pytorch-image-models/results/results-imagenet-r.csv

1	model	top1	top1_err	top5	top5_err	param_count	img_size	cropt_pct	interpolation	top1_diff	top5_diff	rank_diff
2	ig_resnext101_32x48d	79.727	20.273	89.523	10.477	828.41	224	0.875	bilinear	-17.233	-10.147	+14
3	ig_resnext101_32x32d	79.510	20.490	89.230	10.770	468.53	224	0.875	bilinear	-17.270	-10.300	+26
4	ig_resnext101_32x16d	78.823	21.177	88.457	11.543	194.03	224	0.875	bilinear	-17.607	-11.083	+52
5	tf_efficientnet_l2_ns_475	76.370	23.630	88.540	11.460	480.31	475	0.936	bicubic	-21.380	-11.280	0
6	swsl_resnext101_32x16d	76.230	23.770	87.750	12.250	194.03	224	0.875	bilinear	-20.050	-11.750	+64
7	ig_resnext101_32x8d	75.890	24.110	86.243	13.757	88.79	224	0.875	bilinear	-20.060	-13.147	+89
8	swsl_resnext101_32x8d	75.583	24.417	87.063	12.937	88.79	224	0.875	bilinear	-20.647	-12.527	+67
9	tf_efficientnet_l2_ns	74.623	25.377	87.497	12.503	480.31	800	0.960	bicubic	-23.147	-12.313	-5
10	beit_large_patch16_384	73.100	26.900	84.797	15.203	305.00	384	1.000	bicubic	-24.720	-14.993	-8
11	beit_large_patch16_512	73.030	26.970	84.943	15.057	305.67	512	1.000	bicubic	-24.740	-14.947	-8
12	swsl_resnext101_32x4d	72.703	27.297	85.197	14.803	44.18	224	0.875	bilinear	-23.347	-14.343	+76
13	beit_large_patch16_224	71.030	28.970	83.300	16.700	304.43	224	0.900	bicubic	-26.440	-16.390	-7
14	swsl_resnext50_32x4d	69.097	30.903	82.873	17.127	25.03	224	0.875	bilinear	-26.493	-16.567	+106
15	swsl_resnet50	68.370	31.630	83.380	16.620	25.56	224	0.875	bilinear	-26.850	-16.020	+134
16	vit_large_patch16_384	67.107	32.893	78.723	21.277	304.72	384	1.000	bicubic	-30.313	-21.057	-9
17	tf_efficientnet_b7_ns	67.043	32.957	81.090	18.910	66.35	600	0.949	bicubic	-30.167	-18.610	-8
18	swin_large_patch4_window12_384	65.983	34.017	79.260	20.740	196.74	384	1.000	bicubic	-31.197	-20.430	-8
19	tf_efficientnet_b6_ns	65.460	34.540	79.450	20.550	43.04	528	0.942	bicubic	-31.570	-20.260	-5
20	vit_large_patch16_224	64.333	35.667	76.243	23.757	304.33	224	0.900	bicubic	-32.377	-23.407	+14
21	vit_large_r50_s32_384	64.160	35.840	75.903	24.097	329.09	384	1.000	bicubic	-32.790	-23.817	-2
22	swin_large_patch4_window7_224	63.720	36.280	78.060	21.940	196.53	224	0.900	bicubic	-33.230	-21.600	-5
23	beit_base_patch16_384	63.393	36.607	77.850	22.150	86.74	384	1.000	bicubic	-33.957	-21.860	-15
24	swin_base_patch4_window12_384	62.990	37.010	77.727	22.273	87.90	384	1.000	bicubic	-34.080	-22.043	-11
25	tf_efficientnet_b5_ns	62.890	37.110	77.720	22.280	30.39	456	0.934	bicubic	-33.990	-21.920	-2
26	tf_efficientnet_b4_ns	61.090	38.910	76.057	23.943	19.34	380	0.922	bicubic	-35.620	-23.583	+7
27	tf_efficientnetv2_l_in21ft1k	60.963	39.037	75.887	24.113	118.52	480	1.000	bicubic	-36.147	-23.813	-15
28	tf_efficientnetv2_xl_in21ft1k	60.710	39.290	74.393	25.607	208.12	512	1.000	bicubic	-36.440	-25.227	-17
29	vit_base_patch16_384	60.197	39.803	73.840	26.160	86.86	384	1.000	bicubic	-36.823	-25.860	-14
30	beit_base_patch16_224	60.143	39.857	75.367	24.633	86.53	224	0.900	bicubic	-36.507	-24.203	+8
31	swin_base_patch4_window7_224	59.293	40.707	73.890	26.110	87.77	224	0.900	bicubic	-37.377	-25.780	+6
32	vit_large_r50_s32_224	58.677	41.323	71.857	28.143	328.99	224	0.900	bicubic	-37.513	-27.673	+44
33	tf_efficientnetv2_m_in21ft1k	58.653	41.347	74.017	25.983	54.14	480	1.000	bicubic	-38.297	-25.593	-15
34	tf_efficientnet_b8_ap	57.873	42.127	72.937	27.063	87.41	672	0.954	bicubic	-38.687	-26.613	+10
35	cait_m48_448	57.447	42.553	71.810	28.190	356.46	448	1.000	bicubic	-39.423	-27.810	-11
36	cait_m36_384	57.413	42.587	72.307	27.693	271.22	384	1.000	bicubic	-39.407	-27.353	-10
37	tf_efficientnet_b3_ns	57.313	42.687	72.387	27.613	12.23	300	0.904	bicubic	-38.797	-27.083	+44
38	vit_base_patch16_224	56.837	43.163	70.713	29.287	86.57	224	0.900	bicubic	-39.463	-28.847	+28
39	xcit_large_24_p8_384_dist	56.373	43.627	71.240	28.760	188.93	384	1.000	bicubic	-40.387	-28.320	-8
40	xcit_large_24_p8_224_dist	55.980	44.020	70.687	29.313	188.93	224	1.000	bicubic	-40.640	-28.773	+1
41	xcit_large_24_p16_384_dist	54.850	45.150	69.857	30.143	189.10	384	1.000	bicubic	-42.080	-29.653	-21
42	vit_base_r50_s16_384	54.340	45.660	69.510	30.490	98.95	384	1.000	bicubic	-42.130	-30.150	+9
43	resnetv2_152x4_bitm	54.220	45.780	70.290	29.710	936.53	480	1.000	bilinear	-42.660	-29.370	-21
44	xcit_large_24_p16_224_dist	54.217	45.783	68.950	31.050	189.10	224	1.000	bicubic	-42.093	-30.550	+21
45	vit_small_r26_s32_384	54.097	45.903	68.793	31.207	36.47	384	1.000	bicubic	-41.963	-30.757	+42
46	tf_efficientnet_b5_ap	53.923	46.077	69.180	30.820	30.39	456	0.934	bicubic	-42.157	-30.200	+36
47	xcit_medium_24_p8_224_dist	53.650	46.350	68.327	31.673	84.32	224	1.000	bicubic	-42.850	-31.173	+1
48	tf_efficientnet_b6_ap	53.560	46.440	68.580	31.420	43.04	528	0.942	bicubic	-42.800	-30.970	+11
49	cait_s36_384	53.507	46.493	67.990	32.010	68.37	384	1.000	bicubic	-43.123	-31.600	-9
50	tf_efficientnet_b2_ns	53.503	46.497	70.393	29.607	9.11	260	0.890	bicubic	-42.027	-28.947	+76
51	vit_base_patch32_384	53.340	46.660	68.133	31.867	88.30	384	1.000	bicubic	-42.570	-31.047	+48
52	tf_efficientnet_b7_ap	53.320	46.680	68.900	31.100	66.35	600	0.949	bicubic	-43.030	-30.700	+9
53	xcit_medium_24_p8_384_dist	53.297	46.703	68.067	31.933	84.32	384	1.000	bicubic	-43.483	-31.553	-23
54	tf_efficientnetv2_s_in21ft1k	53.253	46.747	69.057	30.943	21.46	384	1.000	bicubic	-43.207	-30.573	-1
55	xcit_medium_24_p16_384_dist	53.210	46.790	68.047	31.953	84.40	384	1.000	bicubic	-43.480	-31.553	-19
56	tf_efficientnet_b8	53.200	46.800	68.953	31.047	87.41	672	0.954	bicubic	-43.500	-30.597	-21
57	tf_efficientnet_b4_ap	53.073	46.927	68.237	31.763	19.34	380	0.922	bicubic	-42.427	-31.153	+71
58	dm_nfnet_f5	52.717	47.283	67.250	32.750	377.21	544	0.954	bicubic	-44.083	-32.420	-31
59	efficientnetv2_rw_m	52.347	47.653	67.260	32.740	53.24	416	1.000	bicubic	-43.923	-32.300	+12
60	tf_efficientnet_b7	52.303	47.697	68.230	31.770	66.35	600	0.949	bicubic	-44.277	-31.280	-17
61	xcit_small_24_p8_384_dist	52.283	47.717	66.753	33.247	47.63	384	1.000	bicubic	-44.547	-32.877	-36
62	tf_efficientnetv2_l	52.277	47.723	67.197	32.803	118.52	480	1.000	bicubic	-44.373	-32.463	-23
63	dm_nfnet_f6	52.250	47.750	66.963	33.037	438.36	576	0.956	bicubic	-44.660	-32.757	-42
64	swsl_resnet18	52.243	47.757	70.503	29.497	11.69	224	0.875	bilinear	-38.847	-27.707	+413
65	xcit_medium_24_p16_224_dist	52.210	47.790	66.883	33.117	84.40	224	1.000	bicubic	-44.050	-32.517	+7
66	deit_base_distilled_patch16_384	52.180	47.820	67.693	32.307	87.63	384	1.000	bicubic	-44.310	-31.897	-17
67	xcit_small_24_p8_224_dist	52.133	47.867	66.717	33.283	47.63	224	1.000	bicubic	-44.417	-32.843	-21
68	resnetv2_152x2_bit_teacher_384	52.060	47.940	68.833	31.167	236.34	384	1.000	bicubic	-44.110	-30.677	+9
69	dm_nfnet_f3	51.960	48.040	66.597	33.403	254.92	416	0.940	bicubic	-44.760	-33.033	-37
70	resmlp_big_24_224_in22ft1k	51.893	48.107	68.423	31.577	129.14	224	0.875	bicubic	-44.447	-31.087	-8
71	xcit_small_24_p16_384_dist	51.883	48.117	66.307	33.693	47.67	384	1.000	bicubic	-44.477	-33.283	-11
72	resnetv2_152x2_bitm	51.780	48.220	69.353	30.647	236.34	448	1.000	bilinear	-44.740	-30.237	-25
73	cait_s24_384	51.727	48.273	66.330	33.670	47.06	384	1.000	bicubic	-44.853	-33.220	-31
74	ecaresnet269d	51.590	48.410	66.087	33.913	102.09	352	1.000	bicubic	-44.870	-33.483	-22
75	vit_base_patch16_224_miil	51.557	48.443	65.253	34.747	86.54	224	0.875	bilinear	-44.483	-34.097	+14
76	pit_b_distilled_224	51.163	48.837	66.773	33.227	74.79	224	0.900	bicubic	-44.917	-32.767	+8
77	xcit_small_12_p8_384_dist	51.040	48.960	65.710	34.290	26.21	384	1.000	bicubic	-45.440	-33.770	-27
78	dm_nfnet_f4	50.810	49.190	65.430	34.570	316.07	512	0.951	bicubic	-45.970	-34.190	-50
79	tf_efficientnet_b1_ns	50.767	49.233	67.963	32.037	7.79	240	0.882	bicubic	-44.113	-31.287	+105
80	xcit_small_24_p16_224_dist	50.700	49.300	65.007	34.993	47.67	224	1.000	bicubic	-45.110	-34.333	+26
81	tf_efficientnetv2_m	50.570	49.430	66.013	33.987	54.14	480	1.000	bicubic	-45.980	-33.557	-36
82	efficientnet_b4	50.523	49.477	65.800	34.200	19.34	384	1.000	bicubic	-45.017	-33.600	+41
83	resnetv2_101x3_bitm	50.520	49.480	67.963	32.037	387.93	448	1.000	bilinear	-45.770	-31.667	-15
84	xcit_small_12_p16_384_dist	50.447	49.553	65.287	34.713	26.25	384	1.000	bicubic	-45.883	-34.203	-20
85	xcit_small_12_p8_224_dist	50.400	49.600	65.440	34.560	26.21	224	1.000	bicubic	-45.560	-33.980	+10
86	cait_s24_224	50.230	49.770	65.033	34.967	46.92	224	1.000	bicubic	-45.410	-34.357	+32
87	eca_nfnet_l2	50.227	49.773	65.463	34.537	56.72	384	1.000	bicubic	-46.233	-34.147	-33
88	ssl_resnext101_32x16d	50.220	49.780	66.073	33.927	194.03	224	0.875	bilinear	-45.180	-33.337	+49
89	vit_small_patch16_384	50.153	49.847	65.883	34.117	22.20	384	1.000	bicubic	-45.827	-33.717	+4
90	resnest269e	50.137	49.863	64.713	35.287	110.93	416	0.928	bicubic	-45.983	-34.807	-12
91	tf_efficientnet_b3_ap	50.093	49.907	65.280	34.720	12.23	300	0.904	bicubic	-44.867	-33.830	+81
92	deit_base_distilled_patch16_224	50.070	49.930	66.253	33.747	87.34	224	0.900	bicubic	-45.710	-33.027	+15
93	resnest200e	49.817	50.183	64.777	35.223	70.20	320	0.909	bicubic	-46.263	-34.693	-10
94	cait_xs24_384	49.510	50.490	64.843	35.157	26.67	384	1.000	bicubic	-46.500	-34.587	-4
95	tf_efficientnet_b5	49.503	50.497	65.597	34.403	30.39	456	0.934	bicubic	-46.477	-33.853	-3
96	xcit_small_12_p16_224_dist	49.443	50.557	63.893	36.107	26.25	224	1.000	bicubic	-46.307	-35.397	+13
97	resnet200d	49.427	50.573	64.303	35.697	64.69	320	1.000	bicubic	-46.683	-35.157	-17
98	vit_base_patch32_224	49.383	50.617	64.450	35.550	88.22	224	0.900	bicubic	-44.997	-34.610	+139
99	resnest101e	49.377	50.623	65.527	34.473	48.28	256	0.875	bilinear	-46.203	-33.743	+22
100	resnet152d	49.257	50.743	64.427	35.573	60.21	320	1.000	bicubic	-46.593	-35.003	+4
101	seresnet152d	49.217	50.783	64.277	35.723	66.84	320	1.000	bicubic	-47.113	-35.233	-38
102	resnetv2_152x2_bit_teacher	49.190	50.810	65.430	34.570	236.34	224	0.875	bicubic	-46.540	-34.000	+8
103	ssl_resnext101_32x8d	49.153	50.847	65.503	34.497	88.79	224	0.875	bilinear	-46.167	-33.807	+41
104	xcit_large_24_p8_224	49.143	50.857	62.727	37.273	188.93	224	1.000	bicubic	-46.917	-36.423	-18
105	resmlp_big_24_distilled_224	49.047	50.953	65.463	34.537	129.14	224	0.875	bicubic	-46.823	-33.977	-3
106	repvgg_b3	49.023	50.977	64.877	35.123	123.09	224	0.875	bilinear	-45.537	-34.033	+113
107	resnetrs420	48.817	51.183	63.453	36.547	191.89	416	1.000	bicubic	-47.583	-36.087	-50
108	efficientnetv2_rw_s	48.673	51.327	63.863	36.137	23.94	384	1.000	bicubic	-47.027	-35.517	+8
109	regnetz_d	48.633	51.367	65.220	34.780	27.58	320	0.950	bicubic	-47.227	-34.220	-6
110	efficientnet_b3	48.580	51.420	64.343	35.657	12.23	320	1.000	bicubic	-46.570	-34.867	+45
111	ecaresnet101d	48.473	51.527	64.090	35.910	44.57	224	0.875	bicubic	-46.687	-35.140	+43
112	vit_small_r26_s32_224	48.417	51.583	63.927	36.073	36.43	224	0.900	bicubic	-46.703	-35.293	+47
113	vit_large_patch32_384	48.353	51.647	61.907	38.093	306.63	384	1.000	bicubic	-46.897	-37.413	+33
114	repvgg_b3g4	48.270	51.730	64.820	35.180	83.83	224	0.875	bilinear	-46.220	-34.200	+113
115	convit_base	48.243	51.757	63.003	36.997	86.54	224	0.875	bicubic	-46.857	-36.127	+48
116	dm_nfnet_f2	48.203	51.797	63.200	36.800	193.78	352	0.920	bicubic	-48.247	-36.340	-61
117	resnetrs350	47.963	52.037	62.577	37.423	163.96	384	1.000	bicubic	-48.277	-36.893	-43
118	twins_svt_large	47.907	52.093	62.860	37.140	99.27	224	0.900	bicubic	-47.813	-36.510	-6
119	mixer_b16_224_miil	47.827	52.173	63.363	36.637	59.88	224	0.875	bilinear	-47.063	-35.717	+64
120	repvgg_b2g4	47.773	52.227	64.427	35.573	61.76	224	0.875	bilinear	-46.047	-34.493	+179
121	resnetv2_50x3_bitm	47.757	52.243	65.667	34.333	217.32	448	1.000	bilinear	-48.533	-33.913	-54
122	eca_nfnet_l1	47.610	52.390	62.650	37.350	41.41	320	1.000	bicubic	-48.310	-36.850	-25
123	pit_s_distilled_224	47.603	52.397	63.543	36.457	24.04	224	0.900	bicubic	-47.147	-35.637	+70
124	resnest50d_4s2x40d	47.503	52.497	63.863	36.137	30.42	224	0.875	bicubic	-47.207	-35.267	+72
125	efficientnet_b3_pruned	47.467	52.533	62.850	37.150	9.86	300	0.904	bicubic	-47.113	-36.220	+90
126	crossvit_18_dagger_408	47.353	52.647	60.900	39.100	44.61	408	1.000	bicubic	-48.757	-38.570	-47
127	xcit_small_24_p8_224	47.340	52.660	61.097	38.903	47.63	224	1.000	bicubic	-48.570	-38.343	-29
128	tresnet_m	47.297	52.703	62.087	37.913	31.39	224	0.875	bilinear	-48.103	-37.063	+10
129	ssl_resnext101_32x4d	47.167	52.833	63.390	36.610	44.18	224	0.875	bilinear	-47.973	-35.920	+27
130	tf_efficientnet_b6	47.150	52.850	63.057	36.943	43.04	528	0.942	bicubic	-49.130	-36.463	-61
131	resnetrs270	47.147	52.853	62.057	37.943	129.86	352	1.000	bicubic	-48.923	-37.423	-46
132	xcit_small_12_p8_224	47.057	52.943	60.570	39.430	26.21	224	1.000	bicubic	-48.363	-38.860	+3
133	tf_efficientnet_b4	47.027	52.973	62.907	37.093	19.34	380	0.922	bicubic	-48.563	-36.413	-14
134	resnet101d	46.907	53.093	62.357	37.643	44.57	320	1.000	bicubic	-48.843	-37.083	-26
135	xcit_large_24_p16_224	46.877	53.123	60.770	39.230	189.10	224	1.000	bicubic	-48.073	-38.400	+38
136	resnetrs200	46.867	53.133	62.480	37.520	93.21	320	1.000	bicubic	-49.133	-36.960	-45
137	gluon_seresnext101_64x4d	46.677	53.323	61.363	38.637	88.23	224	0.875	bicubic	-47.983	-37.607	+68
138	twins_pcpvt_large	46.557	53.443	62.170	37.830	60.99	224	0.900	bicubic	-49.163	-37.320	-27
139	dm_nfnet_f1	46.457	53.543	61.450	38.550	132.63	320	0.910	bicubic	-49.913	-38.030	-81
140	xcit_medium_24_p8_224	46.427	53.573	59.607	40.393	84.32	224	1.000	bicubic	-49.443	-39.483	-39
141	crossvit_15_dagger_408	46.367	53.633	60.537	39.463	28.50	408	1.000	bicubic	-49.453	-38.763	-36
142	tresnet_xl	46.277	53.723	61.907	38.093	78.44	224	0.875	bilinear	-48.803	-37.313	+22
143	xcit_tiny_24_p8_224_dist	46.250	53.750	60.627	39.373	12.11	224	1.000	bicubic	-49.210	-38.723	-11
144	xcit_tiny_24_p8_384_dist	46.233	53.767	60.660	39.340	12.11	384	1.000	bicubic	-50.017	-38.780	-71
145	gernet_m	46.157	53.843	62.720	37.280	21.14	224	0.875	bilinear	-48.393	-36.200	+75
146	deit_small_distilled_patch16_224	46.150	53.850	62.447	37.553	22.44	224	0.900	bicubic	-48.440	-36.673	+66
147	resnest50d_1s4x24d	46.133	53.867	62.483	37.517	25.68	224	0.875	bicubic	-48.247	-36.577	+89
148	regnety_160	46.123	53.877	61.803	38.197	83.59	288	1.000	bicubic	-49.777	-37.757	-48
149	crossvit_base_240	46.087	53.913	60.247	39.753	105.03	240	0.875	bicubic	-48.973	-38.733	+18
150	tf_efficientnet_b0_ns	46.047	53.953	63.280	36.720	5.29	224	0.875	bicubic	-47.713	-35.700	+158
151	vit_small_patch16_224	46.027	53.973	61.850	38.150	22.05	224	0.900	bicubic	-48.873	-37.180	+30
152	resnet51q	46.017	53.983	60.917	39.083	35.70	288	1.000	bilinear	-49.173	-38.363	-1
153	jx_nest_base	45.973	54.027	60.113	39.887	67.72	224	0.875	bicubic	-49.557	-39.187	-28
154	crossvit_18_240	45.923	54.077	60.380	39.620	43.27	240	0.875	bicubic	-49.127	-38.740	+14
155	resnest50d	45.900	54.100	62.673	37.327	27.48	224	0.875	bilinear	-48.720	-36.357	+53
156	twins_pcpvt_base	45.890	54.110	61.357	38.643	43.83	224	0.900	bicubic	-49.580	-38.023	-26
157	regnety_032	45.887	54.113	61.520	38.480	19.44	288	1.000	bicubic	-49.583	-37.800	-28
158	twins_svt_base	45.863	54.137	60.903	39.097	56.07	224	0.900	bicubic	-49.707	-38.327	-36
159	crossvit_18_dagger_240	45.820	54.180	59.963	40.037	44.27	240	0.875	bicubic	-49.360	-39.157	-7
160	levit_384	45.783	54.217	61.727	38.273	39.13	224	0.900	bicubic	-49.417	-37.433	-10
161	gc_efficientnetv2_rw_t	45.703	54.297	60.197	39.803	13.68	288	1.000	bicubic	-49.577	-39.023	-16
162	regnetz_c	45.667	54.333	62.437	37.563	13.46	320	0.940	bicubic	-49.743	-36.873	-26
163	convmixer_1536_20	45.647	54.353	61.740	38.260	51.63	224	0.960	bicubic	-49.303	-37.090	+11
164	efficientnetv2_rw_t	45.593	54.407	60.160	39.840	13.65	288	1.000	bicubic	-49.487	-39.090	+1
165	crossvit_15_dagger_240	45.580	54.420	60.053	39.947	28.21	240	0.875	bicubic	-49.390	-39.097	+6
166	xcit_tiny_24_p16_384_dist	45.563	54.437	60.473	39.527	12.12	384	1.000	bicubic	-49.897	-38.897	-35
167	xcit_medium_24_p16_224	45.560	54.440	58.993	41.007	84.40	224	1.000	bicubic	-49.570	-39.937	-10
168	dm_nfnet_f0	45.543	54.457	61.013	38.987	71.49	256	0.900	bicubic	-50.167	-38.387	-53
169	gluon_seresnext101_32x4d	45.517	54.483	61.147	38.853	48.96	224	0.875	bicubic	-48.913	-37.963	+61
170	xcit_small_24_p16_224	45.493	54.507	58.910	41.090	47.67	224	1.000	bicubic	-49.577	-40.150	-4
171	gluon_resnet152_v1d	45.433	54.567	60.093	39.907	60.21	224	0.875	bicubic	-49.027	-38.907	+57
172	xcit_small_12_p16_224	45.433	54.567	59.407	40.593	26.25	224	1.000	bicubic	-49.377	-39.653	+15
173	nfnet_l0	45.367	54.633	62.073	37.927	35.07	288	1.000	bicubic	-50.053	-37.127	-39
174	ssl_resnext50_32x4d	45.363	54.637	61.973	38.027	25.03	224	0.875	bilinear	-49.337	-36.997	+23
175	resnetv2_50x1_bit_distilled	45.330	54.670	62.290	37.710	25.55	224	0.875	bicubic	-50.060	-37.140	-36
176	jx_nest_small	45.317	54.683	59.017	40.983	38.35	224	0.875	bicubic	-50.223	-40.213	-52
177	resnet61q	45.277	54.723	59.350	40.650	36.85	288	1.000	bicubic	-49.833	-39.730	-15
178	convit_small	45.227	54.773	60.530	39.470	27.78	224	0.875	bicubic	-49.693	-38.590	0
179	nasnetalarge	45.197	54.803	57.960	42.040	88.75	331	0.911	bicubic	-49.973	-41.170	-26
180	tresnet_xl_448	45.163	54.837	61.440	38.560	78.44	448	0.875	bilinear	-50.357	-37.900	-53
181	swin_small_patch4_window7_224	45.133	54.867	60.270	39.730	49.61	224	0.900	bicubic	-50.587	-39.020	-68
182	tf_efficientnet_b3	45.100	54.900	60.677	39.323	12.23	300	0.904	bicubic	-49.810	-38.423	-2
183	rexnet_200	45.067	54.933	62.223	37.777	16.37	224	0.875	bicubic	-49.603	-36.867	+20
184	resnetrs152	44.990	55.010	59.683	40.317	86.62	320	1.000	bicubic	-50.970	-39.697	-90
185	ecaresnetlight	44.907	55.093	60.763	39.237	30.16	224	0.875	bicubic	-49.233	-38.027	+78
186	deit_base_patch16_224	44.893	55.107	59.203	40.797	86.57	224	0.900	bicubic	-50.127	-39.767	-17
187	resnetv2_101	44.817	55.183	58.843	41.157	44.54	224	0.950	bicubic	-50.113	-40.267	-10
188	resmlp_24_distilled_224	44.787	55.213	61.517	38.483	30.02	224	0.875	bicubic	-49.553	-37.573	+54
189	cait_xxs36_384	44.750	55.250	59.410	40.590	17.37	384	1.000	bicubic	-50.490	-39.920	-42
190	tf_efficientnet_b2_ap	44.743	55.257	60.693	39.307	9.11	260	0.890	bicubic	-49.537	-38.257	+58
191	resmlp_36_distilled_224	44.720	55.280	61.110	38.890	44.69	224	0.875	bicubic	-49.830	-38.050	+31
192	gernet_l	44.697	55.303	59.007	40.993	31.08	256	0.875	bilinear	-50.223	-40.193	-13
193	xcit_tiny_24_p16_224_dist	44.690	55.310	59.397	40.603	12.12	224	1.000	bicubic	-49.530	-39.563	+60
194	deit_base_patch16_384	44.660	55.340	59.570	40.430	86.86	384	1.000	bicubic	-51.000	-39.670	-77
195	gmlp_s16_224	44.487	55.513	58.667	41.333	19.42	224	0.875	bicubic	-49.023	-40.113	+145
196	ens_adv_inception_resnet_v2	44.407	55.593	58.153	41.847	55.84	299	0.897	bicubic	-49.733	-40.877	+68
197	tresnet_l	44.360	55.640	59.953	40.047	55.99	224	0.875	bilinear	-50.540	-39.327	-15
198	gluon_resnext101_32x4d	44.330	55.670	59.097	40.903	44.18	224	0.875	bicubic	-49.790	-39.843	+67
199	cspresnext50	44.180	55.820	60.463	39.537	20.57	224	0.875	bilinear	-49.590	-38.377	+107
200	wide_resnet50_2	44.157	55.843	59.657	40.343	68.88	224	0.875	bicubic	-50.493	-39.393	+6
201	crossvit_15_240	44.140	55.860	59.153	40.847	27.53	240	0.875	bicubic	-50.540	-39.917	0
202	resnetv2_101x1_bitm	44.113	55.887	62.063	37.937	44.54	448	1.000	bilinear	-51.217	-37.317	-59
203	gluon_resnet152_v1s	44.090	55.910	58.743	41.257	60.32	224	0.875	bicubic	-50.600	-40.307	-4
204	pit_b_224	44.080	55.920	57.990	42.010	73.76	224	0.900	bicubic	-50.710	-40.820	-15
205	seresnext50_32x4d	44.077	55.923	59.413	40.587	27.56	224	0.875	bicubic	-50.723	-39.717	-17
206	inception_resnet_v2	44.057	55.943	57.930	42.070	55.84	299	0.897	bicubic	-50.263	-40.870	+38
207	pnasnet5large	43.993	56.007	56.770	43.230	86.06	331	0.911	bicubic	-51.377	-42.360	-66
208	ssl_resnet50	43.903	56.097	61.940	38.060	25.56	224	0.875	bilinear	-50.417	-37.220	+37
209	gluon_resnext101_64x4d	43.900	56.100	58.703	41.297	83.46	224	0.875	bicubic	-50.430	-40.177	+34
210	pit_s_224	43.893	56.107	58.663	41.337	23.46	224	0.900	bicubic	-50.697	-40.427	+3
211	tf_efficientnetv2_s	43.853	56.147	58.710	41.290	21.46	384	1.000	bicubic	-51.857	-40.620	-97
212	cait_xxs36_224	43.823	56.177	58.773	41.227	17.30	224	1.000	bicubic	-50.117	-40.107	+70
213	ecaresnet101d_pruned	43.787	56.213	59.647	40.353	24.88	224	0.875	bicubic	-50.653	-39.453	+16
214	coat_lite_small	43.780	56.220	56.930	43.070	19.84	224	0.900	bicubic	-51.330	-42.100	-54
215	tnt_s_patch16_224	43.767	56.233	59.223	40.777	23.76	224	0.900	bicubic	-50.803	-39.957	+1
216	ecaresnet50d	43.703	56.297	60.380	39.620	25.58	224	0.875	bicubic	-50.507	-38.630	+38
217	pit_xs_distilled_224	43.683	56.317	60.680	39.320	11.00	224	0.900	bicubic	-49.547	-38.140	+149
218	xcit_tiny_12_p8_224_dist	43.597	56.403	58.480	41.520	6.71	224	1.000	bicubic	-51.143	-40.700	-24
219	rexnet_150	43.587	56.413	60.837	39.163	9.73	224	0.875	bicubic	-50.683	-38.253	+30
220	crossvit_small_240	43.510	56.490	58.980	41.020	26.86	240	0.875	bicubic	-51.080	-39.950	-6
221	ecaresnet50t	43.420	56.580	59.327	40.673	25.57	320	0.950	bicubic	-51.690	-39.963	-60
222	gluon_resnet101_v1d	43.420	56.580	58.560	41.440	44.57	224	0.875	bicubic	-50.760	-40.390	+36
223	gluon_resnet101_v1s	43.410	56.590	58.703	41.297	44.67	224	0.875	bicubic	-50.770	-40.317	+34
224	cspdarknet53	43.330	56.670	59.487	40.513	27.64	256	0.887	bilinear	-50.770	-39.493	+43
225	eca_nfnet_l0	43.297	56.703	59.910	40.090	24.14	288	1.000	bicubic	-52.153	-39.480	-92
226	convmixer_768_32	43.263	56.737	59.270	40.730	21.11	224	0.960	bicubic	-51.167	-39.820	+5
227	xcit_tiny_24_p8_224	43.263	56.737	57.297	42.703	12.11	224	1.000	bicubic	-51.607	-41.893	-42
228	dpn68b	43.257	56.743	58.610	41.390	12.61	224	0.875	bicubic	-50.343	-40.100	+101
229	xcit_tiny_12_p8_384_dist	43.253	56.747	58.160	41.840	6.71	384	1.000	bicubic	-52.087	-41.180	-87
230	visformer_small	43.187	56.813	57.970	42.030	40.22	224	0.900	bicubic	-51.783	-41.240	-60
231	vit_small_patch32_384	43.137	56.863	59.273	40.727	22.92	384	1.000	bicubic	-51.433	-39.867	-14
232	cspresnet50	43.130	56.870	59.230	40.770	21.62	256	0.887	bilinear	-50.720	-39.700	+61
233	resnest26d	43.107	56.893	60.597	39.403	17.07	224	0.875	bilinear	-50.153	-38.243	+130
234	twins_pcpvt_small	43.080	56.920	58.913	41.087	24.11	224	0.900	bicubic	-51.520	-40.227	-23
235	dpn131	43.003	56.997	57.420	42.580	79.25	224	0.875	bicubic	-50.757	-41.430	+72
236	resmlp_36_224	43.003	56.997	59.417	40.583	44.69	224	0.875	bicubic	-50.667	-39.533	+83
237	gluon_resnet152_v1b	42.987	57.013	57.727	42.273	60.19	224	0.875	bicubic	-51.033	-41.023	+39
238	dpn107	42.883	57.117	57.533	42.467	86.92	224	0.875	bicubic	-51.077	-41.307	+41
239	tf_efficientnet_lite4	42.860	57.140	57.723	42.277	13.01	380	0.920	bilinear	-52.010	-41.367	-53
240	gcresnet50t	42.840	57.160	59.237	40.763	25.90	256	0.900	bicubic	-51.770	-39.753	-31
241	gluon_resnet152_v1c	42.830	57.170	57.807	42.193	60.21	224	0.875	bicubic	-51.050	-40.993	+49
242	twins_svt_small	42.830	57.170	58.473	41.527	24.06	224	0.900	bicubic	-51.940	-40.607	-52
243	tf_efficientnet_b1_ap	42.823	57.177	58.853	41.147	7.79	240	0.882	bicubic	-50.817	-39.927	+81
244	levit_256	42.807	57.193	57.913	42.087	18.89	224	0.900	bicubic	-51.603	-41.147	-10
245	tresnet_l_448	42.780	57.220	58.937	41.063	55.99	448	0.875	bilinear	-52.610	-40.343	-105
246	gluon_xception65	42.730	57.270	58.867	41.133	39.92	299	0.903	bicubic	-51.310	-40.163	+27
247	resnet50d	42.703	57.297	58.770	41.230	25.58	224	0.875	bicubic	-51.367	-40.150	+22
248	gluon_seresnext50_32x4d	42.693	57.307	58.713	41.287	27.56	224	0.875	bicubic	-51.487	-40.197	+12
249	resnext101_32x8d	42.577	57.423	58.337	41.663	88.79	224	0.875	bilinear	-51.193	-40.613	+55
250	xcit_tiny_12_p16_384_dist	42.563	57.437	58.057	41.943	6.72	384	1.000	bicubic	-51.977	-41.113	-27
251	seresnet50	42.507	57.493	58.760	41.240	28.09	224	0.875	bicubic	-51.573	-40.190	+17
252	nf_resnet50	42.490	57.510	59.593	40.407	25.56	288	0.940	bicubic	-51.890	-39.477	-17
253	resnetrs101	42.447	57.553	57.300	42.700	63.62	288	0.940	bicubic	-52.783	-41.910	-105
254	tf_efficientnetv2_b3	42.317	57.683	58.000	42.000	14.36	300	0.904	bicubic	-52.803	-41.190	-96
255	jx_nest_tiny	42.313	57.687	57.023	42.977	17.06	224	0.875	bicubic	-52.627	-42.077	-79
256	legacy_senet154	42.283	57.717	56.573	43.427	115.09	224	0.875	bilinear	-52.447	-42.527	-61
257	dpn98	42.277	57.723	56.927	43.073	61.57	224	0.875	bicubic	-51.653	-41.993	+27
258	tf_efficientnet_cc_b1_8e	42.273	57.727	58.527	41.473	39.72	240	0.882	bicubic	-51.307	-40.163	+75
259	xcit_tiny_24_p16_224	42.273	57.727	56.780	43.220	12.12	224	1.000	bicubic	-51.577	-42.040	+35
260	convmixer_1024_20_ks9_p14	42.270	57.730	59.693	40.307	24.38	224	0.960	bicubic	-50.080	-38.727	+169
261	deit_small_patch16_224	42.257	57.743	58.027	41.973	22.05	224	0.900	bicubic	-51.733	-40.933	+17
262	tf_efficientnet_b2	42.197	57.803	58.203	41.797	9.11	260	0.890	bicubic	-52.003	-40.827	-6
263	cait_xxs24_384	42.177	57.823	57.513	42.487	12.03	384	1.000	bicubic	-52.763	-41.617	-88
264	gluon_resnext50_32x4d	42.100	57.900	57.690	42.310	25.03	224	0.875	bicubic	-51.570	-41.010	+56
265	ecaresnet50d_pruned	41.993	58.007	58.323	41.677	19.94	224	0.875	bicubic	-51.827	-40.677	+33
266	efficientnet_b2	41.937	58.063	58.300	41.700	9.11	288	1.000	bicubic	-52.433	-40.750	-28
267	xcit_tiny_12_p16_224_dist	41.883	58.117	57.213	42.787	6.72	224	1.000	bicubic	-51.457	-41.537	+91
268	gluon_senet154	41.700	58.300	56.480	43.520	115.09	224	0.875	bicubic	-53.000	-42.760	-70
269	dla102x2	41.677	58.323	58.033	41.967	41.28	224	0.875	bilinear	-52.333	-40.997	+8
270	inception_v4	41.647	58.353	55.367	44.633	42.68	299	0.875	bicubic	-52.723	-43.453	-31
271	hrnet_w64	41.617	58.383	57.173	42.827	128.06	224	0.875	bilinear	-52.233	-41.597	+24
272	haloregnetz_b	41.590	58.410	57.073	42.927	11.68	224	0.940	bicubic	-52.910	-41.887	-46
273	tf_efficientnet_cc_b0_8e	41.533	58.467	57.393	42.607	24.01	224	0.875	bicubic	-51.317	-41.067	+122
274	efficientnet_el	41.503	58.497	58.317	41.683	10.59	300	0.904	bicubic	-53.167	-40.813	-72
275	efficientnet_em	41.477	58.523	58.873	41.127	6.90	240	0.882	bicubic	-52.273	-40.047	+34
276	resnetv2_50	41.447	58.553	56.750	43.250	25.55	224	0.950	bicubic	-52.843	-42.450	-30
277	swin_tiny_patch4_window7_224	41.403	58.597	57.333	42.667	28.29	224	0.900	bicubic	-53.237	-41.787	-70
278	cait_xxs24_224	41.387	58.613	57.523	42.477	11.96	224	1.000	bicubic	-52.103	-41.247	+64
279	resnext50_32x4d	41.373	58.627	56.940	43.060	25.03	224	0.875	bicubic	-52.477	-41.960	+13
280	tv_resnet152	41.320	58.680	57.587	42.413	60.19	224	0.875	bilinear	-51.940	-41.163	+84
281	gernet_s	41.317	58.683	58.880	41.120	8.17	224	0.875	bilinear	-51.123	-39.610	+142
282	xception71	41.300	58.700	55.940	44.060	42.34	299	0.903	bicubic	-52.600	-43.010	+3
283	gcresnext50ts	41.270	58.730	57.090	42.910	15.67	256	0.900	bicubic	-53.140	-41.900	-50
284	dpn92	41.263	58.737	56.313	43.687	37.67	224	0.875	bicubic	-52.917	-42.617	-25
285	adv_inception_v3	41.220	58.780	56.357	43.643	23.83	299	0.875	bicubic	-51.770	-42.123	+97
286	resnetblur50	41.073	58.927	57.080	42.920	25.56	224	0.875	bicubic	-52.637	-41.720	+28
287	nf_regnet_b1	41.053	58.947	58.157	41.843	10.22	288	0.900	bicubic	-52.837	-40.593	+2
288	gluon_resnet50_v1d	41.017	58.983	57.147	42.853	25.58	224	0.875	bicubic	-52.533	-41.563	+49
289	ese_vovnet39b	40.883	59.117	57.023	42.977	24.57	224	0.875	bicubic	-52.967	-41.847	+7
290	gluon_inception_v3	40.880	59.120	55.670	44.330	23.83	299	0.875	bicubic	-52.710	-43.170	+41
291	resnet34d	40.853	59.147	56.527	43.473	21.82	224	0.875	bicubic	-51.787	-41.913	+119
292	regnety_320	40.837	59.163	56.173	43.827	145.05	224	0.875	bicubic	-53.663	-42.997	-67
293	levit_192	40.800	59.200	56.663	43.337	10.95	224	0.900	bicubic	-52.910	-42.127	+20
294	xception	40.793	59.207	56.507	43.493	22.86	299	0.897	bicubic	-52.857	-42.263	+28
295	gluon_resnet101_v1b	40.703	59.297	56.193	43.807	44.55	224	0.875	bicubic	-53.067	-42.527	+10
296	skresnext50_32x4d	40.690	59.310	56.017	43.983	27.48	224	0.875	bicubic	-53.260	-42.453	-15
297	repvgg_b1	40.683	59.317	57.830	42.170	57.42	224	0.875	bilinear	-52.727	-40.950	+57
298	hrnet_w40	40.660	59.340	56.860	43.140	57.56	224	0.875	bilinear	-53.050	-41.940	+14
299	resmlp_24_224	40.660	59.340	56.597	43.403	30.02	224	0.875	bicubic	-52.770	-42.213	+51
300	tf_efficientnet_lite3	40.613	59.387	56.573	43.427	8.20	300	0.904	bilinear	-53.497	-42.387	-34
301	regnetx_320	40.533	59.467	55.667	44.333	107.81	224	0.875	bicubic	-53.677	-43.383	-46
302	xcit_tiny_12_p8_224	40.533	59.467	55.583	44.417	6.71	224	1.000	bicubic	-53.837	-43.487	-62
303	repvgg_b2	40.523	59.477	57.790	42.210	89.02	224	0.875	bilinear	-53.047	-41.280	+31
304	tresnet_m_448	40.520	59.480	56.673	43.327	31.39	448	0.875	bilinear	-54.150	-42.497	-100
305	pit_xs_224	40.513	59.487	56.543	43.457	10.62	224	0.900	bicubic	-52.387	-42.247	+85
306	dla169	40.507	59.493	57.320	42.680	53.39	224	0.875	bilinear	-53.273	-41.510	-3
307	wide_resnet101_2	40.477	59.523	55.863	44.137	126.89	224	0.875	bilinear	-53.243	-42.947	+4
308	efficientnet_b2_pruned	40.457	59.543	56.603	43.397	8.31	260	0.890	bicubic	-53.343	-42.307	-7
309	resnet50	40.397	59.603	54.667	45.333	25.56	224	0.950	bicubic	-53.553	-44.163	-29
310	skresnet34	40.373	59.627	56.793	43.207	22.28	224	0.875	bicubic	-52.187	-41.717	+107
311	tf_efficientnet_b0_ap	40.357	59.643	56.823	43.177	5.29	224	0.875	bicubic	-52.243	-41.547	+101
312	regnetx_160	40.350	59.650	56.090	43.910	54.28	224	0.875	bicubic	-53.550	-42.990	-25
313	legacy_seresnext101_32x4d	40.323	59.677	54.843	45.157	48.96	224	0.875	bilinear	-53.847	-44.127	-52
314	xception65	40.320	59.680	55.263	44.737	39.92	299	0.903	bicubic	-53.420	-43.607	-4
315	coat_mini	40.310	59.690	55.153	44.847	10.34	224	0.900	bicubic	-54.450	-43.797	-124
316	densenet201	40.297	59.703	56.770	43.230	20.01	224	0.875	bicubic	-52.393	-41.890	+89
317	efficientnet_el_pruned	40.293	59.707	56.750	43.250	10.59	300	0.904	bicubic	-53.767	-42.270	-45
318	coat_lite_mini	40.280	59.720	55.670	44.330	11.01	224	0.900	bicubic	-53.210	-43.110	+25
319	eca_resnet33ts	40.193	59.807	56.963	43.037	19.68	256	0.900	bicubic	-53.677	-41.927	-28
320	hrnet_w48	40.160	59.840	56.597	43.403	77.47	224	0.875	bilinear	-53.870	-42.433	-45
321	resnext50d_32x4d	40.150	59.850	55.593	44.407	25.05	224	0.875	bicubic	-53.650	-43.137	-21
322	vit_base_patch16_sam_224	40.133	59.867	55.530	44.470	86.57	224	0.900	bicubic	-53.757	-43.360	-34
323	halonet50ts	40.113	59.887	54.453	45.547	22.73	256	0.940	bicubic	-54.307	-44.307	-91
324	legacy_seresnet152	40.053	59.947	55.887	44.113	66.82	224	0.875	bilinear	-53.407	-42.963	+22
325	tf_efficientnet_b1	40.043	59.957	56.213	43.787	7.79	240	0.882	bicubic	-53.667	-42.587	-10
326	hrnet_w30	40.013	59.987	57.123	42.877	37.71	224	0.875	bilinear	-53.397	-41.707	+26
327	regnetz_b	39.990	60.010	55.657	44.343	9.72	288	0.940	bicubic	-54.700	-43.503	-127
328	regnetx_080	39.967	60.033	56.057	43.943	39.57	224	0.875	bicubic	-53.823	-42.843	-26
329	gluon_resnet101_v1c	39.953	60.047	55.253	44.747	44.57	224	0.875	bicubic	-53.707	-43.507	-8
330	resmlp_12_distilled_224	39.880	60.120	57.473	42.527	15.35	224	0.875	bicubic	-52.990	-41.157	+64
331	seresnet33ts	39.813	60.187	56.503	43.497	19.78	256	0.900	bicubic	-54.447	-42.277	-80
332	tf_efficientnetv2_b0	39.800	60.200	56.297	43.703	7.14	224	0.875	bicubic	-53.260	-42.403	+42
333	res2net50_26w_8s	39.747	60.253	54.947	45.053	48.40	224	0.875	bilinear	-53.683	-43.723	+16
334	vit_small_patch32_224	39.747	60.253	55.283	44.717	22.88	224	0.900	bicubic	-52.403	-43.227	+105
335	lambda_resnet50ts	39.723	60.277	54.367	45.633	21.54	256	0.950	bicubic	-54.837	-44.283	-117
336	res2net101_26w_4s	39.723	60.277	54.613	45.387	45.21	224	0.875	bilinear	-53.797	-44.017	+2
337	regnetx_120	39.707	60.293	55.693	44.307	46.11	224	0.875	bicubic	-54.583	-43.237	-90
338	hrnet_w44	39.660	60.340	55.313	44.687	67.06	224	0.875	bilinear	-53.960	-43.637	-13
339	xception41	39.660	60.340	54.977	45.023	26.97	299	0.903	bicubic	-53.820	-43.863	+6
340	sehalonet33ts	39.640	60.360	53.967	46.033	13.69	256	0.940	bicubic	-54.890	-44.813	-116
341	resmlp_big_24_224	39.610	60.390	54.767	45.233	129.14	224	0.875	bicubic	-54.660	-44.053	-91
342	tf_efficientnetv2_b1	39.607	60.393	55.490	44.510	8.14	240	0.882	bicubic	-54.093	-43.320	-26
343	dla102x	39.593	60.407	56.337	43.663	26.31	224	0.875	bilinear	-53.917	-42.513	-4
344	densenet161	39.590	60.410	56.180	43.820	28.68	224	0.875	bicubic	-53.290	-42.480	+49
345	mixnet_xl	39.553	60.447	55.827	44.173	11.90	224	0.875	bicubic	-54.667	-42.983	-93
346	hrnet_w32	39.523	60.477	56.267	43.733	41.23	224	0.875	bilinear	-53.427	-42.573	+40
347	lamhalobotnet50ts_256	39.517	60.483	53.860	46.140	22.57	256	0.950	bicubic	-55.093	-44.750	-137
348	gcresnet33ts	39.507	60.493	55.863	44.137	19.88	256	0.900	bicubic	-54.313	-43.067	-51
349	xcit_tiny_12_p16_224	39.477	60.523	55.023	44.977	6.72	224	1.000	bicubic	-52.983	-43.607	+73
350	rexnet_130	39.477	60.523	56.633	43.367	7.56	224	0.875	bicubic	-54.213	-42.087	-33
351	levit_128	39.453	60.547	55.460	44.540	9.21	224	0.900	bicubic	-53.587	-43.360	+25
352	resnetv2_50x1_bitm	39.407	60.593	57.873	42.127	25.55	448	1.000	bilinear	-55.353	-41.307	-160
353	regnety_064	39.390	60.610	55.817	44.183	30.58	224	0.875	bicubic	-54.750	-43.133	-91
354	regnety_120	39.377	60.623	55.347	44.653	51.82	224	0.875	bicubic	-54.683	-43.673	-84
355	tf_efficientnet_el	39.353	60.647	55.443	44.557	10.59	300	0.904	bicubic	-54.997	-43.647	-114
356	tf_inception_v3	39.353	60.647	54.373	45.627	23.83	299	0.875	bicubic	-53.857	-44.117	+11
357	halo2botnet50ts_256	39.313	60.687	53.643	46.357	22.64	256	0.950	bicubic	-55.237	-45.117	-136
358	densenetblur121d	39.310	60.690	56.650	43.350	8.00	224	0.875	bicubic	-53.090	-41.820	+70
359	gluon_resnet50_v1s	39.283	60.717	55.100	44.900	25.68	224	0.875	bicubic	-54.307	-43.730	-29
360	tv_resnet101	39.273	60.727	55.833	44.167	44.55	224	0.875	bilinear	-53.607	-42.977	+32
361	tf_efficientnetv2_b2	39.190	60.810	54.620	45.380	10.10	260	0.890	bicubic	-54.870	-44.320	-90
362	densenet169	39.177	60.823	55.850	44.150	14.15	224	0.875	bicubic	-53.113	-42.740	+70
363	legacy_seresnet101	39.123	60.877	55.100	44.900	49.33	224	0.875	bilinear	-54.167	-43.650	-3
364	repvgg_b1g4	39.000	61.000	56.433	43.567	39.97	224	0.875	bilinear	-54.040	-42.257	+13
365	regnety_080	38.973	61.027	55.193	44.807	39.18	224	0.875	bicubic	-54.927	-43.797	-79
366	dpn68	38.967	61.033	54.977	45.023	12.61	224	0.875	bicubic	-53.293	-43.623	+68
367	efficientnet_b1_pruned	38.967	61.033	55.607	44.393	6.33	240	0.882	bicubic	-53.993	-42.913	+18
368	inception_v3	38.953	61.047	53.850	46.150	23.83	299	0.875	bicubic	-53.947	-44.470	+23
369	crossvit_9_dagger_240	38.947	61.053	54.913	45.087	8.78	240	0.875	bicubic	-53.803	-43.597	+34
370	legacy_seresnext50_32x4d	38.897	61.103	54.637	45.363	27.56	224	0.875	bilinear	-54.513	-44.163	-17
371	resnet33ts	38.890	61.110	55.550	44.450	19.68	256	0.900	bicubic	-54.730	-43.220	-45
372	dla102	38.883	61.117	55.333	44.667	33.27	224	0.875	bilinear	-54.407	-43.377	-13
373	regnety_040	38.833	61.167	55.600	44.400	20.65	224	0.875	bicubic	-54.777	-43.040	-45
374	regnetx_040	38.803	61.197	55.493	44.507	22.12	224	0.875	bicubic	-54.867	-43.457	-56
375	resnet32ts	38.767	61.233	55.847	44.153	17.96	256	0.900	bicubic	-54.803	-42.903	-40
376	regnetx_032	38.760	61.240	55.160	44.840	15.30	224	0.875	bicubic	-54.510	-43.580	-14
377	densenet121	38.753	61.247	56.250	43.750	7.98	224	0.875	bicubic	-53.187	-42.030	+70
378	res2net50_14w_8s	38.720	61.280	54.197	45.803	25.06	224	0.875	bilinear	-54.300	-44.503	+2
379	dla60_res2net	38.687	61.313	54.613	45.387	20.85	224	0.875	bilinear	-54.693	-44.217	-23
380	res2net50_26w_6s	38.660	61.340	53.810	46.190	37.05	224	0.875	bilinear	-54.920	-44.930	-48
381	selecsls60	38.623	61.377	55.693	44.307	30.67	224	0.875	bicubic	-54.377	-43.137	0
382	dla60x	38.617	61.383	55.500	44.500	17.35	224	0.875	bilinear	-54.593	-43.220	-14
383	selecsls60b	38.573	61.427	55.327	44.673	32.77	224	0.875	bicubic	-54.907	-43.433	-39
384	tf_efficientnet_b0	38.550	61.450	56.083	43.917	5.29	224	0.875	bicubic	-53.850	-42.337	+43
385	dla60_res2next	38.530	61.470	55.003	44.997	17.03	224	0.875	bilinear	-55.030	-43.797	-49
386	repvgg_a2	38.507	61.493	55.827	44.173	28.21	224	0.875	bilinear	-54.153	-42.703	+23
387	hardcorenas_f	38.507	61.493	55.743	44.257	8.20	224	0.875	bilinear	-54.473	-42.877	-4
388	regnetx_064	38.493	61.507	55.027	44.973	26.21	224	0.875	bicubic	-55.157	-44.023	-65
389	gluon_resnet50_v1b	38.457	61.543	54.897	45.103	25.56	224	0.875	bicubic	-54.093	-43.653	+29
390	resmlp_12_224	38.453	61.547	56.387	43.613	15.35	224	0.875	bicubic	-53.677	-42.183	+50
391	tf_efficientnet_cc_b0_4e	38.427	61.573	55.200	44.800	13.31	224	0.875	bicubic	-54.413	-43.240	+6
392	hrnet_w18	38.380	61.620	55.750	44.250	21.30	224	0.875	bilinear	-54.370	-42.900	+10
393	mixnet_l	38.233	61.767	54.857	45.143	7.33	224	0.875	bicubic	-55.057	-43.923	-32
394	hardcorenas_e	38.130	61.870	55.193	44.807	8.07	224	0.875	bilinear	-54.830	-43.377	-10
395	efficientnet_b1	38.107	61.893	54.090	45.910	7.79	256	1.000	bicubic	-54.913	-44.620	-16
396	coat_lite_tiny	38.080	61.920	53.467	46.533	5.72	224	0.900	bicubic	-54.750	-45.173	+2
397	eca_halonext26ts	38.067	61.933	54.167	45.833	10.76	256	0.940	bicubic	-55.073	-44.523	-26
398	gmixer_24_224	37.977	62.023	52.117	47.883	24.72	224	0.875	bicubic	-54.693	-46.143	+9
399	resnetrs50	37.907	62.093	53.320	46.680	35.69	224	0.910	bicubic	-56.123	-45.510	-125
400	hardcorenas_c	37.887	62.113	55.720	44.280	5.52	224	0.875	bilinear	-54.443	-42.620	+30
401	gluon_resnet50_v1c	37.867	62.133	54.150	45.850	25.58	224	0.875	bicubic	-55.053	-44.560	-13
402	efficientnet_es	37.837	62.163	54.987	45.013	5.44	224	0.875	bicubic	-55.103	-43.703	-15
403	res2net50_26w_4s	37.820	62.180	53.113	46.887	25.70	224	0.875	bilinear	-55.360	-45.557	-33
404	resnest14d	37.790	62.210	56.570	43.430	10.61	224	0.875	bilinear	-53.360	-41.780	+70
405	tv_resnext50_32x4d	37.783	62.217	54.153	45.847	25.03	224	0.875	bilinear	-55.127	-44.577	-16
406	resnet26t	37.753	62.247	55.300	44.700	16.01	256	0.940	bicubic	-54.927	-43.300	0
407	ecaresnet26t	37.597	62.403	54.353	45.647	16.01	320	0.950	bicubic	-56.333	-44.577	-124
408	hardcorenas_d	37.550	62.450	54.723	45.277	7.50	224	0.875	bilinear	-55.050	-43.707	+5
409	res2next50	37.537	62.463	52.883	47.117	24.67	224	0.875	bilinear	-55.573	-45.777	-37
410	resnet34	37.497	62.503	54.327	45.673	21.80	224	0.875	bilinear	-53.693	-43.903	+61
411	lambda_resnet26t	37.370	62.630	53.550	46.450	10.96	256	0.940	bicubic	-56.030	-45.210	-56
412	pit_ti_distilled_224	37.320	62.680	55.183	44.817	5.10	224	0.900	bicubic	-53.580	-43.047	+70
413	hardcorenas_b	37.280	62.720	55.040	44.960	5.18	224	0.875	bilinear	-54.690	-43.360	+33
414	mobilenetv3_large_100_miil	37.247	62.753	53.560	46.440	5.48	224	0.875	bilinear	-55.003	-44.690	+22
415	regnety_016	37.143	62.857	54.147	45.853	11.20	224	0.875	bicubic	-55.887	-44.543	-37
416	res2net50_48w_2s	37.143	62.857	53.410	46.590	25.29	224	0.875	bilinear	-55.657	-45.060	-17
417	lambda_resnet26rpt_256	37.113	62.887	53.843	46.157	10.99	256	0.940	bicubic	-56.327	-45.037	-70
418	dla60	37.110	62.890	54.297	45.703	22.04	224	0.875	bilinear	-55.580	-44.333	-14
419	bat_resnext26ts	37.090	62.910	53.750	46.250	10.73	256	0.900	bicubic	-56.010	-44.970	-46
420	rexnet_100	37.060	62.940	54.070	45.930	4.80	224	0.875	bicubic	-55.780	-44.550	-24
421	tf_mixnet_l	37.040	62.960	52.710	47.290	7.33	224	0.875	bicubic	-56.010	-45.830	-46
422	botnet26t_256	36.963	63.037	53.070	46.930	12.49	256	0.950	bicubic	-56.477	-45.590	-74
423	legacy_seresnet50	36.933	63.067	53.517	46.483	28.09	224	0.875	bilinear	-55.737	-45.143	-15
424	tf_efficientnet_lite2	36.890	63.110	53.367	46.633	6.09	260	0.890	bicubic	-55.680	-45.183	-9
425	halonet26t	36.783	63.217	52.267	47.733	12.48	256	0.950	bicubic	-56.827	-46.693	-98
426	regnetx_016	36.767	63.233	53.293	46.707	9.19	224	0.875	bicubic	-55.793	-45.257	-10
427	tv_densenet121	36.747	63.253	54.000	46.000	7.98	224	0.875	bicubic	-54.653	-44.250	+37
428	mobilenetv2_120d	36.717	63.283	53.967	46.033	5.83	224	0.875	bicubic	-55.893	-44.543	-17
429	hardcorenas_a	36.707	63.293	54.923	45.077	5.26	224	0.875	bilinear	-54.903	-43.247	+27
430	eca_botnext26ts_256	36.673	63.327	52.493	47.507	10.59	256	0.950	bicubic	-56.687	-46.197	-73
431	tf_efficientnet_lite1	36.667	63.333	53.687	46.313	5.42	240	0.882	bicubic	-55.653	-44.803	0
432	efficientnet_b0	36.603	63.397	53.490	46.510	5.29	224	0.875	bicubic	-55.867	-45.190	-11
433	vit_base_patch32_sam_224	36.593	63.407	53.087	46.913	88.22	224	0.900	bicubic	-53.277	-44.513	+65
434	levit_128s	36.593	63.407	53.083	46.917	7.78	224	0.900	bicubic	-54.907	-45.317	+25
435	xcit_nano_12_p8_224_dist	36.503	63.497	52.780	47.220	3.05	224	1.000	bicubic	-55.907	-45.730	-9
436	tf_efficientnet_em	36.450	63.550	52.860	47.140	6.90	240	0.882	bicubic	-56.750	-45.820	-67
437	skresnet18	36.343	63.657	54.267	45.733	11.96	224	0.875	bicubic	-53.827	-43.513	+58
438	repvgg_b0	36.317	63.683	54.113	45.887	15.82	224	0.875	bilinear	-55.353	-44.337	+16
439	xcit_nano_12_p16_384_dist	36.153	63.847	53.217	46.783	3.05	384	1.000	bicubic	-55.947	-45.213	+3
440	legacy_seresnet34	36.147	63.853	52.547	47.453	21.96	224	0.875	bilinear	-55.333	-45.653	+20
441	tv_resnet50	36.143	63.857	52.873	47.127	25.56	224	0.875	bilinear	-55.967	-45.547	0
442	coat_tiny	36.100	63.900	51.073	48.927	5.50	224	0.900	bicubic	-57.400	-47.607	-101
443	deit_tiny_distilled_patch16_224	36.093	63.907	54.273	45.727	5.91	224	0.900	bicubic	-54.997	-43.997	+36
444	tv_resnet34	36.057	63.943	53.530	46.470	21.80	224	0.875	bilinear	-54.253	-44.440	+49
445	tf_efficientnet_lite0	36.020	63.980	53.520	46.480	4.65	224	0.875	bicubic	-55.260	-44.570	+21
446	mobilenetv2_140	35.980	64.020	53.920	46.080	6.11	224	0.875	bicubic	-56.050	-44.330	-2
447	selecsls42b	35.830	64.170	52.537	47.463	32.46	224	0.875	bicubic	-56.650	-45.903	-28
448	seresnext26ts	35.807	64.193	53.990	46.010	10.39	256	0.900	bicubic	-56.983	-44.610	-48
449	gluon_resnet34_v1b	35.750	64.250	52.290	47.710	21.80	224	0.875	bicubic	-55.340	-45.890	+29
450	xcit_nano_12_p8_384_dist	35.730	64.270	52.297	47.703	3.05	384	1.000	bicubic	-57.520	-46.553	-85
451	mixnet_m	35.677	64.323	52.447	47.553	5.01	224	0.875	bicubic	-56.583	-45.923	-18
452	efficientnet_lite0	35.653	64.347	53.693	46.307	4.65	224	0.875	bicubic	-55.597	-44.557	+17
453	dla34	35.647	64.353	52.817	47.183	15.74	224	0.875	bilinear	-55.603	-45.363	+15
454	ssl_resnet18	35.630	64.370	53.813	46.187	11.69	224	0.875	bilinear	-55.070	-44.217	+31
455	mobilenetv3_rw	35.620	64.380	53.740	46.260	5.48	224	0.875	bicubic	-55.930	-44.530	+3
456	efficientnet_es_pruned	35.373	64.627	52.853	47.147	5.44	224	0.875	bicubic	-56.337	-45.547	-4
457	mobilenetv2_110d	35.277	64.723	52.823	47.177	4.52	224	0.875	bicubic	-56.043	-45.357	+8
458	hrnet_w18_small_v2	35.227	64.773	52.500	47.500	15.60	224	0.875	bilinear	-55.943	-45.850	+15
459	tf_mixnet_m	35.217	64.783	50.977	49.023	5.01	224	0.875	bicubic	-56.953	-47.443	-21
460	resnet18d	35.120	64.880	52.883	47.117	11.71	224	0.875	bicubic	-54.870	-44.957	+36
461	convit_tiny	35.103	64.897	51.850	48.150	5.71	224	0.875	bicubic	-55.447	-46.360	+26
462	xcit_nano_12_p16_224_dist	35.103	64.897	52.500	47.500	3.05	224	1.000	bicubic	-55.087	-45.260	+32
463	resnext26ts	35.097	64.903	53.447	46.553	10.30	256	0.900	bicubic	-57.113	-44.833	-26
464	gcresnext26ts	34.973	65.027	51.613	48.387	10.48	256	0.900	bicubic	-57.497	-46.887	-44
465	eca_resnext26ts	34.970	65.030	52.323	47.677	10.30	256	0.900	bicubic	-57.450	-46.287	-40
466	regnety_008	34.883	65.117	51.863	48.137	6.26	224	0.875	bicubic	-57.007	-46.557	-17
467	ese_vovnet19b_dw	34.830	65.170	51.997	48.003	6.54	224	0.875	bicubic	-57.190	-46.523	-22
468	crossvit_9_240	34.680	65.320	51.793	48.207	8.55	240	0.875	bicubic	-56.390	-46.517	+12
469	pit_ti_224	34.637	65.363	52.127	47.873	4.85	224	0.900	bicubic	-55.803	-45.713	+22
470	mobilenetv3_large_100	34.570	65.430	52.917	47.083	5.48	224	0.875	bicubic	-56.910	-45.413	-9
471	seresnext26t_32x4d	34.560	65.440	51.480	48.520	16.81	224	0.875	bicubic	-58.210	-47.070	-70
472	seresnext26d_32x4d	34.527	65.473	51.570	48.430	16.81	224	0.875	bicubic	-57.903	-46.970	-48
473	resnet26d	34.333	65.667	51.857	48.143	16.01	224	0.875	bicubic	-57.917	-46.613	-38
474	mixer_b16_224	34.327	65.673	48.050	51.950	59.88	224	0.875	bicubic	-56.803	-49.360	+1
475	fbnetc_100	34.320	65.680	51.240	48.760	5.57	224	0.875	bilinear	-56.940	-46.580	-8
476	tf_efficientnet_es	34.273	65.727	51.467	48.533	5.44	224	0.875	bicubic	-57.827	-47.053	-33
477	regnety_006	34.243	65.757	51.297	48.703	6.06	224	0.875	bicubic	-57.337	-47.133	-20
478	tf_mobilenetv3_large_100	33.977	66.023	51.520	48.480	5.48	224	0.875	bilinear	-57.433	-46.730	-15
479	mnasnet_100	33.847	66.153	51.247	48.753	4.38	224	0.875	bicubic	-57.353	-46.793	-9
480	regnetx_008	33.733	66.267	50.590	49.410	7.26	224	0.875	bicubic	-57.457	-47.780	-8
481	xcit_nano_12_p8_224	33.610	66.390	50.230	49.770	3.05	224	1.000	bicubic	-57.490	-48.010	-5
482	vit_tiny_r_s16_p8_384	33.593	66.407	50.650	49.350	6.36	384	1.000	bicubic	-58.127	-47.780	-31
483	resnet26	33.593	66.407	51.017	48.983	16.00	224	0.875	bicubic	-57.867	-47.253	-21
484	mixnet_s	33.587	66.413	51.030	48.970	4.13	224	0.875	bicubic	-58.193	-47.270	-34
485	semnasnet_100	33.550	66.450	50.837	49.163	3.89	224	0.875	bicubic	-58.110	-47.423	-30
486	vit_tiny_patch16_384	33.547	66.453	51.003	48.997	5.79	384	1.000	bicubic	-59.883	-47.837	-135
487	spnasnet_100	33.513	66.487	51.303	48.697	4.42	224	0.875	bilinear	-57.097	-46.647	-1
488	crossvit_tiny_240	33.380	66.620	49.917	50.083	7.01	240	0.875	bicubic	-57.150	-48.033	0
489	vgg19_bn	33.313	66.687	50.877	49.123	143.68	224	0.875	bilinear	-57.677	-47.243	-8
490	regnetx_006	33.207	66.793	50.300	49.700	6.20	224	0.875	bicubic	-57.543	-47.800	-7
491	ghostnet_100	33.180	66.820	51.143	48.857	5.18	224	0.875	bilinear	-57.260	-46.877	-1
492	xcit_nano_12_p16_224	33.060	66.940	50.070	49.930	3.05	224	1.000	bicubic	-55.900	-47.340	+16
493	resnet18	33.040	66.960	51.127	48.873	11.69	224	0.875	bilinear	-55.120	-45.993	+19
494	legacy_seresnext26_32x4d	32.747	67.253	49.210	50.790	16.79	224	0.875	bicubic	-59.843	-49.210	-80
495	hrnet_w18_small	32.720	67.280	50.673	49.327	13.19	224	0.875	bilinear	-57.180	-47.227	+2
496	deit_tiny_patch16_224	32.703	67.297	50.323	49.677	5.72	224	0.900	bicubic	-56.897	-47.637	+5
497	legacy_seresnet18	32.637	67.363	50.360	49.640	11.78	224	0.875	bicubic	-56.613	-47.330	+8
498	regnetx_004	32.577	67.423	49.390	50.610	5.16	224	0.875	bicubic	-56.873	-48.390	+4
499	mobilenetv2_100	32.570	67.430	50.867	49.133	3.50	224	0.875	bicubic	-57.270	-46.973	0
500	regnety_004	32.407	67.593	49.500	50.500	4.34	224	0.875	bicubic	-58.343	-48.580	-16
501	gluon_resnet18_v1b	32.393	67.607	49.710	50.290	11.69	224	0.875	bicubic	-56.277	-47.400	+8
502	tf_mixnet_s	32.223	67.777	48.610	51.390	4.13	224	0.875	bicubic	-59.467	-49.630	-49
503	vit_tiny_patch16_224	32.147	67.853	49.103	50.897	5.72	224	0.900	bicubic	-59.783	-49.227	-55
504	tf_mobilenetv3_large_075	31.947	68.053	49.147	50.853	3.99	224	0.875	bilinear	-58.363	-48.733	-12
505	tf_mobilenetv3_large_minimal_100	31.603	68.397	49.407	50.593	3.92	224	0.875	bilinear	-57.557	-47.913	+2
506	vit_tiny_r_s16_p8_224	30.850	69.150	47.673	52.327	6.34	224	0.900	bicubic	-58.550	-50.017	-3
507	vgg16_bn	30.363	69.637	47.267	52.733	138.37	224	0.875	bilinear	-60.157	-50.723	-18
508	regnety_002	29.683	70.317	46.887	53.113	3.16	224	0.875	bicubic	-58.527	-50.533	+3
509	vgg13_bn	28.970	71.030	46.827	53.173	133.05	224	0.875	bilinear	-60.240	-50.713	-3
510	regnetx_002	28.887	71.113	45.587	54.413	2.68	224	0.875	bicubic	-58.473	-51.403	+4
511	vgg19	28.687	71.313	45.257	54.743	143.67	224	0.875	bilinear	-61.003	-52.293	-11
512	dla60x_c	28.520	71.480	46.260	53.740	1.32	224	0.875	bilinear	-58.560	-50.880	+4
513	vgg11_bn	28.380	71.620	46.507	53.493	132.87	224	0.875	bilinear	-60.010	-50.773	-3
514	vgg16	27.990	72.010	44.743	55.257	138.36	224	0.875	bilinear	-61.390	-52.777	-10
515	tf_mobilenetv3_small_100	27.350	72.650	44.490	55.510	2.54	224	0.875	bilinear	-58.640	-51.920	+3
516	mixer_l16_224	26.797	73.203	37.860	62.140	208.20	224	0.875	bicubic	-60.163	-56.170	+1
517	vgg11	26.610	73.390	43.510	56.490	132.86	224	0.875	bilinear	-60.720	-53.600	-2
518	vgg13	26.317	73.683	43.463	56.537	133.05	224	0.875	bilinear	-61.233	-53.657	-5
519	dla46x_c	26.283	73.717	43.907	56.093	1.07	224	0.875	bilinear	-59.187	-52.543	0
520	tf_mobilenetv3_small_075	26.273	73.727	43.710	56.290	2.04	224	0.875	bilinear	-58.257	-52.180	+1
521	dla46_c	25.493	74.507	43.953	56.047	1.30	224	0.875	bilinear	-59.217	-52.257	-1
522	tf_mobilenetv3_small_minimal_100	25.107	74.893	42.987	57.013	2.04	224	0.875	bilinear	-57.573	-52.023	0