326.233.89
61ghostnet_1306799.9637.6362562240.244.67.36
62semnasnet_1006798.3737.6452562240.326.233.89
63hardcorenas_c6791.2137.6842562240.285.015.52
64spnasnet_1006742.9937.9552562240.356.034.42
65regnety_0066741.637.9622562240.614.336.06
66ese_vovnet19b_slim6727.4438.042562241.693.523.17
67hardcorenas_d6616.7438.6782562240.34.937.5
68tf_efficientnetv2_b06404.5339.9592562240.734.777.14
69regnetx_0086126.6241.7742562240.815.157.26
70efficientnet_lite05820.5343.9712562240.46.744.65
71dla46_c5815.544.0062562240.584.51.3
72resnetblur185731.244.6572562242.343.3911.69
73mobilenetv2_110d5728.3144.6792562240.458.714.52
74tinynet_a5715.0444.7812561920.355.416.19
75rexnet_1005705.8144.8552562240.417.444.8
76rexnetr_1005702.3844.8822562240.437.724.88
77hardcorenas_f5633.445.4322562240.355.578.2
78regnety_0085562.4146.0112562240.815.256.26
79hardcorenas_e5407.3547.3312562240.355.658.07
80fbnetc_1005335.4147.972562240.46.515.57
81skresnet185314.3248.1612562241.823.2411.96
82tf_efficientnet_lite05277.9348.4922562240.46.744.65
83efficientnet_b05118.9450.02562240.46.755.29
84mobilenetv2_1405111.4650.0732562240.69.576.11
85ese_vovnet19b_dw5070.6250.4752562241.348.256.54
86mnasnet_1405006.1851.1252562240.67.717.12
87efficientnet_b1_pruned5001.0151.1782562400.46.216.33
88resnet344971.1651.4862562243.673.7421.8
89gluon_resnet34_v1b4968.451.5152562243.673.7421.8
90tv_resnet344947.351.7342562243.673.7421.8
91visformer_tiny4922.2351.9972562241.275.7210.32
92hrnet_w18_small4823.0153.0672562241.615.7213.19
93semnasnet_1404792.6353.4042562240.68.876.11
94levit_3844732.8854.0782562242.366.2639.13
95tf_efficientnet_b0_ns4689.254.5832562240.46.755.29
96tf_efficientnet_b0_ap4677.7854.7152562240.46.755.29
97tf_efficientnet_b04677.3354.722562240.46.755.29
98seresnet344638.9355.1742562243.673.7421.96
99selecsls42b4636.1755.2062562242.984.6232.46
100dla46x_c4631.5255.262562240.545.661.07
101selecsls424604.355.5892562242.944.6230.35
102deit_tiny_patch16_2244580.1255.8822562241.265.975.72
103vit_tiny_patch16_2244575.6855.9372562241.265.975.72
104gernet_m4537.3256.412562243.025.2421.14
105deit_tiny_distilled_patch16_2244513.8756.7022562241.276.015.91
106nf_regnet_b04512.7356.7172562560.645.588.76
107legacy_seresnet344498.0556.9022562243.673.7421.96
108resnet34d4471.1357.2452562243.914.5421.82
109rexnetr_1304425.157.842562240.689.817.61
110pit_ti_distilled_2244357.1858.7422562240.716.235.1
111pit_ti_2244345.558.92562240.76.194.85
112mixnet_s4322.5959.2122562240.256.254.13
113dla60x_c4316.3659.2962562240.596.011.32
114tf_efficientnetv2_b14297.0259.5632562401.217.348.14
115rexnet_1304232.2360.4762562240.689.717.56
116xcit_nano_12_p16_224_dist4222.6760.6142562240.564.173.05
117xcit_nano_12_p16_2244207.8560.8272562240.564.173.05
118resnet264180.5261.2242562242.367.3516.0
119resmlp_12_distilled_2244174.7461.312562243.015.515.35
120resmlp_12_2244169.3961.3892562243.015.515.35
121mobilenetv2_120d4149.0861.6892562240.6911.975.83
122vit_base_patch32_224_sam4128.6661.9942562244.415.0188.22
123vit_base_patch32_2244107.2762.3172562244.415.0188.22
124tf_mixnet_s4070.8962.8732562240.256.254.13
125repvgg_b04034.3563.4432562243.416.1515.82
126mixer_b32_2243992.1264.1152562243.246.2960.29
127selecsls603976.1964.3712562243.595.5230.67
128selecsls60b3972.9464.4252562243.635.5232.77
129rexnetr_1503836.366.7192562240.8911.139.78
130efficientnet_lite13836.2866.7192562400.6210.145.42
131resnet26d3798.9167.3772562242.68.1516.01
132dla343769.6467.8992562243.075.0215.74
133rexnet_1503681.9469.5162562240.911.219.73
134ecaresnet50d_pruned3648.0670.1622562242.536.4319.94
135nf_resnet263644.7570.2272562242.417.3516.0
136tf_efficientnet_lite13554.5972.0062562400.6210.145.42
137pit_xs_2243526.3172.5862562241.47.7110.62
138regnetx_0163513.8572.8442562241.627.939.19
139pit_xs_distilled_2243500.4273.1232562241.417.7611.0
140fbnetv3_d3391.5875.472562560.6811.110.31
141efficientnet_es_pruned3370.7975.9342562241.818.735.44
142fbnetv3_b3370.5775.9392562560.559.18.6
143efficientnet_es3367.3376.0132562241.818.735.44
144efficientnet_b2_pruned3361.376.152562600.739.138.31
145efficientnet_cc_b0_8e3277.2178.1032562240.429.4224.01
146mixer_s16_2243266.1478.3692562243.795.9718.53
147efficientnet_cc_b0_4e3265.378.3892562240.419.4213.31
148tf_efficientnet_es3259.9578.5162562241.818.735.44
149tf_efficientnetv2_b23255.3778.6262562601.729.8410.1
150resnest14d3217.3779.5562562242.767.3310.61
151nf_seresnet263202.9779.9142562242.417.3617.4
152nf_ecaresnet263189.0180.2652562242.417.3616.0
153gernet_l3181.9380.4432562564.578.031.08
154regnety_0163102.9782.4892562241.638.0411.2
155tf_efficientnet_cc_b0_8e3093.4482.7432562240.429.4224.01
156tf_efficientnet_cc_b0_4e3085.5582.9542562240.419.4213.31
157mixnet_m3056.4483.7462562240.368.195.01
158skresnet343030.5684.4592562243.675.1322.28
159resnext26ts3023.1684.6682562562.4310.5210.3
160repvgg_a23004.5985.1922562245.76.2628.21
161vit_tiny_r_s16_p8_3843002.9285.2382563841.346.496.36
162legacy_seresnext26_32x4d3001.0685.2912562242.499.3916.79
163vit_small_patch32_3842997.985.3822563843.458.2522.92
164xcit_tiny_12_p16_224_dist2978.6885.9292562241.246.296.72
165xcit_tiny_12_p16_2242968.5186.2252562241.246.296.72
166resnet26t2964.5486.3432562563.3510.5216.01
167gmixer_12_2242952.2586.7022562242.677.2612.7
168seresnext26ts2943.8386.9512562562.4310.5210.39
169eca_resnext26ts2943.3586.9642562562.4310.5210.3
170efficientnet_lite22941.1387.032562600.8912.96.09
171tf_efficientnet_b1_ap2928.787.3992562400.7110.887.79
172tf_efficientnet_b12924.3287.532562400.7110.887.79
173tf_efficientnet_b1_ns2924.0887.5372562400.7110.887.79
174tf_mixnet_m2922.3587.5872562240.368.195.01
175gcresnext26ts2878.3788.9282562562.4310.5310.48
176efficientnet_b12842.3590.0552562560.7712.227.79
177ecaresnet101d_pruned2827.8490.5162562243.487.6924.88
178seresnext26tn_32x4d2809.0391.1232562242.710.0916.81
179ecaresnext50t_32x4d2808.1891.1512562242.710.0915.41
180seresnext26t_32x4d2807.7691.1642562242.710.0916.81
181ecaresnext26t_32x4d2799.2691.4412562242.710.0915.41
182seresnext26d_32x4d2790.4691.7292562242.7310.1916.81
183ecaresnetlight2759.5692.7572562244.118.4230.16
184rexnetr_2002747.993.1512562241.5915.1116.52
185nf_regnet_b22743.3893.3032562721.229.2714.31
186tf_efficientnet_lite22742.4293.3342562600.8912.96.09
187nf_regnet_b12740.8793.3892562881.029.210.22
188crossvit_tiny_2402729.6293.7712562401.579.087.01
189resnetv2_502688.3395.2142562244.1111.1125.55
190rexnet_2002686.4395.2822562241.5614.9116.37
191crossvit_9_2402684.9795.3322562401.859.528.55
192eca_botnext26ts_2562675.0695.6872562562.4611.610.59
193vgg112663.0596.122562247.617.44132.86
194botnet26t_2562660.8396.1972562563.3211.9812.49
195tresnet_m2657.0896.3342562245.747.3131.39
196eca_halonext26ts2619.5297.7162562562.4411.4610.76
197halonet26t2612.1797.9922562563.1911.6912.48
198crossvit_9_dagger_2402602.8698.3392562401.999.978.78
199efficientnet_b3_pruned2602.8498.3422563001.0411.869.86
200resnet502602.0398.3732562244.1111.1125.56
201tv_resnet502597.6498.5392562244.1111.1125.56
202gluon_resnet50_v1b2593.3798.7022562244.1111.1125.56
203ssl_resnet502588.6898.8812562244.1111.1125.56
204swsl_resnet502588.598.8872562244.1111.1125.56
205convit_tiny2557.96100.0662562241.267.945.71
206vovnet39a2552.48100.2832562247.096.7322.6
207resnetv2_50t2536.73100.9052562244.3211.8225.57
208resnetv2_50d2523.31101.4422562244.3511.9225.57
209resnet32ts2520.72101.5472562564.6311.5817.96
210resnet33ts2487.04102.9212562564.7611.6619.68
211bat_resnext26ts2486.58102.9382562562.5312.5110.73
212vit_small_resnet26d_2242484.66103.0192562245.0711.1263.61
213ese_vovnet39b2483.84103.0552562247.096.7424.57
214cspresnet502476.24103.3692562564.5411.521.62
215eca_vovnet39b2474.83103.432562247.096.7422.6
216hrnet_w18_small_v22473.49103.4852562242.629.6515.6
217gluon_resnet50_v1c2461.53103.9892562244.3511.9225.58
218cspresnext502459.33104.082562243.112.1420.57
219resnet50t2452.68104.3642562244.3211.8225.57
220gluon_resnet50_v1d2447.81104.5722562244.3511.9225.58
221resnet50d2444.17104.7282562244.3511.9225.58
222dpn68b2437.01105.0342562242.3510.4712.61
223legacy_seresnet502425.37105.542562243.8810.628.09
224gmlp_ti16_2242422.83105.652562241.347.555.87
225seresnet33ts2418.32105.8472562564.7611.6619.78
226eca_resnet33ts2414.21106.0282562564.7611.6619.68
227dpn682412.98106.0792562242.3510.4712.61
228selecsls842409.11106.2512562245.97.5750.95
229vgg11_bn2392.35106.9962562247.627.44132.87
230mixnet_l2360.8108.4262562240.5810.847.33
231gcresnet33ts2355.59108.6662562564.7611.6819.88
232lambda_resnet26t2353.44108.7652562563.0211.8710.96
233pit_s_2242338.74109.4492562242.8811.5623.46
234dla602331.19109.8022562244.2610.1622.04
235cspresnet50w2330.53109.8332562565.0412.1928.12
236seresnet502324.39110.1252562244.1111.1328.09
237resnest26d2321.38110.2672562243.649.9717.07
238pit_s_distilled_2242320.78110.2952562242.911.6424.04
239cspresnet50d2313.66110.6342562564.8612.5521.64
240deit_small_patch16_2242312.17110.7062562244.6111.9522.05
241vit_small_patch16_2242301.45111.222562244.6111.9522.05
242deit_small_distilled_patch16_2242273.38112.5952562244.6312.0222.44
243tf_efficientnet_b2_ap2266.39112.9432562601.0213.839.11
244tf_efficientnet_b22265.35112.9962562601.0213.839.11
245tf_efficientnet_b2_ns2264.55113.0352562601.0213.839.11
246tf_mixnet_l2263.46113.0872562240.5810.847.33
247densenet1212251.23113.7022562242.876.97.98
248res2net50_48w_2s2244.59114.0412562244.1811.7225.29
249tv_densenet1212243.68114.0872562242.876.97.98
250resnetaa50d2224.41115.0742562245.3912.4425.58
251seresnet50t2204.01116.1412562244.3211.8328.1
252resnetblur502197.45116.4862562245.1612.0225.56
253haloregnetz_b2191.27116.8142562241.9711.9411.68
254ecaresnet50d2187.04117.0422562244.3511.9325.58
255resnetrs502155.43118.7572562244.4812.1435.69
256densenet121d2152.18118.9362562243.117.78.0
257gluon_resnet50_v1s2129.0120.2332562245.4713.5225.68
258visformer_small2128.36120.2692562244.8811.4340.22
259resmlp_24_2242126.97120.3482562245.9610.9130.02
260efficientnet_b2a2125.57120.4272562881.1216.29.11
261resmlp_24_distilled_2242124.32120.4972562245.9610.9130.02
262efficientnet_b22121.96120.6322562881.1216.29.11
263regnetx_0322121.9120.6352562243.211.3715.3
264adv_inception_v32116.52120.9392562995.738.9723.83
265gluon_inception_v32110.53121.2852562995.738.9723.83
266inception_v32106.47121.5182562995.738.9723.83
267tf_inception_v32102.15121.7652562995.738.9723.83
268vovnet57a2101.83121.7862562248.957.5236.64
269resnetblur50d2086.08122.7072562245.412.8225.58
270efficientnet_em2080.04123.0622562403.0414.346.9
271efficientnet_cc_b1_8e2060.35124.2382562400.7515.4439.72
272cspresnext50_iabn2046.67125.0682562564.0215.8620.57
273densenetblur121d2045.46125.1422562243.117.98.0
274tf_efficientnet_em2031.54125.9982562403.0414.346.9
275vit_base_resnet26d_2242020.03126.7192562246.9713.16101.4
276ese_vovnet57b2017.2126.8962562248.957.5238.61
277ssl_resnext50_32x4d2016.48126.9422562244.2614.425.03
278swsl_resnext50_32x4d2014.9127.0422562244.2614.425.03
279seresnetaa50d2014.43127.0712562245.412.4628.11
280gluon_resnext50_32x4d2013.28127.1442562244.2614.425.03
281tv_resnext50_32x4d2010.77127.3032562244.2614.425.03
282resnext50_32x4d2010.4127.3252562244.2614.425.03
283tf_efficientnet_cc_b1_8e1970.45129.9052562400.7515.4439.72
284cspdarknet53_iabn1958.85130.6752562566.5316.8127.64
285dla60x1947.14131.462562243.5413.817.35
286regnetx_0401940.97131.8812562243.9912.222.12
287skresnet501940.94131.8822562244.1112.525.8
288nf_seresnet501937.18132.1392562244.2111.1328.09
289nf_ecaresnet501931.32132.542562244.2111.1325.56
290res2net50_26w_4s1927.67132.792562244.2812.6125.7
291tf_efficientnetv2_b31921.68133.2032563003.0415.7414.36
292resnext50d_32x4d1917.13133.5212562244.515.225.05
293regnety_0401911.7133.92562244.012.2920.65
294gcresnet50t1897.82134.882562565.4214.6725.9
295efficientnetv2_rw_t1893.97135.1532562883.1916.4213.65
296sehalonet33ts1881.49136.0512562563.5514.713.69
297lambda_resnet26rpt_2561854.82138.0072562563.1611.8710.99
298skresnet50d1849.16138.4292562244.3613.3125.82
299gcresnext50ts1842.39138.9382562563.7515.4615.67
300seresnext50_32x4d1842.11138.9582562244.2614.4227.56
301gluon_seresnext50_32x4d1836.43139.3882562244.2614.4227.56
302dla60_res2net1834.89139.5032562244.1512.3420.85
303legacy_seresnext50_32x4d1833.54139.6082562244.2614.4227.56
304resnest50d_1s4x24d1830.82139.8162562244.4313.5725.68
305repvgg_b1g41821.65140.522562248.1510.6439.97
306darknet531820.66140.5942562569.3112.3941.61
307densenet1691814.76141.0512562243.47.314.15
308gc_efficientnetv2_rw_t1812.58141.2232562883.216.4513.68
309res2net50_14w_8s1809.09141.4952562244.2113.2825.06
310coat_lite_tiny1803.47141.9352562241.611.655.72
311res2next501798.23142.3512562244.213.7124.67
312cspdarknet531759.27145.5022562566.5716.8127.64
313ecaresnet26t1753.56145.9772563205.2416.4416.01
314dla60_res2next1751.16146.1742562243.4913.1717.03
315efficientnet_lite31747.68146.4682563001.6521.858.2
316nf_regnet_b31737.85147.2962563202.0514.6118.59
317vgg131734.82147.55425622411.3112.25133.05
318regnetz_b161724.03148.4772562882.3916.439.72
319coat_lite_mini1717.28149.0592562242.012.2511.01
320mixnet_xl1685.34151.8862562240.9314.5711.9
321vit_small_r26_s32_2241673.77152.9362562243.569.8536.43
322sebotnet33ts_2561634.05156.6552562563.8917.4613.7
323resnetv2_1011630.31157.0122562247.8316.2344.54
324tf_efficientnet_lite31628.65157.1712563001.6521.858.2
325convnext_tiny1599.8160.0062562244.4713.4428.59
326tv_resnet1011599.73160.0152562247.8316.2344.55
327gluon_resnet101_v1b1599.19160.072562247.8316.2344.55
328convnext_tiny_hnf1598.61160.1252562244.4713.4428.59
329resnet1011594.14160.5762562247.8316.2344.55
330xcit_tiny_24_p16_224_dist1587.39161.2572562242.3411.8212.12
331xcit_tiny_24_p16_2241582.27161.7792562242.3411.8212.12
332repvgg_b11574.77162.55325622413.1610.6457.42
333resnetv2_101d1569.58163.0882562248.0717.0444.56
334xcit_small_12_p16_224_dist1568.96163.1532562244.8212.5826.25
335xcit_small_12_p16_2241566.49163.4112562244.8212.5826.25
336vit_base_resnet50d_2241557.57164.3462562248.7316.92110.97
337resnest50d1550.54165.092562245.414.3627.48
338gluon_resnet101_v1c1550.28165.122562248.0817.0444.57
339lambda_resnet50ts1550.05165.1452562565.0717.4821.54
340vgg13_bn1545.09165.67525622411.3312.25133.05
341gluon_resnet101_v1d1542.32165.9722562248.0817.0444.57
342dla1021542.08165.9952562247.1914.1833.27
343twins_svt_small1526.51167.6912562242.9413.7524.06
344wide_resnet50_21515.12168.95225622411.4314.468.88
345gmixer_24_2241503.65170.242562245.2814.4524.72
346resnetv2_50x1_bit_distilled1496.53171.0512562244.2311.1125.55
347regnetx_0801491.93171.5782562248.0214.0639.57
348xcit_nano_12_p16_384_dist1489.5171.8582563841.6412.153.05
349crossvit_small_2401472.6173.8262562405.6318.1726.86
350res2net50_26w_6s1468.77174.2822562246.3315.2837.05
351legacy_seresnet1011466.72174.5272562247.6115.7449.33
352halonet50ts1459.14175.4342562565.319.222.73
353resnetaa101d1449.52176.5982562249.1217.5644.57
354fbnetv3_g1435.53178.322562881.7721.0916.62
355seresnet1011425.31179.5972562247.8416.2749.33
356resmlp_36_2241423.79179.7912562248.9116.3344.69
357resmlp_36_distilled_2241422.98179.8922562248.9116.3344.69
358regnetx_0641422.54179.9482562246.4916.3726.21
359resnetv2_50d_gn1422.29179.982562244.3811.9225.57
360densenet2011416.58180.7042562244.347.8520.01
361vit_large_patch32_2241414.43180.97925622415.3913.3306.54
362gluon_resnet101_v1s1407.4181.8832562249.1918.6444.67
363vgg161399.33182.93125622415.4713.56138.36
364lamhalobotnet50ts_2561392.5183.8292562565.0218.4422.57
365resnetblur101d1390.53184.0882562249.1217.9444.57
366nf_resnet501387.13184.5422562886.8818.3725.56
367nf_resnet1011387.03184.5552562248.0116.2344.55
368ecaresnet101d1375.85186.0542562248.0817.0744.57
369vit_base_r26_s32_2241374.54186.2322562246.8112.36101.38
370regnety_0321353.73189.0952562885.2918.6119.44
371crossvit_15_2401351.08189.4652562405.8119.7727.53
372tresnet_l1350.23189.58625622410.8811.955.99
373gmlp_s16_2241343.26190.5692562244.4215.119.42
374tf_efficientnet_b31341.98190.752563001.8723.8312.23
375tf_efficientnet_b3_ns1340.42190.9732563001.8723.8312.23
376tf_efficientnet_b3_ap1339.36191.1242563001.8723.8312.23
377resnet51q1338.83191.22562888.0720.9435.7
378hrnet_w181335.83191.6292562244.3216.3121.3
379vit_base_patch32_3841328.33192.71325638413.0616.588.3
380resnet50_gn1327.88192.7772562244.1411.1125.56
381mixer_l32_2241318.62194.13125622411.2719.86206.94
382xception1316.52194.4412562998.435.8322.86
383crossvit_15_dagger_2401308.42195.6412562406.1320.4328.21
384dla102x1302.91196.4682562245.8919.4226.31
385efficientnet_b3a1302.53196.5282563202.0126.5212.23
386efficientnet_b31301.42196.6962563202.0126.5212.23
387botnet50ts_2561288.18198.7162562565.5422.2322.74
388cait_xxs24_2241287.06198.8892562242.5320.2911.96
389mixer_b16_224_miil1283.42199.45525622412.6214.5359.88
390mixer_b16_2241283.22199.48725622412.6214.5359.88
391skresnext50_32x4d1276.26200.5742562244.517.1827.48
392regnety_0641272.95201.0952562246.3916.4130.58
393swsl_resnext101_32x4d1266.33202.1472562248.0121.2344.18
394ssl_resnext101_32x4d1265.67202.2522562248.0121.2344.18
395gluon_resnext101_32x4d1265.25202.3192562248.0121.2344.18
396resnext101_32x4d1264.74202.4012562248.0121.2344.18
397vgg16_bn1261.15202.97725622415.513.56138.37
398repvgg_b2g41251.52204.53925622412.6312.961.76
399halo2botnet50ts_2561248.54205.0282562565.0221.7822.64
400swin_tiny_patch4_window7_2241248.01205.1152562244.5117.0628.29
401twins_pcpvt_small1232.89207.632562243.8318.0824.11
402regnety_0801232.57207.6842562248.017.9739.18
403resnest50d_4s2x40d1216.47210.4332562244.417.9430.42
404resnet61q1209.86211.5832562889.8721.5236.85
405nf_seresnet1011194.71214.2652562248.0216.2749.33
406ese_vovnet99b_iabn1193.74214.43825622416.4911.2763.2
407nf_ecaresnet1011193.13214.552562248.0116.2744.55
408res2net50_26w_8s1192.34214.6922562248.3717.9548.4
409eca_nfnet_l01189.26215.2462562887.1217.2924.14
410res2net101_26w_4s1189.12215.2722562248.118.4545.21
411nfnet_l01185.85215.8672562887.1317.2935.07
412dpn921179.85216.9652562246.5418.2137.67
413vit_tiny_patch16_3841177.29217.4372563844.725.395.79
414convit_small1173.71218.0962562245.7617.8727.78
415ese_vovnet99b1158.79220.90825622416.5111.2763.2
416vgg191152.83222.04825622419.6314.86143.67
417seresnext101_32x4d1152.16222.182562248.0221.2648.96
418resnetv2_50d_evob1150.91222.422562244.3311.9225.59
419gluon_seresnext101_32x4d1150.75222.4512562248.0221.2648.96
420legacy_seresnext101_32x4d1150.68222.4642562248.0221.2648.96
421ese_vovnet39b_evos1144.38223.6892562247.076.7424.58
422hrnet_w321140.5224.452562248.9722.0241.23
423resnetv2_1521132.73225.98925622411.5522.5660.19
424xcit_nano_12_p8_224_dist1129.67226.6022562242.1615.713.05
425xcit_nano_12_p8_2241124.18227.712562242.1615.713.05
426hrnet_w301121.05228.3452562248.1521.2137.71
427tv_resnet1521117.27229.11725622411.5622.5660.19
428resnet1521114.93229.59825622411.5622.5660.19
429gluon_resnet152_v1b1112.41230.11825622411.5622.5660.19
430ecaresnet50t1109.44230.7352563208.8224.1325.57
431regnetz_c161104.72231.722563203.9225.8813.46
432resnetv2_152d1101.83232.32825622411.823.3660.2
433gluon_resnet152_v1c1092.12234.39525622411.823.3660.21
434repvgg_b21089.82234.8925622420.4512.989.02
435gluon_resnet152_v1d1082.98236.37325622411.823.3660.21
436vgg19_bn1079.7237.09125622419.6614.86143.68
437densenet1611075.45238.0262562247.7911.0628.68
438xception411067.64239.7692562999.2839.8626.97
439mixnet_xxl1054.35242.7922562242.0423.4323.96
440inception_v41054.27242.8125629912.2815.0942.68
441vit_small_resnet50d_s16_2241053.44243.00125622413.4824.8257.53
442convmixer_1024_20_ks9_p141045.16244.9262562245.555.5124.38
443dla1691043.58245.29525622411.620.253.39
444nfnet_f0s1043.56245.30225625612.6218.0571.49
445xcit_tiny_12_p16_384_dist1043.38245.3422563843.6418.266.72
446convnext_small1038.48246.5012562248.721.5650.22
447nfnet_f01038.01246.61325625612.6218.0571.49
448regnetx_1201028.4248.91825622412.1321.3746.11
449nest_tiny1021.17250.6792562245.8325.4817.06
450gluon_resnet152_v1s1020.83250.76325622412.9224.9660.32
451coat_lite_small1016.77251.7632562243.9622.0919.84
452legacy_seresnet1521013.05252.68825622411.3322.0866.82
453repvgg_b3g41008.62253.79925622417.8915.183.83
454jx_nest_tiny1008.04253.9462562245.8325.4817.06
455vit_base_patch16_224_miil1007.66254.04325622417.5823.986.54
456crossvit_18_240995.59257.122562409.0526.2643.27
457seresnet152990.73258.38225622411.5722.6166.82
458resnetv2_50d_evos987.09259.3362562244.3311.9225.59
459vit_base_patch16_224_sam982.02260.67325622417.5823.986.57
460tresnet_xl981.28260.8725622415.1715.3478.44
461regnety_120981.1260.91925622412.1421.3851.82
462deit_base_patch16_224980.91260.9725622417.5823.986.57
463vit_base_patch16_224978.17261.70125622417.5823.986.57
464deit_base_distilled_patch16_224975.08262.52825622417.6824.0587.34
465crossvit_18_dagger_240969.31264.092562409.527.0344.27
466efficientnet_el926.41276.3252563008.030.710.59
467efficientnet_el_pruned925.7276.5362563008.030.710.59
468tf_efficientnet_el907.79281.9862563008.030.710.59
469dm_nfnet_f0904.97282.86725625612.6218.0571.49
470beit_base_patch16_224904.15283.12325622417.5823.986.53
471twins_pcpvt_base902.77283.5612562246.6825.2543.83
472dla102x2892.56286.8012562249.3429.9141.28
473efficientnetv2_s884.22289.512563848.4435.7721.46
474twins_svt_base881.96290.2522562248.5926.3356.07
475wide_resnet101_2875.33292.44925622422.821.23126.89
476tf_efficientnetv2_s_in21ft1k864.32296.1722563848.4435.7721.46
477cait_xxs36_224863.8296.3512562243.7730.3417.3
478tf_efficientnetv2_s863.76296.3652563848.4435.7721.46
479resnetrs101852.6300.24725628813.5628.5363.62
480repvgg_b3844.81303.01325622429.1615.1123.09
481efficientnetv2_rw_s841.56304.1832563848.7238.0323.94
482dpn98838.93305.13925622411.7325.261.57
483pit_b_distilled_224837.59305.62825622412.533.0774.79
484pit_b_224836.04306.19325622412.4232.9473.76
485regnetx_160833.81307.01325622415.9925.5254.28
486xcit_small_24_p16_224_dist833.22307.2252562249.123.6447.67
487xcit_small_24_p16_224831.56307.8412562249.123.6447.67
488inception_resnet_v2830.74308.14725629913.1825.0655.84
489ens_adv_inception_resnet_v2830.17308.35825629913.1825.0655.84
490regnetz_d8827.41309.3862563206.1937.0823.37
491nf_regnet_b4822.49311.2372563844.728.6130.21
492swin_small_patch4_window7_224808.44316.6492562248.7727.4749.61
493efficientnet_lite4804.5318.1992563804.0445.6613.01
494gluon_resnext101_64x4d802.95318.81325622415.5231.2183.46
495resnext101_64x4d801.6319.34925622415.5231.2183.46
496resnet200795.01321.99625622415.0732.1964.67
497xcit_tiny_12_p8_224_dist792.9322.8512562244.8123.66.71
498xcit_tiny_12_p8_224791.66323.3552562244.8123.66.71
499gluon_xception65782.06327.3325629913.9652.4839.92
500convnext_base_in22ft1k778.5328.82425622415.3828.7588.59
501convnext_base777.8329.11925622415.3828.7588.59
502xception65776.49329.67825629913.9652.4839.92
503ssl_resnext101_32x8d773.95330.75725622416.4831.2188.79
504swsl_resnext101_32x8d773.24331.06225622416.4831.2188.79
505resnext101_32x8d772.71331.28825622416.4831.2188.79
506ig_resnext101_32x8d772.07331.56225622416.4831.2188.79
507resnet101d769.32332.74725632016.4834.7744.57
508hrnet_w40767.4333.58225622412.7525.2957.56
509tf_efficientnet_lite4762.16335.8712563804.0445.6613.01
510resnest101e757.06338.13825625613.3828.6648.28
511gluon_seresnext101_64x4d754.82339.13925622415.5331.2588.23
512seresnext101_32x8d729.3351.00625622416.4831.2593.57
513cait_s24_224717.85356.6072562249.3540.5846.92
514hrnet_w48714.5358.27825622417.3428.5677.47
515hrnet_w44713.57358.74625622414.9426.9267.06
516tresnet_m_448711.59359.74625644822.9429.2131.39
517regnetz_d32706.63362.2692563209.3337.0827.58
518coat_tiny706.1362.5392562244.3527.25.5
519nest_small681.35375.71225622410.3540.0438.35
520vit_large_r50_s32_224679.9376.51225622419.5824.41328.99
521jx_nest_small675.59378.91425622410.3540.0438.35
522twins_svt_large672.39380.71825622415.1535.199.27
523crossvit_base_240669.47382.37825624021.2236.33105.03
524efficientnet_b4667.37383.5832563844.5150.0419.34
525twins_pcpvt_large655.12390.7522562249.8435.8260.99
526gmlp_b16_224643.01398.11625622415.7830.2173.08
527densenet264d_iabn638.28401.06225622413.4714.072.74
528tf_efficientnet_b4637.3401.682563804.4949.4919.34
529tf_efficientnet_b4_ap636.89401.9442563804.4949.4919.34
530tf_efficientnet_b4_ns636.28402.3232563804.4949.4919.34
531convit_base621.54411.86625622417.5231.7786.54
532densenet264620.68412.43325622412.9512.872.69
533dpn131617.53414.53925622416.0932.9779.25
534swin_base_patch4_window7_224616.27415.3925622415.4736.6387.77
535xcit_medium_24_p16_224_dist612.37418.03525622416.1331.7184.4
536xcit_medium_24_p16_224612.25418.11725622416.1331.7184.4
537vit_small_patch16_384593.83431.08625638415.5250.7822.2
538coat_mini591.16433.032562246.8233.6810.34
539xception71588.93434.67125629918.0969.9242.34
540vit_small_r26_s32_384574.79445.36525638410.4329.8536.47
541hrnet_w64567.27451.26825622428.9735.09128.06
542dpn107564.61453.39825622418.3833.4686.92
543eca_nfnet_l1558.87458.05125632014.9234.4241.41
544senet154557.21459.4225622420.7738.69115.09
545vit_base_r50_s16_224556.92459.65525622421.6635.2998.66
546gluon_senet154556.63459.89925622420.7738.69115.09
547legacy_senet154554.67461.52525622420.7738.69115.09
548xcit_tiny_24_p16_384_dist554.63461.5542563846.8734.2912.12
549xcit_small_12_p16_384_dist546.42468.48825638414.1436.5126.25
550resnet152d540.83473.33125632024.0847.6760.21
551seresnet200d537.6476.17525625620.0143.1571.86
552ecaresnet200d537.5476.26525625620.043.1564.69
553regnety_320520.96491.38225622432.3430.26145.05
554nest_base514.48497.5825622417.9653.3967.72
555regnety_160513.33498.68825628826.3738.0783.59
556jx_nest_base510.61501.34425622417.9653.3967.72
557tnt_s_patch16_224491.14521.2182562245.2424.3723.76
558seresnet152d484.32528.56525632024.0947.7266.84
559resnetrs152479.63533.73625632024.3448.1486.62
560convnext_large469.79544.91425622434.443.13197.77
561convnext_large_in22ft1k468.89545.9625622434.443.13197.77
562regnetx_320458.91557.83625622431.8136.3107.81
563halonet_h1456.22561.1212562563.051.178.1
564vit_large_patch32_384455.24562.32525638445.3143.86306.63
565efficientnetv2_m448.05571.35325641618.667.554.14
566regnetz_e8441.39579.97225632015.4663.9457.7
567mixer_l16_224428.45597.49425622444.641.69208.2
568seresnet269d419.5610.2325625626.5953.6113.67
569nf_regnet_b5418.97611.00425645611.761.9549.74
570xcit_tiny_24_p8_224417.22613.5732562249.2145.3912.11
571xcit_tiny_24_p8_224_dist416.09615.2392562249.2145.3912.11
572xcit_small_12_p8_224415.7615.81225622418.6947.2126.21
573xcit_small_12_p8_224_dist414.47617.64825622418.6947.2126.21
574efficientnetv2_rw_m401.01638.37225641621.4979.6253.24
575resnet200d390.11656.21625632031.2567.3364.69
576resnetv2_50x1_bitm388.79658.43925644816.6244.4625.55
577tnt_b_patch16_224387.0661.48325622414.0939.0165.41
578xcit_nano_12_p8_384_dist385.68663.7492563846.3446.083.05
579swin_large_patch4_window7_224383.12668.18825622434.5354.94196.53
580nfnet_f1s376.13680.625632035.9746.77132.63
581nfnet_f1374.75683.10325632035.9746.77132.63
582xcit_large_24_p16_224373.32685.72925622435.8647.27189.1
583xcit_large_24_p16_224_dist372.9686.49325622435.8647.27189.1
584ssl_resnext101_32x16d364.85701.65325622436.2751.18194.03
585ig_resnext101_32x16d364.28702.73325622436.2751.18194.03
586swsl_resnext101_32x16d364.28702.73925622436.2751.18194.03
587tresnet_l_448351.48728.32925644843.547.5655.99
588resnetrs200347.71736.23125632031.5167.8193.21
589tf_efficientnetv2_m339.44754.1725648024.7689.8454.14
590tf_efficientnetv2_m_in21ft1k338.69755.84625648024.7689.8454.14
591regnetz_d8_evob337.57758.3552563206.1237.0823.41
592efficientnet_b5330.43774.73925645610.4698.8630.39
593vit_large_patch16_224328.99778.11925622461.663.52304.33
594dm_nfnet_f1328.44779.43725632035.9746.77132.63
595convnext_xlarge_in22ft1k319.16802.07925622460.9757.5350.2
596tf_efficientnet_b5318.33804.19225645610.4698.8630.39
597tf_efficientnet_b5_ap317.92805.23125645610.4698.8630.39
598tf_efficientnet_b5_ns317.77805.60925645610.4698.8630.39
599crossvit_15_dagger_408307.3833.04925640821.4595.0528.5
600beit_large_patch16_224302.42846.49725622461.663.52304.43
601xcit_small_24_p16_384_dist290.22882.07125638426.7268.5847.67
602convmixer_768_32283.01904.55225622419.5525.9521.11
603eca_nfnet_l2276.43926.08725638430.0568.2856.72
604regnetz_d8_evos272.53939.3332563207.0338.9223.46
605resnetv2_152x2_bit_teacher270.79945.38225622446.9545.11236.34
606xcit_tiny_12_p8_384_dist269.38950.31925638414.1369.146.71
607convnext_base_384_in22ft1k268.35953.95525638445.284.4988.59
608tresnet_xl_448264.06969.47125644860.6561.3178.44
609deit_base_patch16_384258.82989.07125638455.54101.5686.86
610vit_base_patch16_384258.72989.4725638455.54101.5686.86
611resnest200e257.74993.22225632035.6982.7870.2
612deit_base_distilled_patch16_384255.571001.68125638455.65101.8287.63
613resnetv2_101x1_bitm242.521055.58725644831.6564.9344.54
614cait_xxs24_384236.821080.9782563849.63122.6612.03
615crossvit_18_dagger_408228.68559.72912840832.47124.8744.61
616ecaresnet269d228.161122.01225635250.25101.25102.09
617vit_large_r50_s32_384228.161121.98425638457.4376.52329.09
618nasnetalarge224.771138.91525633123.8990.5688.75
619pnasnet5large224.271141.45625633125.0492.8986.06
620beit_base_patch16_384222.851148.71825638455.54101.5686.74
621resnetrs270221.371156.39825635251.13105.48129.86
622xcit_small_24_p8_224217.01179.68825622435.8190.7847.63
623xcit_small_24_p8_224_dist216.721181.23425622435.8190.7847.63
624nfnet_f2s212.631203.93425635263.2279.06193.78
625nfnet_f2211.381211.09825635263.2279.06193.78
626xcit_medium_24_p16_384_dist210.861214.05625638447.3991.6484.4
627resmlp_big_24_224198.741288.096256224100.2387.31129.14
628resmlp_big_24_224_in22ft1k197.931293.386256224100.2387.31129.14
629resmlp_big_24_distilled_224197.541295.901256224100.2387.31129.14
630efficientnetv2_l196.771301.02725648056.4157.99118.52
631tf_efficientnetv2_l194.851313.81225648056.4157.99118.52
632tf_efficientnetv2_l_in21ft1k194.511316.14225648056.4157.99118.52
633efficientnet_b6189.94673.89412852819.4167.3943.04
634dm_nfnet_f2186.31374.10525635263.2279.06193.78
635tf_efficientnet_b6_ns183.84696.25412852819.4167.3943.04
636tf_efficientnet_b6_ap183.67696.89912852819.4167.3943.04
637tf_efficientnet_b6183.44697.75712852819.4167.3943.04
638swin_base_patch4_window12_384171.35746.98112838447.19134.7887.9
639vit_base_patch8_224170.31503.25325622478.22161.6986.58
640cait_xs24_384168.321520.88125638419.28183.9826.67
641vit_base_r50_s16_384163.471566.01125638467.43135.0398.95
642vit_base_resnet50_384163.261568.00325638467.43135.0398.95
643convmixer_1536_20162.041579.82225622448.6833.0351.63
644convnext_large_384_in22ft1k160.021599.775256384101.09126.74197.77
645cait_xxs36_384158.261617.55325638414.35183.717.37
646xcit_medium_24_p8_224157.171628.76925622463.53121.2384.32
647xcit_medium_24_p8_224_dist157.131629.20525622463.53121.2384.32
648eca_nfnet_l3156.171639.2125644852.55118.472.04
649resnetrs350147.01741.50125638477.59154.74163.96
650ig_resnext101_32x32d144.491771.68625622487.2991.12468.53
651xcit_tiny_24_p8_384_dist141.041815.07925638427.05132.9512.11
652xcit_small_12_p8_384_dist137.261865.11225638454.92138.2926.21
653vit_huge_patch14_224131.971939.888256224167.4139.41632.05
654cait_s24_384129.911970.59525638432.17245.3147.06
655xcit_large_24_p16_384_dist127.32011.004256384105.35137.17189.1
656efficientnetv2_xl125.142045.69625651293.85247.32208.12
657tf_efficientnetv2_xl_in21ft1k124.182061.56525651293.85247.32208.12
658resnest269e119.712138.48325641677.69171.98110.93
659nfnet_f3s116.492197.633256416115.58141.78254.92
660nfnet_f3115.682213.012256416115.58141.78254.92
661convnext_xlarge_384_in22ft1k109.411169.883128384179.18168.99350.2
662efficientnet_b7108.34590.6976460038.33289.9466.35
663swin_large_patch4_window12_384107.911186.161128384104.08202.16196.74
664resnetrs420106.922394.315256416108.45213.79191.89
665tf_efficientnet_b7_ap105.47606.8196460038.33289.9466.35
666tf_efficientnet_b7_ns105.47606.7976460038.33289.9466.35
667tf_efficientnet_b7105.43607.0026460038.33289.9466.35
668dm_nfnet_f3102.22504.865256416115.58141.78254.92
669xcit_large_24_p8_224_dist94.992695.138256224141.23181.56188.93
670xcit_large_24_p8_22494.972695.444256224141.23181.56188.93
671resnetv2_152x2_bit_teacher_38494.512708.696256384136.16132.56236.34
672resnetv2_50x3_bitm93.181373.716128448145.7133.37217.32
673vit_large_patch16_38488.862880.826256384191.21270.24304.72
674vit_giant_patch14_22487.242934.557256224267.18192.641012.61
675cait_s36_38487.062940.45625638447.99367.468.37
676ig_resnext101_32x48d85.451497.919128224153.57131.06828.41
677beit_large_patch16_38477.253314.013256384191.21270.24305.0
678xcit_small_24_p8_384_dist72.023554.648256384105.24265.9147.63
679resnetv2_152x2_bitm69.31847.055128448184.99180.43236.34
680efficientnet_b867.89942.7296467263.48442.8987.41
681tf_efficientnet_b866.48962.6176467263.48442.8987.41
682tf_efficientnet_b8_ap66.47962.8336467263.48442.8987.41
683nfnet_f4s65.053935.454256512216.26262.26316.07
684nfnet_f464.43975.384256512216.26262.26316.07
685resnetv2_101x3_bitm57.012245.355128448280.33194.78387.93
686dm_nfnet_f456.774509.206256512216.26262.26316.07
687xcit_medium_24_p8_384_dist53.324800.797256384186.67354.7384.32
688vit_gigantic_patch14_22453.034827.242256224483.95275.371844.44
689nfnet_f5s47.065439.402256544290.97349.71377.21
690nfnet_f546.625491.767256544290.97349.71377.21
691dm_nfnet_f541.316196.83256544290.97349.71377.21
692tf_efficientnet_l2_ns_47538.181676.11364475172.11609.89480.31
693nfnet_f6s33.857563.356256576378.69452.2438.36
694nfnet_f633.537634.937256576378.69452.2438.36
695xcit_large_24_p8_384_dist32.237943.828256384415.0531.82188.93
696beit_large_patch16_51231.32044.66564512362.24656.39305.67
697cait_m36_38430.098507.481256384173.11734.81271.22
698dm_nfnet_f630.028526.734256576378.69452.2438.36
699nfnet_f7s26.49698.058256608480.39570.85499.5
700nfnet_f726.159791.252256608480.39570.85499.5
701resnetv2_152x4_bitm18.073541.73464480844.84414.26936.53
702efficientnet_l213.682266.18431800479.121707.39480.31
703tf_efficientnet_l2_ns13.512295.30231800479.121707.39480.31
704cait_m48_44813.059810.688128448329.411708.23356.46