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pytorch-image-models/results/model_benchmark_amp_nhwc_rt...

38 KiB

1modelinfer_samples_per_secinfer_step_timeinfer_batch_sizeinfer_img_sizeinfer_gmacsinfer_mactsparam_count
2tinynet_e52443.334.872561060.030.692.04
3lcnet_03541836.656.1082562240.031.041.64
4mobilenetv3_small_05040675.326.2832562240.030.921.59
5lcnet_05037031.226.9022562240.051.261.88
6mobilenetv3_small_07533134.367.7152562240.051.32.04
7mobilenetv3_small_10030332.758.4282562240.061.422.54
8tinynet_d29729.648.5992561520.051.422.34
9tf_mobilenetv3_small_minimal_10028698.978.9092562240.061.412.04
10tf_mobilenetv3_small_07527515.619.2922562240.051.32.04
11tf_mobilenetv3_small_10025529.7310.0162562240.061.422.54
12lcnet_07525351.2110.0872562240.11.992.36
13lcnet_10021251.2612.0352562240.162.522.95
14mnasnet_small20610.1212.412562240.072.162.03
15levit_128s18679.1213.6942562240.311.887.78
16mobilenetv2_03518422.8213.8852562240.072.861.68
17ghostnet_05017065.1914.992562240.051.772.59
18regnetx_00217008.5115.042562240.22.162.68
19mnasnet_05016943.7215.0982562240.113.072.22
20tinynet_c16089.6715.92561840.112.872.46
21mobilenetv2_05015226.3516.8022562240.13.641.97
22regnety_00215182.4116.8512562240.22.173.16
23semnasnet_05014956.9717.1042562240.113.442.08
24lcnet_15014301.9617.8892562240.343.794.5
25regnetx_00413656.5718.7352562240.43.145.16
26gernet_s13307.6419.2262562240.752.658.17
27mobilenetv3_large_07512875.5919.8722562240.164.03.99
28levit_12812869.0519.8812562240.412.719.21
29mnasnet_07511851.0721.5912562240.234.773.17
30mobilenetv3_rw11749.1821.7782562240.234.415.48
31hardcorenas_a11724.121.8252562240.234.385.26
32mobilenetv3_large_10011546.822.162562240.234.415.48
33mobilenetv3_large_100_miil11527.8522.1962562240.234.415.48
34levit_19211521.3222.2082562240.663.210.95
35tf_mobilenetv3_large_07511097.4423.0562562240.164.03.99
36ese_vovnet19b_slim_dw11011.3423.2372562240.45.281.9
37tf_mobilenetv3_large_minimal_10010807.4823.6762562240.224.43.92
38tinynet_b10794.323.7052561880.214.443.73
39hardcorenas_b10649.5924.0272562240.265.095.18
40hardcorenas_c10616.1124.1032562240.285.015.52
41mnasnet_10010429.9724.5342562240.335.464.38
42mnasnet_b110405.4224.5912562240.335.464.38
43mixer_s32_22410314.0224.8092562241.02.2819.1
44ssl_resnet1810228.3125.0162562241.822.4811.69
45gluon_resnet18_v1b10218.8625.042562241.822.4811.69
46swsl_resnet1810183.7125.1262562241.822.4811.69
47resnet1810180.5325.1352562241.822.4811.69
48tf_mobilenetv3_large_10010049.8125.4622562240.234.415.48
49ghostnet_1009984.4825.6282562240.153.555.18
50mobilenetv2_0759980.0425.642562240.225.862.64
51semnasnet_0759964.5425.682562240.235.542.91
52hardcorenas_d9736.4726.2822562240.34.937.5
53seresnet189448.3727.0842562241.822.4911.78
54spnasnet_1009378.1927.2852562240.356.034.42
55vit_small_patch32_2249330.4727.4262562241.152.522.88
56regnety_0069290.227.5452562240.614.336.06
57legacy_seresnet189195.7727.8282562241.822.4911.78
58mobilenetv2_1008931.828.652562240.316.683.5
59regnety_0048913.4428.712562240.413.894.34
60semnasnet_1008878.328.8232562240.326.233.89
61mnasnet_a18872.528.8412562240.326.233.89
62hardcorenas_f8746.4529.2582562240.355.578.2
63tinynet_a8705.8329.3942561920.355.416.19
64efficientnet_lite08678.0829.4892562240.46.744.65
65levit_2568605.1729.7382562241.134.2318.89
66fbnetc_1008589.1729.7942562240.46.515.57
67hardcorenas_e8587.129.8012562240.355.658.07
68resnet18d8454.1830.272562242.063.2911.71
69tf_efficientnetv2_b08451.1430.282562240.734.777.14
70ese_vovnet19b_slim8409.9130.4292562241.693.523.17
71regnetx_0088190.9231.2422562240.815.157.26
72vit_tiny_r_s16_p8_2248188.5431.2522562240.442.066.34
73regnetx_0067654.8133.4322562240.613.986.2
74ghostnet_1307516.1134.0492562240.244.67.36
75tf_efficientnet_lite07513.3434.0612562240.46.744.65
76regnety_0087334.9334.892562240.815.256.26
77mnasnet_1407212.4335.4832562240.67.717.12
78efficientnet_b07189.7635.5952562240.46.755.29
79rexnetr_1006816.7837.5432562240.437.724.88
80mobilenetv2_110d6785.2137.7182562240.458.714.52
81tf_efficientnet_b0_ns6397.8240.0022562240.46.755.29
82tf_efficientnet_b0_ap6366.0140.2012562240.46.755.29
83tf_efficientnet_b06345.7440.332562240.46.755.29
84hrnet_w18_small6240.141.0142562241.615.7213.19
85semnasnet_1406194.3641.3172562240.68.876.11
86ese_vovnet19b_dw6016.7442.5372562241.348.256.54
87mobilenetv2_1406010.5242.5812562240.69.576.11
88resnet345949.0943.0212562243.673.7421.8
89gluon_resnet34_v1b5944.043.0572562243.673.7421.8
90tv_resnet345920.5243.2272562243.673.7421.8
91gernet_m5909.1843.3112562243.025.2421.14
92efficientnet_lite15815.7244.0072562400.6210.145.42
93selecsls425752.7944.4892562242.944.6230.35
94selecsls42b5752.3344.4922562242.984.6232.46
95fbnetv3_b5567.3345.9712562560.559.18.6
96efficientnet_b1_pruned5558.3946.0452562400.46.216.33
97resnet265532.6946.262562242.367.3516.0
98skresnet185529.5746.2842562241.823.2411.96
99efficientnet_es_pruned5519.9146.3662562241.818.735.44
100efficientnet_es5518.4946.3782562241.818.735.44
101tf_efficientnetv2_b15515.5146.4022562401.217.348.14
102rexnet_1005500.8346.5272562240.417.444.8
103dla46_c5464.0346.842562240.584.51.3
104seresnet345439.7847.052562243.673.7421.96
105resnet34d5325.448.062562243.914.5421.82
106resnetblur185301.348.2792562242.343.3911.69
107legacy_seresnet345280.0848.4732562243.673.7421.96
108rexnetr_1305239.9248.8452562240.689.817.61
109tf_efficientnet_es5226.2648.9712562241.818.735.44
110tf_efficientnet_lite15192.6749.2882562400.6210.145.42
111levit_3845136.8849.8242562242.366.2639.13
112nf_regnet_b05081.7350.3652562560.645.588.76
113selecsls605015.3751.0322562243.595.5230.67
114selecsls60b5008.5151.1022562243.635.5232.77
115mobilenetv2_120d5006.4251.1232562240.6911.975.83
116repvgg_b04831.8152.9692562243.416.1515.82
117resnet26d4774.0153.6122562242.68.1516.01
118rexnetr_1504621.3955.3832562240.8911.139.78
119fbnetv3_d4543.9556.3272562560.6811.110.31
120nf_resnet264522.0156.6012562242.417.3516.0
121deit_tiny_patch16_2244516.9456.6642562241.265.975.72
122visformer_tiny4514.3656.6952562241.275.7210.32
123vit_tiny_patch16_2244509.3956.762562241.265.975.72
124efficientnet_lite24476.8757.1712562600.8912.96.09
125xcit_nano_12_p16_224_dist4461.1357.3732562240.564.173.05
126deit_tiny_distilled_patch16_2244450.3757.5132562241.276.015.91
127xcit_nano_12_p16_2244443.4857.62562240.564.173.05
128pit_ti_distilled_2244267.8259.9722562240.716.235.1
129pit_ti_2244256.9360.1252562240.76.194.85
130resmlp_12_distilled_2244163.661.4752562243.015.515.35
131resmlp_12_2244160.4161.5212562243.015.515.35
132gernet_l4096.9662.4742562564.578.031.08
133tf_efficientnetv2_b24081.7562.7062562601.729.8410.1
134legacy_seresnext26_32x4d4060.3363.0372562242.499.3916.79
135tf_efficientnet_b14046.0663.2592562400.7110.887.79
136tf_efficientnet_b1_ap4044.663.2822562400.7110.887.79
137tf_efficientnet_b1_ns4042.6463.3132562400.7110.887.79
138tf_efficientnet_lite24027.7663.5472562600.8912.96.09
139resnext26ts3956.8964.6852562562.4310.5210.3
140dla46x_c3913.7465.3982562240.545.661.07
141efficientnet_b13903.1365.5772562560.7712.227.79
142dla343901.3165.6072562243.075.0215.74
143mixer_b32_2243872.3666.0992562243.246.2960.29
144rexnet_1303847.9666.5172562240.689.717.56
145vit_base_patch32_224_sam3843.1366.5992562244.415.0188.22
146nf_seresnet263833.8666.7632562242.417.3617.4
147eca_resnext26ts3823.1466.952562562.4310.5210.3
148vit_base_patch32_2243821.2666.982562244.415.0188.22
149nf_ecaresnet263821.066.9872562242.417.3616.0
150seresnext26ts3814.0467.1082562562.4310.5210.39
151dla60x_c3762.6668.0252562240.596.011.32
152efficientnet_b2_pruned3734.3668.5422562600.739.138.31
153regnetx_0163682.9869.4982562241.627.939.19
154resnet26t3677.6969.5972562563.3510.5216.01
155gcresnext26ts3645.2670.2162562562.4310.5310.48
156rexnet_1503639.970.322562240.911.219.73
157seresnext26tn_32x4d3635.0470.4132562242.710.0916.81
158seresnext26t_32x4d3629.3270.5242562242.710.0916.81
159ecaresnext50t_32x4d3625.1770.6062562242.710.0915.41
160seresnext26d_32x4d3620.4870.6962562242.7310.1916.81
161ecaresnet50d_pruned3618.5570.7352562242.536.4319.94
162ecaresnext26t_32x4d3617.9670.7472562242.710.0915.41
163resnetv2_503573.6971.6222562244.1111.1125.55
164eca_botnext26ts_2563538.3672.3392562562.4611.610.59
165repvgg_a23525.8972.5942562245.76.2628.21
166pit_xs_2243490.2473.3362562241.47.7110.62
167mixer_s16_2243485.9773.4262562243.795.9718.53
168pit_xs_distilled_2243470.173.7612562241.417.7611.0
169eca_halonext26ts3433.3674.5522562562.4411.4610.76
170gluon_resnet50_v1b3424.9374.7342562244.1111.1125.56
171rexnetr_2003422.2574.7912562241.5915.1116.52
172ssl_resnet503418.9374.8642562244.1111.1125.56
173resnet503416.8774.9112562244.1111.1125.56
174tv_resnet503416.5874.9152562244.1111.1125.56
175swsl_resnet503415.9574.9312562244.1111.1125.56
176ecaresnetlight3410.5975.0492562244.118.4230.16
177efficientnet_em3345.8676.52562403.0414.346.9
178dpn68b3321.677.0582562242.3510.4712.61
179dpn683321.3777.0642562242.3510.4712.61
180resnet32ts3318.5677.1312562564.6311.5817.96
181botnet26t_2563309.7377.3352562563.3211.9812.49
182resnet33ts3269.9378.2782562564.7611.6619.68
183resnetv2_50t3252.3378.7012562244.3211.8225.57
184halonet26t3247.7578.8122562563.1911.6912.48
185resnetv2_50d3238.3679.0412562244.3511.9225.57
186gluon_resnet50_v1c3234.3479.1392562244.3511.9225.58
187nf_regnet_b13220.7179.4732562881.029.210.22
188tf_efficientnet_em3211.1979.712562403.0414.346.9
189nf_regnet_b23198.3380.032562721.229.2714.31
190xcit_tiny_12_p16_224_dist3183.4280.4052562241.246.296.72
191xcit_tiny_12_p16_2243177.0280.5672562241.246.296.72
192regnety_0163168.8380.7752562241.638.0411.2
193gmixer_12_2243164.4380.8882562242.677.2612.7
194tf_efficientnet_b2_ap3144.1181.412562601.0213.839.11
195tf_efficientnet_b23133.0281.6982562601.0213.839.11
196eca_resnet33ts3132.7581.7062562564.7611.6619.68
197seresnet33ts3132.581.7132562564.7611.6619.78
198skresnet343122.3881.9752562243.675.1322.28
199resnet50t3114.9282.1732562244.3211.8225.57
200tf_efficientnet_b2_ns3112.2482.2442562601.0213.839.11
201gluon_resnet50_v1d3111.6682.2592562244.3511.9225.58
202resnet50d3107.3682.3742562244.3511.9225.58
203vovnet39a3097.0682.6482562247.096.7322.6
204bat_resnext26ts3052.1883.8612562562.5312.5110.73
205legacy_seresnet503043.7984.0942562243.8810.628.09
206cspresnext503003.5385.2222562243.112.1420.57
207gcresnet33ts2986.8985.6962562564.7611.6819.88
208selecsls842981.385.8572562245.97.5750.95
209vit_small_patch32_3842981.285.862563843.458.2522.92
210ese_vovnet39b2975.0386.0382562247.096.7424.57
211efficientnet_b2a2964.5386.3432562881.1216.29.11
212efficientnet_b22962.3786.4062562881.1216.29.11
213eca_vovnet39b2962.1386.4132562247.096.7422.6
214res2net50_48w_2s2946.9486.8582562244.1811.7225.29
215seresnet502942.2286.9982562244.1111.1328.09
216efficientnet_b3_pruned2917.9887.722563001.0411.869.86
217haloregnetz_b2882.6988.7952562241.9711.9411.68
218vit_small_resnet26d_2242880.8588.8512562245.0711.1263.61
219vgg112809.591.1062562247.617.44132.86
220gluon_resnext50_32x4d2797.0491.5142562244.2614.425.03
221swsl_resnext50_32x4d2795.8891.5522562244.2614.425.03
222tv_resnext50_32x4d2795.7791.5542562244.2614.425.03
223mixnet_s2795.4591.5662562240.256.254.13
224ssl_resnext50_32x4d2795.3591.5672562244.2614.425.03
225resnext50_32x4d2795.0491.5782562244.2614.425.03
226resnetaa50d2786.1991.872562245.3912.4425.58
227ecaresnet101d_pruned2770.292.42562243.487.6924.88
228densenet1212765.5992.5542562242.876.97.98
229tv_densenet1212754.9792.912562242.876.97.98
230gluon_resnet50_v1s2746.4793.1982562245.4713.5225.68
231rexnet_2002741.9693.3532562241.5614.9116.37
232cspresnet502739.9593.422562564.5411.521.62
233seresnet50t2715.9694.2462562244.3211.8328.1
234resnetrs502709.4794.4712562244.4812.1435.69
235crossvit_tiny_2402698.894.8452562401.579.087.01
236ecaresnet50d2695.9794.9462562244.3511.9325.58
237tf_mixnet_s2668.5695.922562240.256.254.13
238dla602658.1596.2952562244.2610.1622.04
239crossvit_9_2402646.1996.7322562401.859.528.55
240densenet121d2643.596.832562243.117.78.0
241efficientnet_lite32630.6797.3022563001.6521.858.2
242convit_tiny2612.7797.9692562241.267.945.71
243hrnet_w18_small_v22612.2397.9892562242.629.6515.6
244crossvit_9_dagger_2402607.6798.162562401.999.978.78
245regnetz_b162592.8698.7222562882.3916.439.72
246resnext50d_32x4d2582.7799.1072562244.515.225.05
247cspresnet50d2577.7899.2992562564.8612.5521.64
248cspresnet50w2560.399.9772562565.0412.1928.12
249vgg11_bn2537.64100.8692562247.627.44132.87
250vovnet57a2533.31101.0412562248.957.5236.64
251resnetblur502528.53101.2332562245.1612.0225.56
252gmlp_ti16_2242479.86103.222562241.347.555.87
253seresnext50_32x4d2470.29103.6182562244.2614.4227.56
254legacy_seresnext50_32x4d2466.47103.782562244.2614.4227.56
255seresnetaa50d2460.49104.0312562245.412.4628.11
256gluon_seresnext50_32x4d2457.31104.1682562244.2614.4227.56
257fbnetv3_g2441.71104.8332562881.7721.0916.62
258res2net50_26w_4s2439.77104.9162562244.2812.6125.7
259ese_vovnet57b2429.1105.3772562248.957.5238.61
260vit_tiny_r_s16_p8_3842420.04105.7722563841.346.496.36
261gcresnet50t2406.95106.3472562565.4214.6725.9
262adv_inception_v32387.53107.2092562995.738.9723.83
263inception_v32378.4107.6242562995.738.9723.83
264gluon_inception_v32378.14107.6352562995.738.9723.83
265dla60x2376.48107.712562243.5413.817.35
266efficientnetv2_rw_t2371.59107.9332562883.1916.4213.65
267tf_inception_v32369.67108.0182562995.738.9723.83
268densenetblur121d2366.44108.1682562243.117.98.0
269tf_efficientnet_lite32359.22108.4982563001.6521.858.2
270resnetblur50d2356.51108.6242562245.412.8225.58
271nf_seresnet502321.05110.2832562244.2111.1328.09
272lambda_resnet26rpt_2562319.42110.3612562563.1611.8710.99
273tf_efficientnetv2_b32313.61110.6362563003.0415.7414.36
274nf_ecaresnet502312.19110.7062562244.2111.1325.56
275resnest14d2311.92110.7182562242.767.3310.61
276deit_small_patch16_2242305.42111.0312562244.6111.9522.05
277pit_s_2242300.71111.2582562242.8811.5623.46
278vit_small_patch16_2242295.85111.4942562244.6111.9522.05
279pit_s_distilled_2242281.8112.182562242.911.6424.04
280densenet1692278.65112.3352562243.47.314.15
281vit_base_resnet26d_2242268.07112.8572562246.9713.16101.4
282deit_small_distilled_patch16_2242267.44112.8922562244.6312.0222.44
283skresnet502244.08114.0642562244.1112.525.8
284darknet532213.23115.6562562569.3112.3941.61
285sehalonet33ts2208.53115.9022562563.5514.713.69
286res2net50_14w_8s2201.46116.2742562244.2113.2825.06
287gc_efficientnetv2_rw_t2198.9116.412562883.216.4513.68
288gcresnext50ts2187.09117.0392562563.7515.4615.67
289resnetv2_1012146.17119.272562247.8316.2344.54
290resmlp_24_2242127.24120.3342562245.9610.9130.02
291resmlp_24_distilled_2242125.15120.4512562245.9610.9130.02
292skresnet50d2105.03121.5992562244.3613.3125.82
293gluon_resnet101_v1b2098.13122.0012562247.8316.2344.55
294tv_resnet1012095.51122.1522562247.8316.2344.55
295resnet1012094.89122.192562247.8316.2344.55
296res2next502089.9122.4822562244.213.7124.67
297ecaresnet26t2087.45122.6262563205.2416.4416.01
298dla60_res2net2078.29123.1652562244.1512.3420.85
299nf_regnet_b32039.85125.4872563202.0514.6118.59
300gluon_resnet101_v1c2026.41126.322562248.0817.0444.57
301resnetv2_101d2021.62126.6192562248.0717.0444.56
302gluon_resnet101_v1d1976.83129.4882562248.0817.0444.57
303vgg131972.22129.7925622411.3112.25133.05
304wide_resnet50_21932.56132.45525622411.4314.468.88
305sebotnet33ts_2561892.63135.252562563.8917.4613.7
306repvgg_b11864.64137.28125622413.1610.6457.42
307resnetaa101d1840.38139.092562249.1217.5644.57
308legacy_seresnet1011838.54139.2292562247.6115.7449.33
309resnet51q1828.83139.9682562888.0720.9435.7
310gluon_resnet101_v1s1822.02140.4912562249.1918.6444.67
311dla1021820.91140.5772562247.1914.1833.27
312dla60_res2next1817.78140.8182562243.4913.1717.03
313coat_lite_tiny1811.49141.3092562241.611.655.72
314vit_base_resnet50d_2241807.55141.6142562248.7316.92110.97
315tf_efficientnet_b31803.3141.9482563001.8723.8312.23
316tf_efficientnet_b3_ap1802.94141.9782563001.8723.8312.23
317tf_efficientnet_b3_ns1802.1142.0432563001.8723.8312.23
318cspdarknet531801.31142.1072562566.5716.8127.64
319seresnet1011796.92142.4532562247.8416.2749.33
320efficientnet_b31780.99143.7272563202.0126.5212.23
321efficientnet_b3a1780.57143.7612563202.0126.5212.23
322densenet2011754.6145.892562244.347.8520.01
323vgg13_bn1750.09146.26425622411.3312.25133.05
324ssl_resnext101_32x4d1737.01147.3662562248.0121.2344.18
325resnext101_32x4d1736.55147.4072562248.0121.2344.18
326gluon_resnext101_32x4d1736.42147.4192562248.0121.2344.18
327swsl_resnext101_32x4d1735.28147.5142562248.0121.2344.18
328halonet50ts1731.56147.8312562565.319.222.73
329res2net50_26w_6s1726.13148.2972562246.3315.2837.05
330nf_resnet1011725.55148.3472562248.0116.2344.55
331coat_lite_mini1724.07148.4742562242.012.2511.01
332regnetz_c161702.47150.3582563203.9225.8813.46
333nf_resnet501701.7150.4262562886.8818.3725.56
334ecaresnet101d1699.81150.5942562248.0817.0744.57
335xcit_tiny_24_p16_224_dist1697.25150.822562242.3411.8212.12
336xcit_tiny_24_p16_2241694.56151.062562242.3411.8212.12
337xcit_small_12_p16_224_dist1690.19151.452562244.8212.5826.25
338xcit_small_12_p16_2241687.09151.7292562244.8212.5826.25
339resnest26d1686.65151.7692562243.649.9717.07
340convnext_tiny1676.02152.7292562244.4713.4428.59
341convnext_tiny_hnf1674.55152.8652562244.4713.4428.59
342vit_small_r26_s32_2241656.11154.5672562243.569.8536.43
343resnetblur101d1639.84156.1012562249.1217.9444.57
344dla102x1638.98156.1832562245.8919.4226.31
345resnet61q1638.11156.2652562889.8721.5236.85
346gmixer_24_2241615.83158.422562245.2814.4524.72
347vgg161592.01160.7925622415.4713.56138.36
348xcit_nano_12_p16_384_dist1580.63161.9492563841.6412.153.05
349regnetx_0321571.21162.9192562243.211.3715.3
350repvgg_b1g41566.48163.4122562248.1510.6439.97
351regnetx_0401550.05165.1432562243.9912.222.12
352twins_svt_small1531.98167.0892562242.9413.7524.06
353seresnext101_32x4d1528.6167.4592562248.0221.2648.96
354gluon_seresnext101_32x4d1525.5167.8012562248.0221.2648.96
355legacy_seresnext101_32x4d1523.33168.0412562248.0221.2648.96
356res2net101_26w_4s1522.04168.1832562248.118.4545.21
357xception1515.79168.8772562998.435.8322.86
358visformer_small1505.04170.0812562244.8811.4340.22
359botnet50ts_2561504.07170.192562565.5422.2322.74
360resnest50d_1s4x24d1495.52171.1662562244.4313.5725.68
361resnetv2_50x1_bit_distilled1491.91171.5792562244.2311.1125.55
362resnetv2_1521488.31171.99425622411.5522.5660.19
363efficientnet_el1485.73172.2932563008.030.710.59
364efficientnet_el_pruned1484.88172.3922563008.030.710.59
365gluon_resnet152_v1b1466.32174.57425622411.5622.5660.19
366crossvit_small_2401465.43174.682562405.6318.1726.86
367tv_resnet1521464.76174.75825622411.5622.5660.19
368resnet1521463.7174.88625622411.5622.5660.19
369res2net50_26w_8s1440.77177.6712562248.3717.9548.4
370tf_efficientnet_el1439.79177.792563008.030.710.59
371halo2botnet50ts_2561435.45178.332562565.0221.7822.64
372hrnet_w321431.59178.812562248.9722.0241.23
373gluon_resnet152_v1c1431.14178.86725622411.823.3660.21
374nf_seresnet1011430.41178.9582562248.0216.2749.33
375vgg16_bn1430.18178.98525622415.513.56138.37
376resnetv2_152d1427.39179.33525622411.823.3660.2
377resmlp_36_2241426.81179.412562248.9116.3344.69
378resmlp_36_distilled_2241426.22179.4842562248.9116.3344.69
379nf_ecaresnet1011423.4179.8392562248.0116.2744.55
380mixnet_m1415.37180.8592562240.368.195.01
381gluon_resnet152_v1d1405.52182.12625622411.823.3660.21
382ese_vovnet99b1395.24183.46825622416.5111.2763.2
383gmlp_s16_2241389.58184.2162562244.4215.119.42
384tf_mixnet_m1379.18185.6032562240.368.195.01
385regnety_0401367.09187.2462562244.012.2920.65
386vit_large_patch32_2241365.88187.41425622415.3913.3306.54
387hrnet_w181363.25187.7742562244.3216.3121.3
388vit_base_r26_s32_2241359.83188.2442562246.8112.36101.38
389crossvit_15_2401344.51190.3912562405.8119.7727.53
390resnetv2_50d_evob1343.28190.5672562244.3311.9225.59
391ecaresnet50t1341.42190.832563208.8224.1325.57
392mixer_b16_2241341.1190.87725622412.6214.5359.88
393mixer_b16_224_miil1340.95190.89825622412.6214.5359.88
394vgg191334.38191.83525622419.6314.86143.67
395regnety_0321331.17192.2992562885.2918.6119.44
396cait_xxs24_2241325.98193.0512562242.5320.2911.96
397gluon_resnet152_v1s1323.82193.36725622412.9224.9660.32
398mixer_l32_2241320.53193.84925622411.2719.86206.94
399skresnext50_32x4d1317.3194.3222562244.517.1827.48
400xception411314.21194.7822562999.2839.8626.97
401crossvit_15_dagger_2401313.12194.9442562406.1320.4328.21
402densenet1611297.86197.2362562247.7911.0628.68
403dpn921283.16199.4962562246.5418.2137.67
404efficientnet_lite41279.6200.052563804.0445.6613.01
405tresnet_m1272.03201.242562245.747.3131.39
406legacy_seresnet1521268.99201.72325622411.3322.0866.82
407dla1691257.87203.50525622411.620.253.39
408seresnet1521252.8204.32525622411.5722.6166.82
409swin_tiny_patch4_window7_2241250.47204.712562244.5117.0628.29
410vit_base_patch32_3841245.01205.60825638413.0616.588.3
411repvgg_b21240.95206.28125622420.4512.989.02
412twins_pcpvt_small1237.75206.8122562243.8318.0824.11
413inception_v41232.0207.7825629912.2815.0942.68
414regnetx_0801230.26208.0732562248.0214.0639.57
415convit_small1215.14210.6622562245.7617.8727.78
416vgg19_bn1208.18211.87625622419.6614.86143.68
417xcit_nano_12_p8_224_dist1199.12213.4782562242.1615.713.05
418xcit_nano_12_p8_2241193.48214.4862562242.1615.713.05
419hrnet_w301182.47216.4832562248.1521.2137.71
420tf_efficientnet_lite41173.72218.0962563804.0445.6613.01
421resnetv2_50d_gn1171.09218.5872562244.3811.9225.57
422vit_tiny_patch16_3841165.29219.6772563844.725.395.79
423dla102x21162.53220.1962562249.3429.9141.28
424regnetx_0641154.46221.7372562246.4916.3726.21
425vit_small_resnet50d_s16_2241148.12222.9625622413.4824.8257.53
426resnest50d1142.3224.0962562245.414.3627.48
427xcit_tiny_12_p16_384_dist1120.72228.4122563843.6418.266.72
428nf_regnet_b41118.05228.9582563844.728.6130.21
429mixnet_l1111.69230.2672562240.5810.847.33
430efficientnetv2_s1109.52230.7182563848.4435.7721.46
431resnet50_gn1084.83235.972562244.1411.1125.56
432tf_efficientnetv2_s1082.56236.4622563848.4435.7721.46
433tf_efficientnetv2_s_in21ft1k1080.83236.8412563848.4435.7721.46
434tf_mixnet_l1080.28236.9612562240.5810.847.33
435wide_resnet101_21080.17236.98725622422.821.23126.89
436gluon_resnext101_64x4d1075.35238.04825622415.5231.2183.46
437dpn981075.31238.05925622411.7325.261.57
438eca_nfnet_l01073.57238.4432562887.1217.2924.14
439resnext101_64x4d1073.4238.48325622415.5231.2183.46
440regnetz_d81072.66238.6472563206.1937.0823.37
441convnext_small1068.35239.612562248.721.5650.22
442nfnet_l01067.0239.9112562887.1317.2935.07
443resnet2001062.15241.00925622415.0732.1964.67
444resnetrs1011051.01243.56325628813.5628.5363.62
445inception_resnet_v21033.59247.66825629913.1825.0655.84
446ens_adv_inception_resnet_v21033.26247.74725629913.1825.0655.84
447efficientnetv2_rw_s1032.33247.9722563848.7238.0323.94
448nest_tiny1020.47250.8542562245.8325.4817.06
449coat_lite_small1020.33250.8882562243.9622.0919.84
450jx_nest_tiny1008.4253.8542562245.8325.4817.06
451vit_base_patch16_224_miil996.21256.9625622417.5823.986.54
452crossvit_18_240991.56258.1672562409.0526.2643.27
453gluon_seresnext101_64x4d990.21258.51825622415.5331.2588.23
454swsl_resnext101_32x8d977.82261.79325622416.4831.2188.79
455ssl_resnext101_32x8d977.78261.80325622416.4831.2188.79
456resnext101_32x8d976.71262.09225622416.4831.2188.79
457resnet101d976.38262.18125632016.4834.7744.57
458ig_resnext101_32x8d976.0262.28225622416.4831.2188.79
459crossvit_18_dagger_240971.37263.5332562409.527.0344.27
460regnetz_d32970.52263.7642563209.3337.0827.58
461vit_base_patch16_224_sam969.72263.9825622417.5823.986.57
462deit_base_patch16_224967.9264.47825622417.5823.986.57
463vit_base_patch16_224966.99264.72325622417.5823.986.57
464deit_base_distilled_patch16_224962.72265.90125622417.6824.0587.34
465repvgg_b3962.17266.05225622429.1615.1123.09
466resnest50d_4s2x40d957.24267.4242562244.417.9430.42
467gluon_xception65952.59268.72925629913.9652.4839.92
468efficientnet_b4950.53269.312563844.5150.0419.34
469xception65944.4271.05925629913.9652.4839.92
470ese_vovnet39b_evos937.23273.1352562247.076.7424.58
471hrnet_w40919.71278.33625622412.7525.2957.56
472seresnext101_32x8d905.52282.69625622416.4831.2593.57
473twins_pcpvt_base904.7282.9512562246.6825.2543.83
474tf_efficientnet_b4899.69284.5272563804.4949.4919.34
475tf_efficientnet_b4_ap899.17284.6922563804.4949.4919.34
476tf_efficientnet_b4_ns898.81284.8082563804.4949.4919.34
477xcit_small_24_p16_224_dist897.88285.1042562249.123.6447.67
478xcit_small_24_p16_224897.08285.3572562249.123.6447.67
479beit_base_patch16_224894.85286.06825622417.5823.986.53
480cait_xxs36_224891.78287.0552562243.7730.3417.3
481twins_svt_base885.5289.0872562248.5926.3356.07
482regnety_080865.03295.9312562248.017.9739.18
483hrnet_w48862.23296.89225622417.3428.5677.47
484xcit_tiny_12_p8_224_dist851.38300.6762562244.8123.66.71
485xcit_tiny_12_p8_224850.38301.0292562244.8123.66.71
486pit_b_224831.73307.77825622412.4232.9473.76
487pit_b_distilled_224829.76308.51225622412.533.0774.79
488nfnet_f0s822.42311.26525625612.6218.0571.49
489nfnet_f0820.01312.1825625612.6218.0571.49
490swin_small_patch4_window7_224808.39316.6662562248.7727.4749.61
491repvgg_b2g4805.1317.96125622412.6312.961.76
492resnetv2_50d_evos799.75320.0872562244.3311.9225.59
493convnext_base795.35321.85825622415.3828.7588.59
494convnext_base_in22ft1k795.35321.85625622415.3828.7588.59
495dpn131790.54323.81525622416.0932.9779.25
496regnetx_120762.35335.79225622412.1321.3746.11
497regnety_064760.83336.4632562246.3916.4130.58
498hrnet_w44758.65337.42825622414.9426.9267.06
499densenet264753.54339.71525622412.9512.872.69
500mixnet_xl746.77342.7952562240.9314.5711.9
501cait_s24_224746.74342.812562249.3540.5846.92
502regnety_120732.77349.34825622412.1421.3851.82
503dm_nfnet_f0732.71349.37425625612.6218.0571.49
504xception71724.87353.15425629918.0969.9242.34
505coat_tiny707.44361.8572562244.3527.25.5
506resnet152d694.55368.57425632024.0847.6760.21
507dpn107691.54370.17525622418.3833.4686.92
508hrnet_w64684.53373.96625622428.9735.09128.06
509nest_small681.18375.80525622410.3540.0438.35
510vit_large_r50_s32_224676.89378.18725622419.5824.41328.99
511jx_nest_small675.63378.89525622410.3540.0438.35
512twins_svt_large674.75379.38525622415.1535.199.27
513seresnet200d673.13380.29525625620.0143.1571.86
514ecaresnet200d672.08380.89325625620.043.1564.69
515repvgg_b3g4671.77381.07125622417.8915.183.83
516cspresnext50_iabn667.96383.2422562564.0215.8620.57
517gmlp_b16_224667.23383.6625622415.7830.2173.08
518crossvit_base_240662.98386.12325624021.2236.33105.03
519xcit_medium_24_p16_224_dist661.18387.17425622416.1331.7184.4
520xcit_medium_24_p16_224660.34387.66925622416.1331.7184.4
521tresnet_l657.41389.39125622410.8811.955.99
522twins_pcpvt_large657.27389.4742562249.8435.8260.99
523gluon_senet154656.15390.14325622420.7738.69115.09
524senet154655.06390.79125622420.7738.69115.09
525legacy_senet154654.75390.97725622420.7738.69115.09
526convit_base638.4400.98925622417.5231.7786.54
527swin_base_patch4_window7_224617.48414.57125622415.4736.6387.77
528ese_vovnet99b_iabn611.75418.4625622416.4911.2763.2
529regnetx_160608.26420.85925622415.9925.5254.28
530cspdarknet53_iabn603.85423.9362562566.5316.8127.64
531resnetrs152602.36424.98425632024.3448.1486.62
532seresnet152d600.43426.34325632024.0947.7266.84
533xcit_tiny_24_p16_384_dist596.99428.8072563846.8734.2912.12
534xcit_small_12_p16_384_dist594.31430.73725638414.1436.5126.25
535coat_mini592.69431.922562246.8233.6810.34
536vit_small_patch16_384592.64431.95625638415.5250.7822.2
537regnetz_e8575.64444.70525632015.4663.9457.7
538convmixer_768_32563.29454.46325622419.5525.9521.11
539resnest101e556.07460.36225625613.3828.6648.28
540efficientnetv2_m555.39460.92125641618.667.554.14
541vit_base_r50_s16_224554.34461.79625622421.6635.2998.66
542vit_small_r26_s32_384549.37465.97225638410.4329.8536.47
543nf_regnet_b5533.77479.59225645611.761.9549.74
544seresnet269d524.13488.4125625626.5953.6113.67
545nest_base514.16497.8925622417.9653.3967.72
546jx_nest_base510.9501.06125622417.9653.3967.72
547resnet200d509.84502.10525632031.2567.3364.69
548tnt_s_patch16_224490.75521.6412562245.2424.3723.76
549mixnet_xxl486.35526.3552562242.0423.4323.96
550tresnet_xl476.44537.30725622415.1715.3478.44
551convnext_large476.21537.56425622434.443.13197.77
552eca_nfnet_l1475.22538.68925632014.9234.4241.41
553convnext_large_in22ft1k475.1538.81725622434.443.13197.77
554efficientnetv2_rw_m464.7550.87525641621.4979.6253.24
555efficientnet_b5456.59560.66625645610.4698.8630.39
556xcit_small_12_p8_224453.25564.825622418.6947.2126.21
557xcit_small_12_p8_224_dist452.33565.94625622418.6947.2126.21
558xcit_tiny_24_p8_224450.37568.4112562249.2145.3912.11
559mixer_l16_224449.08570.03525622444.641.69208.2
560xcit_tiny_24_p8_224_dist448.81570.3792562249.2145.3912.11
561halonet_h1448.78570.4262562563.051.178.1
562vit_large_patch32_384441.35580.01925638445.3143.86306.63
563resnetrs200436.51586.45725632031.5167.8193.21
564tf_efficientnet_b5434.35589.36525645610.4698.8630.39
565tf_efficientnet_b5_ap433.75590.1825645610.4698.8630.39
566tf_efficientnet_b5_ns433.48590.55725645610.4698.8630.39
567tf_efficientnetv2_m_in21ft1k410.56623.51825648024.7689.8454.14
568tf_efficientnetv2_m410.47623.66125648024.7689.8454.14
569xcit_nano_12_p8_384_dist410.15624.1542563846.3446.083.05
570regnety_320406.99628.9925622432.3430.26145.05
571regnety_160405.46631.36725628826.3738.0783.59
572xcit_large_24_p16_224_dist400.4639.3425622435.8647.27189.1
573xcit_large_24_p16_224400.19639.68425622435.8647.27189.1
574regnetz_d8_evob388.06659.672563206.1237.0823.41
575tnt_b_patch16_224385.58663.92225622414.0939.0165.41
576swin_large_patch4_window7_224383.73667.12225622434.5354.94196.53
577resnetv2_50x1_bitm374.41683.72925644816.6244.4625.55
578ssl_resnext101_32x16d338.57756.10225622436.2751.18194.03
579swsl_resnext101_32x16d338.32756.67425622436.2751.18194.03
580ig_resnext101_32x16d338.18756.96925622436.2751.18194.03
581vit_large_patch16_224326.85783.22325622461.663.52304.33
582convnext_xlarge_in22ft1k321.97795.08825622460.9757.5350.2
583tresnet_m_448321.59796.02325644822.9429.2131.39
584xcit_small_24_p16_384_dist315.9810.3825638426.7268.5847.67
585crossvit_15_dagger_408307.27833.1325640821.4595.0528.5
586nasnetalarge305.09839.06925633123.8990.5688.75
587beit_large_patch16_224301.03850.39625622461.663.52304.43
588pnasnet5large294.97867.87925633125.0492.8986.06
589xcit_tiny_12_p8_384_dist290.12882.38225638414.1369.146.71
590ecaresnet269d282.41906.48425635250.25101.25102.09
591nfnet_f1s278.33919.75125632035.9746.77132.63
592nfnet_f1277.93921.07925632035.9746.77132.63
593resnetrs270274.74931.76225635251.13105.48129.86
594convnext_base_384_in22ft1k274.29933.29625638445.284.4988.59
595resnetv2_152x2_bit_teacher268.11954.83525622446.9545.11236.34
596efficientnet_b6261.2490.03912852819.4167.3943.04
597regnetx_320257.17995.44725622431.8136.3107.81
598vit_base_patch16_384256.27998.92325638455.54101.5686.86
599deit_base_patch16_384256.23999.07825638455.54101.5686.86
600deit_base_distilled_patch16_384253.031011.7125638455.65101.8287.63
601dm_nfnet_f1251.341018.53225632035.9746.77132.63
602tf_efficientnet_b6_ns249.3513.42512852819.4167.3943.04
603tf_efficientnet_b6_ap249.28513.46812852819.4167.3943.04
604tf_efficientnet_b6249.27513.47512852819.4167.3943.04
605cait_xxs24_384240.961062.3892563849.63122.6612.03
606resnetv2_101x1_bitm237.631077.28825644831.6564.9344.54
607xcit_small_24_p8_224236.591082.03825622435.8190.7847.63
608xcit_small_24_p8_224_dist236.511082.39525622435.8190.7847.63
609efficientnetv2_l230.671109.7925648056.4157.99118.52
610xcit_medium_24_p16_384_dist229.711114.43325638447.3991.6484.4
611crossvit_18_dagger_408228.55560.04112840832.47124.8744.61
612tf_efficientnetv2_l228.051122.52725648056.4157.99118.52
613eca_nfnet_l2227.631124.62325638430.0568.2856.72
614tf_efficientnetv2_l_in21ft1k227.221126.62425648056.4157.99118.52
615vit_large_r50_s32_384223.831143.72625638457.4376.52329.09
616beit_base_patch16_384221.261157.00625638455.54101.5686.74
617regnetz_d8_evos211.131212.5042563207.0338.9223.46
618resmlp_big_24_224198.321290.833256224100.2387.31129.14
619resmlp_big_24_224_in22ft1k197.591295.599256224100.2387.31129.14
620resmlp_big_24_distilled_224197.331297.278256224100.2387.31129.14
621resnest200e191.821334.54825632035.6982.7870.2
622resnetrs350182.631401.71825638477.59154.74163.96
623swin_base_patch4_window12_384171.61745.87912838447.19134.7887.9
624cait_xs24_384171.61491.86625638419.28183.9826.67
625xcit_medium_24_p8_224171.091496.31725622463.53121.2384.32
626xcit_medium_24_p8_224_dist171.081496.36825622463.53121.2384.32
627vit_base_patch8_224170.141504.62825622478.22161.6986.58
628tresnet_l_448163.981561.15325644843.547.5655.99
629convnext_large_384_in22ft1k162.151578.727256384101.09126.74197.77
630cait_xxs36_384161.381586.30625638414.35183.717.37
631vit_base_r50_s16_384161.141588.63625638467.43135.0398.95
632vit_base_resnet50_384161.061589.46225638467.43135.0398.95
633nfnet_f2s156.521635.57925635263.2279.06193.78
634efficientnet_b7156.11409.9456460038.33289.9466.35
635nfnet_f2155.791643.21725635263.2279.06193.78
636xcit_tiny_24_p8_384_dist152.91674.22825638427.05132.9512.11
637densenet264d_iabn151.231692.72325622413.4714.072.74
638xcit_small_12_p8_384_dist150.531700.62725638454.92138.2926.21
639tf_efficientnet_b7_ns150.44425.416460038.33289.9466.35
640tf_efficientnet_b7_ap150.35425.6686460038.33289.9466.35
641tf_efficientnet_b7150.33425.7036460038.33289.9466.35
642efficientnetv2_xl146.151751.58925651293.85247.32208.12
643tf_efficientnetv2_xl_in21ft1k144.771768.27825651293.85247.32208.12
644dm_nfnet_f2141.711806.53925635263.2279.06193.78
645xcit_large_24_p16_384_dist138.321850.744256384105.35137.17189.1
646cait_s24_384132.941925.66525638432.17245.3147.06
647resnetrs420132.691929.303256416108.45213.79191.89
648vit_huge_patch14_224131.531946.246256224167.4139.41632.05
649eca_nfnet_l3127.142013.53625644852.55118.472.04
650tresnet_xl_448120.792119.39125644860.6561.3178.44
651efficientnet_cc_b0_8e117.258.51912240.429.4224.01
652efficientnet_cc_b0_4e114.898.69312240.419.4213.31
653convnext_xlarge_384_in22ft1k110.421159.152128384179.18168.99350.2
654tf_efficientnet_cc_b0_8e109.139.15312240.429.4224.01
655swin_large_patch4_window12_384108.071184.415128384104.08202.16196.74
656tf_efficientnet_cc_b0_4e106.389.3912240.419.4213.31
657xcit_large_24_p8_224103.212480.29256224141.23181.56188.93
658xcit_large_24_p8_224_dist103.092483.315256224141.23181.56188.93
659efficientnet_b895.86667.6186467263.48442.8987.41
660resnetv2_152x2_bit_teacher_38493.912726.129256384136.16132.56236.34
661tf_efficientnet_b893.03687.976467263.48442.8987.41
662tf_efficientnet_b8_ap92.99688.2346467263.48442.8987.41
663resnetv2_50x3_bitm90.181419.305128448145.7133.37217.32
664resnest269e90.12841.12625641677.69171.98110.93
665cait_s36_38488.822882.34725638447.99367.468.37
666vit_large_patch16_38488.442894.698256384191.21270.24304.72
667vit_giant_patch14_22487.022941.98256224267.18192.641012.61
668nfnet_f3s85.073009.339256416115.58141.78254.92
669nfnet_f384.653024.233256416115.58141.78254.92
670efficientnet_cc_b1_8e83.4611.97112400.7515.4439.72
671convmixer_1024_20_ks9_p1481.443143.5422562245.555.5124.38
672xcit_small_24_p8_384_dist78.983241.259256384105.24265.9147.63
673beit_large_patch16_38477.033323.174256384191.21270.24305.0
674dm_nfnet_f376.933327.777256416115.58141.78254.92
675tf_efficientnet_cc_b1_8e76.0913.13112400.7515.4439.72
676resnetv2_152x2_bitm68.831859.681128448184.99180.43236.34
677xcit_medium_24_p8_384_dist58.644365.679256384186.67354.7384.32
678resnetv2_101x3_bitm55.092323.244128448280.33194.78387.93
679vit_gigantic_patch14_22452.924837.231256224483.95275.371844.44
680nfnet_f4s45.215662.39256512216.26262.26316.07
681nfnet_f445.135672.08256512216.26262.26316.07
682dm_nfnet_f441.126225.397256512216.26262.26316.07
683xcit_large_24_p8_384_dist35.183638.243128384415.0531.82188.93
684nfnet_f5s33.47663.628256544290.97349.71377.21
685nfnet_f533.227705.647256544290.97349.71377.21
686beit_large_patch16_51231.232049.45964512362.24656.39305.67
687cait_m36_38430.68365.416256384173.11734.81271.22
688dm_nfnet_f530.518392.012256544290.97349.71377.21
689nfnet_f6s24.8710292.837256576378.69452.2438.36
690nfnet_f624.7410346.138256576378.69452.2438.36
691dm_nfnet_f623.0511108.286256576378.69452.2438.36
692nfnet_f7s19.5413099.713256608480.39570.85499.5
693nfnet_f719.4713146.917256608480.39570.85499.5
694resnetv2_152x4_bitm17.963562.95264480844.84414.26936.53
695cait_m48_44813.239672.182128448329.411708.23356.46
696convmixer_1536_2013.1519467.53925622448.6833.0351.63