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

1	model	top1	top1_err	top5	top5_err	param_count	img_size	cropt_pct	interpolation	top1_diff	top5_diff	rank_diff
2	beit_large_patch16_512	90.695	9.305	98.770	1.230	305.67	512	1.000	bicubic	+2.111	+0.110	0
3	beit_large_patch16_384	90.601	9.399	98.777	1.223	305.00	384	1.000	bicubic	+2.219	+0.169	0
4	tf_efficientnet_l2_ns	90.572	9.428	98.779	1.221	480.31	800	0.960	bicubic	+2.226	+0.125	0
5	tf_efficientnet_l2_ns_475	90.527	9.473	98.706	1.294	480.31	475	0.936	bicubic	+2.289	+0.156	0
6	beit_base_patch16_384	90.388	9.612	98.730	1.270	86.74	384	1.000	bicubic	+3.580	+0.590	+4
7	vit_large_patch16_384	90.202	9.798	98.655	1.345	304.72	384	1.000	bicubic	+3.110	+0.349	+1
8	cait_m48_448	90.194	9.806	98.484	1.516	356.46	448	1.000	bicubic	+3.700	+0.734	+3
9	beit_large_patch16_224	90.157	9.843	98.730	1.270	304.43	224	0.900	bicubic	+2.681	+0.412	-3
10	tf_efficientnet_b7_ns	90.134	9.866	98.617	1.383	66.35	600	0.949	bicubic	+3.304	+0.533	-1
11	swin_large_patch4_window12_384	90.066	9.934	98.668	1.332	196.74	384	1.000	bicubic	+2.916	+0.430	-4
12	swin_base_patch4_window12_384	90.063	9.937	98.713	1.287	87.90	384	1.000	bicubic	+3.627	+0.647	+1
13	cait_m36_384	90.046	9.954	98.497	1.503	271.22	384	1.000	bicubic	+3.990	+0.767	+7
14	dm_nfnet_f6	90.025	9.975	98.542	1.458	438.36	576	0.956	bicubic	+3.895	+0.802	+4
15	tf_efficientnetv2_l_in21ft1k	89.999	10.001	98.621	1.379	118.52	480	1.000	bicubic	+3.707	+0.637	+1
16	vit_base_patch16_384	89.965	10.035	98.680	1.319	86.86	384	1.000	bicubic	+3.965	+0.674	+5
17	xcit_large_24_p8_384_dist	89.893	10.107	98.373	1.627	188.93	384	1.000	bicubic	+3.897	+0.685	+5
18	cait_s36_384	89.837	10.163	98.427	1.573	68.37	384	1.000	bicubic	+4.383	+0.945	+14
19	xcit_medium_24_p8_384_dist	89.805	10.195	98.358	1.642	84.32	384	1.000	bicubic	+3.985	+0.764	+5
20	swin_large_patch4_window7_224	89.796	10.204	98.646	1.354	196.53	224	0.900	bicubic	+3.480	+0.756	-5
21	vit_large_r50_s32_384	89.790	10.210	98.516	1.484	329.09	384	1.000	bicubic	+3.610	+0.592	-4
22	tf_efficientnetv2_m_in21ft1k	89.777	10.223	98.501	1.499	54.14	480	1.000	bicubic	+4.179	+0.749	+6
23	tf_efficientnet_b6_ns	89.760	10.240	98.505	1.494	43.04	528	0.942	bicubic	+3.314	+0.625	-11
24	xcit_small_24_p8_384_dist	89.737	10.263	98.427	1.573	47.63	384	1.000	bicubic	+4.171	+0.851	+5
25	xcit_large_24_p16_384_dist	89.660	10.340	98.405	1.595	189.10	384	1.000	bicubic	+3.890	+0.871	+1
26	tf_efficientnet_b5_ns	89.658	10.342	98.488	1.512	30.39	456	0.934	bicubic	+3.582	+0.736	-7
27	tf_efficientnet_b8_ap	89.589	10.411	98.298	1.702	87.41	672	0.954	bicubic	+4.215	+1.000	+10
28	tf_efficientnetv2_xl_in21ft1k	89.566	10.434	98.185	1.815	208.12	512	1.000	bicubic	+3.162	+0.317	-14
29	dm_nfnet_f4	89.538	10.462	98.294	1.706	316.07	512	0.951	bicubic	+3.838	+0.780	-2
30	xcit_small_12_p8_384_dist	89.525	10.475	98.296	1.704	26.21	384	1.000	bicubic	+4.443	+1.026	+15
31	xcit_large_24_p8_224_dist	89.519	10.481	98.224	1.776	188.93	224	1.000	bicubic	+4.119	+0.808	+5
32	cait_s24_384	89.500	10.500	98.362	1.638	47.06	384	1.000	bicubic	+4.456	+1.012	+17
33	dm_nfnet_f3	89.478	10.522	98.392	1.608	254.92	416	0.940	bicubic	+3.946	+0.934	-3
34	xcit_medium_24_p16_384_dist	89.476	10.524	98.296	1.704	84.40	384	1.000	bicubic	+4.050	+0.888	0
35	dm_nfnet_f5	89.451	10.549	98.309	1.691	377.21	544	0.954	bicubic	+3.645	+0.827	-10
36	beit_base_patch16_224	89.438	10.562	98.520	1.480	86.53	224	0.900	bicubic	+4.198	+0.866	+4
37	deit_base_distilled_patch16_384	89.431	10.569	98.444	1.556	87.63	384	1.000	bicubic	+4.009	+1.112	-2
38	tf_efficientnet_b7_ap	89.419	10.581	98.341	1.659	66.35	600	0.949	bicubic	+4.299	+1.091	+4
39	tf_efficientnetv2_l	89.361	10.639	98.273	1.727	118.52	480	1.000	bicubic	+3.859	+0.903	-8
40	tf_efficientnet_b6_ap	89.338	10.662	98.281	1.719	43.04	528	0.942	bicubic	+4.554	+1.143	+18
41	tf_efficientnet_b8	89.338	10.662	98.305	1.695	87.41	672	0.954	bicubic	+3.988	+0.913	-3
42	tf_efficientnet_b4_ns	89.323	10.678	98.352	1.648	19.34	380	0.922	bicubic	+4.173	+0.882	-1
43	vit_large_patch16_224	89.308	10.692	98.397	1.603	304.33	224	0.900	bicubic	+3.470	+0.571	-20
44	xcit_small_24_p16_384_dist	89.305	10.694	98.332	1.667	47.67	384	1.000	bicubic	+4.201	+1.016	-1
45	xcit_medium_24_p8_224_dist	89.286	10.714	98.194	1.806	84.32	224	1.000	bicubic	+4.218	+0.918	+1
46	tf_efficientnetv2_m	89.284	10.716	98.241	1.759	54.14	480	1.000	bicubic	+4.238	+0.957	+2
47	xcit_small_24_p8_224_dist	89.207	10.793	98.249	1.751	47.63	224	1.000	bicubic	+4.331	+1.051	+9
48	xcit_small_12_p16_384_dist	89.203	10.797	98.219	1.781	26.25	384	1.000	bicubic	+4.489	+1.103	+12
49	swin_base_patch4_window7_224	89.190	10.810	98.424	1.576	87.77	224	0.900	bicubic	+3.922	+0.866	-10
50	eca_nfnet_l2	89.158	10.842	98.313	1.687	56.72	384	1.000	bicubic	+4.438	+1.055	+9
51	cait_xs24_384	89.143	10.857	98.290	1.710	26.67	384	1.000	bicubic	+5.089	+1.404	+32
52	ig_resnext101_32x32d	89.109	10.891	98.185	1.815	468.53	224	0.875	bilinear	+4.015	+0.747	-8
53	ig_resnext101_32x48d	89.107	10.893	98.127	1.873	828.41	224	0.875	bilinear	+3.677	+0.545	-20
54	tf_efficientnet_b7	89.086	10.914	98.181	1.819	66.35	600	0.949	bicubic	+4.150	+0.975	0
55	ecaresnet269d	89.075	10.925	98.236	1.764	102.09	352	1.000	bicubic	+4.089	+1.008	-4
56	xcit_large_24_p16_224_dist	89.045	10.955	98.066	1.934	189.10	224	1.000	bicubic	+4.115	+0.936	-1
57	resmlp_big_24_224_in22ft1k	89.019	10.981	98.215	1.785	129.14	224	0.875	bicubic	+4.595	+1.099	+12
58	xcit_small_12_p8_224_dist	89.007	10.993	98.078	1.922	26.21	224	1.000	bicubic	+4.767	+1.206	+19
59	efficientnetv2_rw_m	88.994	11.006	98.211	1.789	53.24	416	1.000	bicubic	+4.172	+1.065	-2
60	dm_nfnet_f2	88.985	11.015	98.187	1.813	193.78	352	0.920	bicubic	+3.939	+0.949	-13
61	tf_efficientnet_b5_ap	88.936	11.064	98.168	1.832	30.39	456	0.934	bicubic	+4.678	+1.192	+15
62	dm_nfnet_f1	88.915	11.085	98.115	1.885	132.63	320	0.910	bicubic	+4.291	+1.019	0
63	tf_efficientnetv2_s_in21ft1k	88.889	11.111	98.275	1.725	21.46	384	1.000	bicubic	+4.593	+1.019	+9
64	vit_base_patch16_224	88.857	11.143	98.232	1.768	86.57	224	0.900	bicubic	+4.317	+0.926	-1
65	resnetrs270	88.836	11.164	98.140	1.860	129.86	352	1.000	bicubic	+4.396	+0.986	+2
66	resnetrs420	88.832	11.168	98.021	1.979	191.89	416	1.000	bicubic	+3.824	+0.895	-16
67	vit_small_r26_s32_384	88.814	11.186	98.335	1.665	36.47	384	1.000	bicubic	+4.764	+1.013	+17
68	xcit_medium_24_p16_224_dist	88.806	11.194	98.038	1.962	84.40	224	1.000	bicubic	+4.528	+1.096	+5
69	ig_resnext101_32x16d	88.804	11.196	98.049	1.951	194.03	224	0.875	bilinear	+4.638	+0.853	+10
70	seresnet152d	88.804	11.196	98.174	1.825	66.84	320	1.000	bicubic	+4.442	+1.132	+1
71	vit_base_r50_s16_384	88.804	11.196	98.241	1.759	98.95	384	1.000	bicubic	+3.820	+0.943	-19
72	xcit_tiny_24_p8_384_dist	88.784	11.216	98.160	1.840	12.11	384	1.000	bicubic	+5.020	+1.456	+27
73	resnetrs350	88.757	11.243	98.038	1.962	163.96	384	1.000	bicubic	+4.045	+1.048	-12
74	swsl_resnext101_32x8d	88.757	11.243	98.140	1.860	88.79	224	0.875	bilinear	+4.483	+0.966	+1
75	tf_efficientnet_b6	88.757	11.243	98.066	1.934	43.04	528	0.942	bicubic	+4.645	+1.178	+6
76	vit_base_patch16_224_miil	88.748	11.252	98.029	1.971	86.54	224	0.875	bilinear	+4.472	+1.231	-2
77	resnetv2_152x2_bitm	88.708	11.292	98.303	1.697	236.34	448	1.000	bilinear	+4.256	+0.867	-12
78	regnety_160	88.697	11.303	98.066	1.934	83.59	288	1.000	bicubic	+4.995	+1.284	+24
79	pit_b_distilled_224	88.678	11.322	98.096	1.905	74.79	224	0.900	bicubic	+4.520	+1.238	+1
80	regnetz_d	88.652	11.348	98.087	1.913	27.58	320	0.950	bicubic	+4.618	+1.217	+6
81	eca_nfnet_l1	88.633	11.367	98.132	1.868	41.41	320	1.000	bicubic	+4.601	+1.100	+6
82	vit_small_patch16_384	88.624	11.376	98.239	1.761	22.20	384	1.000	bicubic	+4.830	+1.131	+16
83	resnetrs200	88.597	11.403	98.038	1.962	93.21	320	1.000	bicubic	+4.539	+1.164	-1
84	resnetv2_152x4_bitm	88.552	11.448	98.189	1.810	936.53	480	1.000	bilinear	+3.614	+0.731	-31
85	xcit_small_24_p16_224_dist	88.535	11.465	98.002	1.998	47.67	224	1.000	bicubic	+4.661	+1.274	+6
86	resnet200d	88.533	11.467	97.957	2.043	64.69	320	1.000	bicubic	+4.563	+1.139	+3
87	resnest269e	88.526	11.474	98.021	1.979	110.93	416	0.928	bicubic	+4.002	+1.035	-23
88	efficientnetv2_rw_s	88.484	11.517	97.976	2.024	23.94	384	1.000	bicubic	+4.654	+1.254	+7
89	crossvit_18_dagger_408	88.477	11.523	97.895	2.105	44.61	408	1.000	bicubic	+4.293	+1.073	-11
90	cait_s24_224	88.451	11.549	97.950	2.050	46.92	224	1.000	bicubic	+4.989	+1.384	+17
91	resmlp_big_24_distilled_224	88.447	11.553	97.940	2.060	129.14	224	0.875	bicubic	+4.851	+1.284	+14
92	tf_efficientnet_b3_ns	88.441	11.559	98.031	1.968	12.23	300	0.904	bicubic	+4.399	+1.123	-7
93	resnetv2_101x3_bitm	88.430	11.570	98.153	1.847	387.93	448	1.000	bilinear	+4.000	+0.781	-25
94	resnest200e	88.424	11.576	98.049	1.951	70.20	320	0.909	bicubic	+4.576	+1.159	-2
95	vit_large_r50_s32_224	88.424	11.576	98.072	1.928	328.99	224	0.900	bicubic	+3.984	+1.102	-29
96	resnetv2_50x3_bitm	88.415	11.585	98.183	1.817	217.32	448	1.000	bilinear	+4.431	+1.053	-8
97	tf_efficientnetv2_s	88.396	11.604	97.927	2.073	21.46	384	1.000	bicubic	+4.498	+1.229	-7
98	efficientnet_b4	88.366	11.634	97.957	2.043	19.34	384	1.000	bicubic	+4.936	+1.363	+10
99	tf_efficientnet_b4_ap	88.351	11.649	97.891	2.109	19.34	380	0.922	bicubic	+5.093	+1.495	+16
100	resnet152d	88.347	11.653	97.929	2.071	60.21	320	1.000	bicubic	+4.683	+1.195	+4
101	tf_efficientnet_b5	88.315	11.685	97.914	2.086	30.39	456	0.934	bicubic	+4.505	+1.166	-4
102	crossvit_15_dagger_408	88.298	11.702	97.874	2.127	28.50	408	1.000	bicubic	+4.472	+1.088	-6
103	xcit_small_12_p16_224_dist	88.251	11.749	97.856	2.144	26.25	224	1.000	bicubic	+4.901	+1.434	+9
104	resnetrs152	88.246	11.754	97.733	2.267	86.62	320	1.000	bicubic	+4.536	+1.123	-3
105	deit_base_distilled_patch16_224	88.217	11.783	97.920	2.080	87.34	224	0.900	bicubic	+4.829	+1.430	+4
106	ig_resnext101_32x8d	88.161	11.839	97.856	2.144	88.79	224	0.875	bilinear	+5.451	+1.216	+28
107	xcit_large_24_p8_224	88.161	11.839	97.387	2.613	188.93	224	1.000	bicubic	+3.779	+0.731	-37
108	xcit_tiny_24_p16_384_dist	88.161	11.839	97.950	2.050	12.12	384	1.000	bicubic	+5.593	+1.656	+33
109	cait_xxs36_384	88.142	11.858	97.914	2.086	17.37	384	1.000	bicubic	+5.952	+1.754	+53
110	resnetv2_152x2_bit_teacher_384	88.142	11.858	98.044	1.956	236.34	384	1.000	bicubic	+4.298	+0.926	-16
111	dm_nfnet_f0	88.135	11.865	97.850	2.150	71.49	256	0.900	bicubic	+4.751	+1.270	-1
112	xcit_tiny_12_p8_384_dist	88.093	11.907	97.923	2.077	6.71	384	1.000	bicubic	+5.701	+1.705	+36
113	swsl_resnext101_32x4d	88.086	11.914	97.974	2.026	44.18	224	0.875	bilinear	+4.860	+1.644	+3
114	xcit_tiny_24_p8_224_dist	88.048	11.952	97.818	2.182	12.11	224	1.000	bicubic	+5.472	+1.638	+26
115	nfnet_l0	87.980	12.020	97.865	2.135	35.07	288	1.000	bicubic	+5.228	+1.349	+16
116	xcit_small_24_p8_224	87.975	12.025	97.575	2.425	47.63	224	1.000	bicubic	+4.129	+0.943	-23
117	eca_nfnet_l0	87.973	12.027	97.874	2.127	24.14	288	1.000	bicubic	+5.381	+1.388	+20
118	tf_efficientnet_b4	87.963	12.037	97.737	2.263	19.34	380	0.922	bicubic	+4.933	+1.439	+6
119	resnet101d	87.945	12.055	97.903	2.097	44.57	320	1.000	bicubic	+4.921	+1.447	+6
120	regnety_032	87.926	12.074	97.888	2.112	19.44	288	1.000	bicubic	+5.204	+1.456	+12
121	twins_svt_large	87.907	12.093	97.581	2.419	99.27	224	0.900	bicubic	+4.223	+0.971	-18
122	vit_base_patch32_384	87.898	12.101	98.021	1.979	88.30	384	1.000	bicubic	+4.552	+1.177	-9
123	twins_pcpvt_large	87.879	12.121	97.859	2.142	60.99	224	0.900	bicubic	+4.741	+1.251	-5
124	regnetz_c	87.854	12.146	97.816	2.184	13.46	320	0.940	bicubic	+5.338	+1.456	+19
125	deit_base_patch16_384	87.852	12.149	97.510	2.490	86.86	384	1.000	bicubic	+4.746	+1.134	-4
126	xcit_small_12_p8_224	87.832	12.168	97.564	2.436	26.21	224	1.000	bicubic	+4.486	+1.088	-12
127	resnetv2_50x1_bit_distilled	87.802	12.198	97.901	2.099	25.55	224	0.875	bicubic	+4.980	+1.377	+2
128	tresnet_xl_448	87.792	12.208	97.466	2.534	78.44	448	0.875	bilinear	+4.736	+1.282	-5
129	tresnet_m	87.734	12.266	97.530	2.470	31.39	224	0.875	bilinear	+4.658	+1.404	-7
130	twins_pcpvt_base	87.728	12.272	97.728	2.272	43.83	224	0.900	bicubic	+5.016	+1.380	+3
131	gc_efficientnetv2_rw_t	87.717	12.283	97.805	2.195	13.68	288	1.000	bicubic	+5.239	+1.509	+14
132	swin_small_patch4_window7_224	87.678	12.322	97.570	2.430	49.61	224	0.900	bicubic	+4.452	+0.802	-15
133	resnetv2_101x1_bitm	87.670	12.330	97.942	2.058	44.54	448	1.000	bilinear	+5.340	+1.414	+20
134	pnasnet5large	87.657	12.343	97.487	2.513	86.06	331	0.911	bicubic	+4.859	+1.453	-4
135	efficientnetv2_rw_t	87.653	12.347	97.681	2.319	13.65	288	1.000	bicubic	+5.315	+1.487	+17
136	twins_svt_base	87.629	12.371	97.523	2.477	56.07	224	0.900	bicubic	+4.505	+1.095	-17
137	xcit_medium_24_p8_224	87.619	12.381	97.192	2.808	84.32	224	1.000	bicubic	+3.883	+0.806	-37
138	jx_nest_base	87.602	12.398	97.513	2.487	67.72	224	0.875	bicubic	+4.048	+1.149	-32
139	swsl_resnext101_32x16d	87.595	12.405	97.818	2.182	194.03	224	0.875	bilinear	+4.241	+0.982	-28
140	swsl_resnext50_32x4d	87.593	12.407	97.654	2.346	25.03	224	0.875	bilinear	+5.427	+1.420	+24
141	levit_384	87.559	12.441	97.545	2.455	39.13	224	0.900	bicubic	+4.967	+1.531	-3
142	tf_efficientnet_b2_ns	87.559	12.441	97.626	2.374	9.11	260	0.890	bicubic	+5.169	+1.386	+7
143	ecaresnet50t	87.546	12.454	97.649	2.351	25.57	320	0.950	bicubic	+5.182	+1.507	+8
144	jx_nest_small	87.495	12.505	97.521	2.479	38.35	224	0.875	bicubic	+4.377	+1.189	-24
145	resnetv2_152x2_bit_teacher	87.491	12.509	97.807	2.193	236.34	224	0.875	bicubic	+4.589	+1.239	-19
146	efficientnet_b3	87.452	12.548	97.679	2.321	12.23	320	1.000	bicubic	+5.194	+1.563	+14
147	resnet61q	87.433	12.567	97.605	2.396	36.85	288	1.000	bicubic	+4.911	+1.471	-5
148	cait_xxs24_384	87.399	12.601	97.613	2.387	12.03	384	1.000	bicubic	+6.445	+1.975	+70
149	resnet51q	87.388	12.612	97.581	2.419	35.70	288	1.000	bilinear	+5.020	+1.405	+1
150	xcit_tiny_24_p8_224	87.375	12.625	97.634	2.366	12.11	224	1.000	bicubic	+5.481	+1.650	+22
151	tresnet_l_448	87.373	12.627	97.489	2.511	55.99	448	0.875	bilinear	+5.111	+1.509	+8
152	coat_lite_small	87.365	12.635	97.368	2.632	19.84	224	0.900	bicubic	+5.063	+1.508	+3
153	nasnetalarge	87.352	12.648	97.412	2.588	88.75	331	0.911	bicubic	+4.716	+1.362	-18
154	crossvit_18_dagger_240	87.335	12.665	97.453	2.547	44.27	240	0.875	bicubic	+4.829	+1.381	-10
155	crossvit_18_240	87.307	12.693	97.485	2.515	43.27	240	0.875	bicubic	+4.913	+1.423	-8
156	resnetv2_101	87.296	12.704	97.329	2.671	44.54	224	0.950	bicubic	+5.264	+1.465	+11
157	ecaresnet101d	87.281	12.719	97.560	2.440	44.57	224	0.875	bicubic	+5.109	+1.506	+6
158	pit_s_distilled_224	87.264	12.736	97.504	2.496	24.04	224	0.900	bicubic	+5.270	+1.704	+10
159	resnest101e	87.262	12.738	97.558	2.442	48.28	256	0.875	bilinear	+4.386	+1.246	-31
160	resnetrs101	87.243	12.757	97.455	2.545	63.62	288	0.940	bicubic	+4.949	+1.453	-3
161	mixer_b16_224_miil	87.230	12.770	97.417	2.583	59.88	224	0.875	bilinear	+4.928	+1.703	-5
162	tresnet_xl	87.230	12.770	97.400	2.600	78.44	224	0.875	bilinear	+5.172	+1.468	+4
163	xcit_tiny_12_p8_224_dist	87.224	12.776	97.442	2.558	6.71	224	1.000	bicubic	+6.010	+1.836	+40
164	convit_base	87.205	12.795	97.295	2.705	86.54	224	0.875	bicubic	+4.913	+1.361	-6
165	xcit_tiny_12_p16_384_dist	87.198	12.802	97.468	2.532	6.72	384	1.000	bicubic	+6.254	+2.054	+53
166	tf_efficientnet_b3_ap	87.198	12.802	97.382	2.618	12.23	300	0.904	bicubic	+5.376	+1.762	+10
167	visformer_small	87.185	12.815	97.320	2.679	40.22	224	0.900	bicubic	+5.089	+1.442	-2
168	crossvit_15_dagger_240	87.153	12.847	97.440	2.560	28.21	240	0.875	bicubic	+4.843	+1.478	-14
169	xcit_small_24_p16_224	87.136	12.864	97.256	2.744	47.67	224	1.000	bicubic	+4.558	+1.256	-30
170	convit_small	87.044	12.956	97.348	2.652	27.78	224	0.875	bicubic	+5.632	+1.602	+22
171	crossvit_15_240	87.038	12.962	97.423	2.577	27.53	240	0.875	bicubic	+5.512	+1.729	+12
172	jx_nest_tiny	87.014	12.986	97.380	2.620	17.06	224	0.875	bicubic	+5.580	+1.760	+18
173	tf_efficientnetv2_b3	87.014	12.986	97.303	2.697	14.36	300	0.904	bicubic	+5.060	+1.519	-2
174	regnetz_b	87.012	12.988	97.429	2.571	9.72	288	0.940	bicubic	+6.294	+1.955	+56
175	xcit_small_12_p16_224	87.000	13.000	97.248	2.752	26.25	224	1.000	bicubic	+5.024	+1.430	-5
176	deit_small_distilled_patch16_224	86.993	13.007	97.316	2.684	22.44	224	0.900	bicubic	+5.791	+1.938	+28
177	resmlp_36_distilled_224	86.987	13.013	97.273	2.727	44.69	224	0.875	bicubic	+5.833	+1.777	+29
178	xcit_large_24_p16_224	86.961	13.039	96.923	3.077	189.10	224	1.000	bicubic	+4.063	+1.041	-51
179	xcit_medium_24_p16_224	86.940	13.060	97.096	2.904	84.40	224	1.000	bicubic	+4.314	+1.120	-43
180	tnt_s_patch16_224	86.901	13.099	97.361	2.639	23.76	224	0.900	bicubic	+5.387	+1.617	+5
181	convmixer_1536_20	86.861	13.139	97.346	2.654	51.63	224	0.960	bicubic	+5.485	+1.736	+15
182	rexnet_200	86.854	13.146	97.282	2.718	16.37	224	0.875	bicubic	+5.228	+1.610	-3
183	vit_small_patch16_224	86.852	13.148	97.598	2.402	22.05	224	0.900	bicubic	+5.466	+1.468	+11
184	ssl_resnext101_32x16d	86.850	13.150	97.519	2.481	194.03	224	0.875	bilinear	+5.006	+1.429	-11
185	tf_efficientnet_b3	86.842	13.158	97.293	2.707	12.23	300	0.904	bicubic	+5.196	+1.573	-7
186	vit_small_r26_s32_224	86.840	13.161	97.532	2.468	36.43	224	0.900	bicubic	+5.002	+1.506	-12
187	deit_base_patch16_224	86.827	13.173	97.056	2.944	86.57	224	0.900	bicubic	+4.843	+1.314	-18
188	tresnet_m_448	86.814	13.186	97.210	2.791	31.39	448	0.875	bilinear	+5.100	+1.640	-12
189	coat_mini	86.810	13.190	97.167	2.833	10.34	224	0.900	bicubic	+5.528	+1.773	+11
190	swsl_resnet50	86.801	13.199	97.491	2.509	25.56	224	0.875	bilinear	+5.655	+1.513	+17
191	tf_efficientnet_lite4	86.799	13.201	97.256	2.744	13.01	380	0.920	bilinear	+5.259	+1.596	-9
192	ssl_resnext101_32x8d	86.797	13.203	97.470	2.530	88.79	224	0.875	bilinear	+5.197	+1.424	-12
193	tresnet_l	86.754	13.246	97.271	2.729	55.99	224	0.875	bilinear	+5.270	+1.651	-5
194	twins_svt_small	86.754	13.246	97.175	2.825	24.06	224	0.900	bicubic	+5.072	+1.497	-17
195	crossvit_base_240	86.735	13.265	97.122	2.878	105.03	240	0.875	bicubic	+4.529	+1.294	-34
196	levit_256	86.733	13.267	97.261	2.739	18.89	224	0.900	bicubic	+5.231	+1.781	-9
197	seresnext50_32x4d	86.705	13.295	97.207	2.793	27.56	224	0.875	bicubic	+5.437	+1.581	+3
198	crossvit_small_240	86.705	13.295	97.284	2.716	26.86	240	0.875	bicubic	+5.675	+1.818	+16
199	pit_b_224	86.690	13.310	96.894	3.107	73.76	224	0.900	bicubic	+4.246	+1.182	-53
200	tf_efficientnet_b1_ns	86.681	13.319	97.380	2.620	7.79	240	0.882	bicubic	+5.297	+1.642	-5
201	swin_tiny_patch4_window7_224	86.671	13.329	97.199	2.801	28.29	224	0.900	bicubic	+5.285	+1.663	-8
202	gernet_l	86.652	13.348	97.195	2.805	31.08	256	0.875	bilinear	+5.306	+1.659	-5
203	wide_resnet50_2	86.647	13.353	97.205	2.795	68.88	224	0.875	bicubic	+5.197	+1.687	-14
204	efficientnet_el	86.622	13.378	97.182	2.818	10.59	300	0.904	bicubic	+5.316	+1.646	-5
205	twins_pcpvt_small	86.609	13.391	97.342	2.658	24.11	224	0.900	bicubic	+5.505	+1.700	+4
206	resmlp_24_distilled_224	86.607	13.393	97.137	2.863	30.02	224	0.875	bicubic	+5.847	+1.917	+21
207	nf_resnet50	86.598	13.402	97.295	2.705	25.56	288	0.940	bicubic	+5.942	+1.959	+24
208	efficientnet_b3_pruned	86.585	13.415	97.186	2.814	9.86	300	0.904	bicubic	+5.727	+1.946	+16
209	sehalonet33ts	86.585	13.415	97.004	2.995	13.69	256	0.940	bicubic	+5.603	+1.732	+7
210	resnest50d_4s2x40d	86.581	13.419	97.271	2.729	30.42	224	0.875	bicubic	+5.461	+1.711	-2
211	repvgg_b3	86.570	13.430	97.143	2.857	123.09	224	0.875	bilinear	+6.054	+1.879	+26
212	xcit_tiny_24_p16_224_dist	86.543	13.457	97.214	2.786	12.12	224	1.000	bicubic	+6.081	+2.006	+29
213	ecaresnet50d	86.479	13.521	97.186	2.814	25.58	224	0.875	bicubic	+5.859	+1.878	+20
214	ssl_resnext101_32x4d	86.474	13.526	97.468	2.532	44.18	224	0.875	bilinear	+5.552	+1.738	+7
215	gcresnet50t	86.459	13.541	97.141	2.859	25.90	256	0.900	bicubic	+5.521	+1.701	+5
216	gluon_resnet152_v1s	86.453	13.547	97.122	2.878	60.32	224	0.875	bicubic	+5.433	+1.700	-2
217	haloregnetz_b	86.449	13.551	96.938	3.062	11.68	224	0.940	bicubic	+5.407	+1.738	-6
218	resnest50d_1s4x24d	86.440	13.560	97.152	2.848	25.68	224	0.875	bicubic	+5.440	+1.826	-3
219	resnetv2_50x1_bitm	86.440	13.560	97.605	2.396	25.55	448	1.000	bilinear	+6.096	+1.919	+30
220	halonet50ts	86.391	13.609	96.799	3.200	22.73	256	0.940	bicubic	+4.843	+1.487	-39
221	lamhalobotnet50ts_256	86.391	13.609	96.676	3.324	22.57	256	0.950	bicubic	+4.969	+1.620	-30
222	halo2botnet50ts_256	86.372	13.628	96.761	3.239	22.64	256	0.950	bicubic	+4.852	+1.503	-38
223	repvgg_b3g4	86.359	13.641	97.052	2.949	83.83	224	0.875	bilinear	+6.141	+1.948	+38
224	legacy_senet154	86.334	13.666	96.925	3.075	115.09	224	0.875	bilinear	+5.008	+1.419	-26
225	gernet_m	86.325	13.675	97.092	2.908	21.14	224	0.875	bilinear	+5.599	+1.914	+4
226	cait_xxs36_224	86.321	13.679	97.113	2.887	17.30	224	1.000	bicubic	+6.559	+2.245	+62
227	pit_s_224	86.319	13.681	97.045	2.955	23.46	224	0.900	bicubic	+5.219	+1.711	-17
228	efficientnet_b2	86.310	13.690	96.990	3.010	9.11	288	1.000	bicubic	+5.700	+1.674	+6
229	vit_small_patch32_384	86.304	13.696	97.417	2.583	22.92	384	1.000	bicubic	+5.818	+1.819	+9
230	gluon_senet154	86.274	13.726	96.936	3.064	115.09	224	0.875	bicubic	+5.050	+1.584	-28
231	resnest50d	86.231	13.769	97.064	2.936	27.48	224	0.875	bilinear	+5.269	+1.686	-14
232	convmixer_768_32	86.220	13.780	97.030	2.970	21.11	224	0.960	bicubic	+6.060	+1.956	+32
233	efficientnet_el_pruned	86.188	13.812	97.022	2.978	10.59	300	0.904	bicubic	+5.900	+1.800	+21
234	ecaresnet101d_pruned	86.182	13.818	97.342	2.658	24.88	224	0.875	bicubic	+5.370	+1.702	-9
235	rexnet_150	86.165	13.835	97.071	2.929	9.73	224	0.875	bicubic	+5.855	+1.911	+16
236	cspdarknet53	86.152	13.848	97.013	2.987	27.64	256	0.887	bilinear	+6.102	+1.921	+35
237	inception_v4	86.152	13.848	96.921	3.079	42.68	299	0.875	bicubic	+6.008	+1.949	+28
238	inception_resnet_v2	86.120	13.880	97.041	2.959	55.84	299	0.897	bicubic	+5.672	+1.733	+5
239	xcit_tiny_12_p8_224	86.118	13.882	97.084	2.917	6.71	224	1.000	bicubic	+6.408	+2.026	+51
240	ssl_resnext50_32x4d	86.075	13.925	97.212	2.788	25.03	224	0.875	bilinear	+5.773	+1.794	+13
241	tf_efficientnet_el	86.071	13.929	96.966	3.034	10.59	300	0.904	bicubic	+5.823	+1.842	+16
242	lambda_resnet50ts	86.052	13.948	96.744	3.256	21.54	256	0.950	bicubic	+4.886	+1.648	-37
243	ecaresnetlight	86.045	13.955	97.069	2.931	30.16	224	0.875	bicubic	+5.591	+1.817	-1
244	gluon_resnet101_v1s	86.037	13.963	97.026	2.974	44.67	224	0.875	bicubic	+5.755	+1.864	+11
245	resnetv2_50	86.020	13.980	96.911	3.089	25.55	224	0.950	bicubic	+5.614	+1.831	-1
246	gcresnext50ts	86.009	13.991	96.966	3.034	15.67	256	0.900	bicubic	+5.415	+1.786	-11
247	gluon_seresnext101_32x4d	86.007	13.993	96.979	3.021	48.96	224	0.875	bicubic	+5.131	+1.687	-25
248	seresnet33ts	86.005	13.995	97.009	2.991	19.78	256	0.900	bicubic	+5.633	+1.895	0
249	resnet50d	85.994	14.006	96.985	3.015	25.58	224	0.875	bicubic	+5.456	+1.825	-13
250	tf_efficientnet_b2_ap	85.977	14.023	96.808	3.192	9.11	260	0.890	bicubic	+5.671	+1.776	+2
251	ecaresnet26t	85.964	14.036	97.032	2.968	16.01	320	0.950	bicubic	+6.130	+1.948	+31
252	vit_base_patch32_224	85.960	14.040	97.128	2.872	88.22	224	0.900	bicubic	+5.228	+1.562	-24
253	gluon_seresnext101_64x4d	85.951	14.049	96.987	3.013	88.23	224	0.875	bicubic	+5.081	+1.681	-30
254	gluon_resnet152_v1d	85.906	14.094	96.808	3.192	60.21	224	0.875	bicubic	+5.430	+1.606	-15
255	vit_large_patch32_384	85.902	14.098	97.370	2.630	306.63	384	1.000	bicubic	+4.396	+1.284	-69
256	tf_efficientnetv2_b2	85.900	14.100	96.883	3.117	10.10	260	0.890	bicubic	+5.686	+1.839	+6
257	tf_efficientnet_b2	85.881	14.119	96.855	3.145	9.11	260	0.890	bicubic	+5.813	+1.951	+12
258	vit_base_patch16_sam_224	85.879	14.121	96.706	3.294	86.57	224	0.900	bicubic	+5.637	+1.944	+1
259	repvgg_b2g4	85.857	14.143	96.821	3.179	61.76	224	0.875	bilinear	+6.477	+2.127	+48
260	seresnet50	85.830	14.170	97.002	2.998	28.09	224	0.875	bicubic	+5.582	+1.932	-2
261	gluon_resnet101_v1d	85.827	14.173	96.661	3.339	44.57	224	0.875	bicubic	+5.423	+1.637	-16
262	gcresnet33ts	85.804	14.196	96.896	3.104	19.88	256	0.900	bicubic	+5.718	+1.904	+6
263	mixnet_xl	85.785	14.215	96.721	3.280	11.90	224	0.875	bicubic	+5.317	+1.789	-23
264	ens_adv_inception_resnet_v2	85.781	14.220	96.757	3.243	55.84	299	0.897	bicubic	+5.803	+1.821	+9
265	cspresnext50	85.763	14.237	96.838	3.162	20.57	224	0.875	bilinear	+5.711	+1.888	+5
266	tf_efficientnet_lite3	85.759	14.241	96.894	3.107	8.20	300	0.904	bilinear	+5.939	+1.984	+19
267	gluon_resnext101_32x4d	85.744	14.256	96.616	3.384	44.18	224	0.875	bicubic	+5.406	+1.708	-17
268	ese_vovnet39b	85.742	14.258	96.902	3.098	24.57	224	0.875	bicubic	+6.438	+2.178	+44
269	legacy_seresnext101_32x4d	85.738	14.262	96.763	3.237	48.96	224	0.875	bilinear	+5.516	+1.751	-9
270	xcit_tiny_24_p16_224	85.736	14.264	96.938	3.062	12.12	224	1.000	bicubic	+6.284	+2.050	+34
271	eca_resnet33ts	85.736	14.264	96.900	3.100	19.68	256	0.900	bicubic	+5.640	+1.926	-4
272	cspresnet50	85.725	14.275	96.802	3.198	21.62	256	0.887	bilinear	+6.149	+2.100	+26
273	regnety_320	85.723	14.277	96.727	3.273	145.05	224	0.875	bicubic	+4.929	+1.481	-47
274	resnet50	85.704	14.296	96.490	3.510	25.56	224	0.950	bicubic	+5.322	+1.896	-27
275	gluon_resnext101_64x4d	85.704	14.296	96.646	3.354	83.46	224	0.875	bicubic	+5.078	+1.644	-43
276	resmlp_big_24_224	85.697	14.303	96.417	3.583	129.14	224	0.875	bicubic	+4.665	+1.395	-64
277	xception71	85.693	14.307	96.772	3.228	42.34	299	0.903	bicubic	+5.809	+1.840	0
278	efficientnet_em	85.691	14.309	96.941	3.059	6.90	240	0.882	bicubic	+6.431	+2.149	+42
279	deit_small_patch16_224	85.663	14.337	96.906	3.094	22.05	224	0.900	bicubic	+5.797	+1.850	+1
280	dpn107	85.650	14.350	96.725	3.275	86.92	224	0.875	bicubic	+5.478	+1.821	-17
281	pit_xs_distilled_224	85.644	14.356	96.665	3.335	11.00	224	0.900	bicubic	+6.350	+2.291	+35
282	efficientnet_b2_pruned	85.637	14.363	96.746	3.254	8.31	260	0.890	bicubic	+5.731	+1.892	-6
283	resmlp_36_224	85.623	14.377	96.795	3.205	44.69	224	0.875	bicubic	+5.847	+1.909	+4
284	levit_192	85.586	14.414	96.744	3.256	10.95	224	0.900	bicubic	+5.726	+1.942	-3
285	gluon_resnet152_v1c	85.576	14.425	96.652	3.348	60.21	224	0.875	bicubic	+5.664	+1.800	-10
286	ecaresnet50d_pruned	85.573	14.427	96.934	3.066	19.94	224	0.875	bicubic	+5.867	+2.060	+5
287	resnext50d_32x4d	85.561	14.439	96.746	3.254	25.05	224	0.875	bicubic	+5.897	+1.880	+7
288	tf_efficientnetv2_b1	85.556	14.444	96.721	3.280	8.14	240	0.882	bicubic	+6.082	+2.001	+14
289	regnety_120	85.541	14.459	96.774	3.226	51.82	224	0.875	bicubic	+5.155	+1.652	-43
290	regnetx_320	85.516	14.484	96.667	3.333	107.81	224	0.875	bicubic	+5.268	+1.641	-34
291	nf_regnet_b1	85.496	14.504	96.791	3.209	10.22	288	0.900	bicubic	+6.200	+2.049	+24
292	dpn92	85.484	14.516	96.635	3.365	37.67	224	0.875	bicubic	+5.490	+1.799	-20
293	rexnet_130	85.465	14.536	96.686	3.314	7.56	224	0.875	bicubic	+5.969	+2.012	+8
294	gluon_resnet152_v1b	85.458	14.542	96.560	3.440	60.19	224	0.875	bicubic	+5.778	+1.824	-1
295	resnetrs50	85.433	14.568	96.731	3.269	35.69	224	0.910	bicubic	+5.563	+1.761	-16
296	dpn131	85.411	14.589	96.637	3.363	79.25	224	0.875	bicubic	+5.577	+1.925	-12
297	dla102x2	85.383	14.617	96.635	3.365	41.28	224	0.875	bilinear	+5.943	+1.991	+8
298	regnetx_160	85.364	14.636	96.633	3.367	54.28	224	0.875	bicubic	+5.530	+1.809	-15
299	gmlp_s16_224	85.349	14.651	96.641	3.358	19.42	224	0.875	bicubic	+5.707	+2.019	-3
300	gluon_seresnext50_32x4d	85.343	14.657	96.671	3.329	27.56	224	0.875	bicubic	+5.419	+1.843	-26
301	botnet26t_256	85.334	14.666	96.635	3.365	12.49	256	0.950	bicubic	+6.074	+2.101	+18
302	skresnext50_32x4d	85.315	14.685	96.394	3.606	27.48	224	0.875	bicubic	+5.173	+1.750	-36
303	gluon_resnet101_v1c	85.311	14.689	96.415	3.585	44.57	224	0.875	bicubic	+5.777	+1.827	-3
304	dpn98	85.309	14.691	96.466	3.534	61.57	224	0.875	bicubic	+5.655	+1.862	-9
305	xception65	85.304	14.696	96.633	3.367	39.92	299	0.903	bicubic	+5.758	+1.973	-6
306	lambda_resnet26t	85.300	14.700	96.723	3.277	10.96	256	0.940	bicubic	+6.192	+2.135	+22
307	regnety_064	85.287	14.713	96.633	3.367	30.58	224	0.875	bicubic	+5.557	+1.871	-18
308	dpn68b	85.285	14.715	96.473	3.527	12.61	224	0.875	bicubic	+6.069	+2.051	+16
309	resnetblur50	85.277	14.723	96.516	3.484	25.56	224	0.875	bicubic	+5.977	+1.880	+5
310	resmlp_24_224	85.275	14.726	96.499	3.502	30.02	224	0.875	bicubic	+5.889	+1.953	-4
311	coat_lite_mini	85.249	14.751	96.684	3.316	11.01	224	0.900	bicubic	+6.149	+2.082	+18
312	resnet33ts	85.242	14.758	96.620	3.380	19.68	256	0.900	bicubic	+6.028	+2.048	+13
313	resnext50_32x4d	85.232	14.768	96.526	3.474	25.03	224	0.875	bicubic	+5.432	+1.912	-27
314	regnety_080	85.232	14.768	96.635	3.365	39.18	224	0.875	bicubic	+5.360	+1.803	-36
315	cait_xxs24_224	85.221	14.779	96.718	3.282	11.96	224	1.000	bicubic	+6.845	+2.402	+51
316	halonet26t	85.213	14.787	96.466	3.534	12.48	256	0.950	bicubic	+6.079	+2.150	+11
317	xcit_tiny_12_p16_224_dist	85.206	14.794	96.605	3.395	6.72	224	1.000	bicubic	+6.626	+2.401	+34
318	resnext101_32x8d	85.187	14.813	96.449	3.551	88.79	224	0.875	bilinear	+5.875	+1.927	-7
319	gluon_inception_v3	85.183	14.817	96.531	3.470	23.83	299	0.875	bicubic	+6.385	+2.151	+25
320	resnet32ts	85.174	14.826	96.624	3.376	17.96	256	0.900	bicubic	+6.154	+2.262	+14
321	hrnet_w48	85.155	14.845	96.490	3.510	77.47	224	0.875	bilinear	+5.833	+1.976	-11
322	regnetx_120	85.138	14.862	96.473	3.527	46.11	224	0.875	bicubic	+5.532	+1.743	-25
323	tf_efficientnet_b1_ap	85.129	14.871	96.407	3.593	7.79	240	0.882	bicubic	+5.855	+2.105	-6
324	xception	85.129	14.871	96.477	3.523	22.86	299	0.897	bicubic	+6.081	+2.081	+9
325	gluon_resnet101_v1b	85.129	14.871	96.370	3.630	44.55	224	0.875	bicubic	+5.829	+1.840	-12
326	eca_botnext26ts_256	85.127	14.873	96.511	3.489	10.59	256	0.950	bicubic	+5.853	+1.905	-8
327	gluon_xception65	85.123	14.877	96.599	3.401	39.92	299	0.903	bicubic	+5.421	+1.731	-35
328	hrnet_w64	85.117	14.883	96.746	3.254	128.06	224	0.875	bilinear	+5.661	+2.092	-25
329	ssl_resnet50	85.104	14.896	96.862	3.139	25.56	224	0.875	bilinear	+5.868	+2.030	-8
330	res2net101_26w_4s	85.089	14.911	96.385	3.615	45.21	224	0.875	bilinear	+5.897	+1.947	-4
331	lambda_resnet26rpt_256	85.084	14.916	96.558	3.442	10.99	256	0.940	bicubic	+6.116	+2.130	+6
332	tf_efficientnet_cc_b1_8e	85.072	14.928	96.424	3.576	39.72	240	0.882	bicubic	+5.746	+2.056	-23
333	xcit_nano_12_p8_384_dist	85.029	14.971	96.629	3.371	3.05	384	1.000	bicubic	+7.211	+2.595	+62
334	gluon_resnext50_32x4d	85.010	14.990	96.426	3.574	25.03	224	0.875	bicubic	+5.646	+2.002	-26
335	tf_efficientnet_b0_ns	85.003	14.997	96.496	3.504	5.29	224	0.875	bicubic	+6.345	+2.126	+15
336	resnest26d	84.997	15.003	96.629	3.371	17.07	224	0.875	bilinear	+6.519	+2.333	+20
337	coat_tiny	84.969	15.031	96.409	3.591	5.50	224	0.900	bicubic	+6.535	+2.375	+25
338	regnety_040	84.948	15.052	96.601	3.399	20.65	224	0.875	bicubic	+5.720	+1.955	-16
339	eca_halonext26ts	84.918	15.082	96.445	3.555	10.76	256	0.940	bicubic	+6.078	+2.189	+2
340	dla169	84.914	15.086	96.522	3.478	53.39	224	0.875	bilinear	+6.216	+2.190	+7
341	legacy_seresnext50_32x4d	84.909	15.091	96.437	3.563	27.56	224	0.875	bilinear	+5.831	+2.005	-11
342	tf_efficientnet_b1	84.907	15.093	96.362	3.638	7.79	240	0.882	bicubic	+6.071	+2.168	0
343	hrnet_w44	84.886	15.114	96.432	3.568	67.06	224	0.875	bilinear	+5.996	+2.050	-4
344	regnetx_080	84.875	15.125	96.428	3.572	39.57	224	0.875	bicubic	+5.655	+1.882	-21
345	gluon_resnet50_v1s	84.852	15.148	96.447	3.553	25.68	224	0.875	bicubic	+6.156	+2.199	+3
346	res2net50_26w_8s	84.843	15.157	96.338	3.662	48.40	224	0.875	bilinear	+5.863	+2.054	-11
347	dla60_res2next	84.828	15.172	96.413	3.587	17.03	224	0.875	bilinear	+6.386	+2.217	+14
348	mixnet_l	84.826	15.174	96.328	3.672	7.33	224	0.875	bicubic	+5.846	+2.148	-12
349	levit_128	84.822	15.178	96.351	3.649	9.21	224	0.900	bicubic	+6.356	+2.341	+8
350	dla60_res2net	84.820	15.180	96.481	3.519	20.85	224	0.875	bilinear	+6.358	+2.273	+8
351	vit_tiny_patch16_384	84.820	15.180	96.714	3.286	5.79	384	1.000	bicubic	+6.374	+2.170	+8
352	tv_resnet152	84.818	15.182	96.219	3.781	60.19	224	0.875	bilinear	+6.496	+2.175	+16
353	dla102x	84.813	15.187	96.548	3.452	26.31	224	0.875	bilinear	+6.301	+2.322	+1
354	gluon_resnet50_v1d	84.811	15.189	96.394	3.606	25.58	224	0.875	bicubic	+5.747	+1.934	-23
355	xception41	84.809	15.191	96.413	3.587	26.97	299	0.903	bicubic	+6.277	+2.129	-2
356	regnetx_064	84.783	15.217	96.492	3.508	26.21	224	0.875	bicubic	+5.723	+2.026	-24
357	pit_xs_224	84.783	15.217	96.505	3.495	10.62	224	0.900	bicubic	+6.599	+2.341	+17
358	hrnet_w40	84.745	15.255	96.556	3.444	57.56	224	0.875	bilinear	+5.819	+2.078	-20
359	repvgg_b2	84.726	15.274	96.484	3.517	89.02	224	0.875	bilinear	+5.932	+2.058	-14
360	res2net50_26w_6s	84.724	15.276	96.274	3.726	37.05	224	0.875	bilinear	+6.158	+2.156	-8
361	resmlp_12_distilled_224	84.707	15.293	96.225	3.775	15.35	224	0.875	bicubic	+6.763	+2.663	+25
362	legacy_seresnet152	84.696	15.304	96.417	3.583	66.82	224	0.875	bilinear	+6.034	+2.041	-13
363	selecsls60b	84.655	15.345	96.298	3.702	32.77	224	0.875	bicubic	+6.247	+2.122	0
364	hrnet_w32	84.653	15.347	96.413	3.587	41.23	224	0.875	bilinear	+6.211	+2.255	-4
365	bat_resnext26ts	84.640	15.360	96.285	3.715	10.73	256	0.900	bicubic	+6.378	+2.185	+4
366	tf_efficientnetv2_b0	84.625	15.375	96.272	3.728	7.14	224	0.875	bicubic	+6.255	+2.246	+1
367	efficientnet_b1	84.615	15.385	96.336	3.664	7.79	256	1.000	bicubic	+5.811	+1.990	-24
368	regnetx_040	84.600	15.400	96.385	3.615	22.12	224	0.875	bicubic	+6.116	+2.131	-13
369	hrnet_w30	84.591	15.409	96.392	3.608	37.71	224	0.875	bilinear	+6.389	+2.164	+4
370	efficientnet_es	84.591	15.409	96.315	3.685	5.44	224	0.875	bicubic	+6.509	+2.371	+9
371	tf_mixnet_l	84.559	15.441	96.247	3.753	7.33	224	0.875	bicubic	+5.781	+2.247	-25
372	wide_resnet101_2	84.555	15.445	96.351	3.649	126.89	224	0.875	bilinear	+5.701	+2.067	-32
373	dla60x	84.529	15.471	96.291	3.709	17.35	224	0.875	bilinear	+6.283	+2.267	-2
374	legacy_seresnet101	84.502	15.498	96.338	3.662	49.33	224	0.875	bilinear	+6.118	+2.074	-10
375	resnet26t	84.465	15.535	96.210	3.790	16.01	256	0.940	bicubic	+6.593	+2.376	+14
376	tf_efficientnet_em	84.463	15.537	96.178	3.822	6.90	240	0.882	bicubic	+6.321	+2.120	0
377	coat_lite_tiny	84.457	15.543	96.370	3.630	5.72	224	0.900	bicubic	+6.943	+2.454	+28
378	efficientnet_b1_pruned	84.399	15.601	96.138	3.862	6.33	240	0.882	bicubic	+6.149	+2.302	-8
379	repvgg_b1	84.399	15.601	96.202	3.798	57.42	224	0.875	bilinear	+6.021	+2.098	-14
380	res2net50_26w_4s	84.371	15.629	96.080	3.920	25.70	224	0.875	bilinear	+6.385	+2.232	+3
381	hardcorenas_f	84.322	15.678	96.027	3.973	8.20	224	0.875	bilinear	+6.218	+2.233	-3
382	res2net50_14w_8s	84.307	15.693	96.074	3.926	25.06	224	0.875	bilinear	+6.173	+2.218	-5
383	selecsls60	84.282	15.718	96.091	3.909	30.67	224	0.875	bicubic	+6.298	+2.259	+1
384	res2next50	84.230	15.770	96.003	3.997	24.67	224	0.875	bilinear	+5.988	+2.099	-12
385	regnetx_032	84.230	15.770	96.255	3.745	15.30	224	0.875	bicubic	+6.080	+2.169	-10
386	gluon_resnet50_v1c	84.209	15.791	96.165	3.835	25.58	224	0.875	bicubic	+6.203	+2.177	-4
387	dla102	84.192	15.808	96.223	3.777	33.27	224	0.875	bilinear	+6.164	+2.265	-6
388	gcresnext26ts	84.181	15.819	96.084	3.916	10.48	256	0.900	bicubic	+6.361	+2.258	+6
389	rexnet_100	84.173	15.827	96.253	3.747	4.80	224	0.875	bicubic	+6.313	+2.377	+3
390	tf_inception_v3	84.128	15.872	95.918	4.082	23.83	299	0.875	bicubic	+6.268	+2.272	+1
391	seresnext26ts	84.124	15.876	96.069	3.931	10.39	256	0.900	bicubic	+6.276	+2.281	+2
392	res2net50_48w_2s	84.121	15.879	95.965	4.035	25.29	224	0.875	bilinear	+6.587	+2.407	+12
393	resnet34d	84.104	15.896	95.975	4.025	21.82	224	0.875	bicubic	+6.990	+2.593	+25
394	tf_efficientnet_lite2	84.092	15.908	96.063	3.937	6.09	260	0.890	bicubic	+6.610	+2.315	+12
395	xcit_tiny_12_p16_224	84.083	15.917	96.230	3.771	6.72	224	1.000	bicubic	+6.963	+2.512	+22
396	efficientnet_b0	84.034	15.966	95.956	4.044	5.29	224	0.875	bicubic	+6.330	+2.434	+1
397	crossvit_9_dagger_240	84.030	15.970	96.080	3.920	8.78	240	0.875	bicubic	+7.040	+2.474	+26
398	hardcorenas_e	83.972	16.028	95.901	4.099	8.07	224	0.875	bilinear	+6.172	+2.205	-2
399	gmixer_24_224	83.970	16.030	95.852	4.148	24.72	224	0.875	bicubic	+5.918	+2.184	-19
400	tf_efficientnet_cc_b0_8e	83.970	16.030	96.072	3.929	24.01	224	0.875	bicubic	+6.062	+2.416	-12
401	regnety_016	83.955	16.045	95.997	4.003	11.20	224	0.875	bicubic	+6.091	+2.273	-11
402	tv_resnext50_32x4d	83.955	16.045	95.948	4.052	25.03	224	0.875	bilinear	+6.345	+2.264	-3
403	gluon_resnet50_v1b	83.942	16.058	96.018	3.982	25.56	224	0.875	bicubic	+6.366	+2.296	0
404	densenet161	83.900	16.101	96.014	3.986	28.68	224	0.875	bicubic	+6.548	+2.378	+7
405	seresnext26t_32x4d	83.887	16.113	95.943	4.057	16.81	224	0.875	bicubic	+5.909	+2.201	-20
406	mobilenetv2_120d	83.887	16.113	95.905	4.095	5.83	224	0.875	bicubic	+6.601	+2.393	+8
407	adv_inception_v3	83.876	16.124	95.939	4.061	23.83	299	0.875	bicubic	+6.298	+2.199	-5
408	tv_resnet101	83.855	16.145	95.888	4.112	44.55	224	0.875	bilinear	+6.487	+2.328	+2
409	inception_v3	83.771	16.229	95.898	4.101	23.83	299	0.875	bicubic	+6.307	+2.422	-2
410	hardcorenas_d	83.763	16.237	95.734	4.266	7.50	224	0.875	bilinear	+6.339	+2.248	-1
411	dla60	83.735	16.265	95.933	4.067	22.04	224	0.875	bilinear	+6.701	+2.609	+11
412	xcit_nano_12_p8_224_dist	83.733	16.267	95.948	4.052	3.05	224	1.000	bicubic	+7.403	+2.862	+31
413	seresnext26d_32x4d	83.724	16.276	95.847	4.153	16.81	224	0.875	bicubic	+6.138	+2.243	-12
414	repvgg_b1g4	83.695	16.305	96.029	3.971	39.97	224	0.875	bilinear	+6.101	+2.187	-14
415	eca_resnext26ts	83.692	16.308	95.939	4.061	10.30	256	0.900	bicubic	+6.242	+2.361	-7
416	convmixer_1024_20_ks9_p14	83.688	16.312	95.886	4.114	24.38	224	0.960	bicubic	+6.744	+2.528	+10
417	legacy_seresnet50	83.671	16.329	95.982	4.018	28.09	224	0.875	bilinear	+6.033	+2.236	-19
418	tf_efficientnet_b0_ap	83.660	16.340	95.783	4.217	5.29	224	0.875	bicubic	+6.556	+2.519	+1
419	skresnet34	83.650	16.350	95.920	4.080	22.28	224	0.875	bicubic	+6.730	+2.600	+8
420	tf_efficientnet_cc_b0_4e	83.639	16.361	95.730	4.270	13.31	224	0.875	bicubic	+6.319	+2.408	-8
421	resmlp_12_224	83.573	16.427	95.760	4.240	15.35	224	0.875	bicubic	+6.919	+2.588	+14
422	mobilenetv3_large_100_miil	83.549	16.451	95.450	4.550	5.48	224	0.875	bilinear	+5.637	+2.546	-35
423	densenet201	83.547	16.453	95.807	4.193	20.01	224	0.875	bicubic	+6.257	+2.327	-10
424	gernet_s	83.522	16.478	95.792	4.208	8.17	224	0.875	bilinear	+6.616	+2.658	+4
425	legacy_seresnext26_32x4d	83.515	16.485	95.719	4.281	16.79	224	0.875	bicubic	+6.421	+2.409	-5
426	mixnet_m	83.513	16.487	95.691	4.309	5.01	224	0.875	bicubic	+6.239	+2.269	-12
427	tf_efficientnet_b0	83.513	16.487	95.717	4.283	5.29	224	0.875	bicubic	+6.667	+2.487	+3
428	hrnet_w18	83.500	16.500	95.907	4.093	21.30	224	0.875	bilinear	+6.742	+2.469	+4
429	densenetblur121d	83.475	16.525	95.817	4.183	8.00	224	0.875	bicubic	+6.885	+2.625	+9
430	selecsls42b	83.460	16.540	95.749	4.251	32.46	224	0.875	bicubic	+6.270	+2.359	-14
431	resnext26ts	83.457	16.543	95.726	4.274	10.30	256	0.900	bicubic	+6.685	+2.596	0
432	tf_efficientnet_lite1	83.355	16.645	95.638	4.362	5.42	240	0.882	bicubic	+6.691	+2.404	+2
433	hardcorenas_c	83.336	16.664	95.713	4.287	5.52	224	0.875	bilinear	+6.286	+2.541	-12
434	regnetx_016	83.186	16.814	95.740	4.260	9.19	224	0.875	bicubic	+6.240	+2.314	-9
435	mobilenetv2_140	83.176	16.824	95.685	4.315	6.11	224	0.875	bicubic	+6.660	+2.685	+6
436	tf_mixnet_m	83.174	16.826	95.469	4.531	5.01	224	0.875	bicubic	+6.216	+2.303	-12
437	xcit_nano_12_p16_384_dist	83.174	16.826	95.743	4.257	3.05	384	1.000	bicubic	+7.706	+3.067	+22
438	dpn68	83.171	16.829	95.589	4.411	12.61	224	0.875	bicubic	+6.877	+2.627	+7
439	tf_efficientnet_es	83.167	16.833	95.591	4.409	5.44	224	0.875	bicubic	+6.577	+2.379	-2
440	ese_vovnet19b_dw	83.114	16.886	95.790	4.210	6.54	224	0.875	bicubic	+6.290	+2.510	-10
441	levit_128s	83.065	16.935	95.533	4.467	7.78	224	0.900	bicubic	+6.527	+2.669	-2
442	resnet26d	83.043	16.957	95.602	4.398	16.01	224	0.875	bicubic	+6.353	+2.454	-9
443	repvgg_a2	82.999	17.002	95.600	4.400	28.21	224	0.875	bilinear	+6.519	+2.580	-1
444	tv_resnet50	82.954	17.046	95.472	4.529	25.56	224	0.875	bilinear	+6.802	+2.594	+2
445	hardcorenas_b	82.877	17.123	95.386	4.614	5.18	224	0.875	bilinear	+6.347	+2.634	-5
446	densenet121	82.815	17.185	95.585	4.415	7.98	224	0.875	bicubic	+7.247	+2.933	+9
447	vit_tiny_r_s16_p8_384	82.693	17.307	95.862	4.138	6.36	384	1.000	bicubic	+6.721	+2.590	+2
448	densenet169	82.661	17.339	95.593	4.407	14.15	224	0.875	bicubic	+6.763	+2.569	+3
449	mixnet_s	82.525	17.476	95.352	4.648	4.13	224	0.875	bicubic	+6.531	+2.560	-1
450	vit_small_patch32_224	82.510	17.490	95.674	4.326	22.88	224	0.900	bicubic	+6.516	+2.398	-3
451	regnety_008	82.478	17.523	95.480	4.520	6.26	224	0.875	bicubic	+6.158	+2.412	-7
452	efficientnet_lite0	82.388	17.612	95.286	4.714	4.65	224	0.875	bicubic	+6.884	+2.770	+6
453	resnest14d	82.362	17.638	95.324	4.676	10.61	224	0.875	bilinear	+6.856	+2.804	+4
454	hardcorenas_a	82.305	17.695	95.294	4.706	5.26	224	0.875	bilinear	+6.393	+2.780	-4
455	efficientnet_es_pruned	82.279	17.721	95.301	4.699	5.44	224	0.875	bicubic	+7.283	+2.861	+15
456	mobilenetv3_rw	82.268	17.732	95.241	4.759	5.48	224	0.875	bicubic	+6.650	+2.529	-2
457	semnasnet_100	82.253	17.747	95.239	4.761	3.89	224	0.875	bicubic	+6.801	+2.633	+4
458	mobilenetv3_large_100	82.177	17.823	95.196	4.804	5.48	224	0.875	bicubic	+6.403	+2.656	-6
459	resnet34	82.125	17.875	95.136	4.864	21.80	224	0.875	bilinear	+7.013	+2.860	+7
460	mobilenetv2_110d	82.076	17.924	95.076	4.923	4.52	224	0.875	bicubic	+7.024	+2.888	+9
461	vit_tiny_patch16_224	82.044	17.956	95.493	4.507	5.72	224	0.900	bicubic	+6.590	+2.641	-1
462	tf_mixnet_s	82.040	17.960	95.130	4.870	4.13	224	0.875	bicubic	+6.356	+2.494	-9
463	repvgg_b0	82.006	17.994	95.102	4.898	15.82	224	0.875	bilinear	+6.854	+2.688	+1
464	deit_tiny_distilled_patch16_224	82.001	17.999	95.147	4.853	5.91	224	0.900	bicubic	+7.477	+3.251	+14
465	mixer_b16_224	81.997	18.003	94.447	5.553	59.88	224	0.875	bicubic	+5.375	+2.219	-29
466	pit_ti_distilled_224	81.972	18.029	95.156	4.845	5.10	224	0.900	bicubic	+7.442	+3.056	+11
467	hrnet_w18_small_v2	81.959	18.041	95.166	4.834	15.60	224	0.875	bilinear	+6.853	+2.754	0
468	tf_efficientnet_lite0	81.950	18.050	95.160	4.840	4.65	224	0.875	bicubic	+7.118	+2.984	+3
469	resnet26	81.942	18.058	95.245	4.755	16.00	224	0.875	bicubic	+6.650	+2.671	-7
470	tf_mobilenetv3_large_100	81.841	18.159	95.076	4.923	5.48	224	0.875	bilinear	+6.331	+2.468	-14
471	tv_densenet121	81.728	18.272	95.036	4.964	7.98	224	0.875	bicubic	+6.982	+2.882	+2
472	regnety_006	81.703	18.297	95.113	4.887	6.06	224	0.875	bicubic	+6.437	+2.579	-9
473	dla34	81.643	18.357	94.874	5.126	15.74	224	0.875	bilinear	+7.035	+2.816	+2
474	xcit_nano_12_p8_224	81.641	18.359	95.264	4.736	3.05	224	1.000	bicubic	+7.729	+3.098	+10
475	crossvit_9_240	81.630	18.370	94.983	5.017	8.55	240	0.875	bicubic	+7.648	+3.013	+8
476	fbnetc_100	81.555	18.445	94.948	5.052	5.57	224	0.875	bilinear	+6.435	+2.574	-11
477	legacy_seresnet34	81.532	18.468	94.899	5.101	21.96	224	0.875	bilinear	+6.740	+2.771	-5
478	regnetx_008	81.508	18.492	95.062	4.938	7.26	224	0.875	bicubic	+6.452	+2.714	-10
479	gluon_resnet34_v1b	81.489	18.511	94.808	5.192	21.80	224	0.875	bicubic	+6.897	+2.812	-3
480	mnasnet_100	81.472	18.528	94.893	5.107	4.38	224	0.875	bicubic	+6.798	+2.795	-6
481	vgg19_bn	81.451	18.549	94.778	5.222	143.68	224	0.875	bilinear	+7.217	+2.924	-2
482	convit_tiny	81.115	18.885	95.044	4.955	5.71	224	0.875	bicubic	+8.003	+3.324	+10
483	crossvit_tiny_240	81.100	18.900	94.991	5.009	7.01	240	0.875	bicubic	+7.756	+3.069	+6
484	spnasnet_100	80.866	19.134	94.511	5.489	4.42	224	0.875	bilinear	+6.788	+2.691	-4
485	ghostnet_100	80.699	19.301	94.291	5.709	5.18	224	0.875	bilinear	+6.715	+2.831	-3
486	regnety_004	80.648	19.352	94.692	5.308	4.34	224	0.875	bicubic	+6.636	+2.926	-5
487	skresnet18	80.624	19.376	94.383	5.617	11.96	224	0.875	bicubic	+7.602	+3.213	+6
488	regnetx_006	80.616	19.384	94.526	5.474	6.20	224	0.875	bicubic	+6.770	+2.844	-3
489	pit_ti_224	80.597	19.404	94.618	5.383	4.85	224	0.900	bicubic	+7.675	+3.208	+6
490	swsl_resnet18	80.562	19.438	94.746	5.254	11.69	224	0.875	bilinear	+7.280	+2.988	+1
491	vgg16_bn	80.535	19.465	94.583	5.417	138.37	224	0.875	bilinear	+7.175	+3.091	-3
492	resnet18d	80.387	19.613	94.244	5.756	11.71	224	0.875	bicubic	+8.119	+3.560	+9
493	tv_resnet34	80.377	19.623	94.430	5.570	21.80	224	0.875	bilinear	+7.073	+3.008	-3
494	mobilenetv2_100	80.257	19.743	94.197	5.803	3.50	224	0.875	bicubic	+7.305	+3.195	0
495	xcit_nano_12_p16_224_dist	80.225	19.775	94.363	5.637	3.05	224	1.000	bicubic	+7.913	+3.511	+5
496	vit_base_patch32_sam_224	80.212	19.788	93.821	6.179	88.22	224	0.900	bicubic	+6.512	+2.813	-10
497	ssl_resnet18	80.114	19.886	94.594	5.406	11.69	224	0.875	bilinear	+7.502	+3.174	-1
498	tf_mobilenetv3_large_075	80.088	19.912	94.186	5.814	3.99	224	0.875	bilinear	+6.638	+2.846	-11
499	deit_tiny_patch16_224	80.009	19.991	94.445	5.555	5.72	224	0.900	bicubic	+7.849	+3.333	+4
500	hrnet_w18_small	79.544	20.456	93.909	6.091	13.19	224	0.875	bilinear	+7.212	+3.223	-1
501	vgg19	79.484	20.516	93.881	6.119	143.67	224	0.875	bilinear	+7.096	+2.995	-3
502	regnetx_004	79.424	20.576	93.849	6.151	5.16	224	0.875	bicubic	+7.034	+3.031	-5
503	tf_mobilenetv3_large_minimal_100	79.232	20.768	93.706	6.294	3.92	224	0.875	bilinear	+6.980	+3.070	-1
504	legacy_seresnet18	79.151	20.849	93.778	6.222	11.78	224	0.875	bicubic	+7.417	+3.440	+2
505	vgg16	79.031	20.968	93.642	6.358	138.36	224	0.875	bilinear	+7.447	+3.252	+2
506	vit_tiny_r_s16_p8_224	78.997	21.003	93.911	6.089	6.34	224	0.900	bicubic	+7.199	+3.087	-1
507	vgg13_bn	78.987	21.013	93.655	6.345	133.05	224	0.875	bilinear	+7.423	+3.281	+1
508	gluon_resnet18_v1b	78.376	21.624	93.134	6.866	11.69	224	0.875	bicubic	+7.542	+3.374	+1
509	vgg11_bn	77.926	22.074	93.228	6.772	132.87	224	0.875	bilinear	+7.564	+3.422	+1
510	xcit_nano_12_p16_224	77.909	22.091	93.437	6.563	3.05	224	1.000	bicubic	+7.937	+3.679	+2
511	regnety_002	77.417	22.583	92.916	7.084	3.16	224	0.875	bicubic	+7.135	+3.372	0
512	mixer_l16_224	77.294	22.706	90.557	9.443	208.20	224	0.875	bicubic	+5.228	+2.903	-8
513	resnet18	77.276	22.724	92.760	7.240	11.69	224	0.875	bilinear	+7.536	+3.674	+1
514	vgg13	77.234	22.766	92.702	7.298	133.05	224	0.875	bilinear	+7.296	+3.444	-1
515	vgg11	76.397	23.603	92.171	7.829	132.86	224	0.875	bilinear	+7.349	+3.535	0
516	regnetx_002	76.102	23.898	92.205	7.795	2.68	224	0.875	bicubic	+7.352	+3.645	0
517	dla60x_c	75.656	24.344	92.164	7.836	1.32	224	0.875	bilinear	+7.744	+3.746	+1
518	tf_mobilenetv3_small_100	74.736	25.264	91.274	8.726	2.54	224	0.875	bilinear	+6.810	+3.598	-1
519	dla46x_c	73.645	26.355	91.110	8.890	1.07	224	0.875	bilinear	+7.669	+4.122	0
520	tf_mobilenetv3_small_075	72.816	27.184	90.031	9.969	2.04	224	0.875	bilinear	+7.096	+3.895	0
521	dla46_c	72.607	27.393	90.495	9.505	1.30	224	0.875	bilinear	+7.737	+4.201	0
522	tf_mobilenetv3_small_minimal_100	70.107	29.893	88.516	11.485	2.04	224	0.875	bilinear	+7.199	+4.270	0