pytorch-image-models/results/results-sketch.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	58.846	41.154	81.088	18.912	828.41	224	0.875	bilinear	-26.584	-16.494	+31
3	ig_resnext101_32x32d	58.402	41.598	80.426	19.574	468.53	224	0.875	bilinear	-26.692	-17.012	+41
4	ig_resnext101_32x16d	57.684	42.316	79.891	20.108	194.03	224	0.875	bilinear	-26.482	-17.305	+75
5	swsl_resnext101_32x16d	57.455	42.545	80.381	19.619	194.03	224	0.875	bilinear	-25.899	-16.455	+106
6	beit_large_patch16_384	56.904	43.096	79.188	20.812	305.00	384	1.000	bicubic	-31.478	-19.420	-3
7	beit_large_patch16_512	56.757	43.243	78.874	21.126	305.67	512	1.000	bicubic	-31.827	-19.786	-5
8	swsl_resnext101_32x8d	56.421	43.579	78.948	21.052	88.79	224	0.875	bilinear	-27.853	-18.226	+67
9	beit_large_patch16_224	54.969	45.031	77.600	22.400	304.43	224	0.900	bicubic	-32.507	-20.718	-3
10	ig_resnext101_32x8d	54.937	45.063	77.539	22.461	88.79	224	0.875	bilinear	-27.773	-19.101	+124
11	swsl_resnext101_32x4d	53.585	46.415	76.374	23.626	44.18	224	0.875	bilinear	-29.641	-20.394	+106
12	vit_large_patch16_384	52.762	47.238	74.725	25.275	304.72	384	1.000	bicubic	-34.330	-23.581	-4
13	vit_large_r50_s32_384	52.049	47.951	73.540	26.459	329.09	384	1.000	bicubic	-34.131	-24.384	+4
14	vit_large_patch16_224	51.842	48.158	73.721	26.279	304.33	224	0.900	bicubic	-33.996	-24.105	+9
15	tf_efficientnet_l2_ns_475	51.435	48.565	73.845	26.155	480.31	475	0.936	bicubic	-36.803	-24.705	-10
16	swsl_resnext50_32x4d	50.408	49.592	73.348	26.652	25.03	224	0.875	bilinear	-31.758	-22.886	+148
17	swin_large_patch4_window12_384	50.357	49.643	72.546	27.454	196.74	384	1.000	bicubic	-36.793	-25.692	-10
18	swsl_resnet50	49.506	50.494	72.356	27.645	25.56	224	0.875	bilinear	-31.536	-22.844	+189
19	swin_large_patch4_window7_224	48.989	51.011	71.377	28.623	196.53	224	0.900	bicubic	-37.327	-26.513	-4
20	beit_base_patch16_384	48.682	51.318	72.073	27.927	86.74	384	1.000	bicubic	-38.126	-26.067	-10
21	swin_base_patch4_window12_384	48.529	51.471	71.809	28.191	87.90	384	1.000	bicubic	-37.907	-26.257	-8
22	vit_large_r50_s32_224	48.215	51.785	70.870	29.130	328.99	224	0.900	bicubic	-36.225	-26.284	+45
23	tf_efficientnetv2_xl_in21ft1k	47.745	52.255	70.131	29.869	208.12	512	1.000	bicubic	-38.659	-27.737	-9
24	tf_efficientnet_b6_ns	47.725	52.275	69.925	30.075	43.04	528	0.942	bicubic	-38.721	-27.955	-12
25	tf_efficientnet_b7_ns	47.725	52.275	69.603	30.398	66.35	600	0.949	bicubic	-39.105	-28.481	-16
26	tf_efficientnet_l2_ns	47.478	52.522	69.923	30.077	480.31	800	0.960	bicubic	-40.868	-28.731	-22
27	tf_efficientnetv2_l_in21ft1k	46.922	53.078	70.312	29.688	118.52	480	1.000	bicubic	-39.370	-27.672	-11
28	beit_base_patch16_224	46.258	53.742	69.907	30.093	86.53	224	0.900	bicubic	-38.982	-27.747	+12
29	vit_base_patch16_384	45.900	54.100	68.537	31.463	86.86	384	1.000	bicubic	-40.100	-29.469	-8
30	tf_efficientnet_b8_ap	45.768	54.232	67.915	32.086	87.41	672	0.954	bicubic	-39.606	-29.383	+7
31	tf_efficientnet_b5_ns	45.599	54.401	67.820	32.180	30.39	456	0.934	bicubic	-40.477	-29.932	-12
32	swin_base_patch4_window7_224	45.589	54.411	68.512	31.488	87.77	224	0.900	bicubic	-39.679	-29.046	+7
33	tf_efficientnetv2_m_in21ft1k	45.574	54.426	69.148	30.852	54.14	480	1.000	bicubic	-40.024	-28.603	-5
34	cait_m48_448	44.249	55.751	64.668	35.332	356.46	448	1.000	bicubic	-42.245	-33.082	-23
35	vit_base_r50_s16_384	43.522	56.478	66.796	33.204	98.95	384	1.000	bicubic	-41.462	-30.502	+17
36	tf_efficientnet_b4_ns	43.438	56.562	65.474	34.526	19.34	380	0.922	bicubic	-41.712	-31.996	+5
37	vit_base_patch16_224	43.247	56.753	65.710	34.290	86.57	224	0.900	bicubic	-41.293	-31.596	+26
38	xcit_large_24_p8_384_dist	42.828	57.172	63.426	36.574	188.93	384	1.000	bicubic	-43.167	-34.262	-16
39	xcit_large_24_p8_224_dist	42.575	57.425	63.106	36.894	188.93	224	1.000	bicubic	-42.825	-34.310	-3
40	tf_efficientnet_b8	42.494	57.506	64.873	35.127	87.41	672	0.954	bicubic	-42.856	-32.519	-2
41	cait_m36_384	42.398	57.602	63.340	36.660	271.22	384	1.000	bicubic	-43.658	-34.390	-21
42	tf_efficientnet_b7_ap	41.455	58.545	62.896	37.104	66.35	600	0.949	bicubic	-43.665	-34.354	0
43	tf_efficientnet_b7	41.453	58.547	63.053	36.947	66.35	600	0.949	bicubic	-43.483	-34.153	+11
44	tf_efficientnet_b5_ap	41.406	58.594	62.096	37.904	30.39	456	0.934	bicubic	-42.852	-34.880	+32
45	resnetv2_152x4_bitm	41.294	58.706	64.354	35.646	936.53	480	1.000	bilinear	-43.644	-33.104	+8
46	tf_efficientnet_b6_ap	41.113	58.887	62.379	37.621	43.04	528	0.942	bicubic	-43.671	-34.759	+12
47	xcit_large_24_p16_384_dist	41.025	58.975	61.253	38.747	189.10	384	1.000	bicubic	-44.745	-36.281	-21
48	tf_efficientnetv2_s_in21ft1k	40.985	59.015	63.837	36.163	21.46	384	1.000	bicubic	-43.311	-33.419	+24
49	xcit_large_24_p16_224_dist	40.968	59.032	61.330	38.670	189.10	224	1.000	bicubic	-43.962	-35.800	+6
50	xcit_medium_24_p8_224_dist	40.502	59.498	60.510	39.490	84.32	224	1.000	bicubic	-44.566	-36.766	-4
51	tf_efficientnet_b4_ap	40.476	59.524	61.730	38.270	19.34	380	0.922	bicubic	-42.782	-34.666	+64
52	vit_small_r26_s32_384	40.474	59.526	62.752	37.248	36.47	384	1.000	bicubic	-43.576	-34.570	+32
53	vit_base_patch16_224_miil	40.178	59.822	60.895	39.105	86.54	224	0.875	bilinear	-44.098	-35.903	+21
54	xcit_medium_24_p8_384_dist	40.042	59.958	60.453	39.547	84.32	384	1.000	bicubic	-45.778	-37.141	-30
55	xcit_medium_24_p16_384_dist	39.912	60.088	60.127	39.873	84.40	384	1.000	bicubic	-45.514	-37.281	-21
56	tf_efficientnetv2_l	39.834	60.166	60.815	39.185	118.52	480	1.000	bicubic	-45.668	-36.555	-25
57	dm_nfnet_f3	39.785	60.215	60.636	39.364	254.92	416	0.940	bicubic	-45.747	-36.822	-27
58	cait_s36_384	39.777	60.223	60.483	39.517	68.37	384	1.000	bicubic	-45.677	-36.999	-26
59	efficientnetv2_rw_m	39.675	60.325	59.699	40.301	53.24	416	1.000	bicubic	-45.147	-37.447	-2
60	ecaresnet269d	39.598	60.402	60.339	39.661	102.09	352	1.000	bicubic	-45.388	-36.889	-9
61	dm_nfnet_f6	39.586	60.414	60.901	39.099	438.36	576	0.956	bicubic	-46.544	-36.839	-43
62	tf_efficientnet_b3_ns	39.510	60.490	61.451	38.549	12.23	300	0.904	bicubic	-44.532	-35.457	+23
63	dm_nfnet_f5	39.498	60.502	60.194	39.806	377.21	544	0.954	bicubic	-46.308	-37.288	-38
64	xcit_small_24_p8_224_dist	39.309	60.691	59.404	40.596	47.63	224	1.000	bicubic	-45.567	-37.794	-8
65	xcit_medium_24_p16_224_dist	39.272	60.728	59.473	40.527	84.40	224	1.000	bicubic	-45.006	-37.469	+8
66	efficientnet_b4	39.136	60.864	59.628	40.372	19.34	384	1.000	bicubic	-44.294	-36.966	+42
67	xcit_small_24_p8_384_dist	39.001	60.999	59.196	40.804	47.63	384	1.000	bicubic	-46.565	-38.380	-38
68	resnetv2_152x2_bit_teacher_384	38.987	61.013	62.495	37.505	236.34	384	1.000	bicubic	-44.857	-34.623	+26
69	vit_base_patch32_384	38.810	61.190	60.351	39.649	88.30	384	1.000	bicubic	-44.536	-36.493	+44
70	eca_nfnet_l2	38.661	61.339	59.451	40.549	56.72	384	1.000	bicubic	-46.059	-37.807	-11
71	xcit_small_12_p8_384_dist	38.533	61.467	58.820	41.180	26.21	384	1.000	bicubic	-46.549	-38.450	-26
72	xcit_small_24_p16_384_dist	38.499	61.501	58.400	41.600	47.67	384	1.000	bicubic	-46.605	-38.916	-29
73	xcit_small_12_p8_224_dist	38.382	61.618	58.844	41.156	26.21	224	1.000	bicubic	-45.858	-38.028	+4
74	tf_efficientnet_b5	38.364	61.636	59.923	40.077	30.39	456	0.934	bicubic	-45.446	-36.825	+23
75	deit_base_distilled_patch16_384	38.240	61.760	57.798	42.202	87.63	384	1.000	bicubic	-47.182	-39.534	-40
76	dm_nfnet_f4	38.215	61.785	58.596	41.404	316.07	512	0.951	bicubic	-47.486	-38.918	-49
77	xcit_large_24_p8_224	38.124	61.876	57.875	42.125	188.93	224	1.000	bicubic	-46.258	-38.781	-7
78	resnetv2_152x2_bitm	38.008	61.992	61.180	38.820	236.34	448	1.000	bilinear	-46.444	-36.256	-13
79	cait_s24_384	37.884	62.116	58.087	41.913	47.06	384	1.000	bicubic	-47.160	-39.263	-30
80	resnet152d	37.879	62.121	58.362	41.638	60.21	320	1.000	bicubic	-45.785	-38.372	+24
81	tf_efficientnetv2_m	37.829	62.171	58.716	41.284	54.14	480	1.000	bicubic	-47.217	-38.568	-33
82	resnetrs420	37.770	62.230	58.227	41.773	191.89	416	1.000	bicubic	-47.238	-38.899	-32
83	xcit_small_24_p16_224_dist	37.717	62.283	57.358	42.642	47.67	224	1.000	bicubic	-46.157	-39.370	+8
84	resnetrs350	37.702	62.298	58.099	41.901	163.96	384	1.000	bicubic	-47.010	-38.891	-23
85	pit_b_distilled_224	37.588	62.412	57.230	42.770	74.79	224	0.900	bicubic	-46.570	-39.628	-5
86	xcit_small_12_p16_384_dist	37.582	62.418	57.777	42.223	26.25	384	1.000	bicubic	-47.132	-39.339	-26
87	resnet200d	37.507	62.493	58.303	41.697	64.69	320	1.000	bicubic	-46.463	-38.515	+2
88	resnetv2_152x2_bit_teacher	37.348	62.652	59.474	40.526	236.34	224	0.875	bicubic	-45.554	-37.093	+38
89	resnest269e	37.299	62.701	57.466	42.534	110.93	416	0.928	bicubic	-47.225	-39.520	-25
90	resmlp_big_24_224_in22ft1k	37.244	62.756	58.203	41.797	129.14	224	0.875	bicubic	-47.180	-38.913	-21
91	vit_small_r26_s32_224	37.244	62.756	59.052	40.948	36.43	224	0.900	bicubic	-44.594	-36.974	+83
92	cait_s24_224	37.150	62.850	56.725	43.275	46.92	224	1.000	bicubic	-46.312	-39.841	+15
93	vit_base_patch32_224	37.100	62.900	59.284	40.716	88.22	224	0.900	bicubic	-43.526	-35.718	+135
94	tf_efficientnet_b3_ap	37.061	62.939	57.242	42.758	12.23	300	0.904	bicubic	-44.761	-38.378	+81
95	efficientnetv2_rw_s	37.057	62.943	56.831	43.169	23.94	384	1.000	bicubic	-46.773	-39.890	0
96	xcit_small_12_p16_224_dist	36.973	63.027	56.745	43.255	26.25	224	1.000	bicubic	-46.377	-39.677	+16
97	seresnet152d	36.804	63.196	56.731	43.269	66.84	320	1.000	bicubic	-47.558	-40.311	-26
98	resnetrs200	36.664	63.336	56.837	43.163	93.21	320	1.000	bicubic	-47.394	-40.037	-16
99	regnetz_d	36.432	63.568	57.388	42.612	27.58	320	0.950	bicubic	-47.602	-39.482	-13
100	efficientnet_b3	36.422	63.578	56.845	43.155	12.23	320	1.000	bicubic	-45.836	-39.271	+60
101	cait_xs24_384	36.411	63.589	56.938	43.062	26.67	384	1.000	bicubic	-47.643	-39.948	-18
102	deit_base_distilled_patch16_224	36.411	63.589	56.623	43.377	87.34	224	0.900	bicubic	-46.977	-39.867	+7
103	resnetv2_101x3_bitm	36.391	63.609	59.068	40.932	387.93	448	1.000	bilinear	-48.039	-38.304	-35
104	resnetrs270	36.346	63.654	56.572	43.428	129.86	352	1.000	bicubic	-48.094	-40.398	-38
105	mixer_b16_224_miil	36.271	63.729	55.971	44.029	59.88	224	0.875	bilinear	-46.031	-39.743	+51
106	tresnet_m	36.271	63.729	55.802	44.198	31.39	224	0.875	bilinear	-46.805	-40.324	+16
107	tf_efficientnet_b2_ns	36.139	63.861	57.515	42.485	9.11	260	0.890	bicubic	-46.251	-38.725	+42
108	ecaresnet101d	36.014	63.986	56.199	43.801	44.57	224	0.875	bicubic	-46.158	-39.855	+55
109	dm_nfnet_f2	35.990	64.010	55.495	44.505	193.78	352	0.920	bicubic	-49.056	-41.743	-62
110	resnest200e	35.939	64.061	55.873	44.127	70.20	320	0.909	bicubic	-47.909	-41.017	-18
111	swsl_resnet18	35.852	64.147	58.462	41.538	11.69	224	0.875	bilinear	-36.538	-32.355	+380
112	eca_nfnet_l1	35.835	64.165	55.965	44.035	41.41	320	1.000	bicubic	-48.197	-41.067	-25
113	xcit_small_24_p8_224	35.542	64.458	54.774	45.226	47.63	224	1.000	bicubic	-48.304	-41.858	-20
114	vit_small_patch16_384	35.515	64.485	57.549	42.451	22.20	384	1.000	bicubic	-48.279	-39.559	-16
115	xcit_small_12_p8_224	35.509	64.491	55.489	44.511	26.21	224	1.000	bicubic	-47.837	-40.987	-1
116	xcit_large_24_p16_224	35.491	64.509	54.764	45.236	189.10	224	1.000	bicubic	-47.407	-41.118	+11
117	xcit_medium_24_p8_224	35.424	64.576	54.843	45.157	84.32	224	1.000	bicubic	-48.312	-41.543	-17
118	resnest101e	35.397	64.603	55.802	44.198	48.28	256	0.875	bilinear	-47.479	-40.510	+10
119	convit_base	35.318	64.682	54.943	45.057	86.54	224	0.875	bicubic	-46.974	-40.991	+39
120	xcit_tiny_24_p8_224_dist	35.253	64.747	55.287	44.713	12.11	224	1.000	bicubic	-47.323	-40.893	+20
121	twins_svt_large	35.108	64.892	54.729	45.271	99.27	224	0.900	bicubic	-48.576	-41.881	-18
122	repvgg_b3g4	35.069	64.931	54.772	45.228	83.83	224	0.875	bilinear	-45.076	-40.200	+139
123	repvgg_b3	35.041	64.959	54.562	45.438	123.09	224	0.875	bilinear	-45.421	-40.646	+114
124	dm_nfnet_f1	34.990	65.010	54.108	45.892	132.63	320	0.910	bicubic	-49.634	-42.988	-62
125	xcit_tiny_24_p8_384_dist	34.925	65.075	55.153	44.847	12.11	384	1.000	bicubic	-48.839	-41.551	-26
126	resnet101d	34.870	65.130	54.216	45.784	44.57	320	1.000	bicubic	-48.154	-42.240	-1
127	resmlp_big_24_distilled_224	34.780	65.220	54.641	45.359	129.14	224	0.875	bicubic	-48.816	-42.016	-22
128	vit_large_patch32_384	34.693	65.307	55.723	44.277	306.63	384	1.000	bicubic	-46.791	-39.897	+58
129	dm_nfnet_f0	34.630	65.370	54.676	45.324	71.49	256	0.900	bicubic	-48.754	-41.904	-19
130	ssl_resnext101_32x16d	34.593	65.407	55.949	44.051	194.03	224	0.875	bilinear	-47.251	-40.141	+43
131	resnetv2_101	34.587	65.413	53.155	46.845	44.54	224	0.950	bicubic	-47.445	-42.709	+36
132	repvgg_b2g4	34.581	65.419	54.809	45.191	61.76	224	0.875	bilinear	-44.731	-39.713	+175
133	resnetrs152	34.377	65.623	53.568	46.432	86.62	320	1.000	bicubic	-49.333	-43.042	-32
134	resnest50d_4s2x40d	34.367	65.633	54.731	45.269	30.42	224	0.875	bicubic	-46.665	-40.291	+74
135	crossvit_18_dagger_408	34.245	65.755	53.086	46.914	44.61	408	1.000	bicubic	-49.939	-43.736	-57
136	xcit_medium_24_p16_224	34.218	65.782	53.184	46.816	84.40	224	1.000	bicubic	-48.408	-42.792	0
137	efficientnetv2_rw_t	34.153	65.847	53.151	46.849	13.65	288	1.000	bicubic	-48.185	-43.043	+15
138	tf_efficientnet_b1_ns	34.114	65.886	55.460	44.540	7.79	240	0.882	bicubic	-47.212	-40.046	+57
139	twins_pcpvt_large	34.090	65.910	54.128	45.872	60.99	224	0.900	bicubic	-49.048	-42.480	-21
140	tf_efficientnet_b4	34.064	65.936	54.202	45.798	19.34	380	0.922	bicubic	-48.966	-42.096	-16
141	ssl_resnext101_32x8d	34.060	65.940	55.603	44.397	88.79	224	0.875	bilinear	-47.540	-40.443	+39
142	tf_efficientnet_b6	34.043	65.957	54.562	45.438	43.04	528	0.942	bicubic	-50.069	-42.326	-61
143	efficientnet_b3_pruned	34.017	65.983	54.124	45.876	9.86	300	0.904	bicubic	-46.715	-41.442	+81
144	nfnet_l0	34.011	65.989	54.383	45.617	35.07	288	1.000	bicubic	-48.741	-42.133	-13
145	xcit_small_24_p16_224	34.009	65.991	53.294	46.706	47.67	224	1.000	bicubic	-48.569	-42.706	-6
146	regnety_160	33.978	66.022	53.558	46.442	83.59	288	1.000	bicubic	-49.724	-43.224	-44
147	gc_efficientnetv2_rw_t	33.952	66.048	53.228	46.772	13.68	288	1.000	bicubic	-48.526	-43.068	-2
148	pit_s_distilled_224	33.948	66.052	53.247	46.753	24.04	224	0.900	bicubic	-48.046	-42.553	+20
149	xcit_small_12_p16_224	33.776	66.225	53.230	46.770	26.25	224	1.000	bicubic	-48.200	-42.588	+21
150	resnetv2_50x3_bitm	33.695	66.305	55.922	44.078	217.32	448	1.000	bilinear	-50.289	-41.208	-62
151	resnet51q	33.585	66.415	53.029	46.971	35.70	288	1.000	bilinear	-48.783	-43.147	-1
152	xcit_tiny_24_p16_384_dist	33.530	66.470	52.776	47.224	12.12	384	1.000	bicubic	-49.038	-43.518	-11
153	convmixer_1536_20	33.447	66.553	53.041	46.959	51.63	224	0.960	bicubic	-47.859	-42.495	+43
154	regnety_032	33.406	66.594	52.803	47.197	19.44	288	1.000	bicubic	-49.316	-43.629	-22
155	crossvit_18_240	33.398	66.602	52.257	47.743	43.27	240	0.875	bicubic	-48.996	-43.805	-8
156	gernet_l	33.380	66.620	51.919	48.081	31.08	256	0.875	bilinear	-47.901	-43.475	+41
157	crossvit_15_dagger_408	33.331	66.669	52.224	47.776	28.50	408	1.000	bicubic	-50.495	-44.562	-61
158	crossvit_18_dagger_240	33.282	66.718	52.210	47.790	44.27	240	0.875	bicubic	-49.224	-43.862	-14
159	tresnet_xl	33.274	66.726	52.308	47.692	78.44	224	0.875	bilinear	-48.784	-43.624	+7
160	jx_nest_base	33.219	66.781	51.823	48.177	67.72	224	0.875	bicubic	-50.335	-44.541	-54
161	resnest50d_1s4x24d	33.157	66.844	52.852	47.148	25.68	224	0.875	bicubic	-47.788	-42.562	+54
162	resnet61q	33.123	66.877	51.756	48.244	36.85	288	1.000	bicubic	-49.399	-44.378	-20
163	jx_nest_small	33.046	66.954	51.062	48.938	38.35	224	0.875	bicubic	-50.072	-45.270	-43
164	crossvit_base_240	33.041	66.960	51.384	48.616	105.03	240	0.875	bicubic	-49.166	-44.444	-3
165	twins_pcpvt_base	33.031	66.969	52.491	47.509	43.83	224	0.900	bicubic	-49.681	-43.857	-32
166	xcit_tiny_24_p16_224_dist	33.013	66.987	52.068	47.932	12.12	224	1.000	bicubic	-47.391	-42.956	+75
167	rexnet_200	32.984	67.016	52.945	47.055	16.37	224	0.875	bicubic	-48.642	-42.727	+12
168	resnest50d	32.974	67.026	52.715	47.285	27.48	224	0.875	bilinear	-47.948	-43.015	+49
169	convit_small	32.928	67.072	52.098	47.902	27.78	224	0.875	bicubic	-48.456	-43.640	+23
170	tf_efficientnetv2_s	32.909	67.091	51.760	48.240	21.46	384	1.000	bicubic	-50.989	-44.938	-80
171	crossvit_15_dagger_240	32.895	67.105	51.768	48.232	28.21	240	0.875	bicubic	-49.415	-44.194	-17
172	vit_small_patch16_224	32.877	67.123	53.949	46.051	22.05	224	0.900	bicubic	-48.469	-41.587	+22
173	pnasnet5large	32.848	67.152	50.518	49.482	86.06	331	0.911	bicubic	-49.950	-45.516	-43
174	twins_svt_base	32.838	67.162	51.559	48.441	56.07	224	0.900	bicubic	-50.286	-44.869	-55
175	tf_efficientnet_b3	32.834	67.166	52.955	47.045	12.23	300	0.904	bicubic	-48.812	-42.765	+3
176	regnetz_c	32.809	67.191	53.756	46.244	13.46	320	0.940	bicubic	-49.707	-42.604	-33
177	nasnetalarge	32.773	67.227	50.150	49.850	88.75	331	0.911	bicubic	-49.863	-45.900	-42
178	gernet_m	32.754	67.246	51.917	48.083	21.14	224	0.875	bilinear	-47.866	-43.391	+51
179	gluon_resnet152_v1d	32.754	67.246	51.080	48.920	60.21	224	0.875	bicubic	-47.694	-44.228	+60
180	inception_resnet_v2	32.746	67.254	50.642	49.358	55.84	299	0.897	bicubic	-47.636	-43.952	+63
181	pit_b_224	32.710	67.290	49.832	50.168	73.76	224	0.900	bicubic	-49.734	-45.880	-35
182	tf_efficientnet_b2_ap	32.669	67.331	52.249	47.751	9.11	260	0.890	bicubic	-47.579	-42.777	+70
183	cait_xxs36_384	32.569	67.431	52.218	47.782	17.37	384	1.000	bicubic	-49.621	-43.942	-21
184	tresnet_l	32.561	67.439	51.147	48.853	55.99	224	0.875	bilinear	-48.873	-44.473	+4
185	wide_resnet50_2	32.480	67.519	51.467	48.533	68.88	224	0.875	bicubic	-48.932	-44.279	+4
186	gmlp_s16_224	32.404	67.596	51.832	48.168	19.42	224	0.875	bicubic	-47.130	-42.756	+110
187	deit_base_patch16_224	32.367	67.633	51.031	48.969	86.57	224	0.900	bicubic	-49.617	-44.711	-18
188	ens_adv_inception_resnet_v2	32.367	67.633	50.431	49.569	55.84	299	0.897	bicubic	-47.517	-44.501	+85
189	swin_small_patch4_window7_224	32.355	67.645	50.931	49.069	49.61	224	0.900	bicubic	-50.871	-45.399	-73
190	gluon_resnet152_v1s	32.335	67.665	50.528	49.472	60.32	224	0.875	bicubic	-48.619	-45.110	+24
191	deit_small_distilled_patch16_224	32.290	67.710	52.109	47.891	22.44	224	0.900	bicubic	-48.830	-43.451	+13
192	xcit_tiny_24_p8_224	32.270	67.730	51.913	48.087	12.11	224	1.000	bicubic	-49.624	-44.071	-20
193	gluon_seresnext101_64x4d	32.207	67.793	50.331	49.669	88.23	224	0.875	bicubic	-48.553	-44.889	+30
194	coat_lite_small	32.135	67.865	49.946	50.054	19.84	224	0.900	bicubic	-50.167	-45.914	-39
195	gluon_seresnext101_32x4d	32.115	67.885	51.227	48.773	48.96	224	0.875	bicubic	-48.679	-44.019	+27
196	seresnext50_32x4d	32.001	67.999	51.245	48.755	27.56	224	0.875	bicubic	-49.201	-44.133	+5
197	deit_base_patch16_384	31.987	68.013	50.557	49.443	86.86	384	1.000	bicubic	-51.119	-45.819	-76
198	xcit_tiny_12_p8_224_dist	31.952	68.048	51.434	48.566	6.71	224	1.000	bicubic	-49.194	-44.544	+5
199	levit_384	31.879	68.121	50.610	49.390	39.13	224	0.900	bicubic	-50.713	-45.404	-61
200	resnetrs101	31.856	68.144	51.019	48.981	63.62	288	0.940	bicubic	-50.438	-44.983	-43
201	cspresnext50	31.820	68.180	51.616	48.384	20.57	224	0.875	bilinear	-48.104	-43.212	+69
202	tnt_s_patch16_224	31.632	68.368	51.156	48.844	23.76	224	0.900	bicubic	-49.870	-44.324	-17
203	eca_nfnet_l0	31.614	68.386	51.606	48.394	24.14	288	1.000	bicubic	-50.978	-44.880	-66
204	resnetv2_50x1_bit_distilled	31.610	68.390	51.304	48.696	25.55	224	0.875	bicubic	-51.212	-45.220	-75
205	ssl_resnext101_32x4d	31.461	68.539	52.137	47.863	44.18	224	0.875	bilinear	-49.351	-43.503	+16
206	inception_v4	31.378	68.622	49.240	50.760	42.68	299	0.875	bicubic	-48.690	-45.663	+59
207	rexnet_150	31.374	68.626	51.294	48.706	9.73	224	0.875	bicubic	-48.908	-43.868	+44
208	pit_s_224	31.331	68.669	49.693	50.307	23.46	224	0.900	bicubic	-49.689	-45.729	+2
209	crossvit_15_240	31.313	68.687	50.192	49.808	27.53	240	0.875	bicubic	-50.201	-45.552	-26
210	cait_xxs36_224	31.276	68.724	50.616	49.384	17.30	224	1.000	bicubic	-48.426	-44.252	+78
211	crossvit_small_240	31.274	68.726	50.201	49.799	26.86	240	0.875	bicubic	-49.688	-45.177	+2
212	convmixer_768_32	31.254	68.746	50.958	49.042	21.11	224	0.960	bicubic	-48.832	-44.034	+52
213	cspresnet50	31.254	68.746	51.235	48.765	21.62	256	0.887	bilinear	-48.220	-43.485	+85
214	coat_mini	31.213	68.787	49.793	50.207	10.34	224	0.900	bicubic	-50.001	-45.813	-14
215	xcit_tiny_12_p8_384_dist	31.166	68.834	50.524	49.476	6.71	384	1.000	bicubic	-51.226	-45.694	-67
216	gluon_resnet101_v1s	31.152	68.848	49.828	50.172	44.67	224	0.875	bicubic	-49.090	-44.934	+39
217	ecaresnetlight	31.138	68.862	50.262	49.738	30.16	224	0.875	bicubic	-49.248	-44.860	+25
218	resmlp_36_distilled_224	31.091	68.909	49.694	50.306	44.69	224	0.875	bicubic	-50.009	-45.640	-12
219	ecaresnet50d	31.083	68.917	50.858	49.142	25.58	224	0.875	bicubic	-49.433	-44.406	+14
220	tf_efficientnet_cc_b0_8e	31.083	68.917	50.771	49.229	24.01	224	0.875	bicubic	-46.737	-43.055	+168
221	ecaresnet50t	31.066	68.934	50.596	49.404	25.57	320	0.950	bicubic	-51.298	-45.546	-70
222	resnet50d	31.038	68.962	49.844	50.156	25.58	224	0.875	bicubic	-49.430	-45.088	+14
223	gluon_resnet152_v1c	31.017	68.984	48.940	51.060	60.21	224	0.875	bicubic	-48.854	-46.030	+52
224	cspdarknet53	31.015	68.985	50.414	49.586	27.64	256	0.887	bilinear	-48.897	-44.438	+47
225	gcresnet50t	31.015	68.985	50.131	49.869	25.90	256	0.900	bicubic	-49.843	-45.109	-5
226	gluon_resnext101_64x4d	31.003	68.997	48.559	51.441	83.46	224	0.875	bicubic	-49.535	-46.601	+6
227	twins_svt_small	31.001	68.999	49.237	50.763	24.06	224	0.900	bicubic	-50.681	-46.441	-50
228	ecaresnet101d_pruned	30.908	69.092	50.017	49.983	24.88	224	0.875	bicubic	-49.818	-45.161	-3
229	resmlp_24_distilled_224	30.889	69.111	50.184	49.816	30.02	224	0.875	bicubic	-49.767	-45.152	-2
230	tf_efficientnet_cc_b1_8e	30.887	69.113	50.076	49.924	39.72	240	0.882	bicubic	-48.413	-44.454	+79
231	gluon_resnext101_32x4d	30.885	69.115	48.563	51.437	44.18	224	0.875	bicubic	-49.403	-46.659	+19
232	tf_efficientnetv2_b3	30.873	69.127	49.808	50.192	14.36	300	0.904	bicubic	-51.081	-45.976	-61
233	tf_efficientnet_lite4	30.840	69.160	50.400	49.600	13.01	380	0.920	bilinear	-50.686	-45.294	-51
234	nf_resnet50	30.730	69.270	49.968	50.032	25.56	288	0.940	bicubic	-49.864	-45.212	-3
235	ese_vovnet39b	30.696	69.304	49.879	50.121	24.57	224	0.875	bicubic	-48.598	-44.495	+77
236	dpn107	30.671	69.329	48.828	51.172	86.92	224	0.875	bicubic	-49.425	-46.146	+27
237	xcit_tiny_24_p16_224	30.671	69.329	50.386	49.614	12.12	224	1.000	bicubic	-48.693	-44.038	+67
238	tresnet_xl_448	30.625	69.374	49.075	50.925	78.44	448	0.875	bilinear	-52.430	-47.109	-115
239	gluon_resnet152_v1b	30.622	69.379	48.523	51.477	60.19	224	0.875	bicubic	-48.984	-46.207	+54
240	haloregnetz_b	30.614	69.386	48.999	51.001	11.68	224	0.940	bicubic	-50.386	-46.327	-29
241	ssl_resnext50_32x4d	30.596	69.404	50.687	49.313	25.03	224	0.875	bilinear	-49.652	-44.383	+12
242	gluon_resnet101_v1d	30.531	69.469	47.977	52.023	44.57	224	0.875	bicubic	-49.813	-47.709	+3
243	dpn68b	30.521	69.479	49.136	50.864	12.61	224	0.875	bicubic	-48.557	-45.296	+81
244	resnest26d	30.496	69.504	50.665	49.335	17.07	224	0.875	bilinear	-47.938	-43.369	+112
245	efficientnet_b2	30.445	69.555	49.698	50.302	9.11	288	1.000	bicubic	-50.041	-45.900	-11
246	tf_efficientnet_b1_ap	30.419	69.581	49.555	50.445	7.79	240	0.882	bicubic	-48.801	-44.991	+71
247	resnetv2_50	30.409	69.591	48.844	51.156	25.55	224	0.950	bicubic	-49.963	-46.270	-3
248	xcit_tiny_12_p16_384_dist	30.392	69.608	50.127	49.873	6.72	384	1.000	bicubic	-50.478	-45.179	-29
249	twins_pcpvt_small	30.378	69.622	49.394	50.606	24.11	224	0.900	bicubic	-50.652	-46.072	-40
250	visformer_small	30.337	69.663	48.303	51.697	40.22	224	0.900	bicubic	-51.759	-47.575	-85
251	pit_xs_distilled_224	30.280	69.720	49.830	50.170	11.00	224	0.900	bicubic	-48.948	-44.816	+65
252	convmixer_1024_20_ks9_p14	30.081	69.919	49.928	50.072	24.38	224	0.960	bicubic	-46.677	-43.510	+174
253	dpn98	30.065	69.935	48.252	51.748	61.57	224	0.875	bicubic	-49.481	-46.408	+42
254	seresnet50	30.061	69.939	49.327	50.673	28.09	224	0.875	bicubic	-50.153	-45.717	+4
255	dpn131	30.036	69.964	48.144	51.856	79.25	224	0.875	bicubic	-49.726	-46.724	+29
256	efficientnet_el	30.028	69.972	48.840	51.160	10.59	300	0.904	bicubic	-51.196	-46.512	-57
257	tf_efficientnet_b2	30.020	69.980	49.592	50.408	9.11	260	0.890	bicubic	-49.958	-45.344	+12
258	xcit_tiny_12_p16_224_dist	29.999	70.001	49.681	50.319	6.72	224	1.000	bicubic	-48.467	-44.329	+93
259	legacy_senet154	29.989	70.011	48.056	51.944	115.09	224	0.875	bilinear	-51.279	-47.570	-61
260	dpn92	29.977	70.023	49.201	50.799	37.67	224	0.875	bicubic	-49.929	-45.653	+12
261	resnetv2_101x1_bitm	29.922	70.078	51.129	48.871	44.54	448	1.000	bilinear	-52.408	-45.399	-108
262	xception	29.887	70.113	48.716	51.284	22.86	299	0.897	bicubic	-49.003	-45.666	+71
263	gluon_senet154	29.881	70.119	47.885	52.115	115.09	224	0.875	bicubic	-51.273	-47.611	-61
264	adv_inception_v3	29.820	70.180	47.867	52.133	23.83	299	0.875	bicubic	-47.630	-45.711	+138
265	gluon_xception65	29.804	70.196	47.776	52.224	39.92	299	0.903	bicubic	-49.838	-46.846	+27
266	resmlp_36_224	29.710	70.290	48.981	51.019	44.69	224	0.875	bicubic	-49.996	-45.893	+21
267	resnet50	29.649	70.351	46.753	53.247	25.56	224	0.950	bicubic	-50.661	-48.407	-20
268	resnetblur50	29.613	70.386	48.260	51.740	25.56	224	0.875	bicubic	-49.647	-46.532	+46
269	jx_nest_tiny	29.555	70.445	46.992	53.008	17.06	224	0.875	bicubic	-51.831	-48.544	-79
270	efficientnet_em	29.482	70.518	48.944	51.056	6.90	240	0.882	bicubic	-49.710	-45.494	+50
271	gcresnext50ts	29.446	70.554	47.898	52.102	15.67	256	0.900	bicubic	-51.030	-47.304	-36
272	resnext101_32x8d	29.437	70.563	48.510	51.490	88.79	224	0.875	bilinear	-49.859	-46.233	+39
273	coat_lite_mini	29.427	70.573	47.727	52.273	11.01	224	0.900	bicubic	-49.553	-46.453	+56
274	ssl_resnet50	29.425	70.575	49.785	50.215	25.56	224	0.875	bilinear	-49.709	-44.531	+47
275	deit_small_patch16_224	29.413	70.587	48.260	51.740	22.05	224	0.900	bicubic	-50.421	-46.564	+5
276	cait_xxs24_384	29.405	70.595	48.751	51.249	12.03	384	1.000	bicubic	-51.471	-46.541	-58
277	nf_regnet_b1	29.391	70.609	49.447	50.553	10.22	288	0.900	bicubic	-49.845	-45.385	+38
278	resnext50_32x4d	29.358	70.642	47.409	52.591	25.03	224	0.875	bicubic	-50.352	-47.649	+8
279	swin_tiny_patch4_window7_224	29.342	70.658	47.621	52.379	28.29	224	0.900	bicubic	-52.034	-47.989	-86
280	resnet34d	29.325	70.675	48.427	51.573	21.82	224	0.875	bicubic	-47.633	-44.739	+138
281	cait_xxs24_224	29.305	70.695	48.535	51.465	11.96	224	1.000	bicubic	-48.937	-45.369	+85
282	ecaresnet50d_pruned	29.215	70.785	48.455	51.545	19.94	224	0.875	bicubic	-50.439	-46.149	+9
283	tresnet_l_448	29.179	70.821	47.244	52.756	55.99	448	0.875	bilinear	-53.083	-48.736	-124
284	gluon_inception_v3	29.134	70.866	46.963	53.037	23.83	299	0.875	bicubic	-49.524	-47.407	+60
285	eca_resnet33ts	29.097	70.903	48.814	51.186	19.68	256	0.900	bicubic	-50.953	-46.278	-18
286	lambda_resnet50ts	29.097	70.903	46.967	53.033	21.54	256	0.950	bicubic	-52.007	-48.675	-312
287	xception71	29.053	70.947	47.443	52.557	42.34	299	0.903	bicubic	-50.807	-47.360	-9
288	hrnet_w64	28.992	71.007	47.140	52.860	128.06	224	0.875	bilinear	-50.387	-47.554	+16
289	regnetz_b	28.934	71.066	47.244	52.756	9.72	288	0.940	bicubic	-51.676	-48.072	-58
290	xcit_tiny_12_p8_224	28.934	71.066	47.543	52.457	6.71	224	1.000	bicubic	-50.730	-47.323	+1
291	tf_efficientnet_b0_ns	28.908	71.092	48.983	51.017	5.29	224	0.875	bicubic	-49.570	-45.313	+60
292	xception65	28.904	71.096	47.161	52.839	39.92	299	0.903	bicubic	-50.552	-47.492	+8
293	gluon_resnet101_v1b	28.894	71.106	46.395	53.605	44.55	224	0.875	bicubic	-50.380	-47.907	+21
294	vit_small_patch32_384	28.871	71.129	48.912	51.088	22.92	384	1.000	bicubic	-51.583	-46.340	-56
295	tf_efficientnet_b1	28.871	71.129	47.513	52.487	7.79	240	0.882	bicubic	-49.825	-46.735	+49
296	skresnext50_32x4d	28.855	71.145	46.503	53.497	27.48	224	0.875	bicubic	-51.197	-48.447	-29
297	sehalonet33ts	28.768	71.231	46.576	53.424	13.69	256	0.940	bicubic	-52.169	-48.864	-80
298	levit_256	28.767	71.234	46.702	53.298	18.89	224	0.900	bicubic	-52.684	-48.816	-110
299	tf_efficientnet_lite3	28.668	71.332	47.368	52.632	8.20	300	0.904	bilinear	-51.062	-47.394	-13
300	skresnet34	28.654	71.346	47.969	52.031	22.28	224	0.875	bicubic	-48.035	-45.179	+128
301	gluon_seresnext50_32x4d	28.649	71.351	46.460	53.540	27.56	224	0.875	bicubic	-51.223	-48.372	-26
302	hrnet_w40	28.631	71.369	47.460	52.540	57.56	224	0.875	bilinear	-50.167	-46.920	+37
303	tf_efficientnetv2_b0	28.574	71.426	47.097	52.903	7.14	224	0.875	bicubic	-49.628	-47.131	+65
304	tv_resnet152	28.539	71.461	47.134	52.866	60.19	224	0.875	bilinear	-49.645	-47.030	+65
305	xcit_tiny_12_p16_224	28.529	71.471	47.419	52.581	6.72	224	1.000	bicubic	-48.461	-46.187	+113
306	repvgg_b2	28.444	71.556	47.040	52.960	89.02	224	0.875	bilinear	-50.136	-47.164	+40
307	hrnet_w48	28.427	71.573	47.588	52.412	77.47	224	0.875	bilinear	-50.873	-47.048	+4
308	gluon_resnext50_32x4d	28.383	71.617	45.356	54.644	25.03	224	0.875	bicubic	-50.921	-49.368	+1
309	efficientnet_b2_pruned	28.362	71.638	47.055	52.945	8.31	260	0.890	bicubic	-51.504	-48.001	-32
310	tf_efficientnet_b0_ap	28.354	71.646	47.535	52.465	5.29	224	0.875	bicubic	-48.592	-45.891	+110
311	seresnet33ts	28.352	71.648	47.761	52.239	19.78	256	0.900	bicubic	-51.954	-47.271	-62
312	dla169	28.344	71.656	47.393	52.607	53.39	224	0.875	bilinear	-50.188	-46.891	+36
313	tf_efficientnet_cc_b0_4e	28.344	71.656	47.370	52.630	13.31	224	0.875	bicubic	-48.770	-46.012	+100
314	dla102x2	28.330	71.670	46.786	53.214	41.28	224	0.875	bilinear	-50.996	-47.582	-8
315	mixnet_xl	28.289	71.711	46.700	53.300	11.90	224	0.875	bicubic	-52.117	-48.380	-74
316	gluon_resnet50_v1d	28.238	71.762	45.922	54.078	25.58	224	0.875	bicubic	-50.730	-48.506	+16
317	lamhalobotnet50ts_256	28.169	71.831	45.320	54.680	22.57	256	0.950	bicubic	-53.217	-50.810	-327
318	gluon_resnet101_v1c	28.120	71.880	45.994	54.006	44.57	224	0.875	bicubic	-51.332	-48.894	-16
319	wide_resnet101_2	28.116	71.884	46.425	53.575	126.89	224	0.875	bilinear	-50.662	-47.575	+23
320	densenet161	28.098	71.902	46.647	53.353	28.68	224	0.875	bicubic	-49.022	-47.071	+93
321	regnetx_320	28.095	71.906	45.128	54.872	107.81	224	0.875	bicubic	-52.127	-49.884	-63
322	regnety_320	28.073	71.927	45.458	54.542	145.05	224	0.875	bicubic	-52.645	-50.016	-94
323	gernet_s	28.040	71.960	46.745	53.255	8.17	224	0.875	bilinear	-48.624	-46.489	+107
324	levit_192	28.038	71.963	45.872	54.128	10.95	224	0.900	bicubic	-51.782	-49.038	-41
325	efficientnet_el_pruned	28.006	71.994	46.798	53.202	10.59	300	0.904	bicubic	-52.242	-48.326	-69
326	xception41	27.892	72.108	45.894	54.106	26.97	299	0.903	bicubic	-50.554	-48.650	+29
327	halo2botnet50ts_256	27.866	72.133	45.185	54.815	22.64	256	0.950	bicubic	-53.639	-50.901	-335
328	regnetx_160	27.839	72.161	45.627	54.373	54.28	224	0.875	bicubic	-51.937	-49.259	-42
329	tf_inception_v3	27.802	72.198	45.729	54.271	23.83	299	0.875	bicubic	-49.902	-47.793	+65
330	res2net101_26w_4s	27.790	72.210	45.194	54.806	45.21	224	0.875	bilinear	-51.270	-49.272	-1
331	halonet50ts	27.790	72.210	45.633	54.367	22.73	256	0.940	bicubic	-53.750	-50.027	-339
332	tf_efficientnetv2_b1	27.762	72.238	46.584	53.416	8.14	240	0.882	bicubic	-51.624	-47.962	-26
333	vit_base_patch16_sam_224	27.719	72.281	45.104	54.896	86.57	224	0.900	bicubic	-52.453	-49.800	-70
334	repvgg_b1	27.662	72.338	46.505	53.495	57.42	224	0.875	bilinear	-50.584	-47.519	+35
335	hrnet_w44	27.633	72.367	45.833	54.167	67.06	224	0.875	bilinear	-51.161	-48.593	+8
336	gcresnet33ts	27.599	72.401	46.218	53.782	19.88	256	0.900	bicubic	-52.395	-48.618	-64
337	inception_v3	27.582	72.418	45.265	54.735	23.83	299	0.875	bicubic	-49.708	-48.215	+74
338	resmlp_24_224	27.530	72.469	45.705	54.295	30.02	224	0.875	bicubic	-51.791	-48.809	-28
339	pit_xs_224	27.472	72.528	45.918	54.082	10.62	224	0.900	bicubic	-50.580	-47.750	+39
340	regnetx_080	27.387	72.613	44.998	55.002	39.57	224	0.875	bicubic	-51.713	-49.604	-13
341	hrnet_w30	27.383	72.617	46.552	53.448	37.71	224	0.875	bilinear	-50.699	-47.392	+36
342	hrnet_w32	27.379	72.621	46.024	53.976	41.23	224	0.875	bilinear	-50.991	-48.002	+23
343	gluon_resnet50_v1s	27.328	72.672	45.257	54.743	25.68	224	0.875	bicubic	-51.184	-48.969	+9
344	res2net50_26w_8s	27.308	72.692	44.835	55.165	48.40	224	0.875	bilinear	-51.532	-49.421	-5
345	densenet201	27.279	72.721	46.210	53.790	20.01	224	0.875	bicubic	-49.825	-47.054	+72
346	densenetblur121d	27.250	72.751	46.319	53.681	8.00	224	0.875	bicubic	-49.070	-46.749	+96
347	regnety_064	27.226	72.774	44.856	55.144	30.58	224	0.875	bicubic	-52.454	-49.880	-54
348	tf_efficientnetv2_b2	27.181	72.819	44.556	55.444	10.10	260	0.890	bicubic	-52.961	-50.088	-82
349	efficientnet_b1_pruned	27.173	72.827	45.874	54.126	6.33	240	0.882	bicubic	-50.969	-48.184	+25
350	resnet33ts	27.141	72.859	45.346	54.654	19.68	256	0.900	bicubic	-51.923	-49.114	-21
351	resnetrs50	27.116	72.884	45.051	54.949	35.69	224	0.910	bicubic	-52.718	-50.033	-68
352	rexnet_130	27.114	72.886	45.951	54.049	7.56	224	0.875	bicubic	-52.326	-48.693	-47
353	dla102x	27.059	72.941	45.507	54.493	26.31	224	0.875	bilinear	-51.383	-48.651	+5
354	resnet32ts	27.047	72.953	45.287	54.713	17.96	256	0.900	bicubic	-51.807	-48.997	-16
355	gmixer_24_224	27.016	72.984	44.375	55.625	24.72	224	0.875	bicubic	-50.928	-49.187	+29
356	tv_resnet101	26.974	73.026	45.236	54.764	44.55	224	0.875	bilinear	-50.216	-48.154	+58
357	resnext50d_32x4d	26.880	73.120	44.456	55.544	25.05	224	0.875	bicubic	-52.696	-50.246	-59
358	regnetx_120	26.866	73.134	44.666	55.334	46.11	224	0.875	bicubic	-52.630	-50.008	-57
359	rexnet_100	26.864	73.136	45.379	54.621	4.80	224	0.875	bicubic	-50.774	-48.367	+37
360	densenet169	26.841	73.159	45.414	54.586	14.15	224	0.875	bicubic	-48.665	-47.105	+95
361	regnety_120	26.811	73.189	44.489	55.511	51.82	224	0.875	bicubic	-53.527	-50.419	-111
362	regnetx_064	26.805	73.195	44.945	55.055	26.21	224	0.875	bicubic	-52.121	-49.533	-26
363	legacy_seresnext101_32x4d	26.797	73.203	43.497	56.503	48.96	224	0.875	bilinear	-53.362	-51.577	-99
364	regnetx_032	26.721	73.279	45.255	54.745	15.30	224	0.875	bicubic	-51.307	-48.703	+15
365	legacy_seresnet152	26.674	73.326	43.951	56.049	66.82	224	0.875	bilinear	-51.810	-50.303	-12
366	densenet121	26.670	73.330	45.892	54.108	7.98	224	0.875	bicubic	-48.782	-46.714	+93
367	efficientnet_es	26.621	73.379	45.126	54.874	5.44	224	0.875	bicubic	-51.357	-48.616	+16
368	res2net50_26w_6s	26.595	73.405	44.006	55.994	37.05	224	0.875	bilinear	-51.867	-50.202	-12
369	repvgg_b1g4	26.583	73.417	45.084	54.916	39.97	224	0.875	bilinear	-50.899	-48.664	+35
370	dla60x	26.564	73.436	45.049	54.951	17.35	224	0.875	bilinear	-51.570	-48.807	+5
371	regnety_080	26.540	73.460	44.375	55.625	39.18	224	0.875	bicubic	-53.294	-50.337	-89
372	coat_lite_tiny	26.530	73.470	44.642	55.358	5.72	224	0.900	bicubic	-50.822	-48.994	+37
373	tf_efficientnet_b0	26.483	73.517	45.654	54.346	5.29	224	0.875	bicubic	-50.171	-47.518	+60
374	mobilenetv3_large_100_miil	26.469	73.531	44.493	55.507	5.48	224	0.875	bilinear	-51.379	-49.295	+17
375	res2net50_14w_8s	26.467	73.533	44.379	55.621	25.06	224	0.875	bilinear	-51.519	-49.469	+6
376	gluon_resnet50_v1b	26.426	73.574	44.057	55.943	25.56	224	0.875	bicubic	-50.998	-49.429	+31
377	tf_efficientnet_el	26.349	73.650	44.188	55.812	10.59	300	0.904	bicubic	-53.869	-50.916	-116
378	lambda_resnet26t	26.340	73.660	44.428	55.572	10.96	256	0.940	bicubic	-52.680	-49.934	-46
379	levit_128	26.328	73.672	44.133	55.867	9.21	224	0.900	bicubic	-52.080	-50.043	-18
380	resmlp_12_distilled_224	26.318	73.682	44.902	55.098	15.35	224	0.875	bicubic	-51.542	-48.744	+10
381	resmlp_big_24_224	26.314	73.686	43.565	56.435	129.14	224	0.875	bicubic	-54.668	-51.707	-165
382	regnetx_040	26.245	73.755	44.458	55.542	22.12	224	0.875	bicubic	-52.197	-49.738	-23
383	crossvit_9_dagger_240	26.180	73.820	44.548	55.452	8.78	240	0.875	bicubic	-50.666	-48.682	+44
384	vit_small_patch32_224	26.178	73.822	45.118	54.882	22.88	224	0.900	bicubic	-49.505	-47.518	+67
385	dpn68	26.118	73.882	44.239	55.761	12.61	224	0.875	bicubic	-49.780	-48.785	+64
386	efficientnet_b1	26.065	73.935	44.084	55.916	7.79	256	1.000	bicubic	-52.597	-50.292	-39
387	eca_halonext26ts	26.053	73.947	44.021	55.979	10.76	256	0.940	bicubic	-52.645	-50.311	-42
388	lambda_resnet26rpt_256	26.019	73.981	44.222	55.778	10.99	256	0.940	bicubic	-52.785	-50.124	-47
389	hrnet_w18	25.992	74.008	44.813	55.187	21.30	224	0.875	bilinear	-50.598	-48.399	+47
390	hardcorenas_f	25.956	74.043	44.224	55.776	8.20	224	0.875	bilinear	-52.027	-49.608	-8
391	regnety_040	25.929	74.071	43.850	56.150	20.65	224	0.875	bicubic	-53.179	-50.738	-65
392	resnet34	25.894	74.106	43.990	56.010	21.80	224	0.875	bilinear	-48.898	-48.138	+78
393	resnet26t	25.876	74.124	44.000	56.000	16.01	256	0.940	bicubic	-51.942	-50.034	0
394	res2net50_26w_4s	25.870	74.130	43.180	56.820	25.70	224	0.875	bilinear	-52.002	-50.654	-7
395	tresnet_m_448	25.864	74.136	42.888	57.112	31.39	448	0.875	bilinear	-55.850	-52.682	-215
396	coat_tiny	25.862	74.138	43.275	56.725	5.50	224	0.900	bicubic	-52.460	-50.769	-30
397	hardcorenas_c	25.837	74.163	44.758	55.242	5.52	224	0.875	bilinear	-51.083	-48.562	+28
398	gluon_resnet50_v1c	25.788	74.213	43.039	56.961	25.58	224	0.875	bicubic	-52.120	-50.617	-12
399	halonet26t	25.750	74.250	43.239	56.761	12.48	256	0.950	bicubic	-53.298	-51.157	-68
400	selecsls60	25.730	74.269	44.066	55.934	30.67	224	0.875	bicubic	-52.134	-49.658	-12
401	dla60_res2net	25.674	74.326	43.603	56.397	20.85	224	0.875	bilinear	-52.710	-50.661	-39
402	hardcorenas_e	25.664	74.336	43.426	56.574	8.07	224	0.875	bilinear	-51.914	-50.314	-2
403	dla60_res2next	25.636	74.364	43.675	56.325	17.03	224	0.875	bilinear	-52.740	-50.641	-39
404	ecaresnet26t	25.546	74.454	43.681	56.319	16.01	320	0.950	bicubic	-54.254	-50.933	-118
405	resmlp_12_224	25.532	74.468	44.349	55.651	15.35	224	0.875	bicubic	-50.984	-48.651	+34
406	tf_efficientnet_lite1	25.530	74.470	43.597	56.403	5.42	240	0.882	bicubic	-51.000	-49.155	+32
407	mixnet_l	25.520	74.480	43.483	56.517	7.33	224	0.875	bicubic	-53.316	-50.711	-67
408	bat_resnext26ts	25.471	74.529	43.235	56.765	10.73	256	0.900	bicubic	-52.679	-50.851	-35
409	tv_resnext50_32x4d	25.469	74.531	42.817	57.183	25.03	224	0.875	bilinear	-52.045	-51.099	-6
410	botnet26t_256	25.453	74.547	42.656	57.344	12.49	256	0.950	bicubic	-53.761	-51.916	-202
411	tf_mixnet_l	25.438	74.562	42.530	57.470	7.33	224	0.875	bicubic	-53.128	-51.588	-60
412	repvgg_a2	25.436	74.564	43.980	56.020	28.21	224	0.875	bilinear	-50.558	-49.296	+35
413	hardcorenas_b	25.410	74.590	44.200	55.800	5.18	224	0.875	bilinear	-50.742	-48.678	+32
414	res2next50	25.402	74.598	42.516	57.484	24.67	224	0.875	bilinear	-52.702	-51.278	-37
415	resnetv2_50x1_bitm	25.345	74.655	45.352	54.648	25.55	448	1.000	bilinear	-54.957	-50.066	-161
416	dla102	25.328	74.672	43.819	56.181	33.27	224	0.875	bilinear	-52.584	-49.085	-30
417	legacy_seresnet101	25.324	74.676	42.823	57.177	49.33	224	0.875	bilinear	-52.926	-51.013	-48
418	hardcorenas_d	25.322	74.678	43.159	56.841	7.50	224	0.875	bilinear	-51.952	-50.263	-4
419	selecsls60b	25.314	74.686	43.575	56.425	32.77	224	0.875	bicubic	-52.948	-50.525	-51
420	resnest14d	25.294	74.706	44.092	55.908	10.61	224	0.875	bilinear	-49.972	-48.442	+42
421	legacy_seresnext50_32x4d	25.226	74.775	41.968	58.032	27.56	224	0.875	bilinear	-53.755	-52.316	-86
422	mixer_b16_224	25.143	74.857	41.223	58.777	59.88	224	0.875	bicubic	-51.337	-51.797	+19
423	res2net50_48w_2s	25.029	74.971	42.215	57.785	25.29	224	0.875	bilinear	-52.339	-51.345	-14
424	efficientnet_b0	25.019	74.981	42.801	57.199	5.29	224	0.875	bicubic	-52.557	-50.921	-22
425	dla60	24.929	75.071	43.310	56.690	22.04	224	0.875	bilinear	-51.977	-49.824	+2
426	gluon_resnet34_v1b	24.929	75.071	42.249	57.751	21.80	224	0.875	bicubic	-49.055	-49.211	+55
427	mobilenetv2_120d	24.925	75.075	43.053	56.947	5.83	224	0.875	bicubic	-52.169	-50.258	-8
428	eca_botnext26ts_256	24.864	75.136	42.944	57.056	10.59	256	0.950	bicubic	-54.352	-51.478	-204
429	regnety_016	24.815	75.185	42.628	57.372	11.20	224	0.875	bicubic	-52.985	-51.068	-33
430	xcit_nano_12_p8_224_dist	24.807	75.193	43.088	56.912	3.05	224	1.000	bicubic	-51.165	-50.184	+19
431	seresnext26ts	24.693	75.307	43.102	56.898	10.39	256	0.900	bicubic	-52.917	-50.582	-32
432	eca_resnext26ts	24.660	75.340	42.872	57.128	10.30	256	0.900	bicubic	-52.626	-50.640	-18
433	tf_efficientnet_lite2	24.530	75.470	42.251	57.749	6.09	260	0.890	bicubic	-52.790	-51.071	-21
434	regnetx_016	24.502	75.498	42.514	57.486	9.19	224	0.875	bicubic	-52.270	-50.616	-3
435	skresnet18	24.485	75.515	42.545	57.455	11.96	224	0.875	bicubic	-47.847	-48.141	+64
436	tf_efficientnet_lite0	24.400	75.600	42.490	57.510	4.65	224	0.875	bicubic	-50.130	-49.609	+40
437	pit_ti_distilled_224	24.400	75.600	42.734	57.266	5.10	224	0.900	bicubic	-49.582	-49.236	+47
438	hardcorenas_a	24.363	75.637	43.292	56.708	5.26	224	0.875	bilinear	-51.147	-49.316	+18
439	tv_resnet50	24.080	75.920	41.325	58.675	25.56	224	0.875	bilinear	-51.694	-51.215	+13
440	levit_128s	24.068	75.932	41.017	58.983	7.78	224	0.900	bicubic	-52.226	-51.945	+5
441	legacy_seresnet34	24.035	75.965	41.901	58.099	21.96	224	0.875	bilinear	-50.489	-49.995	+37
442	xcit_nano_12_p16_384_dist	24.027	75.973	42.308	57.692	3.05	384	1.000	bicubic	-51.093	-50.066	+23
443	xcit_nano_12_p8_384_dist	23.966	76.034	41.956	58.044	3.05	384	1.000	bicubic	-53.620	-51.648	-42
444	gcresnext26ts	23.952	76.048	41.364	58.636	10.48	256	0.900	bicubic	-53.642	-52.477	-44
445	resnet18d	23.936	76.064	42.300	57.700	11.71	224	0.875	bicubic	-47.648	-48.090	+62
446	efficientnet_lite0	23.925	76.075	42.097	57.903	4.65	224	0.875	bicubic	-51.227	-50.317	+18
447	resnext26ts	23.889	76.111	41.123	58.877	10.30	256	0.900	bicubic	-52.701	-52.069	-10
448	efficientnet_es_pruned	23.854	76.146	42.003	57.997	5.44	224	0.875	bicubic	-50.738	-49.993	+28
449	tv_densenet121	23.826	76.174	41.921	58.079	7.98	224	0.875	bicubic	-50.408	-49.933	+30
450	mobilenetv2_140	23.701	76.299	41.494	58.506	6.11	224	0.875	bicubic	-52.293	-51.298	-3
451	dla34	23.699	76.301	41.547	58.453	15.74	224	0.875	bilinear	-50.313	-50.219	+30
452	mixnet_m	23.697	76.303	41.158	58.842	5.01	224	0.875	bicubic	-53.353	-52.014	-31
453	legacy_seresnet50	23.646	76.354	40.107	59.893	28.09	224	0.875	bilinear	-53.888	-53.451	-49
454	ese_vovnet19b_dw	23.545	76.455	41.276	58.724	6.54	224	0.875	bicubic	-53.077	-50.952	-18
455	tf_mixnet_m	23.500	76.500	40.991	59.009	5.01	224	0.875	bicubic	-53.324	-52.289	-25
456	tv_resnet34	23.490	76.510	41.398	58.602	21.80	224	0.875	bilinear	-49.122	-50.022	+40
457	selecsls42b	23.404	76.596	40.659	59.341	32.46	224	0.875	bicubic	-53.630	-52.665	-35
458	tf_efficientnet_em	23.394	76.606	40.411	59.589	6.90	240	0.882	bicubic	-54.612	-53.577	-76
459	repvgg_b0	23.317	76.683	41.192	58.808	15.82	224	0.875	bilinear	-51.679	-51.248	+11
460	xcit_nano_12_p16_224_dist	23.249	76.751	41.388	58.612	3.05	224	1.000	bicubic	-48.485	-48.950	+46
461	mobilenetv2_110d	23.076	76.924	40.736	59.264	4.52	224	0.875	bicubic	-51.532	-51.322	+14
462	vit_base_patch32_sam_224	23.042	76.958	39.557	60.443	88.22	224	0.900	bicubic	-50.070	-52.163	+30
463	deit_tiny_distilled_patch16_224	22.712	77.288	40.773	59.227	5.91	224	0.900	bicubic	-51.200	-51.393	+21
464	mobilenetv3_large_100	22.647	77.353	40.781	59.219	5.48	224	0.875	bicubic	-52.857	-51.735	-6
465	mobilenetv3_rw	22.636	77.365	40.410	59.590	5.48	224	0.875	bicubic	-52.818	-52.443	-5
466	tf_mobilenetv3_large_100	22.563	77.437	39.747	60.253	5.48	224	0.875	bilinear	-52.729	-52.827	-4
467	tf_efficientnet_es	22.427	77.573	39.095	60.905	5.44	224	0.875	bicubic	-53.903	-53.991	-24
468	xcit_nano_12_p8_224	22.396	77.604	40.675	59.325	3.05	224	1.000	bicubic	-50.908	-50.747	+22
469	hrnet_w18_small_v2	22.357	77.644	39.899	60.101	15.60	224	0.875	bilinear	-52.389	-52.255	+4
470	convit_tiny	22.256	77.744	39.684	60.316	5.71	224	0.875	bicubic	-50.132	-51.202	+28
471	regnety_008	22.121	77.879	38.918	61.082	6.26	224	0.875	bicubic	-53.791	-53.596	-21
472	seresnext26t_32x4d	22.009	77.991	38.501	61.499	16.81	224	0.875	bicubic	-55.851	-55.375	-81
473	regnety_006	21.983	78.017	38.963	61.037	6.06	224	0.875	bicubic	-53.069	-53.225	-4
474	regnetx_008	21.963	78.037	38.936	61.064	7.26	224	0.875	bicubic	-52.711	-53.162	0
475	vit_tiny_r_s16_p8_384	21.942	78.058	39.439	60.561	6.36	384	1.000	bicubic	-53.626	-53.213	-20
476	resnet26d	21.930	78.070	38.639	61.361	16.01	224	0.875	bicubic	-54.608	-54.225	-37
477	semnasnet_100	21.903	78.097	38.604	61.396	3.89	224	0.875	bicubic	-53.203	-53.808	-10
478	pit_ti_224	21.869	78.131	39.537	60.463	4.85	224	0.900	bicubic	-50.399	-51.147	+23
479	regnetx_006	21.739	78.260	38.932	61.068	6.20	224	0.875	bicubic	-51.542	-52.826	+12
480	vit_tiny_patch16_384	21.728	78.272	39.335	60.665	5.79	384	1.000	bicubic	-56.650	-54.769	-115
481	crossvit_9_240	21.706	78.294	39.268	60.732	8.55	240	0.875	bicubic	-51.638	-52.654	+8
482	vgg19_bn	21.635	78.365	39.280	60.720	143.68	224	0.875	bilinear	-52.211	-52.402	+3
483	ghostnet_100	21.625	78.374	38.714	61.286	5.18	224	0.875	bilinear	-51.734	-52.778	+5
484	gluon_resnet18_v1b	21.547	78.453	38.895	61.105	11.69	224	0.875	bicubic	-47.501	-49.741	+31
485	fbnetc_100	21.508	78.492	38.146	61.854	5.57	224	0.875	bilinear	-53.324	-54.030	-14
486	xcit_nano_12_p16_224	21.437	78.563	39.804	60.196	3.05	224	1.000	bicubic	-46.475	-48.614	+32
487	mnasnet_100	21.368	78.632	37.719	62.281	4.38	224	0.875	bicubic	-52.710	-54.101	-7
488	ssl_resnet18	21.297	78.703	39.132	60.868	11.69	224	0.875	bilinear	-50.955	-51.504	+14
489	resnet26	21.290	78.710	38.040	61.960	16.00	224	0.875	bicubic	-53.766	-54.308	-21
490	seresnext26d_32x4d	21.285	78.715	37.332	62.668	16.81	224	0.875	bicubic	-56.178	-56.144	-83
491	mixnet_s	21.268	78.732	38.209	61.791	4.13	224	0.875	bicubic	-54.350	-54.503	-37
492	legacy_seresnext26_32x4d	21.075	78.925	37.629	62.371	16.79	224	0.875	bicubic	-55.869	-55.729	-66
493	crossvit_tiny_240	21.054	78.946	38.071	61.929	7.01	240	0.875	bicubic	-51.868	-53.339	+2
494	regnetx_004	20.908	79.092	37.568	62.432	5.16	224	0.875	bicubic	-51.252	-53.544	+9
495	spnasnet_100	20.853	79.147	37.912	62.088	4.42	224	0.875	bilinear	-52.847	-53.096	-9
496	legacy_seresnet18	20.800	79.200	37.619	62.381	11.78	224	0.875	bicubic	-49.172	-52.139	+16
497	mobilenetv2_100	20.775	79.225	37.774	62.226	3.50	224	0.875	bicubic	-51.537	-53.078	+3
498	tf_mixnet_s	20.470	79.530	36.639	63.361	4.13	224	0.875	bicubic	-54.998	-56.037	-39
499	vit_tiny_patch16_224	20.452	79.548	37.625	62.375	5.72	224	0.900	bicubic	-54.660	-54.651	-33
500	regnety_004	20.423	79.577	37.022	62.978	4.34	224	0.875	bicubic	-53.027	-54.318	-13
501	hrnet_w18_small	20.366	79.634	37.100	62.900	13.19	224	0.875	bilinear	-51.432	-53.724	+4
502	tf_mobilenetv3_large_075	20.362	79.638	36.770	63.230	3.99	224	0.875	bilinear	-52.660	-54.400	-9
503	resnet18	20.238	79.762	37.260	62.740	11.69	224	0.875	bilinear	-45.482	-48.876	+17
504	mixer_l16_224	20.160	79.840	32.950	67.050	208.20	224	0.875	bicubic	-50.202	-56.856	+6
505	deit_tiny_patch16_224	20.142	79.858	37.578	62.422	5.72	224	0.900	bicubic	-50.692	-52.182	+4
506	tf_mobilenetv3_large_minimal_100	20.120	79.880	36.902	63.098	3.92	224	0.875	bilinear	-51.444	-53.472	+2
507	vgg16_bn	19.969	80.031	36.310	63.690	138.37	224	0.875	bilinear	-52.983	-54.692	-13
508	vit_tiny_r_s16_p8_224	19.342	80.658	36.061	63.939	6.34	224	0.900	bicubic	-50.940	-53.483	+3
509	vgg19	17.929	82.071	33.060	66.940	143.67	224	0.875	bilinear	-54.137	-54.594	-5
510	vgg13_bn	17.821	82.179	34.047	65.953	133.05	224	0.875	bilinear	-51.919	-55.039	+4
511	vgg16	17.540	82.460	32.767	67.233	138.36	224	0.875	bilinear	-52.398	-56.491	+2
512	regnety_002	17.454	82.546	32.453	67.547	3.16	224	0.875	bicubic	-50.472	-55.223	+5
513	vgg11_bn	17.409	82.591	33.039	66.961	132.87	224	0.875	bilinear	-51.341	-55.521	+3
514	regnetx_002	16.962	83.038	32.237	67.763	2.68	224	0.875	bicubic	-45.946	-52.009	+8
515	dla60x_c	16.320	83.680	31.773	68.227	1.32	224	0.875	bilinear	-65.200	-63.485	+9
516	tf_mobilenetv3_small_100	16.224	83.776	31.241	68.760	2.54	224	0.875	bilinear	-65.325	-64.072	+7
517	vgg13	16.116	83.885	30.987	69.013	133.05	224	0.875	bilinear	-49.861	-56.001	+2
518	vgg11	15.728	84.272	30.464	69.536	132.86	224	0.875	bilinear	-49.142	-55.830	+3
519	tf_mobilenetv3_small_075	14.942	85.058	29.594	70.406	2.04	224	0.875	bilinear	-66.224	-65.502	+7
520	dla46_c	14.677	85.323	29.372	70.628	1.30	224	0.875	bilinear	-64.597	-65.234	+7
521	dla46x_c	14.382	85.618	29.197	70.803	1.07	224	0.875	bilinear	-67.040	-65.859	+4
522	tf_mobilenetv3_small_minimal_100	13.983	86.017	27.992	72.008	2.04	224	0.875	bilinear	-65.277	-66.542	+6