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

1	model	top1	top1_err	top5	top5_err	param_count	img_size	cropt_pct	interpolation	top1_diff	top5_diff	rank_diff
2	tf_efficientnet_l2_ns	84.707	15.293	96.027	3.973	480.31	800	0.960	bicubic	-13.833	-3.793	+1
3	tf_efficientnet_l2_ns_475	83.360	16.640	95.480	4.520	480.31	475	0.936	bicubic	-15.130	-4.350	+2
4	beit_large_patch16_512	82.893	17.107	95.693	4.307	305.67	512	1.000	bicubic	-15.667	-4.147	-2
5	beit_large_patch16_384	80.187	19.813	94.787	5.213	305.00	384	1.000	bicubic	-18.313	-5.033	-1
6	vit_large_patch16_384	71.067	28.933	89.667	10.333	304.72	384	1.000	bicubic	-27.143	-10.133	0
7	swin_large_patch4_window12_384	70.773	29.227	90.600	9.400	196.74	384	1.000	bicubic	-27.247	-9.090	+1
8	beit_large_patch16_224	69.013	30.987	89.947	10.053	304.43	224	0.900	bicubic	-29.157	-9.813	-1
9	beit_base_patch16_384	66.947	33.053	89.080	10.920	86.74	384	1.000	bicubic	-30.883	-10.620	+3
10	tf_efficientnet_b7_ns	66.880	33.120	88.507	11.493	66.35	600	0.949	bicubic	-31.000	-11.213	-1
11	tf_efficientnetv2_xl_in21ft1k	66.480	33.520	86.773	13.227	208.12	512	1.000	bicubic	-31.190	-12.717	+4
12	tf_efficientnetv2_l_in21ft1k	65.907	34.093	87.693	12.307	118.52	480	1.000	bicubic	-31.773	-11.977	+2
13	swin_base_patch4_window12_384	65.333	34.667	88.600	11.400	87.90	384	1.000	bicubic	-32.537	-11.110	-3
14	vit_base_patch16_384	62.947	37.053	86.093	13.907	86.86	384	1.000	bicubic	-34.883	-13.577	-1
15	cait_m48_448	62.093	37.907	86.440	13.560	356.46	448	1.000	bicubic	-35.387	-13.110	+12
16	tf_efficientnet_b6_ns	61.640	38.360	84.787	15.213	43.04	528	0.942	bicubic	-35.990	-14.793	+3
17	swin_large_patch4_window7_224	61.293	38.707	86.520	13.480	196.53	224	0.900	bicubic	-36.367	-13.060	-1
18	vit_large_r50_s32_384	61.147	38.853	83.773	16.227	329.09	384	1.000	bicubic	-36.713	-15.897	-7
19	ig_resnext101_32x48d	61.040	38.960	83.227	16.773	828.41	224	0.875	bilinear	-36.600	-16.363	-1
20	tf_efficientnetv2_m_in21ft1k	60.853	39.147	85.267	14.733	54.14	480	1.000	bicubic	-36.627	-14.263	+8
21	tf_efficientnet_b5_ns	59.800	40.200	84.213	15.787	30.39	456	0.934	bicubic	-37.690	-15.417	+5
22	xcit_large_24_p8_384_dist	59.787	40.213	85.333	14.667	188.93	384	1.000	bicubic	-37.743	-14.207	+1
23	resnetv2_152x4_bitm	59.587	40.413	83.133	16.867	936.53	480	1.000	bilinear	-37.903	-16.487	+2
24	dm_nfnet_f5	58.307	41.693	82.533	17.467	377.21	544	0.954	bicubic	-39.233	-17.037	-2
25	dm_nfnet_f6	58.280	41.720	81.907	18.093	438.36	576	0.956	bicubic	-39.330	-17.643	-5
26	ig_resnext101_32x32d	57.960	42.040	80.733	19.267	468.53	224	0.875	bilinear	-39.400	-18.947	+4
27	dm_nfnet_f4	57.787	42.213	81.507	18.493	316.07	512	0.951	bicubic	-39.783	-18.003	-6
28	cait_m36_384	57.667	42.333	84.693	15.307	271.22	384	1.000	bicubic	-39.733	-14.817	+1
29	xcit_medium_24_p8_384_dist	56.587	43.413	83.440	16.560	84.32	384	1.000	bicubic	-40.713	-16.070	+4
30	dm_nfnet_f3	55.333	44.667	80.480	19.520	254.92	416	0.940	bicubic	-42.017	-19.080	+1
31	vit_large_patch16_224	55.333	44.667	79.840	20.160	304.33	224	0.900	bicubic	-42.307	-19.870	-14
32	xcit_small_24_p8_384_dist	54.400	45.600	81.720	18.280	47.63	384	1.000	bicubic	-42.850	-17.890	+5
33	vit_base_r50_s16_384	54.333	45.667	80.840	19.160	98.95	384	1.000	bicubic	-42.847	-18.720	+9
34	cait_s36_384	54.240	45.760	81.267	18.733	68.37	384	1.000	bicubic	-43.100	-18.263	-2
35	ig_resnext101_32x16d	53.053	46.947	76.867	23.133	194.03	224	0.875	bilinear	-43.767	-22.733	+30
36	tf_efficientnetv2_l	52.933	47.067	79.000	21.000	118.52	480	1.000	bicubic	-44.337	-20.550	-1
37	xcit_large_24_p16_384_dist	52.813	47.187	81.720	18.280	189.10	384	1.000	bicubic	-44.717	-17.760	-13
38	resnetv2_152x2_bitm	52.733	47.267	81.187	18.813	236.34	448	1.000	bilinear	-44.297	-18.403	+14
39	resnetv2_101x3_bitm	52.400	47.600	79.867	20.133	387.93	448	1.000	bilinear	-44.620	-19.623	+15
40	swin_base_patch4_window7_224	51.827	48.173	80.427	19.573	87.77	224	0.900	bicubic	-45.433	-19.103	-4
41	swsl_resnext101_32x8d	51.187	48.813	78.200	21.800	88.79	224	0.875	bilinear	-46.013	-21.370	-1
42	tf_efficientnet_b4_ns	50.893	49.107	79.040	20.960	19.34	380	0.922	bicubic	-46.037	-20.540	+17
43	beit_base_patch16_224	50.707	49.293	79.893	20.107	86.53	224	0.900	bicubic	-46.373	-19.727	+7
44	xcit_small_12_p8_384_dist	50.533	49.467	79.600	20.400	26.21	384	1.000	bicubic	-46.697	-19.880	-6
45	resnetv2_152x2_bit_teacher_384	50.067	49.933	77.733	22.267	236.34	384	1.000	bicubic	-46.743	-21.717	+21
46	cait_s24_384	49.400	50.600	78.640	21.360	47.06	384	1.000	bicubic	-47.680	-20.970	+2
47	xcit_medium_24_p16_384_dist	49.227	50.773	79.720	20.280	84.40	384	1.000	bicubic	-48.053	-19.740	-13
48	deit_base_distilled_patch16_384	49.040	50.960	79.000	21.000	87.63	384	1.000	bicubic	-47.930	-20.490	+9
49	dm_nfnet_f2	48.387	51.613	76.760	23.240	193.78	352	0.920	bicubic	-48.643	-22.680	+4
50	tf_efficientnetv2_s_in21ft1k	48.053	51.947	77.720	22.280	21.46	384	1.000	bicubic	-48.687	-21.700	+22
51	tf_efficientnet_b8	47.987	52.013	76.467	23.533	87.41	672	0.954	bicubic	-49.223	-23.033	-12
52	xcit_large_24_p8_224_dist	47.893	52.107	79.133	20.867	188.93	224	1.000	bicubic	-49.167	-20.287	-1
53	resnest269e	47.653	52.347	74.000	26.000	110.93	416	0.928	bicubic	-48.867	-25.350	+39
54	xcit_large_24_p8_224	46.867	53.133	74.400	25.600	188.93	224	1.000	bicubic	-49.533	-24.740	+45
55	xcit_small_24_p16_384_dist	46.773	53.227	77.013	22.987	47.67	384	1.000	bicubic	-50.357	-22.437	-11
56	tf_efficientnet_b8_ap	46.453	53.547	76.160	23.840	87.41	672	0.954	bicubic	-50.657	-23.500	-11
57	resnetv2_50x3_bitm	46.293	53.707	76.627	23.373	217.32	448	1.000	bilinear	-50.437	-22.913	+16
58	efficientnetv2_rw_m	46.160	53.840	75.827	24.173	53.24	416	1.000	bicubic	-50.830	-23.703	-2
59	swsl_resnext101_32x16d	45.933	54.067	72.053	27.947	194.03	224	0.875	bilinear	-50.667	-27.477	+26
60	ecaresnet269d	45.720	54.280	74.920	25.080	102.09	352	1.000	bicubic	-51.370	-24.550	-13
61	vit_small_patch16_384	45.360	54.640	76.160	23.840	22.20	384	1.000	bicubic	-51.330	-23.320	+16
62	tf_efficientnet_b7_ap	45.267	54.733	74.027	25.973	66.35	600	0.949	bicubic	-51.933	-25.513	-21
63	tf_efficientnetv2_m	45.253	54.747	74.267	25.733	54.14	480	1.000	bicubic	-51.887	-25.143	-20
64	vit_small_r26_s32_384	45.240	54.760	75.427	24.573	36.47	384	1.000	bicubic	-51.440	-24.143	+15
65	ig_resnext101_32x8d	45.213	54.787	70.840	29.160	88.79	224	0.875	bilinear	-51.097	-28.590	+42
66	xcit_medium_24_p8_224_dist	45.160	54.840	76.720	23.280	84.32	224	1.000	bicubic	-51.770	-22.670	-6
67	dm_nfnet_f1	44.853	55.147	73.653	26.347	132.63	320	0.910	bicubic	-52.037	-25.757	-5
68	eca_nfnet_l2	44.627	55.373	75.773	24.227	56.72	384	1.000	bicubic	-52.463	-23.737	-22
69	crossvit_18_dagger_408	43.867	56.133	73.600	26.400	44.61	408	1.000	bicubic	-52.663	-25.660	+22
70	resnest200e	43.867	56.133	73.293	26.707	70.20	320	0.909	bicubic	-52.753	-26.217	+12
71	cait_xs24_384	43.640	56.360	74.907	25.093	26.67	384	1.000	bicubic	-52.920	-24.513	+17
72	tresnet_xl_448	43.187	56.813	72.120	27.880	78.44	448	0.875	bilinear	-52.783	-27.000	+57
73	vit_base_patch16_224	43.107	56.893	72.547	27.453	86.57	224	0.900	bicubic	-53.763	-26.983	-10
74	xcit_small_12_p16_384_dist	43.067	56.933	73.787	26.213	26.25	384	1.000	bicubic	-53.873	-25.613	-16
75	xcit_medium_24_p8_224	43.027	56.973	70.080	29.920	84.32	224	1.000	bicubic	-53.083	-28.810	+45
76	resnetrs420	42.440	57.560	70.120	29.880	191.89	416	1.000	bicubic	-54.470	-29.340	-15
77	xcit_tiny_24_p8_384_dist	42.253	57.747	72.773	27.227	12.11	384	1.000	bicubic	-54.297	-26.547	+12
78	tf_efficientnet_b7	42.200	57.800	72.547	27.453	66.35	600	0.949	bicubic	-54.810	-26.973	-23
79	crossvit_15_dagger_408	41.773	58.227	71.973	28.027	28.50	408	1.000	bicubic	-54.617	-27.177	+22
80	swsl_resnext101_32x4d	41.653	58.347	71.867	28.133	44.18	224	0.875	bilinear	-54.767	-27.603	+17
81	xcit_small_24_p8_224	41.640	58.360	70.840	29.160	47.63	224	1.000	bicubic	-54.760	-28.140	+17
82	vit_large_r50_s32_224	41.520	58.480	70.360	29.640	328.99	224	0.900	bicubic	-55.270	-28.990	-14
83	xcit_small_24_p8_224_dist	41.467	58.533	73.707	26.293	47.63	224	1.000	bicubic	-55.403	-25.773	-19
84	resmlp_big_24_224_in22ft1k	40.453	59.547	74.653	25.347	129.14	224	0.875	bicubic	-56.167	-24.697	-1
85	tf_efficientnet_b6_ap	40.333	59.667	71.400	28.600	43.04	528	0.942	bicubic	-56.747	-28.030	-36
86	tresnet_l_448	40.133	59.867	69.707	30.293	55.99	448	0.875	bilinear	-55.737	-29.413	+50
87	deit_base_patch16_384	39.880	60.120	70.440	29.560	86.86	384	1.000	bicubic	-56.270	-28.750	+29
88	resnetrs350	39.347	60.653	68.293	31.707	163.96	384	1.000	bicubic	-57.413	-31.067	-18
89	vit_large_patch32_384	38.867	61.133	68.573	31.427	306.63	384	1.000	bicubic	-56.963	-30.577	+50
90	resnetv2_101x1_bitm	38.240	61.760	70.267	29.733	44.54	448	1.000	bilinear	-57.860	-29.013	+33
91	xcit_small_12_p8_224_dist	38.173	61.827	71.320	28.680	26.21	224	1.000	bicubic	-58.527	-28.070	-16
92	resnet200d	37.827	62.173	68.200	31.800	64.69	320	1.000	bicubic	-58.913	-31.140	-21
93	seresnet152d	37.440	62.560	69.053	30.947	66.84	320	1.000	bicubic	-59.330	-30.397	-24
94	xcit_large_24_p16_224_dist	37.307	62.693	71.427	28.573	189.10	224	1.000	bicubic	-59.493	-27.923	-27
95	twins_svt_large	37.253	62.747	69.320	30.680	99.27	224	0.900	bicubic	-58.997	-29.850	+14
96	xcit_small_12_p8_224	37.200	62.800	68.200	31.800	26.21	224	1.000	bicubic	-58.910	-30.960	+25
97	eca_nfnet_l1	37.013	62.987	70.560	29.440	41.41	320	1.000	bicubic	-59.687	-28.730	-23
98	regnetz_d	36.760	63.240	70.080	29.920	27.58	320	0.950	bicubic	-59.830	-29.300	-12
99	efficientnetv2_rw_s	36.547	63.453	68.040	31.960	23.94	384	1.000	bicubic	-59.993	-31.320	-9
100	vit_base_patch32_384	36.507	63.493	69.147	30.853	88.30	384	1.000	bicubic	-59.993	-30.263	-6
101	regnety_160	36.440	63.560	68.773	31.227	83.59	288	1.000	bicubic	-59.900	-30.557	+3
102	cait_xxs36_384	35.933	64.067	67.293	32.707	17.37	384	1.000	bicubic	-59.927	-31.797	+35
103	jx_nest_base	35.920	64.080	66.613	33.387	67.72	224	0.875	bicubic	-60.320	-32.597	+7
104	pit_b_distilled_224	35.507	64.493	68.840	31.160	74.79	224	0.900	bicubic	-61.163	-30.510	-24
105	tf_efficientnet_b3_ns	35.493	64.507	67.720	32.280	12.23	300	0.904	bicubic	-60.877	-31.630	-3
106	tf_efficientnet_b6	34.947	65.053	67.293	32.707	43.04	528	0.942	bicubic	-61.723	-32.077	-25
107	resnetrs270	34.587	65.413	65.133	34.867	129.86	352	1.000	bicubic	-62.103	-34.217	-31
108	tf_efficientnet_b5_ap	34.347	65.653	67.040	32.960	30.39	456	0.934	bicubic	-62.333	-32.420	-30
109	xcit_tiny_12_p8_384_dist	34.213	65.787	66.160	33.840	6.71	384	1.000	bicubic	-61.847	-32.980	+16
110	vit_base_patch16_224_miil	34.133	65.867	64.547	35.453	86.54	224	0.875	bilinear	-62.307	-34.763	-14
111	xcit_medium_24_p16_224_dist	34.013	65.987	67.627	32.373	84.40	224	1.000	bicubic	-62.587	-31.643	-27
112	resmlp_big_24_distilled_224	33.787	66.213	69.293	30.707	129.14	224	0.875	bicubic	-62.683	-30.017	-17
113	resnet152d	33.707	66.293	65.480	34.520	60.21	320	1.000	bicubic	-62.643	-33.910	-10
114	tresnet_m_448	33.627	66.373	64.280	35.720	31.39	448	0.875	bilinear	-61.363	-34.700	+95
115	xcit_tiny_24_p16_384_dist	33.573	66.427	65.227	34.773	12.12	384	1.000	bicubic	-62.347	-33.993	+16
116	twins_pcpvt_large	33.133	66.867	67.920	32.080	60.99	224	0.900	bicubic	-63.017	-31.220	-1
117	swsl_resnext50_32x4d	33.053	66.947	65.187	34.813	25.03	224	0.875	bilinear	-62.827	-33.833	+17
118	twins_svt_base	33.000	67.000	65.613	34.387	56.07	224	0.900	bicubic	-63.160	-33.447	-4
119	pit_b_224	32.760	67.240	62.227	37.773	73.76	224	0.900	bicubic	-62.870	-36.443	+35
120	xcit_large_24_p16_224	32.653	67.347	61.667	38.333	189.10	224	1.000	bicubic	-62.757	-36.963	+53
121	ssl_resnext101_32x16d	32.400	67.600	63.707	36.293	194.03	224	0.875	bilinear	-63.400	-35.473	+21
122	swin_small_patch4_window7_224	32.347	67.653	65.200	34.800	49.61	224	0.900	bicubic	-63.533	-33.920	+13
123	jx_nest_small	32.307	67.693	63.813	36.187	38.35	224	0.875	bicubic	-63.663	-35.227	+5
124	resnetv2_152x2_bit_teacher	31.973	68.027	63.600	36.400	236.34	224	0.875	bicubic	-64.117	-35.670	0
125	resnest101e	31.587	68.413	64.040	35.960	48.28	256	0.875	bilinear	-64.273	-35.170	+13
126	cait_s24_224	31.107	68.893	64.200	35.800	46.92	224	1.000	bicubic	-65.283	-34.960	-26
127	tf_efficientnet_b5	31.107	68.893	64.493	35.507	30.39	456	0.934	bicubic	-65.233	-34.817	-22
128	crossvit_base_240	31.040	68.960	60.960	39.040	105.03	240	0.875	bicubic	-64.480	-37.810	+36
129	efficientnet_b4	30.547	69.453	64.333	35.667	19.34	384	1.000	bicubic	-65.613	-34.867	-16
130	crossvit_18_240	30.387	69.613	61.547	38.453	43.27	240	0.875	bicubic	-65.063	-37.243	+38
131	xcit_small_24_p16_224_dist	30.347	69.653	64.440	35.560	47.67	224	1.000	bicubic	-65.863	-34.770	-20
132	resnetrs200	30.187	69.813	62.773	37.227	93.21	320	1.000	bicubic	-66.333	-36.577	-39
133	dm_nfnet_f0	30.173	69.827	62.360	37.640	71.49	256	0.900	bicubic	-65.967	-36.890	-16
134	crossvit_18_dagger_240	30.120	69.880	61.613	38.387	44.27	240	0.875	bicubic	-65.440	-37.447	+23
135	xcit_medium_24_p16_224	29.920	70.080	59.213	40.787	84.40	224	1.000	bicubic	-65.600	-39.607	+28
136	swsl_resnet50	29.773	70.227	63.720	36.280	25.56	224	0.875	bilinear	-65.627	-35.570	+38
137	twins_pcpvt_base	29.773	70.227	64.467	35.533	43.83	224	0.900	bicubic	-66.017	-34.663	+6
138	cait_xxs24_384	29.693	70.307	63.733	36.267	12.03	384	1.000	bicubic	-65.577	-35.227	+42
139	convit_base	29.333	70.667	61.520	38.480	86.54	224	0.875	bicubic	-66.217	-37.370	+19
140	deit_base_distilled_patch16_224	29.320	70.680	64.093	35.907	87.34	224	0.900	bicubic	-66.780	-35.097	-18
141	tf_efficientnetv2_s	29.000	71.000	61.120	38.880	21.46	384	1.000	bicubic	-67.340	-38.080	-35
142	ssl_resnext101_32x8d	28.893	71.107	60.613	39.387	88.79	224	0.875	bilinear	-66.577	-38.507	+25
143	resnet101d	28.747	71.253	62.013	37.987	44.57	320	1.000	bicubic	-67.553	-37.217	-35
144	resnetrs152	28.640	71.360	60.000	40.000	86.62	320	1.000	bicubic	-67.930	-39.240	-57
145	xcit_tiny_24_p8_224	28.507	71.493	60.253	39.747	12.11	224	1.000	bicubic	-67.163	-38.797	+6
146	xcit_tiny_24_p8_224_dist	28.467	71.533	61.173	38.827	12.11	224	1.000	bicubic	-67.353	-38.037	-6
147	regnetz_c	28.453	71.547	63.160	36.840	13.46	320	0.940	bicubic	-67.347	-35.940	-6
148	crossvit_15_dagger_240	28.227	71.773	60.013	39.987	28.21	240	0.875	bicubic	-67.443	-38.807	+4
149	xcit_small_24_p16_224	28.040	71.960	58.467	41.533	47.67	224	1.000	bicubic	-67.490	-40.303	+13
150	coat_lite_small	27.453	72.547	58.427	41.573	19.84	224	0.900	bicubic	-68.077	-40.433	+10
151	deit_base_patch16_224	27.147	72.853	58.693	41.307	86.57	224	0.900	bicubic	-68.293	-40.147	+18
152	resnetv2_50x1_bitm	27.093	72.907	62.600	37.400	25.55	448	1.000	bilinear	-67.927	-36.450	+54
153	xcit_small_12_p16_224_dist	26.867	73.133	59.587	40.413	26.25	224	1.000	bicubic	-69.163	-39.543	-27
154	vit_small_patch16_224	26.760	73.240	58.880	41.120	22.05	224	0.900	bicubic	-68.610	-40.270	+22
155	regnety_032	26.067	73.933	60.880	39.120	19.44	288	1.000	bicubic	-69.913	-38.310	-28
156	nfnet_l0	25.960	74.040	61.653	38.347	35.07	288	1.000	bicubic	-70.170	-37.587	-38
157	tf_efficientnet_b4	25.853	74.147	59.880	40.120	19.34	380	0.922	bicubic	-70.037	-39.290	-25
158	tf_efficientnet_b4_ap	25.840	74.160	59.640	40.360	19.34	380	0.922	bicubic	-70.330	-39.640	-46
159	ecaresnet101d	25.760	74.240	58.707	41.293	44.57	224	0.875	bicubic	-69.780	-40.423	0
160	ecaresnet50t	25.640	74.360	59.720	40.280	25.57	320	0.950	bicubic	-69.860	-39.180	+6
161	visformer_small	25.480	74.520	58.520	41.480	40.22	224	0.900	bicubic	-70.020	-40.600	+4
162	crossvit_15_240	25.440	74.560	57.320	42.680	27.53	240	0.875	bicubic	-69.680	-41.610	+27
163	coat_mini	25.387	74.613	57.413	42.587	10.34	224	0.900	bicubic	-69.603	-41.367	+45
164	resnetv2_50x1_bit_distilled	25.107	74.893	59.373	40.627	25.55	224	0.875	bicubic	-71.003	-39.907	-45
165	xcit_small_12_p16_224	25.080	74.920	55.653	44.347	26.25	224	1.000	bicubic	-70.320	-43.177	+10
166	convit_small	24.773	75.227	56.947	43.053	27.78	224	0.875	bicubic	-70.407	-41.973	+19
167	gc_efficientnetv2_rw_t	24.560	75.440	57.533	42.467	13.68	288	1.000	bicubic	-71.180	-41.487	-21
168	tnt_s_patch16_224	24.547	75.453	57.773	42.227	23.76	224	0.900	bicubic	-70.493	-41.067	+34
169	eca_nfnet_l0	24.493	75.507	59.600	40.400	24.14	288	1.000	bicubic	-71.467	-39.610	-39
170	efficientnetv2_rw_t	24.240	75.760	57.187	42.813	13.65	288	1.000	bicubic	-71.370	-41.883	-14
171	xcit_tiny_12_p16_384_dist	24.160	75.840	57.000	43.000	6.72	384	1.000	bicubic	-70.950	-42.020	+21
172	tf_efficientnet_b2_ns	24.120	75.880	57.480	42.520	9.11	260	0.890	bicubic	-71.630	-41.640	-27
173	vit_small_r26_s32_224	23.933	76.067	55.960	44.040	36.43	224	0.900	bicubic	-71.707	-43.230	-20
174	twins_svt_small	23.800	76.200	57.253	42.747	24.06	224	0.900	bicubic	-71.410	-41.637	+10
175	ssl_resnext101_32x4d	23.760	76.240	57.133	42.867	44.18	224	0.875	bilinear	-71.670	-41.997	-4
176	vit_small_patch32_384	23.547	76.453	56.907	43.093	22.92	384	1.000	bicubic	-71.513	-41.923	+20
177	crossvit_small_240	23.413	76.587	56.400	43.600	26.86	240	0.875	bicubic	-71.417	-42.620	+43
178	jx_nest_tiny	23.133	76.867	56.053	43.947	17.06	224	0.875	bicubic	-72.117	-42.927	+3
179	efficientnet_b3	23.120	76.880	55.813	44.187	12.23	320	1.000	bicubic	-72.600	-43.107	-30
180	nasnetalarge	23.120	76.880	54.533	45.467	88.75	331	0.911	bicubic	-72.560	-44.397	-30
181	pnasnet5large	23.107	76.893	53.320	46.680	86.06	331	0.911	bicubic	-72.613	-45.720	-33
182	levit_384	23.013	76.987	55.840	44.160	39.13	224	0.900	bicubic	-72.517	-43.210	-21
183	halo2botnet50ts_256	22.893	77.107	52.707	47.293	22.64	256	0.950	bicubic	-71.867	-45.953	+44
184	resnet61q	22.693	77.307	55.440	44.560	36.85	288	1.000	bicubic	-73.097	-43.550	-40
185	resmlp_big_24_224	22.627	77.373	54.067	45.933	129.14	224	0.875	bicubic	-72.023	-44.423	+49
186	twins_pcpvt_small	22.440	77.560	56.547	43.453	24.11	224	0.900	bicubic	-72.790	-42.333	-3
187	vit_base_patch32_224	22.253	77.747	53.760	46.240	88.22	224	0.900	bicubic	-72.757	-45.260	+20
188	pit_s_distilled_224	22.147	77.853	56.867	43.133	24.04	224	0.900	bicubic	-73.093	-42.183	-6
189	lamhalobotnet50ts_256	22.080	77.920	51.360	48.640	22.57	256	0.950	bicubic	-72.720	-47.190	+33
190	xcit_tiny_12_p8_224_dist	22.040	77.960	53.920	46.080	6.71	224	1.000	bicubic	-73.040	-44.990	+4
191	halonet50ts	21.667	78.333	52.507	47.493	22.73	256	0.940	bicubic	-73.383	-46.463	+9
192	tresnet_m	21.267	78.733	53.480	46.520	31.39	224	0.875	bilinear	-74.463	-45.550	-45
193	pit_s_224	21.040	78.960	53.520	46.480	23.46	224	0.900	bicubic	-73.540	-45.200	+47
194	swin_tiny_patch4_window7_224	21.027	78.973	55.627	44.373	28.29	224	0.900	bicubic	-74.103	-43.223	-6
195	convmixer_1536_20	20.907	79.093	55.267	44.733	51.63	224	0.960	bicubic	-74.173	-43.763	-2
196	xcit_tiny_12_p8_224	20.893	79.107	52.307	47.693	6.71	224	1.000	bicubic	-73.817	-46.723	+33
197	regnetz_b	20.787	79.213	53.453	46.547	9.72	288	0.940	bicubic	-74.273	-45.537	+1
198	deit_small_distilled_patch16_224	20.680	79.320	54.853	45.147	22.44	224	0.900	bicubic	-74.030	-43.807	+32
199	resnet51q	20.533	79.467	55.133	44.867	35.70	288	1.000	bilinear	-75.347	-44.117	-66
200	resnetrs101	20.280	79.720	52.533	47.467	63.62	288	0.940	bicubic	-75.140	-46.497	-28
201	resnest50d_4s2x40d	20.080	79.920	52.920	47.080	30.42	224	0.875	bicubic	-74.870	-46.150	+9
202	xcit_nano_12_p8_384_dist	19.680	80.320	50.413	49.587	3.05	384	1.000	bicubic	-73.800	-48.107	+146
203	ssl_resnext50_32x4d	19.680	80.320	53.213	46.787	25.03	224	0.875	bilinear	-75.180	-45.657	+15
204	haloregnetz_b	19.560	80.440	49.720	50.280	11.68	224	0.940	bicubic	-75.150	-49.110	+27
205	tresnet_xl	19.320	80.680	52.867	47.133	78.44	224	0.875	bilinear	-76.120	-46.193	-35
206	resnetv2_101	19.307	80.693	48.800	51.200	44.54	224	0.950	bicubic	-76.323	-50.190	-51
207	lambda_resnet50ts	19.120	80.880	49.307	50.693	21.54	256	0.950	bicubic	-75.650	-49.163	+19
208	gluon_senet154	19.067	80.933	47.160	52.840	115.09	224	0.875	bicubic	-75.863	-51.610	+5
209	gluon_seresnext101_64x4d	18.960	81.040	48.960	51.040	88.23	224	0.875	bicubic	-75.980	-49.860	+3
210	tf_efficientnet_b1_ns	18.920	81.080	51.707	48.293	7.79	240	0.882	bicubic	-76.250	-47.413	-24
211	legacy_senet154	18.920	81.080	47.627	52.373	115.09	224	0.875	bilinear	-76.140	-51.423	-14
212	levit_256	18.893	81.107	49.653	50.347	18.89	224	0.900	bicubic	-76.137	-49.237	-8
213	rexnet_200	18.880	81.120	52.587	47.413	16.37	224	0.875	bicubic	-76.060	-46.413	-3
214	repvgg_b3	18.880	81.120	49.800	50.200	123.09	224	0.875	bilinear	-75.690	-48.990	+28
215	deit_small_patch16_224	18.720	81.280	51.093	48.907	22.05	224	0.900	bicubic	-75.680	-47.617	+46
216	mixer_b16_224_miil	18.480	81.520	50.987	49.013	59.88	224	0.875	bilinear	-76.830	-47.903	-38
217	seresnext50_32x4d	18.227	81.773	50.907	49.093	27.56	224	0.875	bicubic	-76.803	-47.983	-14
218	cait_xxs36_224	18.053	81.947	49.267	50.733	17.30	224	1.000	bicubic	-76.207	-49.443	+57
219	ecaresnet50d	17.960	82.040	51.453	48.547	25.58	224	0.875	bicubic	-76.660	-47.437	+18
220	sehalonet33ts	17.827	82.173	47.347	52.653	13.69	256	0.940	bicubic	-76.953	-51.223	+3
221	resnest50d_1s4x24d	17.640	82.360	49.613	50.387	25.68	224	0.875	bicubic	-77.130	-49.367	+3
222	tf_efficientnet_lite4	17.627	82.373	50.253	49.747	13.01	380	0.920	bilinear	-77.233	-48.767	-3
223	vit_tiny_patch16_384	17.547	82.453	49.920	50.080	5.79	384	1.000	bicubic	-76.103	-48.680	+110
224	gluon_seresnext101_32x4d	17.373	82.627	46.467	53.533	48.96	224	0.875	bicubic	-77.547	-52.343	-10
225	resnest50d	17.293	82.707	50.533	49.467	27.48	224	0.875	bilinear	-77.537	-48.347	-4
226	inception_v4	17.293	82.707	45.387	54.613	42.68	299	0.875	bicubic	-77.077	-53.193	+38
227	efficientnet_el	17.013	82.987	49.933	50.067	10.59	300	0.904	bicubic	-78.107	-49.047	-37
228	tf_efficientnet_b3_ap	17.000	83.000	49.387	50.613	12.23	300	0.904	bicubic	-78.320	-49.513	-51
229	xcit_tiny_24_p16_224_dist	16.960	83.040	47.253	52.747	12.12	224	1.000	bicubic	-77.560	-51.537	+19
230	resmlp_36_distilled_224	16.707	83.293	51.093	48.907	44.69	224	0.875	bicubic	-78.163	-47.697	-15
231	gluon_resnext101_64x4d	16.707	83.293	43.933	56.067	83.46	224	0.875	bicubic	-77.933	-54.737	+5
232	tf_efficientnet_b3	16.680	83.320	49.107	50.893	12.23	300	0.904	bicubic	-78.340	-49.803	-27
233	xception71	16.600	83.400	45.240	54.760	42.34	299	0.903	bicubic	-77.690	-53.400	+38
234	tf_efficientnetv2_b3	16.493	83.507	48.400	51.600	14.36	300	0.904	bicubic	-78.677	-50.420	-47
235	inception_resnet_v2	16.467	83.533	44.720	55.280	55.84	299	0.897	bicubic	-78.073	-53.910	+10
236	gluon_resnet152_v1s	16.467	83.533	44.227	55.773	60.32	224	0.875	bicubic	-78.583	-54.363	-37
237	tresnet_l	16.413	83.587	49.587	50.413	55.99	224	0.875	bilinear	-78.877	-49.423	-58
238	resmlp_24_distilled_224	16.253	83.747	49.960	50.040	30.02	224	0.875	bicubic	-78.197	-48.810	+19
239	gluon_xception65	16.240	83.760	45.933	54.067	39.92	299	0.903	bicubic	-78.020	-52.637	+35
240	gcresnet50t	16.227	83.773	48.107	51.893	25.90	256	0.900	bicubic	-78.633	-50.693	-23
241	gernet_l	16.187	83.813	46.973	53.027	31.08	256	0.875	bilinear	-78.923	-51.927	-50
242	wide_resnet50_2	16.187	83.813	48.053	51.947	68.88	224	0.875	bicubic	-78.863	-50.877	-41
243	gluon_resnet152_v1d	16.160	83.840	44.107	55.893	60.21	224	0.875	bicubic	-78.590	-54.633	-15
244	gmlp_s16_224	16.093	83.907	44.693	55.307	19.42	224	0.875	bicubic	-78.057	-53.807	+46
245	ens_adv_inception_resnet_v2	16.093	83.907	43.413	56.587	55.84	299	0.897	bicubic	-78.067	-55.197	+43
246	gcresnext50ts	16.040	83.960	46.080	53.920	15.67	256	0.900	bicubic	-78.440	-52.590	+6
247	xcit_tiny_24_p16_224	16.027	83.973	45.600	54.400	12.12	224	1.000	bicubic	-78.053	-52.910	+53
248	xception65	15.907	84.093	43.467	56.533	39.92	299	0.903	bicubic	-77.863	-54.893	+75
249	ssl_resnet50	15.840	84.160	49.280	50.720	25.56	224	0.875	bilinear	-78.630	-49.640	+6
250	repvgg_b3g4	15.813	84.187	47.373	52.627	83.83	224	0.875	bilinear	-78.717	-51.587	-3
251	ecaresnet26t	15.480	84.520	47.800	52.200	16.01	320	0.950	bicubic	-78.820	-50.910	+18
252	ecaresnet101d_pruned	15.480	84.520	47.933	52.067	24.88	224	0.875	bicubic	-79.590	-51.047	-57
253	regnety_320	15.453	84.547	44.560	55.440	145.05	224	0.875	bicubic	-79.097	-54.290	-9
254	coat_tiny	15.440	84.560	45.560	54.440	5.50	224	0.900	bicubic	-78.140	-52.850	+85
255	convmixer_768_32	15.360	84.640	47.667	52.333	21.11	224	0.960	bicubic	-79.130	-51.183	-6
256	ecaresnetlight	15.160	84.840	45.680	54.320	30.16	224	0.875	bicubic	-79.610	-53.120	-31
257	skresnext50_32x4d	15.107	84.893	44.467	55.533	27.48	224	0.875	bicubic	-79.153	-54.003	+19
258	cait_xxs24_224	14.893	85.107	44.547	55.453	11.96	224	1.000	bicubic	-78.697	-53.893	+79
259	levit_192	14.667	85.333	44.627	55.373	10.95	224	0.900	bicubic	-79.513	-53.933	+27
260	efficientnet_el_pruned	14.373	85.627	45.853	54.147	10.59	300	0.904	bicubic	-80.017	-52.897	+3
261	rexnet_150	14.347	85.653	46.587	53.413	9.73	224	0.875	bicubic	-80.123	-52.203	-5
262	efficientnet_b2	14.307	85.693	45.773	54.227	9.11	288	1.000	bicubic	-80.323	-52.937	-26
263	coat_lite_mini	14.280	85.720	44.347	55.653	11.01	224	0.900	bicubic	-79.770	-54.193	+38
264	seresnet33ts	14.267	85.733	45.707	54.293	19.78	256	0.900	bicubic	-80.603	-53.153	-49
265	seresnet50	14.040	85.960	45.347	54.653	28.09	224	0.875	bicubic	-80.520	-53.403	-22
266	eca_resnet33ts	14.013	85.987	46.907	53.093	19.68	256	0.900	bicubic	-80.187	-51.863	+15
267	gernet_m	14.000	86.000	45.853	54.147	21.14	224	0.875	bilinear	-80.620	-53.007	-28
268	legacy_seresnext101_32x4d	13.867	86.133	42.653	57.347	48.96	224	0.875	bilinear	-80.483	-55.977	-2
269	gluon_resnext101_32x4d	13.667	86.333	41.480	58.520	44.18	224	0.875	bicubic	-80.873	-57.310	-23
270	gluon_seresnext50_32x4d	13.453	86.547	43.507	56.493	27.56	224	0.875	bicubic	-80.877	-55.113	-2
271	resmlp_36_224	13.400	86.600	46.267	53.733	44.69	224	0.875	bicubic	-80.790	-52.393	+12
272	gcresnet33ts	13.360	86.640	44.480	55.520	19.88	256	0.900	bicubic	-81.120	-54.300	-19
273	eca_botnext26ts_256	13.320	86.680	42.147	57.853	10.59	256	0.950	bicubic	-80.470	-56.353	+47
274	repvgg_b2g4	13.240	86.760	43.453	56.547	61.76	224	0.875	bilinear	-80.600	-55.147	+41
275	regnetx_320	13.187	86.813	40.240	59.760	107.81	224	0.875	bicubic	-81.253	-58.490	-16
276	ese_vovnet39b	13.147	86.853	43.667	56.333	24.57	224	0.875	bicubic	-80.943	-54.993	+22
277	pit_xs_distilled_224	13.120	86.880	44.440	55.560	11.00	224	0.900	bicubic	-80.700	-54.230	+42
278	mixnet_xl	13.000	87.000	43.133	56.867	11.90	224	0.875	bicubic	-81.200	-55.207	+2
279	efficientnet_b3_pruned	12.987	87.013	44.813	55.187	9.86	300	0.904	bicubic	-81.633	-53.957	-41
280	nf_regnet_b1	12.840	87.160	44.027	55.973	10.22	288	0.900	bicubic	-81.280	-54.553	+16
281	gluon_resnet101_v1d	12.747	87.253	41.280	58.720	44.57	224	0.875	bicubic	-81.453	-57.290	+1
282	pit_xs_224	12.747	87.253	42.627	57.373	10.62	224	0.900	bicubic	-80.373	-55.693	+93
283	crossvit_9_dagger_240	12.560	87.440	41.480	58.520	8.78	240	0.875	bicubic	-80.360	-56.770	+104
284	gluon_inception_v3	12.520	87.480	40.187	59.813	23.83	299	0.875	bicubic	-80.940	-58.373	+67
285	resmlp_24_224	12.387	87.613	43.133	56.867	30.02	224	0.875	bicubic	-81.633	-55.197	+17
286	coat_lite_tiny	12.267	87.733	41.067	58.933	5.72	224	0.900	bicubic	-80.953	-57.203	+83
287	regnety_120	12.240	87.760	41.880	58.120	51.82	224	0.875	bicubic	-82.240	-56.930	-36
288	gluon_resnet101_v1s	12.000	88.000	40.773	59.227	44.67	224	0.875	bicubic	-82.700	-58.047	-56
289	efficientnet_em	11.960	88.040	43.667	56.333	6.90	240	0.882	bicubic	-81.880	-55.143	+27
290	hrnet_w64	11.867	88.133	40.560	59.440	128.06	224	0.875	bilinear	-82.123	-58.060	+14
291	xcit_tiny_12_p16_224_dist	11.707	88.293	39.840	60.160	6.72	224	1.000	bicubic	-81.693	-58.650	+65
292	cspdarknet53	11.680	88.320	42.880	57.120	27.64	256	0.887	bilinear	-82.990	-55.930	-59
293	nf_resnet50	11.680	88.320	45.320	54.680	25.56	288	0.940	bicubic	-82.880	-53.470	-51
294	resnet50d	11.640	88.360	42.080	57.920	25.58	224	0.875	bicubic	-82.630	-56.640	-21
295	botnet26t_256	11.613	88.387	40.133	59.867	12.49	256	0.950	bicubic	-81.887	-58.167	+50
296	gmixer_24_224	11.600	88.400	37.173	62.827	24.72	224	0.875	bicubic	-81.240	-60.707	+94
297	xception41	11.547	88.453	38.760	61.240	26.97	299	0.903	bicubic	-81.863	-59.660	+58
298	vit_small_patch32_224	11.507	88.493	39.453	60.547	22.88	224	0.900	bicubic	-80.523	-58.777	+137
299	dla102x2	11.400	88.600	41.240	58.760	41.28	224	0.875	bilinear	-82.560	-57.240	+7
300	dpn92	11.333	88.667	39.507	60.493	37.67	224	0.875	bicubic	-82.887	-59.223	-22
301	lambda_resnet26t	11.293	88.707	39.987	60.013	10.96	256	0.940	bicubic	-82.527	-58.663	+17
302	regnety_080	11.253	88.747	40.627	59.373	39.18	224	0.875	bicubic	-82.927	-58.053	-15
303	efficientnet_b2_pruned	11.253	88.747	41.773	58.227	8.31	260	0.890	bicubic	-82.887	-56.747	-10
304	levit_128	11.213	88.787	40.053	59.947	9.21	224	0.900	bicubic	-82.127	-58.547	+55
305	xcit_nano_12_p16_384_dist	11.187	88.813	39.560	60.440	3.05	384	1.000	bicubic	-80.643	-58.450	+142
306	tf_efficientnet_el	11.173	88.827	41.360	58.640	10.59	300	0.904	bicubic	-83.227	-57.330	-44
307	tf_efficientnet_b0_ns	11.080	88.920	39.880	60.120	5.29	224	0.875	bicubic	-82.540	-58.760	+28
308	ecaresnet50d_pruned	11.000	89.000	42.013	57.987	19.94	224	0.875	bicubic	-83.210	-56.717	-29
309	vit_tiny_r_s16_p8_384	10.933	89.067	39.427	60.573	6.36	384	1.000	bicubic	-81.097	-58.863	+127
310	xcit_tiny_12_p16_224	10.920	89.080	36.840	63.160	6.72	224	1.000	bicubic	-81.570	-61.410	+105
311	eca_halonext26ts	10.867	89.133	39.560	60.440	10.76	256	0.940	bicubic	-82.643	-58.940	+31
312	hrnet_w48	10.853	89.147	39.973	60.027	77.47	224	0.875	bilinear	-83.087	-58.637	-6
313	tf_efficientnetv2_b2	10.853	89.147	39.493	60.507	10.10	260	0.890	bicubic	-83.557	-59.077	-52
314	dpn107	10.827	89.173	38.453	61.547	86.92	224	0.875	bicubic	-83.473	-60.017	-44
315	tf_inception_v3	10.827	89.173	36.680	63.320	23.83	299	0.875	bicubic	-82.503	-61.360	+47
316	adv_inception_v3	10.827	89.173	36.480	63.520	23.83	299	0.875	bicubic	-82.063	-61.650	+72
317	halonet26t	10.813	89.187	38.587	61.413	12.48	256	0.950	bicubic	-83.167	-59.903	-12
318	gluon_resnet152_v1c	10.747	89.253	36.840	63.160	60.21	224	0.875	bicubic	-83.413	-61.800	-29
319	resnext50_32x4d	10.640	89.360	40.213	59.787	25.03	224	0.875	bicubic	-83.470	-58.137	-22
320	xcit_nano_12_p8_224_dist	10.573	89.427	38.053	61.947	3.05	224	1.000	bicubic	-81.527	-60.107	+113
321	dpn131	10.560	89.440	37.000	63.000	79.25	224	0.875	bicubic	-83.430	-61.720	-18
322	resnetv2_50	10.547	89.453	39.173	60.827	25.55	224	0.950	bicubic	-83.893	-59.557	-64
323	resnext50d_32x4d	10.427	89.573	39.333	60.667	25.05	224	0.875	bicubic	-83.763	-59.237	-39
324	tf_efficientnet_b2_ap	10.413	89.587	39.760	60.240	9.11	260	0.890	bicubic	-84.077	-58.860	-74
325	hrnet_w44	10.333	89.667	39.200	60.800	67.06	224	0.875	bilinear	-83.247	-59.500	+13
326	rexnet_130	10.333	89.667	41.387	58.613	7.56	224	0.875	bicubic	-83.567	-57.013	-15
327	xcit_nano_12_p8_224	10.213	89.787	37.200	62.800	3.05	224	1.000	bicubic	-80.777	-60.600	+143
328	cspresnext50	10.133	89.867	40.213	59.787	20.57	224	0.875	bilinear	-84.337	-58.467	-74
329	dpn98	10.120	89.880	36.440	63.560	61.57	224	0.875	bicubic	-84.000	-62.180	-35
330	resnetrs50	10.067	89.933	37.227	62.773	35.69	224	0.910	bicubic	-84.223	-61.413	-58
331	regnety_064	10.000	90.000	38.960	61.040	30.58	224	0.875	bicubic	-84.150	-59.780	-40
332	resnet50	10.000	90.000	37.947	62.053	25.56	224	0.950	bicubic	-84.330	-60.493	-65
333	regnetx_160	9.973	90.027	37.760	62.240	54.28	224	0.875	bicubic	-84.147	-60.980	-38
334	resnext101_32x8d	9.947	90.053	37.453	62.547	88.79	224	0.875	bilinear	-83.843	-61.127	-13
335	lambda_resnet26rpt_256	9.907	90.093	37.520	62.480	10.99	256	0.940	bicubic	-83.813	-61.020	-6
336	legacy_seresnext50_32x4d	9.880	90.120	39.013	60.987	27.56	224	0.875	bilinear	-83.840	-59.307	-8
337	efficientnet_b1	9.867	90.133	37.293	62.707	7.79	256	1.000	bicubic	-83.373	-60.997	+31
338	xception	9.853	90.147	37.920	62.080	22.86	299	0.897	bicubic	-83.627	-60.610	+11
339	inception_v3	9.827	90.173	35.040	64.960	23.83	299	0.875	bicubic	-82.893	-62.920	+62
340	tf_efficientnet_b2	9.653	90.347	38.640	61.360	9.11	260	0.890	bicubic	-84.717	-59.970	-75
341	tf_efficientnet_cc_b1_8e	9.613	90.387	36.867	63.133	39.72	240	0.882	bicubic	-84.307	-61.383	-31
342	dpn68b	9.587	90.413	37.720	62.280	12.61	224	0.875	bicubic	-84.093	-60.810	-11
343	gluon_resnet152_v1b	9.573	90.427	35.707	64.293	60.19	224	0.875	bicubic	-84.507	-62.753	-44
344	tf_efficientnet_lite3	9.480	90.520	38.947	61.053	8.20	300	0.904	bilinear	-84.710	-59.693	-59
345	res2net101_26w_4s	9.413	90.587	34.440	65.560	45.21	224	0.875	bilinear	-84.307	-64.140	-18
346	legacy_seresnet152	9.240	90.760	37.093	62.907	66.82	224	0.875	bilinear	-84.180	-61.247	+8
347	cspresnet50	9.227	90.773	39.493	60.507	21.62	256	0.887	bilinear	-84.523	-59.137	-23
348	hrnet_w40	9.120	90.880	36.533	63.467	57.56	224	0.875	bilinear	-84.370	-62.057	-1
349	regnetx_120	9.067	90.933	36.947	63.053	46.11	224	0.875	bicubic	-85.173	-61.723	-72
350	vit_tiny_patch16_224	9.040	90.960	34.267	65.733	5.72	224	0.900	bicubic	-82.720	-63.773	+100
351	gluon_resnext50_32x4d	9.027	90.973	36.307	63.693	25.03	224	0.875	bicubic	-84.793	-62.103	-34
352	vit_base_patch16_sam_224	9.013	90.987	36.080	63.920	86.57	224	0.900	bicubic	-85.137	-62.590	-60
353	resnet33ts	9.000	91.000	38.240	61.760	19.68	256	0.900	bicubic	-84.600	-60.290	-17
354	resnest26d	9.000	91.000	37.533	62.467	17.07	224	0.875	bilinear	-84.360	-61.107	+4
355	crossvit_tiny_240	8.893	91.107	34.320	65.680	7.01	240	0.875	bicubic	-81.357	-63.290	+131
356	bat_resnext26ts	8.867	91.133	35.987	64.013	10.73	256	0.900	bicubic	-84.443	-62.363	+9
357	regnety_040	8.853	91.147	37.000	63.000	20.65	224	0.875	bicubic	-85.007	-61.640	-43
358	rexnet_100	8.827	91.173	36.240	63.760	4.80	224	0.875	bicubic	-84.203	-61.950	+23
359	seresnext26t_32x4d	8.813	91.187	36.573	63.427	16.81	224	0.875	bicubic	-83.997	-61.797	+34
360	seresnext26d_32x4d	8.800	91.200	36.467	63.533	16.81	224	0.875	bicubic	-83.940	-61.683	+40
361	mixnet_l	8.733	91.267	36.173	63.827	7.33	224	0.875	bicubic	-84.697	-62.047	-8
362	mobilenetv3_large_100_miil	8.720	91.280	32.893	67.107	5.48	224	0.875	bilinear	-83.550	-65.207	+63
363	convit_tiny	8.693	91.307	33.987	66.013	5.71	224	0.875	bicubic	-81.917	-63.743	+118
364	levit_128s	8.667	91.333	32.800	67.200	7.78	224	0.900	bicubic	-83.283	-65.260	+76
365	gcresnext26ts	8.560	91.440	35.547	64.453	10.48	256	0.900	bicubic	-84.210	-62.723	+31
366	hrnet_w30	8.533	91.467	36.800	63.200	37.71	224	0.875	bilinear	-84.667	-61.610	+5
367	resnet32ts	8.480	91.520	36.880	63.120	17.96	256	0.900	bicubic	-84.990	-61.610	-17
368	dla169	8.373	91.627	35.867	64.133	53.39	224	0.875	bilinear	-84.967	-62.513	-8
369	mixer_b16_224	8.360	91.640	29.320	70.680	59.88	224	0.875	bicubic	-83.500	-67.910	+76
370	tf_efficientnet_b1_ap	8.333	91.667	35.160	64.840	7.79	240	0.882	bicubic	-85.377	-63.200	-40
371	legacy_seresnet101	8.253	91.747	35.747	64.253	49.33	224	0.875	bilinear	-85.047	-62.753	-5
372	resnetblur50	8.213	91.787	37.360	62.640	25.56	224	0.875	bicubic	-85.717	-61.220	-63
373	repvgg_b2	8.173	91.827	36.040	63.960	89.02	224	0.875	bilinear	-85.317	-62.690	-27
374	dla102x	8.160	91.840	36.787	63.213	26.31	224	0.875	bilinear	-85.350	-61.573	-30
375	crossvit_9_240	8.147	91.853	34.027	65.973	8.55	240	0.875	bicubic	-82.513	-63.713	+105
376	eca_resnext26ts	8.120	91.880	35.747	64.253	10.30	256	0.900	bicubic	-84.540	-62.513	+30
377	resmlp_12_distilled_224	8.080	91.920	36.573	63.427	15.35	224	0.875	bicubic	-84.750	-61.567	+14
378	hrnet_w32	7.947	92.053	37.267	62.733	41.23	224	0.875	bilinear	-85.573	-61.173	-37
379	gluon_resnet50_v1d	7.840	92.160	34.773	65.227	25.58	224	0.875	bicubic	-85.940	-63.627	-57
380	res2net50_26w_8s	7.813	92.187	33.147	66.853	48.40	224	0.875	bilinear	-85.617	-65.033	-28
381	gluon_resnet101_v1c	7.800	92.200	32.973	67.027	44.57	224	0.875	bicubic	-85.860	-65.437	-49
382	dla60_res2next	7.733	92.267	34.653	65.347	17.03	224	0.875	bilinear	-85.447	-63.757	-10
383	tf_efficientnetv2_b1	7.720	92.280	34.360	65.640	8.14	240	0.882	bicubic	-86.220	-64.260	-75
384	deit_tiny_distilled_patch16_224	7.707	92.293	33.520	66.480	5.91	224	0.900	bicubic	-83.023	-64.060	+93
385	densenetblur121d	7.573	92.427	34.587	65.413	8.00	224	0.875	bicubic	-84.337	-63.513	+58
386	dla60_res2net	7.373	92.627	34.400	65.600	20.85	224	0.875	bilinear	-85.787	-64.010	-13
387	regnetx_064	7.333	92.667	34.360	65.640	26.21	224	0.875	bicubic	-86.557	-64.270	-75
388	wide_resnet101_2	7.307	92.693	33.693	66.307	126.89	224	0.875	bilinear	-86.413	-64.807	-62
389	efficientnet_b1_pruned	7.280	92.720	34.427	65.573	6.33	240	0.882	bicubic	-85.490	-63.613	+6
390	hardcorenas_e	7.227	92.773	33.160	66.840	8.07	224	0.875	bilinear	-85.353	-64.950	+21
391	deit_tiny_patch16_224	7.227	92.773	30.667	69.333	5.72	224	0.900	bicubic	-82.443	-66.773	+105
392	efficientnet_b0	7.213	92.787	33.840	66.160	5.29	224	0.875	bicubic	-85.457	-64.240	+13
393	gluon_resnet101_v1b	7.160	92.840	32.720	67.280	44.55	224	0.875	bicubic	-86.570	-65.680	-68
394	tf_efficientnet_cc_b0_8e	7.120	92.880	31.653	68.347	24.01	224	0.875	bicubic	-85.700	-66.527	-2
395	tf_efficientnet_b1	7.120	92.880	33.107	66.893	7.79	240	0.882	bicubic	-86.390	-65.173	-52
396	tf_mixnet_l	7.080	92.920	31.587	68.413	7.33	224	0.875	bicubic	-86.230	-66.443	-32
397	gluon_resnet50_v1s	7.080	92.920	33.200	66.800	25.68	224	0.875	bicubic	-86.550	-65.270	-63
398	resmlp_12_224	7.067	92.933	33.853	66.147	15.35	224	0.875	bicubic	-85.123	-64.307	+32
399	convmixer_1024_20_ks9_p14	7.027	92.973	32.693	67.307	24.38	224	0.960	bicubic	-85.403	-65.577	+19
400	seresnext26ts	6.933	93.067	34.600	65.400	10.39	256	0.900	bicubic	-85.747	-63.700	+4
401	hardcorenas_f	6.853	93.147	33.907	66.093	8.20	224	0.875	bilinear	-86.097	-64.253	-16
402	mixnet_m	6.667	93.333	32.040	67.960	5.01	224	0.875	bicubic	-85.773	-65.830	+15
403	ese_vovnet19b_dw	6.627	93.373	33.107	66.893	6.54	224	0.875	bicubic	-85.643	-64.533	+23
404	selecsls60b	6.613	93.387	33.133	66.867	32.77	224	0.875	bicubic	-86.677	-65.147	-37
405	efficientnet_es	6.560	93.440	33.693	66.307	5.44	224	0.875	bicubic	-86.640	-64.707	-35
406	pit_ti_distilled_224	6.547	93.453	30.507	69.493	5.10	224	0.900	bicubic	-84.333	-67.213	+69
407	res2net50_26w_6s	6.507	93.493	31.467	68.533	37.05	224	0.875	bilinear	-86.893	-66.813	-50
408	hardcorenas_d	6.453	93.547	32.053	67.947	7.50	224	0.875	bilinear	-85.967	-66.017	+11
409	legacy_seresnext26_32x4d	6.440	93.560	32.920	67.080	16.79	224	0.875	bicubic	-86.190	-65.200	-1
410	skresnet34	6.387	93.613	31.493	68.507	22.28	224	0.875	bicubic	-85.993	-66.647	+11
411	regnetx_080	6.360	93.640	32.213	67.787	39.57	224	0.875	bicubic	-87.510	-66.307	-98
412	resnet34d	6.347	93.653	31.680	68.320	21.82	224	0.875	bicubic	-86.353	-66.620	-9
413	dla60x	6.307	93.693	33.787	66.213	17.35	224	0.875	bilinear	-86.783	-64.703	-36
414	repvgg_b1	6.240	93.760	33.307	66.693	57.42	224	0.875	bilinear	-87.090	-65.203	-53
415	swsl_resnet18	6.213	93.787	31.347	68.653	11.69	224	0.875	bilinear	-84.467	-66.363	+64
416	legacy_seresnet50	6.067	93.933	32.453	67.547	28.09	224	0.875	bilinear	-86.883	-65.737	-32
417	pit_ti_224	6.053	93.947	30.053	69.947	4.85	224	0.900	bicubic	-83.877	-67.387	+74
418	tv_resnet152	6.000	94.000	31.640	68.360	60.19	224	0.875	bilinear	-87.330	-66.750	-55
419	resnet26t	5.987	94.013	31.720	68.280	16.01	256	0.940	bicubic	-86.763	-66.520	-20
420	tf_efficientnet_cc_b0_4e	5.960	94.040	29.533	70.467	13.31	224	0.875	bicubic	-86.660	-68.547	-11
421	tf_efficientnetv2_b0	5.893	94.107	30.613	69.387	7.14	224	0.875	bicubic	-87.217	-67.777	-45
422	mixer_l16_224	5.853	94.147	18.200	81.800	208.20	224	0.875	bicubic	-81.307	-75.330	+91
423	dla102	5.840	94.160	32.453	67.547	33.27	224	0.875	bilinear	-87.240	-66.087	-45
424	regnetx_040	5.800	94.200	31.187	68.813	22.12	224	0.875	bicubic	-87.750	-67.373	-84
425	selecsls60	5.720	94.280	32.280	67.720	30.67	224	0.875	bicubic	-87.300	-66.030	-43
426	hardcorenas_c	5.600	94.400	30.213	69.787	5.52	224	0.875	bilinear	-86.420	-67.627	+12
427	regnety_016	5.573	94.427	30.280	69.720	11.20	224	0.875	bicubic	-87.457	-68.080	-47
428	res2next50	5.520	94.480	30.600	69.400	24.67	224	0.875	bilinear	-87.330	-67.580	-39
429	hrnet_w18	5.453	94.547	30.813	69.187	21.30	224	0.875	bilinear	-86.857	-67.437	-6
430	tf_efficientnet_lite2	5.373	94.627	30.907	69.093	6.09	260	0.890	bicubic	-87.287	-67.323	-23
431	resnest14d	5.333	94.667	28.547	71.453	10.61	224	0.875	bilinear	-86.397	-69.323	+21
432	tf_efficientnet_b0_ap	5.320	94.680	28.707	71.293	5.29	224	0.875	bicubic	-86.900	-69.313	-4
433	tf_efficientnet_em	5.200	94.800	30.653	69.347	6.90	240	0.882	bicubic	-87.750	-67.557	-47
434	gernet_s	5.200	94.800	30.067	69.933	8.17	224	0.875	bilinear	-86.940	-68.123	-2
435	repvgg_b1g4	5.107	94.893	30.467	69.533	39.97	224	0.875	bilinear	-87.893	-67.963	-52
436	mobilenetv3_large_100	5.107	94.893	28.053	71.947	5.48	224	0.875	bicubic	-86.233	-69.807	+22
437	xcit_nano_12_p16_224_dist	5.107	94.893	26.280	73.720	3.05	224	1.000	bicubic	-84.573	-70.810	+58
438	densenet121	5.080	94.920	29.627	70.373	7.98	224	0.875	bicubic	-86.490	-68.403	+16
439	res2net50_26w_4s	5.053	94.947	28.987	71.013	25.70	224	0.875	bilinear	-87.427	-69.083	-23
440	tf_mixnet_m	5.040	94.960	28.093	71.907	5.01	224	0.875	bicubic	-87.290	-69.797	-18
441	tf_efficientnet_b0	5.040	94.960	28.907	71.093	5.29	224	0.875	bicubic	-87.190	-69.093	-14
442	vit_tiny_r_s16_p8_224	4.947	95.053	26.707	73.293	6.34	224	0.900	bicubic	-84.243	-70.523	+58
443	hardcorenas_a	4.893	95.107	27.987	72.013	5.26	224	0.875	bilinear	-86.447	-69.723	+16
444	regnetx_032	4.880	95.120	29.893	70.107	15.30	224	0.875	bicubic	-88.240	-68.497	-70
445	res2net50_14w_8s	4.880	95.120	28.320	71.680	25.06	224	0.875	bilinear	-87.840	-69.870	-43
446	mixnet_s	4.840	95.160	28.507	71.493	4.13	224	0.875	bicubic	-86.980	-69.183	+3
447	hardcorenas_b	4.827	95.173	27.800	72.200	5.18	224	0.875	bilinear	-86.913	-69.980	+4
448	mobilenetv3_rw	4.813	95.187	29.507	70.493	5.48	224	0.875	bicubic	-86.397	-68.153	+14
449	xcit_nano_12_p16_224	4.800	95.200	25.253	74.747	3.05	224	1.000	bicubic	-83.790	-71.537	+58
450	gluon_resnet50_v1c	4.773	95.227	27.787	72.213	25.58	224	0.875	bicubic	-88.257	-70.583	-71
451	selecsls42b	4.707	95.293	28.333	71.667	32.46	224	0.875	bicubic	-87.593	-69.807	-27
452	tv_resnext50_32x4d	4.693	95.307	29.813	70.187	25.03	224	0.875	bilinear	-88.067	-68.467	-55
453	resnext26ts	4.640	95.360	28.733	71.267	10.30	256	0.900	bicubic	-87.220	-69.197	-7
454	densenet161	4.573	95.427	29.520	70.480	28.68	224	0.875	bicubic	-87.927	-68.770	-40
455	tv_resnet101	4.573	95.427	28.867	71.133	44.55	224	0.875	bilinear	-88.237	-69.363	-61
456	tf_efficientnet_lite1	4.467	95.533	28.360	71.640	5.42	240	0.882	bicubic	-88.153	-69.720	-46
457	mobilenetv2_120d	4.440	95.560	29.067	70.933	5.83	224	0.875	bicubic	-87.960	-68.983	-37
458	vit_base_patch32_sam_224	4.307	95.693	24.347	75.653	88.22	224	0.900	bicubic	-85.443	-72.653	+35
459	efficientnet_es_pruned	4.120	95.880	26.547	73.453	5.44	224	0.875	bicubic	-87.070	-71.193	+4
460	fbnetc_100	4.093	95.907	25.493	74.507	5.57	224	0.875	bilinear	-86.627	-71.717	+18
461	gluon_resnet50_v1b	4.027	95.973	26.827	73.173	25.56	224	0.875	bicubic	-88.513	-71.363	-48
462	densenet201	3.973	96.027	27.280	72.720	20.01	224	0.875	bicubic	-88.777	-70.960	-64
463	dpn68	3.933	96.067	26.000	74.000	12.61	224	0.875	bicubic	-88.087	-72.040	-26
464	tf_mixnet_s	3.920	96.080	25.200	74.800	4.13	224	0.875	bicubic	-87.590	-72.410	-9
465	resnet26d	3.920	96.080	28.240	71.760	16.01	224	0.875	bicubic	-88.130	-69.720	-31
466	semnasnet_100	3.880	96.120	26.840	73.160	3.89	224	0.875	bicubic	-87.400	-70.730	-6
467	repvgg_a2	3.800	96.200	27.293	72.707	28.21	224	0.875	bilinear	-88.140	-70.857	-26
468	tf_efficientnet_es	3.747	96.253	25.973	74.027	5.44	224	0.875	bicubic	-88.243	-71.897	-29
469	regnety_008	3.707	96.293	26.853	73.147	6.26	224	0.875	bicubic	-88.003	-71.327	-16
470	ssl_resnet18	3.693	96.307	25.280	74.720	11.69	224	0.875	bilinear	-86.537	-72.280	+17
471	densenet169	3.680	96.320	25.520	74.480	14.15	224	0.875	bicubic	-88.230	-72.570	-29
472	mobilenetv2_140	3.667	96.333	26.507	73.493	6.11	224	0.875	bicubic	-88.163	-71.353	-24
473	tf_mobilenetv3_large_100	3.653	96.347	24.987	75.013	5.48	224	0.875	bilinear	-87.577	-72.673	-12
474	dla60	3.587	96.413	27.920	72.080	22.04	224	0.875	bilinear	-88.633	-70.190	-45
475	res2net50_48w_2s	3.573	96.427	26.333	73.667	25.29	224	0.875	bilinear	-88.977	-71.747	-63
476	spnasnet_100	3.533	96.467	24.213	75.787	4.42	224	0.875	bilinear	-86.817	-72.977	+8
477	regnety_006	3.507	96.493	24.893	75.107	6.06	224	0.875	bicubic	-87.873	-72.817	-20
478	regnetx_016	3.467	96.533	26.373	73.627	9.19	224	0.875	bicubic	-88.693	-71.837	-47
479	legacy_seresnet34	3.293	96.707	23.613	76.387	21.96	224	0.875	bilinear	-87.607	-73.967	-6
480	efficientnet_lite0	3.280	96.720	25.720	74.280	4.65	224	0.875	bicubic	-87.860	-71.910	-15
481	ghostnet_100	3.253	96.747	24.720	75.280	5.18	224	0.875	bilinear	-86.777	-72.650	+9
482	dla34	3.173	96.827	23.587	76.413	15.74	224	0.875	bilinear	-87.597	-74.063	-6
483	mobilenetv2_110d	3.107	96.893	24.387	75.613	4.52	224	0.875	bicubic	-87.863	-73.173	-11
484	mnasnet_100	3.093	96.907	24.227	75.773	4.38	224	0.875	bicubic	-87.417	-73.243	-2
485	regnety_004	3.067	96.933	22.587	77.413	4.34	224	0.875	bicubic	-87.413	-74.973	-2
486	tf_efficientnet_lite0	3.067	96.933	22.827	77.173	4.65	224	0.875	bicubic	-87.983	-74.743	-17
487	skresnet18	2.960	97.040	22.733	77.267	11.96	224	0.875	bicubic	-86.700	-74.487	+10
488	resnet34	2.893	97.107	23.560	76.440	21.80	224	0.875	bilinear	-88.227	-74.070	-21
489	tf_mobilenetv3_large_075	2.867	97.133	21.600	78.400	3.99	224	0.875	bilinear	-86.843	-75.620	+5
490	vgg19_bn	2.867	97.133	23.547	76.453	143.68	224	0.875	bilinear	-87.233	-74.033	-2
491	regnetx_008	2.733	97.267	22.333	77.667	7.26	224	0.875	bicubic	-88.317	-75.377	-23
492	gluon_resnet34_v1b	2.653	97.347	21.533	78.467	21.80	224	0.875	bicubic	-88.337	-76.117	-21
493	hrnet_w18_small_v2	2.627	97.373	23.587	76.413	15.60	224	0.875	bilinear	-88.563	-74.313	-29
494	vgg16	2.560	97.440	19.960	80.040	138.36	224	0.875	bilinear	-85.990	-76.830	+14
495	vgg16_bn	2.547	97.453	23.587	76.413	138.37	224	0.875	bilinear	-87.543	-73.783	-6
496	repvgg_b0	2.533	97.467	23.920	76.080	15.82	224	0.875	bilinear	-88.917	-74.060	-40
497	resnet18d	2.493	97.507	21.600	78.400	11.71	224	0.875	bicubic	-86.797	-75.540	+2
498	tv_densenet121	2.453	97.547	22.533	77.467	7.98	224	0.875	bicubic	-88.447	-75.167	-24
499	regnetx_006	2.453	97.547	20.600	79.400	6.20	224	0.875	bicubic	-87.867	-76.830	-14
500	legacy_seresnet18	2.440	97.560	19.827	80.173	11.78	224	0.875	bicubic	-86.440	-77.143	+4
501	resnet26	2.387	97.613	22.733	77.267	16.00	224	0.875	bicubic	-88.743	-75.007	-35
502	mobilenetv2_100	2.147	97.853	19.653	80.347	3.50	224	0.875	bicubic	-87.463	-77.497	-4
503	regnety_002	2.080	97.920	18.600	81.400	3.16	224	0.875	bicubic	-85.280	-77.970	+9
504	vgg13_bn	2.080	97.920	20.040	79.960	133.05	224	0.875	bilinear	-86.700	-76.930	+2
505	vgg19	2.027	97.973	20.480	79.520	143.67	224	0.875	bilinear	-87.033	-76.390	-4
506	tf_mobilenetv3_small_100	2.000	98.000	15.880	84.120	2.54	224	0.875	bilinear	-83.210	-79.900	+12
507	tf_mobilenetv3_small_075	1.973	98.027	14.840	85.160	2.04	224	0.875	bilinear	-81.507	-79.960	+14
508	regnetx_004	1.960	98.040	19.067	80.933	5.16	224	0.875	bicubic	-86.920	-78.053	-3
509	vgg13	1.840	98.160	17.880	82.120	133.05	224	0.875	bilinear	-85.190	-78.430	+5
510	tv_resnet34	1.840	98.160	19.800	80.200	21.80	224	0.875	bilinear	-88.080	-77.540	-18
511	vgg11_bn	1.720	98.280	18.000	82.000	132.87	224	0.875	bilinear	-85.800	-78.810	-1
512	dla46x_c	1.693	98.307	16.373	83.627	1.07	224	0.875	bilinear	-82.557	-78.907	+7
513	tf_mobilenetv3_large_minimal_100	1.627	98.373	17.187	82.813	3.92	224	0.875	bilinear	-87.323	-79.683	-10
514	vgg11	1.587	98.413	15.907	84.093	132.86	224	0.875	bilinear	-84.993	-80.383	+1
515	dla60x_c	1.587	98.413	17.800	82.200	1.32	224	0.875	bilinear	-84.693	-78.360	+1
516	gluon_resnet18_v1b	1.547	98.453	16.600	83.400	11.69	224	0.875	bicubic	-86.833	-80.100	-7
517	hrnet_w18_small	1.507	98.493	18.107	81.893	13.19	224	0.875	bilinear	-87.553	-78.993	-15
518	dla46_c	1.453	98.547	15.027	84.973	1.30	224	0.875	bilinear	-82.187	-79.883	+2
519	regnetx_002	1.253	98.747	14.827	85.173	2.68	224	0.875	bicubic	-84.947	-81.143	-2
520	resnet18	1.120	98.880	16.173	83.827	11.69	224	0.875	bilinear	-86.250	-80.087	-9
521	tf_mobilenetv3_small_minimal_100	1.027	98.973	11.400	88.600	2.04	224	0.875	bilinear	-80.363	-82.270	+1
522	tv_resnet50	0.027	99.973	14.320	85.680	25.56	224	0.875	bilinear	-91.863	-83.720	-78