pytorch-image-models/results/results-sketch.csv

1	model	top1	top1_err	top5	top5_err	param_count	img_size	crop_pct	interpolation	top1_diff	top5_diff	rank_diff
2	ig_resnext101_32x48d	58.820	41.180	81.094	18.906	828.41	224	0.875	bilinear	-26.616	-16.482	+56
3	ig_resnext101_32x32d	58.382	41.618	80.383	19.617	468.53	224	0.875	bilinear	-26.718	-17.051	+69
4	ig_resnext101_32x16d	57.686	42.314	79.909	20.091	194.03	224	0.875	bilinear	-26.484	-17.289	+119
5	swsl_resnext101_32x16d	57.464	42.536	80.373	19.627	194.03	224	0.875	bilinear	-25.886	-16.471	+167
6	beit_large_patch16_384	56.892	43.108	79.227	20.773	305.00	384	1.000	bicubic	-31.514	-19.379	-3
7	beit_large_patch16_512	56.753	43.247	78.897	21.103	305.67	512	1.000	bicubic	-31.849	-19.759	-5
8	swsl_resnext101_32x8d	56.431	43.569	78.939	21.061	88.79	224	0.875	bilinear	-27.859	-18.243	+105
9	deit3_huge_patch14_224_in21ft1k	55.763	44.237	77.622	22.378	632.13	224	1.000	bicubic	-31.417	-20.638	+2
10	beit_large_patch16_224	54.955	45.045	77.606	22.394	304.43	224	0.900	bicubic	-32.521	-20.698	-2
11	ig_resnext101_32x8d	54.931	45.069	77.535	22.465	88.79	224	0.875	bilinear	-27.767	-19.097	+198
12	deit3_large_patch16_384_in21ft1k	54.878	45.122	77.370	22.630	304.76	384	1.000	bicubic	-32.838	-21.142	-6
13	deit3_large_patch16_224_in21ft1k	54.361	45.639	76.563	23.437	304.37	224	1.000	bicubic	-32.621	-21.675	+4
14	convnext_xlarge_384_in22ft1k	53.658	46.342	75.895	24.105	350.20	384	1.000	bicubic	-33.886	-22.591	-7
15	swsl_resnext101_32x4d	53.601	46.399	76.353	23.648	44.18	224	0.875	bilinear	-29.639	-20.407	+161
16	vit_large_patch16_384	52.756	47.244	74.696	25.304	304.72	384	1.000	bicubic	-34.324	-23.604	-2
17	convnext_xlarge_in22ft1k	52.565	47.435	74.403	25.597	350.20	224	0.875	bicubic	-34.437	-23.809	-1
18	swinv2_large_window12to24_192to384_22kft1k	52.298	47.702	74.411	25.589	196.74	384	1.000	bicubic	-35.158	-23.841	-9
19	vit_large_r50_s32_384	52.041	47.959	73.566	26.434	329.09	384	1.000	bicubic	-34.139	-24.354	+15
20	vit_large_patch16_224	51.831	48.169	73.692	26.308	304.33	224	0.900	bicubic	-34.013	-24.130	+23
21	convnext_large_384_in22ft1k	51.738	48.262	73.896	26.104	197.77	384	1.000	bicubic	-35.658	-24.470	-11
22	tf_efficientnet_l2_ns_475	51.489	48.511	73.928	26.072	480.31	475	0.936	bicubic	-36.743	-24.618	-17
23	swinv2_base_window12to24_192to384_22kft1k	50.978	49.022	73.311	26.689	87.92	384	1.000	bicubic	-36.130	-24.925	-10
24	swinv2_large_window12to16_192to256_22kft1k	50.441	49.559	72.760	27.240	196.74	256	0.900	bicubic	-36.505	-25.350	-5
25	swsl_resnext50_32x4d	50.437	49.563	73.356	26.644	25.03	224	0.875	bilinear	-31.739	-22.876	+227
26	convnext_base_384_in22ft1k	50.429	49.571	73.562	26.438	88.59	384	1.000	bicubic	-36.113	-24.628	-1
27	swin_large_patch4_window12_384	50.402	49.598	72.568	27.432	196.74	384	1.000	bicubic	-36.750	-25.672	-15
28	convnext_large_in22ft1k	49.940	50.060	72.206	27.794	197.77	224	0.875	bicubic	-36.696	-25.822	-4
29	swsl_resnet50	49.527	50.473	72.324	27.676	25.56	224	0.875	bilinear	-31.653	-23.656	+284
30	swin_large_patch4_window7_224	48.991	51.009	71.389	28.611	196.53	224	0.900	bicubic	-37.329	-26.503	+1
31	convnext_base_in22ft1k	48.794	51.206	71.941	28.059	88.59	224	0.875	bicubic	-37.030	-25.925	+13
32	swinv2_base_window12to16_192to256_22kft1k	48.788	51.212	71.385	28.615	87.92	256	0.900	bicubic	-37.482	-26.511	+1
33	beit_base_patch16_384	48.663	51.337	72.084	27.916	86.74	384	1.000	bicubic	-38.135	-26.052	-12
34	swin_base_patch4_window12_384	48.543	51.457	71.823	28.177	87.90	384	1.000	bicubic	-37.889	-26.233	-5
35	vit_large_r50_s32_224	48.209	51.791	70.872	29.128	328.99	224	0.900	bicubic	-36.221	-26.294	+71
36	tf_efficientnet_b7_ns	47.792	52.208	69.626	30.374	66.35	600	0.949	bicubic	-39.040	-28.470	-16
37	tf_efficientnet_b6_ns	47.757	52.243	69.966	30.034	43.04	528	0.942	bicubic	-38.693	-27.920	-9
38	tf_efficientnetv2_xl_in21ft1k	47.747	52.253	70.119	29.881	208.12	512	1.000	bicubic	-38.673	-27.749	-8
39	vit_base_patch8_224	47.741	52.259	70.931	29.069	86.58	224	0.900	bicubic	-38.049	-26.861	+9
40	deit3_base_patch16_384_in21ft1k	47.663	52.337	69.750	30.250	86.88	384	1.000	bicubic	-39.079	-28.362	-17
41	tf_efficientnet_l2_ns	47.572	52.428	70.021	29.979	480.31	800	0.960	bicubic	-40.778	-28.629	-37
42	deit3_base_patch16_224_in21ft1k	47.370	52.630	69.772	30.229	86.59	224	1.000	bicubic	-38.346	-27.972	+9
43	tf_efficientnetv2_l_in21ft1k	46.943	53.057	70.308	29.692	118.52	480	1.000	bicubic	-39.361	-27.672	-11
44	beit_base_patch16_224	46.242	53.758	69.901	30.099	86.53	224	0.900	bicubic	-38.986	-27.755	+23
45	vit_base_patch16_384	45.902	54.098	68.553	31.447	86.86	384	1.000	bicubic	-40.104	-29.451	-5
46	convnext_small_384_in22ft1k	45.792	54.208	68.494	31.506	50.22	384	1.000	bicubic	-39.932	-29.370	+4
47	tf_efficientnet_b8_ap	45.768	54.232	67.907	32.093	87.41	672	0.954	bicubic	-39.604	-29.387	+16
48	tf_efficientnet_b5_ns	45.607	54.393	67.842	32.158	30.39	456	0.934	bicubic	-40.481	-29.910	-12
49	tf_efficientnetv2_m_in21ft1k	45.574	54.426	69.135	30.865	54.14	480	1.000	bicubic	-40.012	-28.611	+4
50	swin_base_patch4_window7_224	45.564	54.436	68.504	31.496	87.77	224	0.900	bicubic	-39.686	-29.058	+15
51	volo_d5_512	44.572	55.428	65.753	34.247	296.09	512	1.150	bicubic	-42.468	-32.215	-36
52	cait_m48_448	44.245	55.755	64.653	35.347	356.46	448	1.000	bicubic	-42.243	-33.097	-25
53	deit3_large_patch16_384	44.175	55.825	64.853	35.147	304.76	384	1.000	bicubic	-41.631	-32.743	-6
54	volo_d5_448	44.098	55.902	65.063	34.937	295.91	448	1.150	bicubic	-42.856	-32.877	-36
55	deit3_huge_patch14_224	43.795	56.205	64.348	35.652	632.13	224	0.900	bicubic	-41.411	-33.010	+13
56	convnext_small_in22ft1k	43.607	56.393	66.582	33.418	50.22	224	0.875	bicubic	-40.961	-30.814	+42
57	deit3_large_patch16_224	43.520	56.480	63.572	36.428	304.37	224	0.900	bicubic	-41.242	-33.466	+34
58	vit_base_r50_s16_384	43.518	56.482	66.783	33.217	98.95	384	1.000	bicubic	-41.458	-30.507	+24
59	tf_efficientnet_b4_ns	43.446	56.554	65.515	34.485	19.34	380	0.922	bicubic	-41.714	-31.955	+11
60	volo_d5_224	43.259	56.741	64.077	35.923	295.46	224	0.960	bicubic	-42.811	-33.501	-23
61	vit_base_patch16_224	43.229	56.771	65.710	34.290	86.57	224	0.900	bicubic	-41.301	-31.586	+38
62	volo_d4_448	43.139	56.861	64.114	35.886	193.41	448	1.150	bicubic	-43.653	-33.768	-40
63	xcit_large_24_p8_384_dist	42.828	57.172	63.403	36.597	188.93	384	1.000	bicubic	-43.170	-34.281	-22
64	xcit_large_24_p8_224_dist	42.563	57.437	63.100	36.900	188.93	224	1.000	bicubic	-42.835	-34.310	-2
65	tf_efficientnet_b8	42.502	57.498	64.867	35.133	87.41	672	0.954	bicubic	-42.866	-32.525	-1
66	cait_m36_384	42.400	57.600	63.326	36.674	271.22	384	1.000	bicubic	-43.654	-34.404	-28
67	volo_d4_224	42.284	57.716	63.010	36.990	192.96	224	0.960	bicubic	-43.592	-34.458	-25
68	deit3_small_patch16_384_in21ft1k	41.956	58.044	64.550	35.450	22.21	384	1.000	bicubic	-42.868	-32.934	+20
69	tf_efficientnet_b7_ap	41.431	58.569	62.870	37.130	66.35	600	0.949	bicubic	-43.689	-34.382	+2
70	tf_efficientnet_b7	41.425	58.575	63.020	36.980	66.35	600	0.949	bicubic	-43.509	-34.186	+14
71	tf_efficientnet_b5_ap	41.416	58.584	62.084	37.916	30.39	456	0.934	bicubic	-42.838	-34.894	+46
72	resnetv2_152x4_bitm	41.308	58.692	64.305	35.695	936.53	480	1.000	bilinear	-43.610	-33.137	+14
73	tf_efficientnet_b6_ap	41.099	58.901	62.355	37.645	43.04	528	0.942	bicubic	-43.687	-34.783	+17
74	xcit_large_24_p16_384_dist	41.034	58.966	61.241	38.759	189.10	384	1.000	bicubic	-44.718	-36.297	-25
75	xcit_large_24_p16_224_dist	40.956	59.044	61.320	38.680	189.10	224	1.000	bicubic	-43.964	-35.812	+10
76	tf_efficientnetv2_s_in21ft1k	40.952	59.048	63.851	36.149	21.46	384	1.000	bicubic	-43.344	-33.403	+35
77	xcit_medium_24_p8_224_dist	40.494	59.506	60.502	39.498	84.32	224	1.000	bicubic	-44.576	-36.778	-1
78	vit_small_r26_s32_384	40.482	59.518	62.740	37.260	36.47	384	1.000	bicubic	-43.566	-34.588	+53
79	tf_efficientnet_b4_ap	40.482	59.518	61.721	38.279	19.34	380	0.922	bicubic	-42.766	-34.671	+96
80	deit3_base_patch16_224	40.374	59.626	60.186	39.814	86.59	224	0.900	bicubic	-43.418	-36.398	+70
81	vit_base_patch16_224_miil	40.170	59.830	60.889	39.111	86.54	224	0.875	bilinear	-44.102	-35.913	+34
82	deit3_small_patch16_224_in21ft1k	40.160	59.840	61.866	38.134	22.06	224	1.000	bicubic	-42.916	-34.910	+106
83	regnetz_e8	40.146	59.854	61.322	38.678	57.70	320	1.000	bicubic	-44.884	-35.942	-3
84	convnext_large	40.119	59.881	60.092	39.908	197.77	224	0.875	bicubic	-44.177	-36.802	+28
85	xcit_medium_24_p8_384_dist	40.040	59.960	60.455	39.545	84.32	384	1.000	bicubic	-45.776	-37.137	-40
86	xcit_medium_24_p16_384_dist	39.903	60.097	60.115	39.885	84.40	384	1.000	bicubic	-45.519	-37.291	-27
87	tf_efficientnetv2_l	39.826	60.174	60.807	39.193	118.52	480	1.000	bicubic	-45.662	-36.565	-31
88	dm_nfnet_f3	39.816	60.184	60.610	39.390	254.92	416	0.940	bicubic	-45.706	-36.852	-33
89	cait_s36_384	39.755	60.245	60.475	39.525	68.37	384	1.000	bicubic	-45.705	-37.003	-32
90	volo_d3_448	39.712	60.288	59.760	40.240	86.63	448	1.000	bicubic	-46.784	-37.950	-64
91	efficientnetv2_rw_m	39.673	60.327	59.687	40.313	53.24	416	1.000	bicubic	-45.139	-37.459	-2
92	xception65	39.645	60.355	60.907	39.093	39.92	299	0.940	bicubic	-43.529	-35.685	+87
93	tf_efficientnet_b3_ns	39.590	60.410	61.451	38.549	12.23	300	0.904	bicubic	-44.458	-35.461	+39
94	ecaresnet269d	39.584	60.416	60.343	39.657	102.09	352	1.000	bicubic	-45.390	-36.883	-11
95	dm_nfnet_f6	39.578	60.422	60.911	39.089	438.36	576	0.956	bicubic	-46.564	-36.819	-60
96	dm_nfnet_f5	39.504	60.496	60.227	39.773	377.21	544	0.954	bicubic	-46.312	-37.259	-50
97	volo_d3_224	39.490	60.510	59.871	40.129	86.33	224	0.960	bicubic	-45.922	-37.409	-36
98	deit3_base_patch16_384	39.405	60.595	58.946	41.054	86.88	384	1.000	bicubic	-45.671	-38.308	-23
99	xcit_small_24_p8_224_dist	39.309	60.691	59.414	40.586	47.63	224	1.000	bicubic	-45.567	-37.774	-12
100	xcit_medium_24_p16_224_dist	39.262	60.738	59.463	40.537	84.40	224	1.000	bicubic	-45.016	-37.477	+14
101	efficientnet_b4	39.075	60.925	59.606	40.394	19.34	384	1.000	bicubic	-44.349	-36.992	+65
102	xcit_small_24_p8_384_dist	38.999	61.001	59.174	40.826	47.63	384	1.000	bicubic	-46.555	-38.398	-48
103	resnetv2_152x2_bit_teacher_384	38.977	61.023	62.436	37.564	236.34	384	1.000	bicubic	-44.867	-34.680	+39
104	convnext_tiny_384_in22ft1k	38.922	61.078	60.728	39.272	28.59	384	1.000	bicubic	-45.154	-36.430	+23
105	vit_base_patch32_384	38.798	61.202	60.327	39.673	88.30	384	1.000	bicubic	-44.554	-36.509	+66
106	eca_nfnet_l2	38.661	61.339	59.441	40.559	56.72	384	1.000	bicubic	-46.035	-37.823	-12
107	xcit_small_12_p8_384_dist	38.545	61.455	58.803	41.197	26.21	384	1.000	bicubic	-46.535	-38.477	-33
108	xcit_small_24_p16_384_dist	38.503	61.497	58.390	41.610	47.67	384	1.000	bicubic	-46.585	-38.918	-35
109	convnext_tiny_in22ft1k	38.470	61.530	60.481	39.519	28.59	224	0.875	bicubic	-44.442	-36.143	+86
110	xcit_small_12_p8_224_dist	38.370	61.630	58.799	41.201	26.21	224	1.000	bicubic	-45.860	-38.075	+9
111	tf_efficientnet_b5	38.358	61.642	59.917	40.083	30.39	456	0.934	bicubic	-45.456	-36.831	+36
112	deit_base_distilled_patch16_384	38.256	61.744	57.788	42.212	87.63	384	1.000	bicubic	-47.166	-39.544	-52
113	dm_nfnet_f4	38.234	61.766	58.628	41.372	316.07	512	0.951	bicubic	-47.480	-38.892	-61
114	convnext_base	38.234	61.766	58.225	41.775	88.59	224	0.875	bicubic	-45.606	-38.525	+29
115	xcit_large_24_p8_224	38.118	61.882	57.885	42.115	188.93	224	1.000	bicubic	-46.274	-38.773	-7
116	resnetv2_152x2_bitm	37.985	62.015	61.135	38.865	236.34	448	1.000	bilinear	-46.525	-36.299	-15
117	cait_s24_384	37.865	62.135	58.079	41.921	47.06	384	1.000	bicubic	-47.185	-39.269	-39
118	resnet152d	37.853	62.147	58.356	41.644	60.21	320	1.000	bicubic	-45.825	-38.384	+41
119	tf_efficientnetv2_m	37.822	62.178	58.712	41.288	54.14	480	1.000	bicubic	-47.214	-38.566	-40
120	resnetrs420	37.753	62.247	58.215	41.785	191.89	416	1.000	bicubic	-47.255	-38.909	-39
121	xcit_small_24_p16_224_dist	37.700	62.300	57.358	42.642	47.67	224	1.000	bicubic	-46.170	-39.374	+19
122	resnetrs350	37.676	62.324	58.089	41.911	163.96	384	1.000	bicubic	-47.036	-38.901	-30
123	xcit_small_12_p16_384_dist	37.582	62.418	57.773	42.227	26.25	384	1.000	bicubic	-47.126	-39.343	-30
124	pit_b_distilled_224	37.582	62.418	57.232	42.768	74.79	224	0.900	bicubic	-46.560	-39.624	+1
125	resnet200d	37.505	62.495	58.303	41.697	64.69	320	1.000	bicubic	-46.455	-38.521	+11
126	resnetv2_152x2_bit_teacher	37.322	62.678	59.406	40.594	236.34	224	0.875	bicubic	-45.546	-37.162	+72
127	resnest269e	37.311	62.689	57.470	42.530	110.93	416	0.928	bicubic	-47.207	-39.516	-27
128	vit_small_r26_s32_224	37.242	62.758	59.068	40.932	36.43	224	0.900	bicubic	-44.620	-36.954	+143
129	resmlp_big_24_224_in22ft1k	37.242	62.758	58.180	41.820	129.14	224	0.875	bicubic	-47.156	-38.938	-22
130	cait_s24_224	37.153	62.847	56.729	43.271	46.92	224	1.000	bicubic	-46.305	-39.833	+34
131	vit_base_patch32_224	37.081	62.919	59.286	40.714	88.22	224	0.900	bicubic	-43.643	-36.280	+213
132	volo_d1_384	37.075	62.925	57.132	42.868	26.78	384	1.000	bicubic	-48.175	-40.082	-66
133	convnext_small	37.055	62.945	57.105	42.895	50.22	224	0.875	bicubic	-46.095	-39.325	+47
134	tf_efficientnet_b3_ap	37.049	62.951	57.238	42.762	12.23	300	0.904	bicubic	-44.775	-38.386	+140
135	efficientnetv2_rw_s	37.049	62.951	56.810	43.190	23.94	384	1.000	bicubic	-46.761	-39.914	+13
136	swinv2_base_window16_256	36.992	63.008	56.128	43.872	87.92	256	0.900	bicubic	-47.600	-40.946	-40
137	xcit_small_12_p16_224_dist	36.971	63.029	56.733	43.267	26.25	224	1.000	bicubic	-46.375	-39.685	+36
138	regnetz_040h	36.965	63.035	57.280	42.720	28.94	320	1.000	bicubic	-47.531	-39.726	-36
139	volo_d1_224	36.880	63.120	56.633	43.367	26.63	224	0.960	bicubic	-47.284	-40.141	-15
140	seresnet152d	36.788	63.212	56.718	43.282	66.84	320	1.000	bicubic	-47.576	-40.326	-31
141	seresnext101d_32x8d	36.637	63.363	56.328	43.672	93.59	288	1.000	bicubic	-47.725	-40.590	-31
142	volo_d2_224	36.601	63.399	56.466	43.534	58.68	224	0.960	bicubic	-48.593	-40.722	-73
143	xception65p	36.554	63.446	56.423	43.577	39.82	299	0.940	bicubic	-46.576	-40.057	+42
144	seresnextaa101d_32x8d	36.527	63.473	56.403	43.597	93.59	288	1.000	bicubic	-48.045	-40.667	-47
145	regnetz_d32	36.444	63.556	57.370	42.630	27.58	320	0.950	bicubic	-47.580	-39.498	-12
146	cait_xs24_384	36.420	63.580	56.940	43.060	26.67	384	1.000	bicubic	-47.644	-39.950	-18
147	volo_d2_384	36.419	63.581	56.313	43.687	58.87	384	1.000	bicubic	-49.617	-41.261	-108
148	efficientnet_b3	36.411	63.589	56.843	43.157	12.23	320	1.000	bicubic	-45.829	-39.275	+97
149	deit_base_distilled_patch16_224	36.399	63.601	56.621	43.379	87.34	224	0.900	bicubic	-46.989	-39.867	+20
150	resnetv2_101x3_bitm	36.385	63.615	59.066	40.934	387.93	448	1.000	bilinear	-48.059	-38.316	-47
151	resnetrs270	36.318	63.682	56.566	43.434	129.86	352	1.000	bicubic	-48.118	-40.408	-46
152	tresnet_m	36.289	63.711	55.796	44.204	31.39	224	0.875	bilinear	-46.785	-40.324	+37
153	mixer_b16_224_miil	36.267	63.733	55.967	44.033	59.88	224	0.875	bilinear	-46.037	-39.753	+87
154	deit3_small_patch16_384	36.185	63.815	55.566	44.434	22.21	384	1.000	bicubic	-47.243	-41.110	+11
155	tf_efficientnet_b2_ns	36.179	63.821	57.551	42.449	9.11	260	0.890	bicubic	-46.205	-38.695	+76
156	resnet152	36.084	63.916	55.566	44.434	60.19	224	0.950	bicubic	-46.734	-40.566	+44
157	regnetz_040	36.047	63.953	55.747	44.253	27.12	320	1.000	bicubic	-48.189	-41.185	-39
158	ecaresnet101d	36.010	63.990	56.161	43.839	44.57	224	0.875	bicubic	-46.160	-39.887	+95
159	dm_nfnet_f2	36.006	63.994	55.458	44.542	193.78	352	0.920	bicubic	-49.060	-41.784	-82
160	resnest200e	35.937	64.063	55.841	44.159	70.20	320	0.909	bicubic	-47.891	-41.051	-14
161	swsl_resnet18	35.862	64.138	58.457	41.543	11.69	224	0.875	bilinear	-37.412	-33.279	+460
162	eca_nfnet_l1	35.823	64.177	55.961	44.039	41.41	320	1.000	bicubic	-48.189	-41.071	-27
163	sequencer2d_l	35.819	64.181	55.719	44.281	54.30	224	0.875	bicubic	-47.587	-40.781	+4
164	vit_relpos_medium_patch16_cls_224	35.735	64.265	54.923	45.077	38.76	224	0.900	bicubic	-46.827	-41.143	+55
165	xcit_small_24_p8_224	35.556	64.444	54.782	45.218	47.63	224	1.000	bicubic	-48.284	-41.854	-21
166	xcit_large_24_p16_224	35.524	64.476	54.762	45.238	189.10	224	1.000	bicubic	-47.368	-41.116	+30
167	xcit_small_12_p8_224	35.520	64.480	55.505	44.495	26.21	224	1.000	bicubic	-47.820	-40.975	+7
168	vit_small_patch16_384	35.473	64.527	57.541	42.459	22.20	384	1.000	bicubic	-48.327	-39.559	-19
169	xcit_medium_24_p8_224	35.452	64.548	54.825	45.175	84.32	224	1.000	bicubic	-48.286	-41.569	-16
170	swinv2_base_window8_256	35.444	64.556	54.611	45.389	87.92	256	0.900	bicubic	-48.818	-42.311	-54
171	swinv2_small_window16_256	35.430	64.570	54.637	45.363	49.73	256	0.900	bicubic	-48.780	-42.233	-51
172	resnest101e	35.375	64.625	55.794	44.206	48.28	256	0.875	bilinear	-47.513	-40.526	+25
173	convit_base	35.314	64.686	54.931	45.069	86.54	224	0.875	bicubic	-46.978	-41.007	+69
174	convnext_tiny_hnf	35.279	64.721	53.849	46.151	28.59	224	0.950	bicubic	-46.941	-42.017	+74
175	xcit_tiny_24_p8_224_dist	35.255	64.745	55.254	44.746	12.11	224	1.000	bicubic	-47.305	-40.914	+45
176	twins_svt_large	35.088	64.912	54.719	45.281	99.27	224	0.900	bicubic	-48.592	-41.875	-18
177	repvgg_b3	35.051	64.949	54.558	45.442	123.09	224	0.875	bilinear	-45.445	-40.706	+178
178	repvgg_b3g4	35.039	64.961	54.774	45.226	83.83	224	0.875	bilinear	-45.177	-40.334	+204
179	regnetz_d8	34.996	65.004	55.941	44.059	23.37	320	1.000	bicubic	-49.056	-41.055	-50
180	dm_nfnet_f1	34.986	65.014	54.110	45.890	132.63	320	0.910	bicubic	-49.638	-42.988	-85
181	xcit_tiny_24_p8_384_dist	34.931	65.069	55.151	44.849	12.11	384	1.000	bicubic	-48.815	-41.561	-29
182	regnetz_d8_evos	34.894	65.106	55.258	44.742	23.46	320	0.950	bicubic	-49.156	-41.738	-52
183	resnet101d	34.870	65.130	54.194	45.806	44.57	320	1.000	bicubic	-48.152	-42.252	+10
184	seresnext101_32x8d	34.791	65.209	53.448	46.552	93.57	288	1.000	bicubic	-49.413	-43.426	-63
185	resmlp_big_24_distilled_224	34.788	65.213	54.637	45.363	129.14	224	0.875	bicubic	-48.800	-42.011	-25
186	swin_s3_base_224	34.788	65.213	53.693	46.307	71.13	224	0.900	bicubic	-49.144	-42.967	-49
187	vit_relpos_base_patch16_clsgap_224	34.725	65.275	54.218	45.782	86.43	224	0.900	bicubic	-48.035	-41.956	+17
188	vit_base_patch16_rpn_224	34.711	65.289	54.662	45.338	86.54	224	0.900	bicubic	-47.489	-41.334	+62
189	sequencer2d_m	34.705	65.295	54.010	45.990	38.31	224	0.875	bicubic	-48.103	-42.258	+13
190	deit3_small_patch16_224	34.675	65.325	53.163	46.837	22.06	224	0.900	bicubic	-46.707	-42.287	+112
191	vit_large_patch32_384	34.670	65.330	55.731	44.269	306.63	384	1.000	bicubic	-46.838	-40.359	+100
192	resnet101	34.658	65.342	54.297	45.703	44.55	224	0.950	bicubic	-47.272	-41.469	+77
193	dm_nfnet_f0	34.624	65.376	54.672	45.328	71.49	256	0.900	bicubic	-48.760	-41.902	-23
194	vit_relpos_base_patch16_224	34.613	65.387	54.291	45.709	86.43	224	0.900	bicubic	-47.873	-41.851	+30
195	ssl_resnext101_32x16d	34.605	65.395	55.937	44.063	194.03	224	0.875	bilinear	-47.251	-40.159	+77
196	repvgg_b2g4	34.587	65.413	54.778	45.222	61.76	224	0.875	bilinear	-44.779	-39.910	+232
197	resnetv2_101	34.581	65.419	53.153	46.847	44.54	224	0.950	bicubic	-47.465	-42.709	+63
198	resnetrs200	34.507	65.493	54.291	45.709	93.21	320	1.000	bicubic	-49.933	-42.789	-94
199	resnest50d_4s2x40d	34.357	65.643	54.733	45.267	30.42	224	0.875	bicubic	-46.751	-40.829	+119
200	resnetrs152	34.357	65.643	53.562	46.438	86.62	320	1.000	bicubic	-49.357	-43.052	-45
201	crossvit_18_dagger_408	34.253	65.747	53.088	46.912	44.61	408	1.000	bicubic	-49.941	-43.730	-79
202	xcit_medium_24_p16_224	34.237	65.763	53.165	46.835	84.40	224	1.000	bicubic	-48.401	-42.813	+9
203	tf_efficientnet_b1_ns	34.165	65.835	55.495	44.505	7.79	240	0.882	bicubic	-47.221	-40.241	+98
204	efficientnetv2_rw_t	34.155	65.845	53.137	46.863	13.65	288	1.000	bicubic	-48.189	-43.059	+30
205	twins_pcpvt_large	34.106	65.894	54.126	45.874	60.99	224	0.900	bicubic	-49.030	-42.478	-21
206	tf_efficientnet_b4	34.064	65.936	54.196	45.804	19.34	380	0.922	bicubic	-48.960	-42.104	-14
207	ssl_resnext101_32x8d	34.029	65.971	55.601	44.399	88.79	224	0.875	bilinear	-47.579	-40.441	+77
208	nfnet_l0	34.005	65.995	54.361	45.639	35.07	288	1.000	bicubic	-48.747	-42.157	-3
209	xcit_small_24_p16_224	34.005	65.995	53.271	46.729	47.67	224	1.000	bicubic	-48.579	-42.729	+7
210	efficientnet_b3_pruned	33.994	66.006	54.106	45.894	9.86	300	0.904	bicubic	-46.864	-41.138	+129
211	tf_efficientnet_b6	33.992	66.008	54.542	45.458	43.04	528	0.942	bicubic	-50.116	-42.346	-85
212	regnety_160	33.972	66.028	53.540	46.460	83.59	288	1.000	bicubic	-49.720	-43.236	-55
213	gc_efficientnetv2_rw_t	33.960	66.040	53.222	46.778	13.68	288	1.000	bicubic	-48.506	-43.076	+12
214	pit_s_distilled_224	33.935	66.065	53.267	46.733	24.04	224	0.900	bicubic	-48.059	-42.529	+48
215	convnext_tiny	33.838	66.162	53.656	46.344	28.59	224	0.875	bicubic	-48.224	-42.198	+44
216	swinv2_cr_small_ns_224	33.836	66.164	52.618	47.382	49.70	224	0.900	bicubic	-49.650	-43.866	-53
217	resnext101_64x4d	33.827	66.173	52.172	47.828	83.46	288	1.000	bicubic	-49.317	-44.202	-36
218	xcit_small_12_p16_224	33.768	66.232	53.233	46.767	26.25	224	1.000	bicubic	-48.204	-42.579	+47
219	swin_s3_small_224	33.701	66.299	52.391	47.609	49.74	224	0.900	bicubic	-50.073	-44.061	-68
220	resnetv2_50x3_bitm	33.663	66.337	55.882	44.118	217.32	448	1.000	bilinear	-50.349	-41.244	-86
221	swinv2_small_window8_256	33.636	66.364	52.821	47.179	49.73	256	0.900	bicubic	-50.218	-43.821	-80
222	resnet51q	33.551	66.448	53.023	46.977	35.70	288	1.000	bilinear	-48.807	-43.155	+10
223	xcit_tiny_24_p16_384_dist	33.512	66.488	52.768	47.232	12.12	384	1.000	bicubic	-49.060	-43.520	-5
224	vit_relpos_medium_patch16_224	33.500	66.500	52.603	47.397	38.75	224	0.900	bicubic	-48.962	-43.483	+2
225	regnety_080	33.469	66.531	52.939	47.061	39.18	288	1.000	bicubic	-50.459	-43.949	-87
226	cs3edgenet_x	33.463	66.537	52.939	47.061	47.82	288	1.000	bicubic	-49.259	-43.437	-19
227	sequencer2d_s	33.434	66.566	52.404	47.596	27.65	224	0.875	bicubic	-48.910	-43.630	+8
228	convmixer_1536_20	33.428	66.572	53.029	46.971	51.63	224	0.960	bicubic	-47.942	-42.583	+76
229	regnety_032	33.406	66.594	52.758	47.242	19.44	288	1.000	bicubic	-49.318	-43.664	-23
230	crossvit_18_240	33.396	66.604	52.243	47.757	43.27	240	0.875	bicubic	-49.002	-43.811	-1
231	vit_srelpos_medium_patch16_224	33.373	66.627	52.453	47.547	38.74	224	0.900	bicubic	-48.863	-43.481	+15
232	gernet_l	33.361	66.639	51.909	48.091	31.08	256	0.875	bilinear	-47.989	-43.627	+73
233	crossvit_15_dagger_408	33.331	66.669	52.190	47.810	28.50	408	1.000	bicubic	-50.507	-44.590	-88
234	crossvit_18_dagger_240	33.284	66.716	52.202	47.798	44.27	240	0.875	bicubic	-49.236	-43.866	-12
235	tresnet_xl	33.261	66.739	52.294	47.706	78.44	224	0.875	bilinear	-48.801	-43.642	+23
236	jx_nest_base	33.214	66.787	51.809	48.191	67.72	224	0.875	bicubic	-50.340	-44.555	-75
237	resnest50d_1s4x24d	33.149	66.851	52.852	47.148	25.68	224	0.875	bicubic	-47.835	-42.472	+90
238	vit_relpos_medium_patch16_rpn_224	33.109	66.891	52.347	47.653	38.73	224	0.900	bicubic	-49.185	-43.625	+3
239	resnet61q	33.099	66.900	51.758	48.242	36.85	288	1.000	bicubic	-49.419	-44.372	-16
240	jx_nest_small	33.048	66.952	51.062	48.938	38.35	224	0.875	bicubic	-50.072	-45.268	-54
241	crossvit_base_240	33.037	66.963	51.384	48.616	105.03	240	0.875	bicubic	-49.179	-44.448	+8
242	twins_pcpvt_base	33.023	66.977	52.489	47.511	43.83	224	0.900	bicubic	-49.685	-43.861	-34
243	xcit_tiny_24_p16_224_dist	32.987	67.013	52.056	47.944	12.12	224	1.000	bicubic	-47.461	-43.156	+119
244	rexnet_200	32.980	67.020	52.935	47.065	16.37	224	0.875	bicubic	-48.648	-42.733	+38
245	resnest50d	32.976	67.024	52.711	47.289	27.48	224	0.875	bilinear	-47.998	-42.669	+83
246	convit_small	32.909	67.091	52.123	47.877	27.78	224	0.875	bicubic	-48.519	-43.619	+51
247	crossvit_15_dagger_240	32.907	67.093	51.783	48.217	28.21	240	0.875	bicubic	-49.419	-44.173	-9
248	tf_efficientnetv2_s	32.907	67.093	51.730	48.270	21.46	384	1.000	bicubic	-50.977	-44.968	-109
249	vit_small_patch16_224	32.877	67.123	53.917	46.083	22.05	224	0.900	bicubic	-48.519	-42.221	+51
250	tf_efficientnet_b3	32.862	67.138	52.955	47.045	12.23	300	0.904	bicubic	-48.776	-42.763	+31
251	pnasnet5large	32.850	67.150	50.506	49.494	86.06	331	0.911	bicubic	-49.932	-45.536	-48
252	twins_svt_base	32.832	67.168	51.563	48.437	56.07	224	0.900	bicubic	-50.306	-44.857	-70
253	regnetv_064	32.830	67.170	52.854	47.146	30.58	288	1.000	bicubic	-50.882	-43.892	-97
254	regnetz_c16	32.828	67.172	53.750	46.250	13.46	320	0.940	bicubic	-49.692	-42.610	-33
255	nasnetalarge	32.773	67.227	50.141	49.859	88.75	331	0.911	bicubic	-49.845	-45.903	-42
256	gernet_m	32.744	67.256	51.907	48.093	21.14	224	0.875	bilinear	-47.986	-43.279	+87
257	inception_resnet_v2	32.736	67.264	50.653	49.347	55.84	299	0.897	bicubic	-47.724	-44.653	+102
258	gluon_resnet152_v1d	32.732	67.268	51.088	48.912	60.21	224	0.875	bicubic	-47.744	-44.112	+100
259	pit_b_224	32.718	67.282	49.854	50.146	73.76	224	0.900	bicubic	-49.726	-45.858	-31
260	tf_efficientnet_b2_ap	32.685	67.315	52.237	47.763	9.11	260	0.890	bicubic	-47.617	-42.791	+114
261	fbnetv3_g	32.634	67.366	52.888	47.112	16.62	288	0.950	bilinear	-49.400	-43.178	0
262	tresnet_l	32.559	67.441	51.139	48.861	55.99	224	0.875	bilinear	-48.931	-44.487	+30
263	cait_xxs36_384	32.543	67.457	52.233	47.767	17.37	384	1.000	bicubic	-49.649	-43.911	-12
264	regnetz_c16_evos	32.530	67.470	52.923	47.077	13.49	320	0.950	bicubic	-50.102	-43.553	-52
265	wide_resnet50_2	32.435	67.565	51.453	48.547	68.88	224	0.875	bicubic	-49.021	-44.077	+30
266	gmlp_s16_224	32.420	67.580	51.819	48.181	19.42	224	0.875	bicubic	-47.220	-42.805	+150
267	ens_adv_inception_resnet_v2	32.374	67.626	50.419	49.581	55.84	299	0.897	bicubic	-47.600	-44.523	+127
268	deit_base_patch16_224	32.363	67.637	50.997	49.003	86.57	224	0.900	bicubic	-49.631	-44.735	-5
269	swin_small_patch4_window7_224	32.349	67.651	50.911	49.089	49.61	224	0.900	bicubic	-50.869	-45.415	-92
270	gluon_resnet152_v1s	32.335	67.665	50.528	49.472	60.32	224	0.875	bicubic	-48.679	-44.886	+56
271	deit_small_distilled_patch16_224	32.286	67.714	52.109	47.891	22.44	224	0.900	bicubic	-48.922	-43.265	+41
272	xcit_tiny_24_p8_224	32.278	67.722	51.903	48.097	12.11	224	1.000	bicubic	-49.618	-44.071	-2
273	gluon_seresnext101_64x4d	32.196	67.804	50.306	49.694	88.23	224	0.875	bicubic	-48.684	-44.990	+63
274	coat_lite_small	32.121	67.879	49.934	50.066	19.84	224	0.900	bicubic	-50.183	-45.916	-35
275	gluon_seresnext101_32x4d	32.109	67.891	51.235	48.765	48.96	224	0.875	bicubic	-48.797	-44.061	+59
276	deit_base_patch16_384	31.989	68.011	50.549	49.451	86.86	384	1.000	bicubic	-51.117	-45.821	-89
277	seresnext50_32x4d	31.971	68.028	51.227	48.773	27.56	224	0.875	bicubic	-49.291	-44.401	+32
278	xcit_tiny_12_p8_224_dist	31.938	68.062	51.394	48.606	6.71	224	1.000	bicubic	-49.270	-44.212	+33
279	levit_384	31.865	68.135	50.593	49.407	39.13	224	0.900	bicubic	-50.723	-45.425	-64
280	resnetrs101	31.850	68.150	51.019	48.981	63.62	288	0.940	bicubic	-50.434	-44.989	-37
281	cs3se_edgenet_x	31.797	68.203	50.763	49.237	50.72	320	1.000	bicubic	-51.751	-45.903	-119
282	vit_relpos_small_patch16_224	31.787	68.213	50.628	49.372	21.98	224	0.900	bicubic	-49.667	-45.200	+14
283	poolformer_m48	31.698	68.302	49.889	50.111	73.47	224	0.950	bicubic	-50.762	-46.069	-56
284	tnt_s_patch16_224	31.643	68.357	51.137	48.863	23.76	224	0.900	bicubic	-49.875	-44.609	+5
285	eca_nfnet_l0	31.604	68.396	51.608	48.392	24.14	288	1.000	bicubic	-50.974	-44.882	-68
286	resnetv2_50x1_bit_distilled	31.567	68.433	51.268	48.732	25.55	224	0.875	bicubic	-51.255	-45.254	-87
287	mobilevitv2_200_in22ft1k	31.527	68.473	51.772	48.228	18.45	256	0.888	bicubic	-50.807	-44.166	-51
288	xception41p	31.510	68.490	50.374	49.626	26.91	299	0.940	bicubic	-50.458	-45.420	-22
289	regnety_064	31.472	68.528	50.524	49.476	30.58	288	1.000	bicubic	-52.248	-46.202	-135
290	poolformer_m36	31.449	68.551	50.034	49.966	56.17	224	0.950	bicubic	-50.659	-45.656	-34
291	ssl_resnext101_32x4d	31.415	68.585	52.133	47.867	44.18	224	0.875	bilinear	-49.509	-43.593	+42
292	inception_v4	31.380	68.620	49.242	50.758	42.68	299	0.875	bicubic	-48.788	-45.722	+92
293	rexnet_150	31.372	68.628	51.276	48.724	9.73	224	0.875	bicubic	-48.942	-43.890	+80
294	crossvit_15_240	31.339	68.661	50.168	49.832	27.53	240	0.875	bicubic	-50.205	-45.522	-7
295	pit_s_224	31.335	68.665	49.665	50.335	23.46	224	0.900	bicubic	-49.763	-45.667	+25
296	swinv2_tiny_window16_256	31.303	68.697	49.645	50.355	28.35	256	0.900	bicubic	-51.507	-46.585	-95
297	crossvit_small_240	31.284	68.716	50.196	49.804	26.86	240	0.875	bicubic	-49.732	-45.260	+28
298	cspresnet50	31.278	68.722	51.221	48.779	21.62	256	0.887	bilinear	-48.304	-43.487	+120
299	vit_srelpos_small_patch16_224	31.278	68.722	50.247	49.753	21.97	224	0.900	bicubic	-49.820	-45.325	+20
300	cait_xxs36_224	31.264	68.736	50.612	49.388	17.30	224	1.000	bicubic	-48.484	-44.256	+107
301	swinv2_cr_small_224	31.262	68.738	48.737	51.263	49.70	224	0.900	bicubic	-51.876	-47.361	-118
302	convmixer_768_32	31.250	68.750	50.950	49.050	21.11	224	0.960	bicubic	-48.914	-44.122	+84
303	swin_s3_tiny_224	31.239	68.761	49.718	50.282	28.33	224	0.900	bicubic	-50.885	-46.232	-49
304	cspresnext50	31.221	68.779	50.885	49.115	20.57	256	0.887	bilinear	-49.323	-44.439	+47
305	regnetv_040	31.213	68.787	50.111	49.889	20.64	288	1.000	bicubic	-51.985	-46.553	-127
306	coat_mini	31.203	68.797	49.773	50.227	10.34	224	0.900	bicubic	-50.063	-45.619	+2
307	xcit_tiny_12_p8_384_dist	31.188	68.812	50.524	49.476	6.71	384	1.000	bicubic	-51.198	-45.698	-77
308	ecaresnetlight	31.125	68.875	50.239	49.761	30.16	224	0.875	bicubic	-49.331	-45.007	+52
309	gluon_resnet101_v1s	31.119	68.881	49.799	50.201	44.67	224	0.875	bicubic	-49.179	-45.363	+67
310	edgenext_small	31.101	68.899	50.129	49.871	5.59	320	1.000	bicubic	-50.473	-45.585	-25
311	tf_efficientnet_cc_b0_8e	31.091	68.909	50.775	49.225	24.01	224	0.875	bicubic	-46.809	-42.883	+199
312	resmlp_36_distilled_224	31.072	68.928	49.691	50.309	44.69	224	0.875	bicubic	-50.084	-45.795	+2
313	ecaresnet50t	31.052	68.948	50.577	49.423	25.57	320	0.950	bicubic	-51.296	-45.561	-80
314	ecaresnet50d	31.048	68.952	50.844	49.156	25.58	224	0.875	bicubic	-49.550	-44.474	+35
315	cspdarknet53	31.018	68.981	50.394	49.606	27.64	256	0.887	bilinear	-49.038	-44.692	+77
316	resnet50d	31.018	68.981	49.808	50.192	25.58	224	0.875	bicubic	-49.510	-45.360	+37
317	cs3sedarknet_x	31.015	68.985	50.144	49.856	35.40	288	1.000	bicubic	-51.639	-46.202	-107
318	gcresnet50t	31.011	68.989	50.121	49.879	25.90	256	0.900	bicubic	-49.923	-45.333	+14
319	gluon_resnext101_64x4d	30.993	69.007	48.553	51.447	83.46	224	0.875	bicubic	-49.611	-46.439	+29
320	gluon_resnet152_v1c	30.991	69.009	48.934	51.066	60.21	224	0.875	bicubic	-48.921	-45.908	+76
321	twins_svt_small	30.975	69.025	49.223	50.777	24.06	224	0.900	bicubic	-50.707	-46.443	-42
322	resnext50_32x4d	30.922	69.078	49.266	50.734	25.03	224	0.950	bicubic	-50.174	-46.060	-1
323	ecaresnet101d_pruned	30.903	69.097	50.003	49.997	24.88	224	0.875	bicubic	-49.907	-45.625	+17
324	resmlp_24_distilled_224	30.899	69.101	50.178	49.822	30.02	224	0.875	bicubic	-49.865	-45.044	+18
325	tf_efficientnet_cc_b1_8e	30.897	69.103	50.080	49.920	39.72	240	0.882	bicubic	-48.417	-44.290	+106
326	gluon_resnext101_32x4d	30.885	69.115	48.547	51.453	44.18	224	0.875	bicubic	-49.455	-46.379	+44
327	tf_efficientnetv2_b3	30.861	69.139	49.820	50.180	14.36	300	0.904	bicubic	-51.105	-45.962	-60
328	tf_efficientnet_lite4	30.830	69.170	50.394	49.606	13.01	380	0.920	bilinear	-50.704	-45.272	-40
329	nf_resnet50	30.700	69.300	49.956	50.044	25.56	288	0.940	bicubic	-49.954	-45.378	+17
330	dpn107	30.680	69.320	48.812	51.188	86.92	224	0.875	bicubic	-49.488	-46.094	+55
331	poolformer_s36	30.678	69.322	49.433	50.567	30.86	224	0.900	bicubic	-50.740	-46.015	-32
332	xcit_tiny_24_p16_224	30.675	69.325	50.416	49.584	12.12	224	1.000	bicubic	-48.769	-44.472	+93
333	ese_vovnet39b	30.667	69.333	49.879	50.121	24.57	224	0.875	bicubic	-48.645	-44.835	+99
334	tresnet_xl_448	30.620	69.380	49.068	50.932	78.44	448	0.875	bilinear	-52.428	-47.102	-144
335	gluon_resnet152_v1b	30.610	69.390	48.515	51.485	60.19	224	0.875	bicubic	-49.072	-46.221	+77
336	haloregnetz_b	30.606	69.394	49.013	50.987	11.68	224	0.940	bicubic	-50.438	-46.185	-13
337	ssl_resnext50_32x4d	30.596	69.404	50.655	49.345	25.03	224	0.875	bilinear	-49.730	-44.757	+34
338	dpn68b	30.525	69.475	49.172	50.828	12.61	224	0.875	bicubic	-48.691	-45.242	+105
339	gluon_resnet101_v1d	30.521	69.479	47.953	52.047	44.57	224	0.875	bicubic	-49.897	-47.061	+24
340	mobilevitv2_200_384_in22ft1k	30.498	69.502	50.567	49.433	18.45	384	1.000	bicubic	-52.902	-46.015	-172
341	resnest26d	30.490	69.510	50.667	49.333	17.07	224	0.875	bilinear	-47.994	-43.627	+135
342	efficientnet_b2	30.439	69.561	49.693	50.307	9.11	288	1.000	bicubic	-50.177	-45.623	+5
343	tf_efficientnet_b1_ap	30.421	69.579	49.559	50.441	7.79	240	0.882	bicubic	-48.853	-44.749	+96
344	xcit_tiny_12_p16_384_dist	30.403	69.597	50.127	49.873	6.72	384	1.000	bicubic	-50.539	-45.281	-13
345	cs3darknet_x	30.398	69.603	49.195	50.805	35.05	288	1.000	bicubic	-51.826	-47.035	-98
346	twins_pcpvt_small	30.384	69.616	49.388	50.612	24.11	224	0.900	bicubic	-50.706	-46.254	-24
347	resnetv2_50	30.384	69.616	48.828	51.172	25.55	224	0.950	bicubic	-50.028	-46.244	+17
348	visformer_small	30.335	69.665	48.291	51.709	40.22	224	0.900	bicubic	-51.773	-47.585	-93
349	pit_xs_distilled_224	30.278	69.722	49.838	50.162	11.00	224	0.900	bicubic	-49.030	-44.528	+84
350	regnety_040	30.252	69.748	48.918	51.082	20.65	288	1.000	bicubic	-52.784	-47.592	-159
351	mobilevitv2_175_in22ft1k	30.213	69.787	49.024	50.976	14.25	256	0.888	bicubic	-51.727	-46.766	-83
352	vit_relpos_base_patch32_plus_rpn_256	30.211	69.789	48.700	51.300	119.42	256	0.900	bicubic	-49.275	-45.440	+70
353	convmixer_1024_20_ks9_p14	30.101	69.899	49.934	50.066	24.38	224	0.960	bicubic	-46.841	-43.424	+199
354	seresnet50	30.073	69.927	49.288	50.712	28.09	224	0.875	bicubic	-50.193	-45.782	+23
355	dpn98	30.061	69.939	48.254	51.746	61.57	224	0.875	bicubic	-49.583	-46.346	+60
356	tf_efficientnet_b2	30.030	69.970	49.581	50.419	9.11	260	0.890	bicubic	-50.058	-45.327	+32
357	efficientnet_el	30.022	69.978	48.832	51.168	10.59	300	0.904	bicubic	-51.284	-46.702	-50
358	dpn131	30.016	69.984	48.128	51.872	79.25	224	0.875	bicubic	-49.810	-46.580	+46
359	legacy_senet154	30.005	69.996	48.042	51.958	115.09	224	0.875	bilinear	-51.303	-47.454	-53
360	xcit_tiny_12_p16_224_dist	30.001	69.999	49.643	50.357	6.72	224	1.000	bicubic	-48.577	-44.555	+111
361	halo2botnet50ts_256	29.985	70.015	48.374	51.626	22.64	256	0.950	bicubic	-52.083	-47.268	-104
362	mobilevitv2_150_in22ft1k	29.957	70.043	49.219	50.781	10.59	256	0.888	bicubic	-51.513	-46.449	-68
363	dpn92	29.955	70.045	49.176	50.824	37.67	224	0.875	bicubic	-50.065	-45.654	+30
364	resnetv2_101x1_bitm	29.896	70.104	51.127	48.873	44.54	448	1.000	bilinear	-52.436	-45.389	-127
365	gluon_senet154	29.877	70.123	47.892	52.108	115.09	224	0.875	bicubic	-51.353	-47.454	-55
366	xception	29.863	70.137	48.681	51.319	22.86	299	0.897	bicubic	-49.181	-45.713	+88
367	adv_inception_v3	29.820	70.180	47.843	52.157	23.83	299	0.875	bicubic	-47.758	-45.895	+160
368	cs3sedarknet_l	29.812	70.188	48.985	51.015	21.91	288	0.950	bicubic	-51.964	-46.985	-91
369	resnetaa50	29.794	70.206	48.018	51.982	25.56	288	1.000	bicubic	-51.824	-47.792	-86
370	gluon_xception65	29.786	70.214	47.765	52.235	39.92	299	0.903	bicubic	-49.936	-47.095	+38
371	lamhalobotnet50ts_256	29.745	70.255	48.339	51.661	22.57	256	0.950	bicubic	-51.807	-47.165	-85
372	fbnetv3_d	29.737	70.263	49.453	50.547	10.31	256	0.950	bilinear	-49.943	-45.487	+41
373	resmlp_36_224	29.696	70.304	48.969	51.031	44.69	224	0.875	bicubic	-50.074	-45.917	+33
374	convnext_nano	29.694	70.306	47.930	52.070	15.59	288	1.000	bicubic	-51.782	-47.730	-81
375	resnet50	29.631	70.369	46.745	53.255	25.56	224	0.950	bicubic	-50.743	-47.869	-9
376	resnetblur50	29.610	70.391	48.254	51.746	25.56	224	0.875	bicubic	-49.684	-46.380	+61
377	resnetv2_50d_gn	29.608	70.392	47.792	52.208	25.57	288	0.950	bicubic	-52.216	-48.132	-104
378	jx_nest_tiny	29.543	70.457	46.985	53.015	17.06	224	0.875	bicubic	-51.875	-48.633	-80
379	resnet50_gn	29.535	70.465	48.301	51.699	25.56	224	0.940	bicubic	-50.525	-46.647	+12
380	efficientnet_em	29.476	70.524	48.942	51.058	6.90	240	0.882	bicubic	-49.776	-45.850	+61
381	cs3darknet_l	29.470	70.530	48.215	51.785	21.16	288	0.950	bicubic	-51.416	-47.453	-46
382	resnext101_32x8d	29.439	70.561	48.488	51.512	88.79	224	0.875	bilinear	-49.877	-46.030	+48
383	gcresnext50ts	29.429	70.571	47.902	52.098	15.67	256	0.900	bicubic	-51.149	-47.268	-33
384	coat_lite_mini	29.429	70.571	47.729	52.271	11.01	224	0.900	bicubic	-49.659	-46.879	+66
385	deit_small_patch16_224	29.423	70.577	48.258	51.742	22.05	224	0.900	bicubic	-50.441	-46.790	+15
386	sebotnet33ts_256	29.423	70.577	47.146	52.854	13.70	256	0.940	bicubic	-51.731	-48.020	-71
387	ssl_resnet50	29.405	70.595	49.787	50.213	25.56	224	0.875	bilinear	-49.819	-45.043	+55
388	nf_regnet_b1	29.391	70.609	49.411	50.589	10.22	288	0.900	bicubic	-49.909	-45.343	+47
389	cait_xxs24_384	29.387	70.612	48.747	51.253	12.03	384	1.000	bicubic	-51.575	-46.897	-59
390	edgenext_small_rw	29.350	70.650	48.737	51.263	7.83	320	1.000	bicubic	-51.102	-46.453	-29
391	resnet34d	29.332	70.668	48.411	51.589	21.82	224	0.875	bicubic	-47.784	-44.971	+153
392	swin_tiny_patch4_window7_224	29.332	70.668	47.611	52.389	28.29	224	0.900	bicubic	-52.044	-47.931	-89
393	cait_xxs24_224	29.303	70.697	48.527	51.473	11.96	224	1.000	bicubic	-49.083	-45.781	+91
394	ecaresnet50d_pruned	29.209	70.791	48.443	51.557	19.94	224	0.875	bicubic	-50.509	-46.433	+15
395	poolformer_s24	29.175	70.825	48.062	51.938	21.39	224	0.900	bicubic	-51.141	-46.980	-23
396	tresnet_l_448	29.165	70.835	47.226	52.774	55.99	448	0.875	bilinear	-53.105	-48.754	-152
397	gluon_inception_v3	29.120	70.880	46.955	53.045	23.83	299	0.875	bicubic	-49.686	-47.415	+66
398	eca_resnet33ts	29.105	70.895	48.796	51.204	19.68	256	0.900	bicubic	-50.975	-46.176	-9
399	lambda_resnet50ts	29.097	70.903	46.981	53.019	21.54	256	0.950	bicubic	-52.055	-48.121	-83
400	xception71	29.040	70.960	47.411	52.589	42.34	299	0.903	bicubic	-50.830	-47.513	-1
401	hrnet_w64	28.991	71.010	47.130	52.870	128.06	224	0.875	bilinear	-50.479	-47.524	+22
402	xcit_tiny_12_p8_224	28.957	71.043	47.511	52.489	6.71	224	1.000	bicubic	-50.737	-47.537	+8
403	regnetz_b16	28.943	71.057	47.246	52.754	9.72	288	0.940	bicubic	-51.769	-48.228	-58
404	cs3darknet_focus_l	28.926	71.074	47.629	52.371	21.15	288	0.950	bicubic	-51.948	-48.063	-67
405	tf_efficientnet_b1	28.886	71.114	47.498	52.502	7.79	240	0.882	bicubic	-49.942	-46.700	+57
406	tf_efficientnet_b0_ns	28.884	71.116	48.997	51.003	5.29	224	0.875	bicubic	-49.780	-45.379	+63
407	resnetv2_50d_evos	28.878	71.121	46.672	53.328	25.59	288	0.950	bicubic	-53.100	-49.240	-143
408	vit_small_patch32_384	28.875	71.125	48.889	51.111	22.92	384	1.000	bicubic	-51.615	-46.711	-52
409	gluon_resnet101_v1b	28.873	71.127	46.389	53.611	44.55	224	0.875	bicubic	-50.431	-48.131	+25
410	mobilevitv2_150_384_in22ft1k	28.869	71.131	47.916	52.084	10.59	384	1.000	bicubic	-53.721	-48.400	-196
411	skresnext50_32x4d	28.826	71.174	46.487	53.513	27.48	224	0.875	bicubic	-51.328	-48.159	-24
412	sehalonet33ts	28.778	71.222	46.582	53.418	13.69	256	0.940	bicubic	-52.194	-48.690	-83
413	levit_256	28.751	71.249	46.721	53.279	18.89	224	0.900	bicubic	-52.765	-48.769	-123
414	tf_efficientnet_lite3	28.660	71.340	47.346	52.654	8.20	300	0.904	bilinear	-51.158	-47.568	-9
415	skresnet34	28.654	71.346	47.953	52.047	22.28	224	0.875	bicubic	-48.250	-45.367	+139
416	gluon_seresnext50_32x4d	28.649	71.351	46.442	53.558	27.56	224	0.875	bicubic	-51.263	-48.390	-19
417	darknetaa53	28.647	71.353	46.949	53.051	36.02	288	1.000	bilinear	-51.875	-48.377	-63
418	hrnet_w40	28.635	71.365	47.452	52.548	57.56	224	0.875	bilinear	-50.287	-47.018	+41
419	swinv2_tiny_window8_256	28.611	71.389	46.171	53.829	28.35	256	0.900	bicubic	-53.199	-49.823	-144
420	mobilevitv2_175_384_in22ft1k	28.605	71.395	47.126	52.874	14.25	384	1.000	bicubic	-54.329	-49.304	-226
421	halonet50ts	28.580	71.420	46.169	53.831	22.73	256	0.940	bicubic	-53.072	-49.443	-141
422	tf_efficientnetv2_b0	28.570	71.430	47.075	52.925	7.14	224	0.875	bicubic	-49.782	-46.951	+65
423	tv_resnet152	28.531	71.469	47.116	52.884	60.19	224	0.875	bilinear	-49.789	-46.918	+65
424	xcit_tiny_12_p16_224	28.519	71.481	47.403	52.597	6.72	224	1.000	bicubic	-48.605	-46.309	+119
425	repvgg_b2	28.430	71.570	47.038	52.962	89.02	224	0.875	bilinear	-50.364	-47.380	+39
426	hrnet_w48	28.409	71.591	47.586	52.414	77.47	224	0.875	bilinear	-50.891	-46.928	+10
427	gluon_resnext50_32x4d	28.379	71.621	45.316	54.684	25.03	224	0.875	bicubic	-50.981	-49.110	+2
428	swinv2_cr_tiny_ns_224	28.373	71.626	45.920	54.080	28.33	224	0.900	bicubic	-53.413	-49.902	-152
429	efficientnet_b2_pruned	28.362	71.638	47.050	52.950	8.31	260	0.890	bicubic	-51.556	-47.800	-34
430	seresnet33ts	28.338	71.662	47.753	52.247	19.78	256	0.900	bicubic	-52.016	-47.353	-62
431	tf_efficientnet_b0_ap	28.338	71.662	47.527	52.473	5.29	224	0.875	bicubic	-48.750	-45.731	+115
432	dla169	28.322	71.678	47.393	52.607	53.39	224	0.875	bilinear	-50.360	-46.943	+36
433	dla102x2	28.315	71.685	46.770	53.230	41.28	224	0.875	bilinear	-51.127	-47.876	-7
434	tf_efficientnet_cc_b0_4e	28.313	71.687	47.360	52.640	13.31	224	0.875	bicubic	-48.997	-45.980	+102
435	darknet53	28.313	71.687	46.873	53.127	41.61	288	1.000	bicubic	-52.225	-48.547	-83
436	mixnet_xl	28.291	71.709	46.700	53.300	11.90	224	0.875	bicubic	-52.187	-48.234	-79
437	gluon_resnet50_v1d	28.240	71.760	45.867	54.133	25.58	224	0.875	bicubic	-50.830	-48.599	+16
438	wide_resnet101_2	28.112	71.888	46.411	53.589	126.89	224	0.875	bilinear	-50.740	-47.877	+23
439	gluon_resnet101_v1c	28.104	71.896	45.959	54.041	44.57	224	0.875	bicubic	-51.432	-48.619	-20
440	regnetx_320	28.093	71.907	45.120	54.880	107.81	224	0.875	bicubic	-52.151	-49.900	-61
441	densenet161	28.081	71.919	46.639	53.361	28.68	224	0.875	bicubic	-49.273	-46.997	+94
442	regnety_320	28.061	71.939	45.452	54.548	145.05	224	0.875	bicubic	-52.743	-49.792	-101
443	gernet_s	28.038	71.963	46.733	53.267	8.17	224	0.875	bilinear	-48.878	-46.401	+110
444	mobilevitv2_175	28.034	71.966	46.085	53.915	14.25	256	0.888	bicubic	-52.828	-49.177	-106
445	efficientnet_el_pruned	28.018	71.982	46.788	53.212	10.59	300	0.904	bicubic	-52.280	-48.426	-70
446	levit_192	28.014	71.986	45.872	54.128	10.95	224	0.900	bicubic	-51.822	-48.918	-43
447	xception41	27.888	72.112	45.896	54.104	26.97	299	0.903	bicubic	-50.628	-48.384	+26
448	regnetx_160	27.817	72.183	45.623	54.377	54.28	224	0.875	bicubic	-52.037	-49.207	-47
449	tf_inception_v3	27.778	72.222	45.717	54.283	23.83	299	0.875	bicubic	-50.074	-47.923	+66
450	res2net101_26w_4s	27.774	72.226	45.167	54.833	45.21	224	0.875	bilinear	-51.422	-49.269	-4
451	tf_efficientnetv2_b1	27.762	72.238	46.574	53.426	8.14	240	0.882	bicubic	-51.704	-48.148	-27
452	vit_base_patch16_224_sam	27.709	72.291	45.112	54.888	86.57	224	0.900	bicubic	-52.535	-49.642	-72
453	fbnetv3_b	27.672	72.328	46.981	53.019	8.60	256	0.950	bilinear	-51.470	-47.769	-6
454	repvgg_b1	27.648	72.352	46.521	53.479	57.42	224	0.875	bilinear	-50.720	-47.573	+32
455	mobilevitv2_200	27.629	72.371	45.766	54.234	18.45	256	0.888	bicubic	-53.511	-49.602	-138
456	hrnet_w44	27.623	72.377	45.845	54.155	67.06	224	0.875	bilinear	-51.273	-48.525	+4
457	gcresnet33ts	27.585	72.415	46.199	53.801	19.88	256	0.900	bicubic	-52.491	-48.795	-67
458	inception_v3	27.556	72.444	45.265	54.735	23.83	299	0.875	bicubic	-49.882	-48.211	+74
459	resmlp_24_224	27.534	72.466	45.697	54.303	30.02	224	0.875	bicubic	-51.844	-48.849	-32
460	pit_xs_224	27.497	72.503	45.904	54.096	10.62	224	0.900	bicubic	-50.693	-48.262	+35
461	regnetx_080	27.393	72.607	45.002	54.998	39.57	224	0.875	bicubic	-51.809	-49.550	-16
462	hrnet_w30	27.389	72.611	46.548	53.452	37.71	224	0.875	bilinear	-50.809	-47.676	+32
463	hrnet_w32	27.369	72.631	45.990	54.010	41.23	224	0.875	bilinear	-51.083	-48.198	+17
464	gluon_resnet50_v1s	27.322	72.678	45.224	54.776	25.68	224	0.875	bicubic	-51.384	-49.014	+3
465	res2net50_26w_8s	27.310	72.690	44.823	55.177	48.40	224	0.875	bilinear	-51.642	-49.483	-7
466	densenet201	27.259	72.741	46.220	53.780	20.01	224	0.875	bicubic	-50.029	-47.260	+72
467	densenetblur121d	27.228	72.772	46.293	53.707	8.00	224	0.875	bicubic	-49.352	-46.895	+97
468	efficientnet_b1_pruned	27.181	72.819	45.872	54.128	6.33	240	0.882	bicubic	-51.063	-47.962	+24
469	tf_efficientnetv2_b2	27.173	72.827	44.572	55.428	10.10	260	0.890	bicubic	-53.035	-50.472	-86
470	resnet33ts	27.136	72.865	45.332	54.668	19.68	256	0.900	bicubic	-52.072	-49.242	-26
471	resnetrs50	27.098	72.902	45.029	54.971	35.69	224	0.910	bicubic	-52.788	-49.941	-73
472	rexnet_130	27.096	72.904	45.941	54.059	7.56	224	0.875	bicubic	-52.406	-48.741	-52
473	resnet32ts	27.045	72.955	45.263	54.737	17.96	256	0.900	bicubic	-51.969	-49.093	-18
474	dla102x	27.039	72.961	45.485	54.515	26.31	224	0.875	bilinear	-51.473	-48.743	0
475	gmixer_24_224	27.033	72.967	44.369	55.631	24.72	224	0.875	bicubic	-51.003	-49.301	+27
476	tv_resnet101	26.963	73.037	45.236	54.764	44.55	224	0.875	bilinear	-50.417	-48.308	+58
477	regnetx_120	26.870	73.130	44.676	55.324	46.11	224	0.875	bicubic	-52.722	-50.058	-60
478	resnext50d_32x4d	26.866	73.134	44.446	55.554	25.05	224	0.875	bicubic	-52.810	-50.420	-64
479	rexnet_100	26.831	73.169	45.377	54.623	4.80	224	0.875	bicubic	-51.029	-48.497	+33
480	densenet169	26.827	73.173	45.385	54.615	14.15	224	0.875	bicubic	-49.077	-47.639	+97
481	tinynet_a	26.817	73.183	45.106	54.894	6.19	192	0.875	bicubic	-50.831	-48.430	+39
482	legacy_seresnext101_32x4d	26.815	73.185	43.501	56.499	48.96	224	0.875	bilinear	-53.407	-51.513	-101
483	regnetx_064	26.790	73.210	44.919	55.081	26.21	224	0.875	bicubic	-52.284	-49.541	-31
484	regnety_120	26.784	73.216	44.442	55.558	51.82	224	0.875	bicubic	-53.592	-50.680	-119
485	regnetx_032	26.707	73.293	45.228	54.772	15.30	224	0.875	bicubic	-51.477	-48.860	+11
486	densenet121	26.674	73.326	45.890	54.110	7.98	224	0.875	bicubic	-48.906	-46.758	+96
487	legacy_seresnet152	26.672	73.328	43.953	56.047	66.82	224	0.875	bilinear	-51.980	-50.417	-17
488	efficientnet_es	26.619	73.381	45.122	54.878	5.44	224	0.875	bicubic	-51.439	-48.822	+13
489	res2net50_26w_6s	26.597	73.403	43.998	56.002	37.05	224	0.875	bilinear	-51.973	-50.126	-17
490	repvgg_b1g4	26.581	73.419	45.086	54.914	39.97	224	0.875	bilinear	-51.007	-48.744	+35
491	dla60x	26.554	73.446	45.008	54.992	17.35	224	0.875	bilinear	-51.674	-49.016	+2
492	coat_lite_tiny	26.509	73.491	44.646	55.354	5.72	224	0.900	bicubic	-51.007	-49.268	+37
493	mobilenetv3_large_100_miil	26.507	73.493	44.491	55.509	5.48	224	0.875	bilinear	-51.415	-48.429	+16
494	res2net50_14w_8s	26.483	73.517	44.371	55.629	25.06	224	0.875	bilinear	-51.661	-49.481	+3
495	tf_efficientnet_b0	26.477	73.523	45.650	54.350	5.29	224	0.875	bicubic	-50.363	-47.568	+60
496	gluon_resnet50_v1b	26.440	73.560	44.043	55.957	25.56	224	0.875	bicubic	-51.144	-49.677	+30
497	tf_efficientnet_el	26.357	73.643	44.175	55.825	10.59	300	0.904	bicubic	-53.897	-50.953	-119
498	lambda_resnet26t	26.342	73.658	44.412	55.588	10.96	256	0.940	bicubic	-52.756	-50.178	-49
499	levit_128	26.328	73.672	44.114	55.886	9.21	224	0.900	bicubic	-52.154	-49.898	-22
500	resmlp_big_24_224	26.320	73.680	43.557	56.443	129.14	224	0.875	bicubic	-54.710	-51.463	-176
501	resmlp_12_distilled_224	26.306	73.694	44.870	55.130	15.35	224	0.875	bicubic	-51.640	-48.690	+7
502	regnetx_040	26.241	73.759	44.442	55.558	22.12	224	0.875	bicubic	-52.247	-49.796	-27
503	mobilevitv2_150	26.190	73.810	43.768	56.232	10.59	256	0.888	bicubic	-54.178	-51.296	-136
504	crossvit_9_dagger_240	26.175	73.825	44.538	55.462	8.78	240	0.875	bicubic	-50.803	-49.076	+45
505	vit_small_patch32_224	26.161	73.839	45.110	54.890	22.88	224	0.900	bicubic	-49.829	-48.158	+69
506	dpn68	26.135	73.865	44.228	55.772	12.61	224	0.875	bicubic	-50.175	-48.750	+65
507	efficientnet_b1	26.061	73.939	44.076	55.924	7.79	256	1.000	bicubic	-52.727	-50.270	-42
508	mobilevitv2_125	26.025	73.975	43.666	56.334	7.48	256	0.888	bicubic	-53.657	-51.182	-97
509	lambda_resnet26rpt_256	26.017	73.983	44.182	55.818	10.99	256	0.940	bicubic	-52.947	-50.244	-52
510	hrnet_w18	25.988	74.012	44.817	55.183	21.30	224	0.875	bilinear	-50.772	-48.627	+48
511	hardcorenas_f	25.941	74.059	44.212	55.788	8.20	224	0.875	bilinear	-52.161	-49.590	-12
512	resnet34	25.890	74.110	43.988	56.012	21.80	224	0.875	bilinear	-49.222	-48.296	+81
513	tresnet_m_448	25.862	74.138	42.872	57.128	31.39	448	0.875	bilinear	-55.844	-52.700	-235
514	resnet26t	25.860	74.140	43.953	56.047	16.01	256	0.940	bicubic	-52.004	-49.889	-3
515	res2net50_26w_4s	25.858	74.142	43.155	56.845	25.70	224	0.875	bilinear	-52.104	-50.697	-8
516	coat_tiny	25.848	74.152	43.279	56.721	5.50	224	0.900	bicubic	-52.588	-50.759	-35
517	hardcorenas_c	25.821	74.179	44.770	55.230	5.52	224	0.875	bilinear	-51.231	-48.390	+30
518	gluon_resnet50_v1c	25.780	74.220	43.025	56.975	25.58	224	0.875	bicubic	-52.228	-50.965	-14
519	halonet26t	25.766	74.234	43.231	56.769	12.48	256	0.950	bicubic	-53.346	-51.083	-71
520	selecsls60	25.727	74.273	44.065	55.935	30.67	224	0.875	bicubic	-52.257	-49.767	-15
521	hardcorenas_e	25.664	74.336	43.404	56.596	8.07	224	0.875	bilinear	-52.122	-50.300	-3
522	dla60_res2next	25.656	74.344	43.664	56.336	17.03	224	0.875	bilinear	-52.800	-50.482	-43
523	dla60_res2net	25.646	74.354	43.583	56.417	20.85	224	0.875	bilinear	-52.812	-50.613	-45
524	poolformer_s12	25.636	74.364	44.137	55.863	11.92	224	0.900	bicubic	-51.602	-49.369	+17
525	ecaresnet26t	25.540	74.460	43.666	56.334	16.01	320	0.950	bicubic	-54.312	-51.418	-123
526	resmlp_12_224	25.520	74.480	44.340	55.660	15.35	224	0.875	bicubic	-51.136	-48.840	+34
527	mixnet_l	25.514	74.486	43.463	56.537	7.33	224	0.875	bicubic	-53.462	-50.715	-71
528	tf_efficientnet_lite1	25.503	74.497	43.579	56.421	5.42	240	0.882	bicubic	-51.135	-49.645	+33
529	cs3darknet_focus_m	25.485	74.515	43.762	56.238	9.30	288	0.950	bicubic	-51.797	-50.210	+10
530	bat_resnext26ts	25.467	74.533	43.206	56.794	10.73	256	0.900	bicubic	-52.781	-50.890	-39
531	eca_halonext26ts	25.455	74.545	43.194	56.806	10.76	256	0.940	bicubic	-54.033	-51.410	-110
532	botnet26t_256	25.455	74.545	42.638	57.362	12.49	256	0.950	bicubic	-53.803	-51.890	-92
533	tv_resnext50_32x4d	25.450	74.550	42.781	57.219	25.03	224	0.875	bilinear	-52.168	-50.919	-10
534	repvgg_a2	25.434	74.566	43.941	56.059	28.21	224	0.875	bilinear	-51.026	-49.069	+34
535	tf_mixnet_l	25.420	74.580	42.538	57.462	7.33	224	0.875	bicubic	-53.358	-51.460	-69
536	hardcorenas_b	25.400	74.600	44.192	55.808	5.18	224	0.875	bilinear	-51.136	-48.562	+29
537	res2next50	25.387	74.613	42.498	57.502	24.67	224	0.875	bilinear	-52.871	-51.390	-47
538	legacy_seresnet101	25.334	74.666	42.823	57.177	49.33	224	0.875	bilinear	-53.046	-51.439	-53
539	selecsls60b	25.332	74.668	43.559	56.441	32.77	224	0.875	bicubic	-53.072	-50.613	-56
540	hardcorenas_d	25.324	74.676	43.123	56.877	7.50	224	0.875	bilinear	-52.106	-50.361	-7
541	dla102	25.320	74.680	43.846	56.154	33.27	224	0.875	bilinear	-52.708	-50.104	-38
542	resnetv2_50x1_bitm	25.316	74.684	45.358	54.642	25.55	448	1.000	bilinear	-55.026	-50.328	-173
543	resnest14d	25.275	74.725	44.090	55.910	10.61	224	0.875	bilinear	-50.233	-48.434	+41
544	legacy_seresnext50_32x4d	25.214	74.786	41.942	58.058	27.56	224	0.875	bilinear	-53.862	-52.492	-93
545	mixer_b16_224	25.117	74.883	41.217	58.783	59.88	224	0.875	bicubic	-51.493	-51.013	+17
546	efficientnet_b0	25.027	74.973	42.795	57.205	5.29	224	0.875	bicubic	-52.673	-50.737	-27
547	res2net50_48w_2s	25.025	74.975	42.206	57.794	25.29	224	0.875	bilinear	-52.499	-51.344	-19
548	gluon_resnet34_v1b	24.935	75.065	42.241	57.759	21.80	224	0.875	bicubic	-49.657	-49.747	+58
549	mobilenetv2_120d	24.931	75.069	43.051	56.949	5.83	224	0.875	bicubic	-52.359	-50.449	-12
550	dla60	24.911	75.089	43.294	56.706	22.04	224	0.875	bilinear	-52.111	-50.026	-2
551	eca_botnext26ts_256	24.868	75.132	42.950	57.050	10.59	256	0.950	bicubic	-54.408	-51.666	-113
552	regnety_016	24.817	75.183	42.610	57.390	11.20	224	0.875	bicubic	-53.039	-51.110	-38
553	xcit_nano_12_p8_224_dist	24.811	75.189	43.072	56.928	3.05	224	1.000	bicubic	-51.517	-50.022	+16
554	seresnext26ts	24.689	75.311	43.106	56.894	10.39	256	0.900	bicubic	-53.169	-50.684	-41
555	eca_resnext26ts	24.658	75.342	42.850	57.150	10.30	256	0.900	bicubic	-52.800	-50.718	-24
556	cs3darknet_m	24.630	75.370	42.970	57.030	9.31	288	0.950	bicubic	-52.996	-51.044	-34
557	mobilevitv2_100	24.547	75.453	42.919	57.081	4.90	256	0.888	bicubic	-53.539	-51.241	-57
558	tf_efficientnet_lite2	24.528	75.472	42.280	57.720	6.09	260	0.890	bicubic	-52.938	-51.478	-28
559	regnetx_016	24.487	75.513	42.510	57.490	9.19	224	0.875	bicubic	-52.455	-50.914	-8
560	skresnet18	24.483	75.517	42.540	57.460	11.96	224	0.875	bicubic	-48.551	-48.626	+63
561	pit_ti_distilled_224	24.408	75.592	42.734	57.266	5.10	224	0.900	bicubic	-50.126	-49.362	+46
562	hardcorenas_a	24.371	75.629	43.292	56.708	5.26	224	0.875	bilinear	-51.559	-49.218	+14
563	tf_efficientnet_lite0	24.367	75.633	42.504	57.496	4.65	224	0.875	bicubic	-50.465	-49.670	+37
564	tv_resnet50	24.084	75.916	41.313	58.687	25.56	224	0.875	bilinear	-52.050	-51.555	+8
565	levit_128s	24.056	75.944	41.005	58.995	7.78	224	0.900	bicubic	-52.458	-51.865	+1
566	legacy_seresnet34	24.029	75.971	41.905	58.095	21.96	224	0.875	bilinear	-50.781	-50.221	+35
567	xcit_nano_12_p16_384_dist	24.011	75.989	42.327	57.673	3.05	384	1.000	bicubic	-51.445	-50.363	+20
568	xcit_nano_12_p8_384_dist	23.956	76.044	41.946	58.054	3.05	384	1.000	bicubic	-53.860	-52.100	-52
569	gcresnext26ts	23.950	76.050	41.359	58.641	10.48	256	0.900	bicubic	-53.864	-52.477	-52
570	resnet18d	23.933	76.067	42.298	57.702	11.71	224	0.875	bicubic	-48.325	-48.390	+63
571	efficientnet_lite0	23.907	76.093	42.084	57.916	4.65	224	0.875	bicubic	-51.561	-50.432	+14
572	resnext26ts	23.868	76.132	41.109	58.891	10.30	256	0.900	bicubic	-52.912	-52.023	-15
573	tv_densenet121	23.840	76.160	41.921	58.079	7.98	224	0.875	bicubic	-50.900	-50.227	+29
574	efficientnet_es_pruned	23.838	76.162	41.989	58.011	5.44	224	0.875	bicubic	-51.162	-50.453	+23
575	mobilenetv2_140	23.714	76.286	41.477	58.523	6.11	224	0.875	bicubic	-52.798	-51.521	-8
576	mixnet_m	23.714	76.286	41.148	58.852	5.01	224	0.875	bicubic	-53.548	-52.274	-36
577	dla34	23.679	76.321	41.539	58.461	15.74	224	0.875	bilinear	-50.945	-50.533	+28
578	legacy_seresnet50	23.651	76.349	40.091	59.909	28.09	224	0.875	bilinear	-53.981	-53.659	-57
579	ese_vovnet19b_dw	23.528	76.472	41.284	58.716	6.54	224	0.875	bicubic	-53.266	-51.982	-23
580	tf_mixnet_m	23.484	76.516	41.001	58.999	5.01	224	0.875	bicubic	-53.462	-52.151	-30
581	tv_resnet34	23.469	76.531	41.364	58.636	21.80	224	0.875	bilinear	-49.839	-50.060	+39
582	tf_efficientnet_em	23.361	76.639	40.400	59.600	6.90	240	0.882	bicubic	-54.765	-53.646	-84
583	selecsls42b	23.355	76.645	40.675	59.325	32.46	224	0.875	bicubic	-53.823	-52.717	-41
584	repvgg_b0	23.319	76.681	41.172	58.828	15.82	224	0.875	bilinear	-51.835	-51.244	+7
585	xcit_nano_12_p16_224_dist	23.264	76.736	41.382	58.618	3.05	224	1.000	bicubic	-49.038	-49.480	+47
586	mobilenetv2_110d	23.076	76.924	40.748	59.252	4.52	224	0.875	bicubic	-51.960	-51.444	+9
587	vit_base_patch32_224_sam	23.048	76.952	39.574	60.426	88.22	224	0.900	bicubic	-50.644	-51.438	+29
588	tinynet_b	23.023	76.977	40.968	59.032	3.73	188	0.875	bicubic	-51.951	-51.214	+10
589	deit_tiny_distilled_patch16_224	22.726	77.274	40.773	59.227	5.91	224	0.900	bicubic	-51.786	-51.117	+19
590	mobilenetv3_large_100	22.655	77.345	40.775	59.225	5.48	224	0.875	bicubic	-53.121	-51.765	-12
591	mobilenetv3_rw	22.626	77.374	40.380	59.620	5.48	224	0.875	bicubic	-53.008	-52.328	-11
592	tf_mobilenetv3_large_100	22.565	77.435	39.761	60.239	5.48	224	0.875	bilinear	-52.947	-52.845	-9
593	mobilevit_s	22.476	77.524	38.643	61.357	5.58	256	0.900	bicubic	-55.834	-55.509	-104
594	tf_efficientnet_es	22.416	77.585	39.093	60.907	5.44	224	0.875	bicubic	-54.182	-54.111	-31
595	xcit_nano_12_p8_224	22.412	77.588	40.657	59.343	3.05	224	1.000	bicubic	-51.504	-51.511	+19
596	hrnet_w18_small_v2	22.337	77.663	39.869	60.131	15.60	224	0.875	bilinear	-52.773	-52.547	-2
597	convit_tiny	22.276	77.724	39.665	60.335	5.71	224	0.875	bicubic	-50.838	-52.055	+25
598	edgenext_x_small	22.199	77.801	39.075	60.925	2.34	256	0.900	bicubic	-52.665	-53.225	+1
599	regnety_008	22.119	77.881	38.891	61.109	6.26	224	0.875	bicubic	-54.195	-54.179	-29
600	seresnext26t_32x4d	21.983	78.017	38.486	61.514	16.81	224	0.875	bicubic	-55.985	-55.262	-94
601	regnety_006	21.981	78.019	38.950	61.050	6.06	224	0.875	bicubic	-53.271	-53.582	-11
602	vit_tiny_r_s16_p8_384	21.958	78.042	39.403	60.597	6.36	384	1.000	bicubic	-53.994	-53.859	-27
603	regnetx_008	21.942	78.058	38.926	61.074	7.26	224	0.875	bicubic	-53.092	-53.414	-7
604	resnet26d	21.907	78.094	38.621	61.379	16.01	224	0.875	bicubic	-54.795	-54.531	-45
605	semnasnet_100	21.897	78.103	38.602	61.398	3.89	224	0.875	bicubic	-53.553	-53.998	-17
606	pit_ti_224	21.869	78.131	39.543	60.457	4.85	224	0.900	bicubic	-51.043	-51.863	+20
607	regnetx_006	21.738	78.263	38.916	61.084	6.20	224	0.875	bicubic	-52.118	-52.756	+8
608	vit_tiny_patch16_384	21.714	78.286	39.327	60.673	5.79	384	1.000	bicubic	-56.716	-55.217	-126
609	crossvit_9_240	21.688	78.312	39.278	60.722	8.55	240	0.875	bicubic	-52.272	-52.686	+4
610	vgg19_bn	21.625	78.374	39.280	60.720	143.68	224	0.875	bilinear	-52.589	-52.564	-1
611	ghostnet_100	21.614	78.386	38.696	61.304	5.18	224	0.875	bilinear	-52.366	-52.762	+1
612	semnasnet_075	21.570	78.430	38.934	61.066	2.91	224	0.875	bicubic	-51.404	-52.200	+12
613	gluon_resnet18_v1b	21.557	78.443	38.887	61.113	11.69	224	0.875	bicubic	-49.281	-50.875	+31
614	mobilevitv2_075	21.535	78.465	38.635	61.365	2.87	256	0.888	bicubic	-54.073	-54.123	-33
615	fbnetc_100	21.508	78.492	38.158	61.842	5.57	224	0.875	bilinear	-53.608	-54.228	-23
616	xcit_nano_12_p16_224	21.437	78.563	39.798	60.202	3.05	224	1.000	bicubic	-48.517	-49.958	+32
617	mnasnet_100	21.362	78.638	37.721	62.279	4.38	224	0.875	bicubic	-53.288	-54.393	-14
618	lcnet_100	21.290	78.710	38.849	61.151	2.95	224	0.875	bicubic	-50.820	-51.529	+18
619	resnet26	21.285	78.715	38.020	61.980	16.00	224	0.875	bicubic	-54.015	-54.560	-30
620	ssl_resnet18	21.278	78.722	39.107	60.893	11.69	224	0.875	bilinear	-51.326	-52.317	+7
621	mixnet_s	21.256	78.744	38.183	61.817	4.13	224	0.875	bicubic	-54.740	-54.617	-48
622	seresnext26d_32x4d	21.250	78.750	37.319	62.681	16.81	224	0.875	bicubic	-56.356	-56.287	-98
623	legacy_seresnext26_32x4d	21.091	78.909	37.629	62.371	16.79	224	0.875	bicubic	-56.013	-55.687	-78
624	crossvit_tiny_240	21.050	78.950	38.053	61.947	7.01	240	0.875	bicubic	-52.288	-53.861	-5
625	regnetx_004	20.898	79.102	37.568	62.432	5.16	224	0.875	bicubic	-51.498	-53.270	+3
626	spnasnet_100	20.865	79.135	37.888	62.112	4.42	224	0.875	bilinear	-53.225	-53.928	-16
627	legacy_seresnet18	20.841	79.159	37.613	62.387	11.78	224	0.875	bicubic	-50.899	-52.717	+12
628	mobilenetv2_100	20.777	79.223	37.764	62.236	3.50	224	0.875	bicubic	-52.179	-53.246	-3
629	tf_mixnet_s	20.462	79.538	36.615	63.385	4.13	224	0.875	bicubic	-55.190	-56.011	-50
630	vit_tiny_patch16_224	20.458	79.542	37.603	62.397	5.72	224	0.900	bicubic	-55.006	-55.241	-44
631	regnety_004	20.415	79.585	37.002	62.998	4.34	224	0.875	bicubic	-53.609	-54.754	-20
632	hrnet_w18_small	20.364	79.636	37.089	62.911	13.19	224	0.875	bilinear	-51.972	-53.591	-1
633	tf_mobilenetv3_large_075	20.364	79.636	36.770	63.230	3.99	224	0.875	bilinear	-53.076	-54.578	-16
634	resnet18	20.224	79.776	37.256	62.744	11.69	224	0.875	bilinear	-49.524	-51.828	+16
635	mixer_l16_224	20.169	79.831	32.942	67.058	208.20	224	0.875	bicubic	-51.897	-54.724	+2
636	deit_tiny_patch16_224	20.166	79.835	37.560	62.440	5.72	224	0.900	bicubic	-52.008	-53.554	-1
637	tf_mobilenetv3_large_minimal_100	20.108	79.891	36.906	63.094	3.92	224	0.875	bilinear	-52.142	-53.714	-3
638	vgg16_bn	19.957	80.043	36.303	63.697	138.37	224	0.875	bilinear	-53.393	-55.201	-20
639	vit_tiny_r_s16_p8_224	19.324	80.676	36.051	63.949	6.34	224	0.900	bicubic	-52.470	-54.767	-1
640	tinynet_c	19.260	80.740	35.988	64.012	2.46	184	0.875	bicubic	-51.968	-53.760	+2
641	edgenext_xx_small	18.580	81.420	34.693	65.307	1.33	256	0.900	bicubic	-52.526	-55.339	+2
642	mobilevit_xs	18.303	81.697	33.227	66.773	2.32	256	0.900	bicubic	-56.331	-59.119	-38
643	lcnet_075	18.161	81.839	34.406	65.594	2.36	224	0.875	bicubic	-50.653	-53.958	+10
644	vgg19	17.929	82.071	33.054	66.946	143.67	224	0.875	bilinear	-54.437	-57.818	-15
645	vgg13_bn	17.803	82.197	34.039	65.961	133.05	224	0.875	bilinear	-53.795	-56.337	-5
646	vgg16	17.540	82.460	32.769	67.231	138.36	224	0.875	bilinear	-54.050	-57.613	-5
647	regnety_002	17.458	82.542	32.431	67.569	3.16	224	0.875	bicubic	-52.798	-57.103	-1
648	vgg11_bn	17.403	82.597	33.009	66.991	132.87	224	0.875	bilinear	-52.957	-56.793	-3
649	mobilevitv2_050	17.302	82.698	32.999	67.001	1.37	256	0.888	bicubic	-52.838	-56.931	-2
650	resnet10t	17.281	82.719	33.070	66.930	5.44	224	0.950	bilinear	-51.027	-55.010	+5
651	regnetx_002	16.962	83.038	32.223	67.777	2.68	224	0.875	bicubic	-51.792	-56.333	+3
652	mobilenetv3_small_100	16.815	83.185	32.535	67.465	2.54	224	0.875	bicubic	-50.843	-55.099	+6
653	tinynet_d	16.675	83.325	32.459	67.541	2.34	152	0.875	bicubic	-50.287	-54.605	+6
654	mobilenetv2_050	16.675	83.325	31.952	68.048	1.97	224	0.875	bicubic	-49.269	-54.128	+8
655	mnasnet_small	16.636	83.364	31.922	68.078	2.03	224	0.875	bicubic	-49.570	-54.584	+5
656	resnet14t	16.471	83.529	30.722	69.278	10.08	224	0.950	bilinear	-55.885	-59.618	-26
657	dla60x_c	16.320	83.680	31.752	68.249	1.32	224	0.875	bilinear	-51.560	-56.682	0
658	tf_mobilenetv3_small_100	16.227	83.772	31.225	68.775	2.54	224	0.875	bilinear	-51.699	-56.443	-2
659	vgg13	16.104	83.896	30.983	69.017	133.05	224	0.875	bilinear	-53.822	-58.263	-10
660	vgg11	15.730	84.270	30.453	69.547	132.86	224	0.875	bilinear	-53.298	-58.175	-9
661	mobilenetv3_small_075	14.954	85.046	29.735	70.265	2.04	224	0.875	bicubic	-50.284	-55.705	+3
662	tf_mobilenetv3_small_075	14.948	85.052	29.576	70.424	2.04	224	0.875	bilinear	-50.764	-56.554	+1
663	dla46_c	14.671	85.329	29.374	70.626	1.30	224	0.875	bilinear	-50.201	-56.928	+2
664	mobilevit_xxs	14.508	85.492	28.670	71.330	1.27	256	0.900	bicubic	-54.412	-60.276	-12
665	dla46x_c	14.382	85.618	29.179	70.821	1.07	224	0.875	bilinear	-51.570	-57.807	-4
666	lcnet_050	14.306	85.694	28.647	71.353	1.88	224	0.875	bicubic	-48.788	-55.735	0
667	tf_mobilenetv3_small_minimal_100	13.958	86.042	27.979	72.022	2.04	224	0.875	bilinear	-48.942	-56.255	0
668	tinynet_e	12.669	87.331	26.389	73.611	2.04	106	0.875	bicubic	-47.187	-55.377	0
669	mobilenetv3_small_050	11.034	88.966	23.471	76.529	1.59	224	0.875	bicubic	-46.856	-56.723	0