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	eva_giant_patch14_336.clip_ft_in1k	71.180	28.820	90.291	9.709	1,013.01	336	1.000	bicubic	-18.296	-8.533	+2
3	eva_giant_patch14_224.clip_ft_in1k	70.559	29.441	90.004	9.996	1,012.56	224	1.000	bicubic	-18.540	-8.712	+3
4	eva_giant_patch14_336.m30m_ft_in22k_in1k	68.056	31.944	87.821	12.179	1,013.01	336	1.000	bicubic	-21.512	-11.131	-1
5	eva_giant_patch14_560.m30m_ft_in22k_in1k	67.486	32.514	87.461	12.539	1,014.45	560	1.000	bicubic	-22.310	-11.531	-3
6	vit_huge_patch14_clip_224.laion2b_ft_in1k	67.409	32.590	87.895	12.105	632.05	224	1.000	bicubic	-20.184	-10.325	+25
7	vit_large_patch14_clip_336.laion2b_ft_in1k	65.733	34.267	86.913	13.087	304.53	336	1.000	bicubic	-22.115	-11.457	+21
8	vit_huge_patch14_clip_224.laion2b_ft_in12k_in1k	65.321	34.679	86.836	13.164	632.05	224	1.000	bicubic	-22.925	-11.714	+9
9	vit_huge_patch14_clip_336.laion2b_ft_in12k_in1k	65.264	34.736	86.763	13.237	632.46	336	1.000	bicubic	-23.310	-11.897	+1
10	vit_large_patch14_clip_224.laion2b_ft_in1k	64.808	35.192	86.573	13.427	304.20	224	1.000	bicubic	-22.484	-11.673	+26
11	vit_large_patch14_clip_336.openai_ft_in12k_in1k	64.065	35.935	85.903	14.097	304.53	336	1.000	bicubic	-24.201	-12.629	+5
12	eva_large_patch14_336.in22k_ft_in1k	63.108	36.892	84.386	15.614	304.53	336	1.000	bicubic	-25.556	-14.334	-5
13	vit_large_patch14_clip_224.openai_ft_in1k	62.630	37.370	85.117	14.883	304.20	224	1.000	bicubic	-25.222	-13.311	+14
14	vit_large_patch14_clip_224.laion2b_ft_in12k_in1k	62.053	37.947	84.317	15.683	304.20	224	1.000	bicubic	-25.837	-14.093	+12
15	vit_large_patch14_clip_336.laion2b_ft_in12k_in1k	61.628	38.372	83.659	16.341	304.53	336	1.000	bicubic	-26.554	-14.913	+6
16	vit_large_patch14_clip_224.openai_ft_in12k_in1k	61.402	38.598	83.374	16.626	304.20	224	1.000	bicubic	-26.766	-15.170	+6
17	eva_large_patch14_196.in22k_ft_in1k	61.111	38.889	82.774	17.226	304.14	196	1.000	bicubic	-26.827	-15.718	+7
18	eva_large_patch14_336.in22k_ft_in22k_in1k	60.938	39.062	82.155	17.845	304.53	336	1.000	bicubic	-28.265	-16.695	-13
19	eva_large_patch14_196.in22k_ft_in22k_in1k	59.852	40.148	81.124	18.876	304.14	196	1.000	bicubic	-28.734	-17.532	-10
20	ig_resnext101_32x48d	58.810	41.190	81.076	18.924	828.41	224	0.875	bilinear	-26.618	-16.496	+84
21	ig_resnext101_32x32d	58.386	41.614	80.381	19.619	468.53	224	0.875	bilinear	-26.708	-17.057	+107
22	beitv2_large_patch16_224.in1k_ft_in22k_in1k	58.358	41.642	80.226	19.774	304.43	224	0.950	bicubic	-30.028	-18.372	-9
23	ig_resnext101_32x16d	57.690	42.310	79.905	20.095	194.03	224	0.875	bilinear	-26.480	-17.291	+169
24	swsl_resnext101_32x16d	57.458	42.542	80.385	19.615	194.03	224	0.875	bilinear	-25.888	-16.461	+230
25	beit_large_patch16_384.in22k_ft_in22k_in1k	56.894	43.106	79.229	20.771	305.00	384	1.000	bicubic	-31.510	-19.379	-13
26	vit_base_patch16_clip_384.laion2b_ft_in1k	56.875	43.125	79.994	20.006	86.86	384	1.000	bicubic	-29.745	-18.016	+29
27	beit_large_patch16_512.in22k_ft_in22k_in1k	56.755	43.245	78.899	21.101	305.67	512	1.000	bicubic	-31.843	-19.757	-19
28	swsl_resnext101_32x8d	56.438	43.562	78.944	21.056	88.79	224	0.875	bilinear	-27.846	-18.232	+152
29	maxvit_xlarge_tf_384.in21k_ft_in1k	56.207	43.793	78.750	21.250	475.32	384	1.000	bicubic	-32.099	-19.794	-14
30	maxvit_xlarge_tf_512.in21k_ft_in1k	56.150	43.850	78.630	21.370	475.77	512	1.000	bicubic	-32.388	-20.014	-19
31	maxvit_base_tf_512.in21k_ft_in1k	56.089	43.911	78.599	21.401	119.88	512	1.000	bicubic	-32.123	-19.933	-11
32	deit3_huge_patch14_224_in21ft1k	55.764	44.236	77.624	22.376	632.13	224	1.000	bicubic	-31.419	-20.636	+6
33	maxvit_base_tf_384.in21k_ft_in1k	55.633	44.367	78.064	21.936	119.65	384	1.000	bicubic	-32.289	-20.478	-8
34	vit_base_patch16_clip_224.laion2b_ft_in1k	55.413	44.587	79.049	20.951	86.57	224	1.000	bicubic	-30.055	-18.527	+68
35	maxvit_large_tf_512.in21k_ft_in1k	55.171	44.829	77.276	22.724	212.33	512	1.000	bicubic	-33.047	-21.322	-16
36	maxvit_large_tf_384.in21k_ft_in1k	55.075	44.925	77.142	22.858	212.03	384	1.000	bicubic	-32.917	-21.424	-13
37	convnext_xlarge.fb_in22k_ft_in1k_384	54.965	45.035	76.828	23.172	350.20	384	1.000	bicubic	-32.783	-21.726	-8
38	beit_large_patch16_224.in22k_ft_in22k_in1k	54.959	45.041	77.610	22.390	304.43	224	0.900	bicubic	-32.517	-20.694	-6
39	ig_resnext101_32x8d	54.918	45.082	77.534	22.466	88.79	224	0.875	bilinear	-27.770	-19.102	+257
40	deit3_large_patch16_384_in21ft1k	54.878	45.122	77.372	22.628	304.76	384	1.000	bicubic	-32.838	-21.140	-10
41	deit3_large_patch16_224_in21ft1k	54.361	45.639	76.561	23.439	304.37	224	1.000	bicubic	-32.616	-21.677	+4
42	swsl_resnext101_32x4d	53.603	46.397	76.347	23.653	44.18	224	0.875	bilinear	-29.627	-20.413	+216
43	vit_base_patch16_clip_384.laion2b_ft_in12k_in1k	53.493	46.507	75.667	24.333	86.86	384	1.000	bicubic	-33.725	-22.367	-6
44	vit_base_patch16_clip_384.openai_ft_in1k	53.080	46.920	76.653	23.347	86.86	384	1.000	bicubic	-33.126	-21.221	+25
45	convnext_large.fb_in22k_ft_in1k_384	52.758	47.242	74.704	25.296	197.77	384	1.000	bicubic	-34.714	-23.682	-12
46	vit_large_patch16_384.augreg_in21k_ft_in1k	52.754	47.246	74.696	25.304	304.72	384	1.000	bicubic	-34.326	-23.604	-5
47	swinv2_large_window12to24_192to384_22kft1k	52.300	47.700	74.423	25.577	196.74	384	1.000	bicubic	-35.158	-23.829	-13
48	convnext_xlarge.fb_in22k_ft_in1k	52.229	47.771	73.953	26.047	350.20	288	1.000	bicubic	-35.109	-24.375	-13
49	vit_large_r50_s32_384.augreg_in21k_ft_in1k	52.039	47.961	73.558	26.442	329.09	384	1.000	bicubic	-34.145	-24.360	+21
50	vit_large_patch16_224.augreg_in21k_ft_in1k	51.832	48.168	73.694	26.306	304.33	224	0.900	bicubic	-34.010	-24.130	+34
51	vit_base_patch16_clip_224.laion2b_ft_in12k_in1k	51.760	48.240	74.635	25.365	86.57	224	0.950	bicubic	-34.410	-23.119	+20
52	convnext_base.fb_in22k_ft_in1k_384	51.561	48.439	74.535	25.465	88.59	384	1.000	bicubic	-35.233	-23.729	-1
53	tf_efficientnet_l2.ns_jft_in1k_475	51.494	48.506	73.928	26.072	480.31	475	0.936	bicubic	-36.740	-24.618	-35
54	vit_base_patch16_clip_384.openai_ft_in12k_in1k	51.153	48.847	74.328	25.672	86.86	384	0.950	bicubic	-35.882	-23.852	-11
55	swinv2_base_window12to24_192to384_22kft1k	50.974	49.026	73.318	26.682	87.92	384	1.000	bicubic	-36.134	-24.918	-15
56	vit_base_patch16_clip_224.openai_ft_in1k	50.936	49.064	74.855	25.145	86.57	224	0.900	bicubic	-34.344	-22.551	+56
57	swinv2_large_window12to16_192to256_22kft1k	50.441	49.559	72.752	27.247	196.74	256	0.900	bicubic	-36.495	-25.356	-10
58	swsl_resnext50_32x4d	50.437	49.563	73.368	26.633	25.03	224	0.875	bilinear	-31.745	-22.862	+290
59	swin_large_patch4_window12_384	50.404	49.596	72.564	27.436	196.74	384	1.000	bicubic	-36.744	-25.670	-20
60	convnext_large.fb_in22k_ft_in1k	49.993	50.007	72.251	27.749	197.77	288	1.000	bicubic	-37.023	-25.955	-16
61	tf_efficientnetv2_xl.in21k_ft_in1k	49.734	50.266	72.120	27.880	208.12	512	1.000	bicubic	-37.014	-25.898	-8
62	vit_base_patch16_clip_224.openai_ft_in12k_in1k	49.691	50.309	72.878	27.122	86.57	224	0.950	bicubic	-36.240	-24.846	+19
63	swsl_resnet50	49.541	50.459	72.334	27.666	25.56	224	0.875	bilinear	-31.625	-22.762	+354
64	beitv2_base_patch16_224.in1k_ft_in22k_in1k	49.512	50.488	72.383	27.617	86.53	224	0.900	bicubic	-36.968	-25.665	-4
65	vit_base_patch32_clip_224.laion2b_ft_in1k	49.066	50.934	72.578	27.422	88.22	224	0.900	bicubic	-33.516	-23.624	+240
66	swin_large_patch4_window7_224	48.991	51.009	71.391	28.609	196.53	224	0.900	bicubic	-37.329	-26.505	-3
67	convnext_base.fb_in22k_ft_in1k	48.934	51.066	71.733	28.267	88.59	288	1.000	bicubic	-37.346	-26.357	-2
68	swinv2_base_window12to16_192to256_22kft1k	48.796	51.204	71.387	28.613	87.92	256	0.900	bicubic	-37.478	-26.509	-2
69	tf_efficientnetv2_l.in21k_ft_in1k	48.745	51.255	71.990	28.010	118.52	480	1.000	bicubic	-38.061	-26.144	-20
70	beit_base_patch16_384.in22k_ft_in22k_in1k	48.669	51.331	72.088	27.912	86.74	384	1.000	bicubic	-38.131	-26.050	-20
71	swin_base_patch4_window12_384	48.553	51.447	71.813	28.187	87.90	384	1.000	bicubic	-37.879	-26.245	-9
72	maxvit_base_tf_512.in1k	48.240	51.760	70.799	29.201	119.88	512	1.000	bicubic	-38.358	-27.121	-16
73	vit_large_r50_s32_224.augreg_in21k_ft_in1k	48.203	51.797	70.868	29.132	328.99	224	0.900	bicubic	-36.231	-26.104	+95
74	vit_base_patch32_clip_384.laion2b_ft_in12k_in1k	47.944	52.056	70.923	29.077	88.30	384	1.000	bicubic	-37.428	-26.741	+35
75	tf_efficientnet_b7.ns_jft_in1k	47.800	52.200	69.640	30.360	66.35	600	0.949	bicubic	-39.040	-28.454	-27
76	tf_efficientnet_b6.ns_jft_in1k	47.761	52.239	69.968	30.032	43.04	528	0.942	bicubic	-38.691	-27.914	-15
77	vit_base_patch8_224.augreg_in21k_ft_in1k	47.731	52.269	70.921	29.079	86.58	224	0.900	bicubic	-38.065	-26.869	+11
78	deit3_base_patch16_384_in21ft1k	47.664	52.336	69.748	30.252	86.88	384	1.000	bicubic	-39.080	-28.364	-24
79	vit_base_patch32_clip_448.laion2b_ft_in12k_in1k	47.572	52.428	70.060	29.940	88.34	448	1.000	bicubic	-38.212	-27.574	+10
80	tf_efficientnet_l2.ns_jft_in1k	47.570	52.430	70.019	29.981	480.31	800	0.960	bicubic	-40.782	-28.631	-66
81	vit_base_patch8_224.augreg2_in21k_ft_in1k	47.501	52.499	70.322	29.678	86.58	224	0.900	bicubic	-38.711	-27.510	-13
82	tf_efficientnetv2_m.in21k_ft_in1k	47.466	52.534	70.939	29.061	54.14	480	1.000	bicubic	-38.538	-27.003	-3
83	deit3_base_patch16_224_in21ft1k	47.372	52.628	69.773	30.227	86.59	224	1.000	bicubic	-38.342	-27.971	+9
84	maxvit_large_tf_512.in1k	47.016	52.984	69.498	30.502	212.33	512	1.000	bicubic	-39.502	-28.386	-27
85	convnext_small.fb_in22k_ft_in1k_384	46.861	53.139	69.530	30.470	50.22	384	1.000	bicubic	-38.917	-28.362	+5
86	beit_base_patch16_224.in22k_ft_in22k_in1k	46.242	53.758	69.895	30.105	86.53	224	0.900	bicubic	-38.994	-27.761	+32
87	vit_base_patch32_clip_384.openai_ft_in12k_in1k	46.236	53.764	69.312	30.688	88.30	384	0.950	bicubic	-38.976	-28.090	+32
88	maxvit_base_tf_384.in1k	46.220	53.780	68.528	31.472	119.65	384	1.000	bicubic	-40.074	-29.276	-24
89	vit_base_patch16_384.augreg_in21k_ft_in1k	45.894	54.106	68.557	31.443	86.86	384	1.000	bicubic	-40.112	-29.443	-11
90	tf_efficientnet_b8.ap_in1k	45.774	54.226	67.911	32.089	87.41	672	0.954	bicubic	-39.596	-29.479	+21
91	maxvit_large_tf_384.in1k	45.751	54.249	68.146	31.854	212.03	384	1.000	bicubic	-40.485	-29.544	-24
92	vit_base_patch32_clip_224.laion2b_ft_in12k_in1k	45.747	54.253	68.875	31.125	88.22	224	0.900	bicubic	-37.559	-27.655	+164
93	tf_efficientnet_b5.ns_jft_in1k	45.615	54.385	67.842	32.158	30.39	456	0.934	bicubic	-40.473	-29.910	-19
94	swin_base_patch4_window7_224	45.560	54.440	68.512	31.488	87.77	224	0.900	bicubic	-39.692	-29.050	+21
95	mvitv2_large	45.285	54.715	65.195	34.805	217.99	224	0.900	bicubic	-39.965	-32.019	+22
96	vit_base_patch16_224.augreg2_in21k_ft_in1k	45.110	54.890	67.425	32.575	86.57	224	0.900	bicubic	-39.996	-29.955	+29
97	vit_base_patch32_clip_224.openai_ft_in1k	45.037	54.963	68.459	31.541	88.22	224	0.900	bicubic	-36.893	-27.509	+273
98	volo_d5_512	44.572	55.428	65.755	34.245	296.09	512	1.150	bicubic	-42.472	-32.213	-56
99	cait_m48_448	44.245	55.755	64.653	35.347	356.46	448	1.000	bicubic	-42.239	-33.102	-40
100	deit3_large_patch16_384	44.175	55.825	64.843	35.157	304.76	384	1.000	bicubic	-41.635	-32.753	-13
101	volo_d5_448	44.096	55.904	65.065	34.935	295.91	448	1.150	bicubic	-42.858	-32.873	-55
102	deit3_huge_patch14_224	43.801	56.199	64.350	35.650	632.13	224	0.900	bicubic	-41.403	-33.008	+19
103	convnext_small.fb_in22k_ft_in1k	43.603	56.397	66.448	33.551	50.22	288	1.000	bicubic	-41.659	-31.236	+11
104	deit3_large_patch16_224	43.520	56.480	63.574	36.426	304.37	224	0.900	bicubic	-41.244	-33.464	+44
105	vit_base_r50_s16_384.orig_in21k_ft_in1k	43.512	56.488	66.785	33.215	98.95	384	1.000	bicubic	-41.460	-30.503	+32
106	tf_efficientnet_b4.ns_jft_in1k	43.450	56.550	65.519	34.481	19.34	380	0.922	bicubic	-41.713	-31.951	+17
107	deit3_medium_patch16_224_in21ft1k	43.271	56.729	64.892	35.108	38.85	224	1.000	bicubic	-41.289	-32.296	+51
108	volo_d5_224	43.261	56.739	64.077	35.923	295.46	224	0.960	bicubic	-42.807	-33.501	-33
109	vit_base_patch16_224.augreg_in21k_ft_in1k	43.220	56.780	65.708	34.292	86.57	224	0.900	bicubic	-41.312	-31.586	+50
110	volo_d4_448	43.135	56.865	64.114	35.886	193.41	448	1.150	bicubic	-43.655	-33.768	-58
111	efficientnet_b5.in12k_ft_in1k	42.858	57.142	65.419	34.581	30.39	448	1.000	bicubic	-43.030	-32.313	-29
112	xcit_large_24_p8_384_dist	42.831	57.169	63.403	36.597	188.93	384	1.000	bicubic	-43.169	-34.283	-32
113	maxvit_small_tf_512.in1k	42.689	57.311	64.546	35.454	69.13	512	1.000	bicubic	-43.399	-33.212	-40
114	xcit_large_24_p8_224_dist	42.567	57.433	63.100	36.900	188.93	224	1.000	bicubic	-42.829	-34.310	-6
115	tf_efficientnet_b8.ra_in1k	42.508	57.492	64.857	35.143	87.41	672	0.954	bicubic	-42.862	-32.437	-5
116	maxvit_large_tf_224.in1k	42.410	57.590	63.401	36.599	211.79	224	0.950	bicubic	-42.516	-33.571	+23
117	cait_m36_384	42.398	57.602	63.324	36.676	271.22	384	1.000	bicubic	-43.656	-34.406	-41
118	volo_d4_224	42.284	57.716	63.000	37.000	192.96	224	0.960	bicubic	-43.588	-34.468	-35
119	deit3_small_patch16_384_in21ft1k	41.946	58.054	64.548	35.452	22.21	384	1.000	bicubic	-42.878	-32.938	+26
120	vit_medium_patch16_gap_384.in12k_ft_in1k	41.895	58.105	63.692	36.308	39.03	384	0.950	bicubic	-43.641	-33.942	-21
121	maxvit_tiny_tf_512.in1k	41.852	58.148	63.586	36.414	31.05	512	1.000	bicubic	-43.810	-33.994	-26
122	tf_efficientnet_b7.ra_in1k	41.431	58.569	63.017	36.983	66.35	600	0.949	bicubic	-43.505	-34.186	+16
123	tf_efficientnet_b7.ap_in1k	41.429	58.571	62.874	37.126	66.35	600	0.949	bicubic	-43.691	-34.378	+1
124	tf_efficientnet_b5.ap_in1k	41.418	58.582	62.084	37.916	30.39	456	0.934	bicubic	-42.834	-34.890	+60
125	resnetv2_152x4_bitm	41.302	58.698	64.307	35.693	936.53	480	1.000	bilinear	-43.614	-33.133	+16
126	tf_efficientnet_b6.ap_in1k	41.099	58.901	62.355	37.645	43.04	528	0.942	bicubic	-43.689	-34.783	+21
127	xcit_large_24_p16_384_dist	41.025	58.975	61.239	38.761	189.10	384	1.000	bicubic	-44.729	-36.299	-36
128	xcit_large_24_p16_224_dist	40.958	59.042	61.322	38.678	189.10	224	1.000	bicubic	-43.960	-35.810	+12
129	tf_efficientnetv2_s.in21k_ft_in1k	40.950	59.050	63.849	36.151	21.46	384	1.000	bicubic	-43.352	-33.403	+50
130	tf_efficientnetv2_l.in1k	40.940	59.060	62.000	38.000	118.52	480	1.000	bicubic	-44.730	-35.474	-36
131	maxvit_small_tf_384.in1k	40.848	59.152	61.962	38.038	69.02	384	1.000	bicubic	-44.686	-35.502	-31
132	maxvit_base_tf_224.in1k	40.781	59.219	61.202	38.798	119.47	224	0.950	bicubic	-44.079	-35.788	+11
133	xcit_medium_24_p8_224_dist	40.488	59.512	60.502	39.498	84.32	224	1.000	bicubic	-44.584	-36.752	-3
134	tf_efficientnet_b4.ap_in1k	40.484	59.516	61.723	38.277	19.34	380	0.922	bicubic	-42.764	-34.669	+123
135	vit_small_r26_s32_384.augreg_in21k_ft_in1k	40.476	59.524	62.736	37.264	36.47	384	1.000	bicubic	-43.570	-34.592	+66
136	deit3_base_patch16_224	40.376	59.624	60.186	39.814	86.59	224	0.900	bicubic	-43.416	-36.398	+85
137	vit_medium_patch16_gap_256.in12k_ft_in1k	40.274	59.726	61.668	38.332	38.86	256	0.950	bicubic	-44.156	-35.544	+35
138	flexivit_large.600ep_in1k	40.260	59.740	60.365	39.635	304.36	240	0.950	bicubic	-45.278	-37.127	-40
139	vit_base_patch16_224_miil.in21k_ft_in1k	40.168	59.832	60.887	39.113	86.54	224	0.875	bilinear	-44.100	-35.915	+43
140	deit3_small_patch16_224_in21ft1k	40.166	59.834	61.864	38.136	22.06	224	1.000	bicubic	-42.904	-34.916	+132
141	regnetz_e8	40.142	59.858	61.330	38.670	57.70	320	1.000	bicubic	-44.888	-35.934	-7
142	maxvit_rmlp_small_rw_224	40.115	59.885	59.504	40.496	64.90	224	0.900	bicubic	-44.369	-37.258	+22
143	flexivit_large.1200ep_in1k	40.093	59.907	60.638	39.362	304.36	240	0.950	bicubic	-45.551	-36.904	-47
144	xcit_medium_24_p8_384_dist	40.040	59.960	60.457	39.543	84.32	384	1.000	bicubic	-45.776	-37.135	-59
145	flexivit_large.300ep_in1k	40.009	59.991	59.991	40.009	304.36	240	0.950	bicubic	-45.271	-37.449	-32
146	maxvit_tiny_tf_384.in1k	39.977	60.023	60.897	39.103	30.98	384	1.000	bicubic	-45.129	-36.637	-20
147	xcit_medium_24_p16_384_dist	39.901	60.099	60.107	39.893	84.40	384	1.000	bicubic	-45.511	-37.299	-41
148	dm_nfnet_f3	39.818	60.182	60.610	39.390	254.92	416	0.940	bicubic	-45.704	-36.852	-47
149	convnext_tiny.fb_in22k_ft_in1k_384	39.798	60.202	61.534	38.466	28.59	384	1.000	bicubic	-44.282	-35.608	+47
150	cait_s36_384	39.765	60.235	60.475	39.525	68.37	384	1.000	bicubic	-45.695	-37.005	-47
151	volo_d3_448	39.702	60.298	59.758	40.242	86.63	448	1.000	bicubic	-46.792	-37.952	-93
152	efficientnetv2_rw_m.agc_in1k	39.667	60.333	59.687	40.313	53.24	416	1.000	bicubic	-45.141	-37.461	-6
153	xception65	39.635	60.365	60.911	39.089	39.92	299	0.940	bicubic	-43.545	-35.681	+108
154	ecaresnet269d	39.594	60.406	60.343	39.657	102.09	352	1.000	bicubic	-45.382	-36.883	-18
155	tf_efficientnet_b3.ns_jft_in1k	39.584	60.416	61.453	38.547	12.23	300	0.904	bicubic	-44.464	-35.457	+45
156	dm_nfnet_f6	39.578	60.422	60.911	39.089	438.36	576	0.956	bicubic	-46.566	-36.819	-84
157	dm_nfnet_f5	39.508	60.492	60.227	39.773	377.21	544	0.954	bicubic	-46.306	-37.261	-71
158	volo_d3_224	39.488	60.512	59.873	40.127	86.33	224	0.960	bicubic	-45.920	-37.407	-51
159	convnext_large.fb_in1k	39.460	60.540	59.192	40.808	197.77	288	1.000	bicubic	-45.386	-38.020	-15
160	deit3_base_patch16_384	39.407	60.593	58.940	41.060	86.88	384	1.000	bicubic	-45.665	-38.338	-29
161	xcit_small_24_p8_224_dist	39.305	60.695	59.404	40.596	47.63	224	1.000	bicubic	-45.571	-37.784	-19
162	xcit_medium_24_p16_224_dist	39.272	60.728	59.457	40.543	84.40	224	1.000	bicubic	-45.002	-37.483	+19
163	efficientnet_b4.ra2_in1k	39.079	60.921	59.608	40.392	19.34	384	1.000	bicubic	-44.349	-36.988	+79
164	xcit_small_24_p8_384_dist	39.001	60.999	59.172	40.828	47.63	384	1.000	bicubic	-46.555	-38.400	-67
165	tresnet_v2_l	38.995	61.005	59.471	40.529	46.17	224	0.875	bilinear	-44.907	-37.021	+44
166	resnetv2_152x2_bit_teacher_384	38.979	61.021	62.440	37.560	236.34	384	1.000	bicubic	-44.865	-34.678	+48
167	maxvit_small_tf_224.in1k	38.881	61.119	59.174	40.826	68.93	224	0.950	bicubic	-45.553	-37.990	+4
168	coatnet_rmlp_2_rw_224	38.843	61.157	58.030	41.970	73.88	224	0.950	bicubic	-45.757	-38.706	-13
169	vit_base_patch32_384.augreg_in21k_ft_in1k	38.794	61.206	60.329	39.671	88.30	384	1.000	bicubic	-44.556	-36.507	+83
170	tf_efficientnetv2_m.in1k	38.720	61.280	59.809	40.191	54.14	480	1.000	bicubic	-46.488	-37.559	-50
171	eca_nfnet_l2	38.664	61.336	59.445	40.555	56.72	384	1.000	bicubic	-46.033	-37.819	-20
172	mvitv2_small	38.580	61.420	58.123	41.877	34.87	224	0.900	bicubic	-45.188	-38.447	+51
173	xcit_small_12_p8_384_dist	38.549	61.451	58.799	41.201	26.21	384	1.000	bicubic	-46.539	-38.483	-44
174	xcit_small_24_p16_384_dist	38.503	61.497	58.384	41.616	47.67	384	1.000	bicubic	-46.595	-38.926	-47
175	mvitv2_base	38.456	61.544	57.930	42.070	51.47	224	0.900	bicubic	-45.966	-38.934	-2
176	xcit_small_12_p8_224_dist	38.372	61.628	58.791	41.209	26.21	224	1.000	bicubic	-45.860	-37.987	+10
177	tf_efficientnet_b5.ra_in1k	38.356	61.644	59.913	40.087	30.39	456	0.934	bicubic	-45.456	-36.835	+41
178	deit_base_distilled_patch16_384	38.260	61.740	57.783	42.217	87.63	384	1.000	bicubic	-47.162	-39.549	-73
179	dm_nfnet_f4	38.224	61.776	58.626	41.374	316.07	512	0.951	bicubic	-47.490	-38.894	-86
180	xcit_large_24_p8_224	38.114	61.886	57.873	42.127	188.93	224	1.000	bicubic	-46.278	-38.783	-4
181	vit_base_patch16_384.orig_in21k_ft_in1k	38.099	61.901	60.428	39.572	86.86	384	1.000	bicubic	-46.111	-36.790	+7
182	resnetv2_152x2_bitm	37.985	62.015	61.135	38.865	236.34	448	1.000	bilinear	-46.525	-36.297	-20
183	pvt_v2_b4	37.941	62.059	58.207	41.793	62.56	224	0.900	bicubic	-45.775	-38.513	+45
184	cait_s24_384	37.873	62.127	58.079	41.921	47.06	384	1.000	bicubic	-47.173	-39.267	-51
185	resnet152d	37.857	62.143	58.356	41.644	60.21	320	1.000	bicubic	-45.823	-38.382	+48
186	resnetrs420	37.747	62.253	58.215	41.785	191.89	416	1.000	bicubic	-47.261	-38.909	-51
187	xcit_small_24_p16_224_dist	37.717	62.283	57.360	42.640	47.67	224	1.000	bicubic	-46.145	-39.368	+25
188	deit3_medium_patch16_224	37.712	62.288	57.087	42.913	38.85	224	0.900	bicubic	-45.368	-39.205	+82
189	resnetrs350	37.676	62.324	58.083	41.917	163.96	384	1.000	bicubic	-47.044	-38.905	-40
190	pit_b_distilled_224	37.590	62.410	57.238	42.762	74.79	224	0.900	bicubic	-46.554	-39.618	+4
191	xcit_small_12_p16_384_dist	37.576	62.424	57.769	42.231	26.25	384	1.000	bicubic	-47.130	-39.349	-41
192	pvt_v2_b5	37.527	62.473	57.262	42.738	81.96	224	0.900	bicubic	-46.213	-39.450	+33
193	resnet200d	37.505	62.495	58.297	41.703	64.69	320	1.000	bicubic	-46.457	-38.526	+12
194	maxvit_rmlp_tiny_rw_256	37.393	62.607	57.187	42.813	29.15	256	0.950	bicubic	-46.839	-39.689	-7
195	resnetv2_152x2_bit_teacher	37.324	62.676	59.390	40.610	236.34	224	0.875	bicubic	-45.538	-37.178	+88
196	resnest269e	37.315	62.685	57.468	42.532	110.93	416	0.928	bicubic	-47.203	-39.468	-36
197	convnext_base.fb_in1k	37.307	62.693	57.317	42.683	88.59	288	1.000	bicubic	-47.127	-39.503	-28
198	resmlp_big_24_224_in22ft1k	37.244	62.756	58.184	41.816	129.14	224	0.875	bicubic	-47.150	-38.699	-24
199	vit_small_r26_s32_224.augreg_in21k_ft_in1k	37.234	62.766	59.060	40.940	36.43	224	0.900	bicubic	-44.624	-36.962	+173
200	cait_s24_224	37.153	62.847	56.724	43.276	46.92	224	1.000	bicubic	-46.299	-39.840	+41
201	efficientformer_l7	37.126	62.874	56.896	43.104	82.23	224	0.950	bicubic	-46.260	-39.644	+49
202	pvt_v2_b3	37.114	62.886	57.331	42.669	45.24	224	0.900	bicubic	-46.012	-39.225	+65
203	volo_d1_384	37.083	62.917	57.130	42.870	26.78	384	1.000	bicubic	-48.167	-40.066	-87
204	vit_base_patch32_224.augreg_in21k_ft_in1k	37.077	62.923	59.294	40.706	88.22	224	0.900	bicubic	-43.647	-36.274	+246
205	tf_efficientnet_b3.ap_in1k	37.055	62.945	57.240	42.760	12.23	300	0.904	bicubic	-44.767	-38.384	+169
206	efficientnetv2_rw_s.ra2_in1k	37.049	62.951	56.814	43.186	23.94	384	1.000	bicubic	-46.759	-39.910	+13
207	maxvit_tiny_tf_224.in1k	37.016	62.984	56.902	43.098	30.92	224	0.950	bicubic	-46.382	-39.686	+39
208	swinv2_base_window16_256	36.996	63.004	56.138	43.862	87.92	256	0.900	bicubic	-47.598	-40.936	-52
209	regnetz_040h	36.973	63.027	57.285	42.715	28.94	320	1.000	bicubic	-47.521	-39.721	-46
210	xcit_small_12_p16_224_dist	36.973	63.027	56.733	43.267	26.25	224	1.000	bicubic	-46.377	-39.681	+43
211	volo_d1_224	36.884	63.116	56.639	43.361	26.63	224	0.960	bicubic	-47.280	-40.137	-18
212	seresnet152d	36.790	63.210	56.718	43.282	66.84	320	1.000	bicubic	-47.572	-40.322	-34
213	maxxvit_rmlp_small_rw_256	36.705	63.295	56.022	43.978	66.01	256	0.950	bicubic	-47.923	-41.040	-60
214	seresnext101d_32x8d	36.641	63.359	56.336	43.664	93.59	288	1.000	bicubic	-47.730	-40.580	-37
215	volo_d2_224	36.595	63.405	56.468	43.532	58.68	224	0.960	bicubic	-48.601	-40.720	-93
216	xception65p	36.556	63.444	56.429	43.571	39.82	299	0.940	bicubic	-46.574	-40.051	+50
217	seresnextaa101d_32x8d	36.527	63.473	56.403	43.597	93.59	288	1.000	bicubic	-48.041	-40.667	-60
218	regnetz_d32	36.444	63.556	57.372	42.628	27.58	320	0.950	bicubic	-47.578	-39.494	-16
219	efficientnet_b3.ra2_in1k	36.420	63.580	56.845	43.155	12.23	320	1.000	bicubic	-45.822	-39.269	+122
220	cait_xs24_384	36.416	63.584	56.944	43.056	26.67	384	1.000	bicubic	-47.645	-39.945	-23
221	volo_d2_384	36.416	63.584	56.311	43.689	58.87	384	1.000	bicubic	-49.620	-41.261	-144
222	deit_base_distilled_patch16_224	36.397	63.603	56.617	43.383	87.34	224	0.900	bicubic	-46.991	-39.871	+26
223	resnetv2_101x3_bitm	36.381	63.619	59.070	40.930	387.93	448	1.000	bilinear	-48.059	-38.312	-56
224	gcvit_base	36.371	63.629	55.896	44.104	90.32	224	0.875	bicubic	-48.077	-41.186	-58
225	resnetrs270	36.320	63.680	56.562	43.438	129.86	352	1.000	bicubic	-48.114	-40.408	-55
226	tresnet_m	36.285	63.715	55.796	44.204	31.39	224	0.875	bilinear	-46.795	-40.322	+45
227	mixer_b16_224_miil	36.269	63.731	55.965	44.035	59.88	224	0.875	bilinear	-46.039	-39.751	+109
228	convnext_small.fb_in1k	36.251	63.749	55.914	44.086	50.22	288	1.000	bicubic	-47.455	-40.896	+3
229	tf_efficientnet_b2.ns_jft_in1k	36.183	63.817	57.551	42.449	9.11	260	0.890	bicubic	-46.197	-38.697	+96
230	deit3_small_patch16_384	36.183	63.817	55.564	44.436	22.21	384	1.000	bicubic	-47.243	-41.112	+14
231	mvitv2_tiny	36.161	63.839	55.128	44.872	24.17	224	0.900	bicubic	-46.243	-41.028	+90
232	resnet152	36.086	63.914	55.550	44.450	60.19	224	0.950	bicubic	-46.736	-40.576	+53
233	regnetz_040	36.051	63.949	55.745	44.255	27.12	320	1.000	bicubic	-48.185	-41.187	-48
234	ecaresnet101d	36.004	63.996	56.165	43.835	44.57	224	0.875	bicubic	-46.168	-39.881	+114
235	dm_nfnet_f2	36.004	63.996	55.456	44.544	193.78	352	0.920	bicubic	-49.060	-41.784	-102
236	resnest200e	35.931	64.069	55.849	44.151	70.20	320	0.909	bicubic	-47.901	-41.045	-19
237	swsl_resnet18	35.858	64.142	58.455	41.545	11.69	224	0.875	bilinear	-37.418	-33.279	+505
238	sequencer2d_l	35.825	64.175	55.712	44.288	54.30	224	0.875	bicubic	-47.581	-40.794	+6
239	eca_nfnet_l1	35.823	64.177	55.957	44.043	41.41	320	1.000	bicubic	-48.187	-41.071	-35
240	vit_base_patch16_224.orig_in21k_ft_in1k	35.768	64.232	57.390	42.610	86.57	224	0.900	bicubic	-46.018	-38.732	+138
241	gcvit_small	35.746	64.254	54.821	45.179	51.09	224	0.875	bicubic	-48.138	-41.837	-30
242	vit_relpos_medium_patch16_cls_224.sw_in1k	35.740	64.260	54.918	45.082	38.76	224	0.900	bicubic	-46.822	-41.252	+68
243	xcit_small_24_p8_224	35.546	64.454	54.788	45.212	47.63	224	1.000	bicubic	-48.292	-41.848	-27
244	xcit_small_12_p8_224	35.520	64.480	55.511	44.489	26.21	224	1.000	bicubic	-47.824	-40.969	+10
245	xcit_large_24_p16_224	35.520	64.480	54.760	45.240	189.10	224	1.000	bicubic	-47.376	-41.122	+37
246	flexivit_base.1200ep_in1k	35.519	64.481	53.843	46.157	86.59	240	0.950	bicubic	-49.145	-43.149	-94
247	vit_small_patch16_384.augreg_in21k_ft_in1k	35.479	64.521	57.549	42.451	22.20	384	1.000	bicubic	-48.323	-39.553	-27
248	xcit_medium_24_p8_224	35.446	64.554	54.827	45.173	84.32	224	1.000	bicubic	-48.288	-41.567	-23
249	swinv2_small_window16_256	35.446	64.554	54.641	45.359	49.73	256	0.900	bicubic	-48.760	-42.230	-59
250	swinv2_base_window8_256	35.444	64.556	54.617	45.383	87.92	256	0.900	bicubic	-48.818	-42.305	-67
251	resnest101e	35.373	64.627	55.780	44.220	48.28	256	0.875	bilinear	-47.517	-40.540	+31
252	convit_base	35.314	64.686	54.927	45.073	86.54	224	0.875	bicubic	-46.974	-41.081	+87
253	efficientformer_l3	35.263	64.737	54.487	45.513	31.41	224	0.950	bicubic	-47.287	-41.761	+58
254	xcit_tiny_24_p8_224_dist	35.253	64.747	55.258	44.742	12.11	224	1.000	bicubic	-47.309	-40.809	+55
255	edgenext_base	35.208	64.792	55.128	44.872	18.51	320	1.000	bicubic	-48.752	-41.640	-49
256	flexivit_base.600ep_in1k	35.137	64.863	53.662	46.338	86.59	240	0.950	bicubic	-49.381	-43.324	-95
257	twins_svt_large	35.086	64.914	54.721	45.279	99.27	224	0.900	bicubic	-48.592	-41.873	-23
258	repvgg_b3g4	35.043	64.957	54.772	45.228	83.83	224	0.875	bilinear	-45.169	-40.338	+233
259	repvgg_b3	35.043	64.957	54.542	45.458	123.09	224	0.875	bilinear	-45.449	-40.718	+205
260	regnetz_d8	34.998	65.002	55.939	44.061	23.37	320	1.000	bicubic	-49.052	-41.059	-62
261	dm_nfnet_f1	34.990	65.010	54.108	45.892	132.63	320	0.910	bicubic	-49.636	-42.992	-107
262	xcit_tiny_24_p8_384_dist	34.925	65.075	55.153	44.847	12.11	384	1.000	bicubic	-48.815	-41.481	-38
263	regnetz_d8_evos	34.898	65.103	55.258	44.742	23.46	320	0.950	bicubic	-49.152	-41.736	-64
264	resnet101d	34.872	65.128	54.202	45.798	44.57	320	1.000	bicubic	-48.150	-42.244	+12
265	coatnet_1_rw_224	34.840	65.159	53.426	46.574	41.72	224	0.950	bicubic	-48.768	-42.962	-30
266	swin_s3_base_224	34.797	65.203	53.707	46.293	71.13	224	0.900	bicubic	-49.133	-42.955	-59
267	flexivit_base.300ep_in1k	34.797	65.203	53.171	46.829	86.59	240	0.950	bicubic	-49.597	-43.949	-91
268	coatnet_rmlp_1_rw_224	34.795	65.205	53.951	46.049	41.69	224	0.950	bicubic	-48.563	-42.505	-17
269	maxvit_tiny_rw_224	34.789	65.211	53.347	46.653	29.06	224	0.950	bicubic	-48.715	-43.154	-30
270	resmlp_big_24_distilled_224	34.788	65.213	54.637	45.363	129.14	224	0.875	bicubic	-48.800	-42.011	-34
271	seresnext101_32x8d	34.788	65.213	53.462	46.538	93.57	288	1.000	bicubic	-49.404	-43.412	-80
272	vit_relpos_base_patch16_clsgap_224.sw_in1k	34.728	65.272	54.218	45.782	86.43	224	0.900	bicubic	-48.034	-41.956	+18
273	sequencer2d_m	34.709	65.291	53.998	46.002	38.31	224	0.875	bicubic	-48.097	-42.270	+15
274	vit_base_patch16_rpn_224.in1k	34.705	65.295	54.658	45.342	86.54	224	0.900	bicubic	-47.497	-41.338	+71
275	resnet101	34.681	65.319	54.318	45.682	44.55	224	0.950	bicubic	-47.257	-41.436	+94
276	deit3_small_patch16_224	34.677	65.323	53.159	46.841	22.06	224	0.900	bicubic	-46.709	-42.291	+130
277	vit_large_patch32_384.orig_in21k_ft_in1k	34.673	65.326	55.729	44.271	306.63	384	1.000	bicubic	-46.833	-40.363	+118
278	dm_nfnet_f0	34.618	65.382	54.672	45.328	71.49	256	0.900	bicubic	-48.767	-41.900	-29
279	vit_relpos_base_patch16_224.sw_in1k	34.611	65.389	54.287	45.713	86.43	224	0.900	bicubic	-47.873	-41.855	+37
280	ssl_resnext101_32x16d	34.603	65.397	55.931	44.069	194.03	224	0.875	bilinear	-47.241	-40.165	+93
281	repvgg_b2g4	34.587	65.413	54.782	45.218	61.76	224	0.875	bilinear	-44.779	-39.906	+258
282	resnetv2_101	34.583	65.417	53.155	46.845	44.54	224	0.950	bicubic	-47.447	-42.705	+77
283	gcvit_tiny	34.567	65.433	53.245	46.755	28.22	224	0.875	bicubic	-48.833	-43.153	-38
284	resnetrs200	34.505	65.496	54.283	45.717	93.21	320	1.000	bicubic	-49.943	-42.561	-119
285	resnest50d_4s2x40d	34.355	65.645	54.725	45.275	30.42	224	0.875	bicubic	-46.753	-40.833	+139
286	resnetrs152	34.355	65.645	53.562	46.438	86.62	320	1.000	bicubic	-49.357	-43.052	-56
287	pvt_v2_b2_li	34.308	65.692	54.094	45.906	22.55	224	0.900	bicubic	-47.888	-42.010	+59
288	crossvit_18_dagger_408	34.251	65.749	53.092	46.908	44.61	408	1.000	bicubic	-49.945	-43.726	-98
289	xcit_medium_24_p16_224	34.243	65.757	53.159	46.841	84.40	224	1.000	bicubic	-48.393	-42.817	+10
290	tf_efficientnet_b1.ns_jft_in1k	34.157	65.843	55.489	44.511	7.79	240	0.882	bicubic	-47.231	-40.249	+115
291	efficientnetv2_rw_t.ra2_in1k	34.155	65.845	53.131	46.869	13.65	288	1.000	bicubic	-48.193	-43.065	+38
292	twins_pcpvt_large	34.111	65.888	54.128	45.872	60.99	224	0.900	bicubic	-49.029	-42.470	-28
293	tf_efficientnet_b4.aa_in1k	34.064	65.936	54.198	45.802	19.34	380	0.922	bicubic	-48.958	-42.102	-16
294	ssl_resnext101_32x8d	34.017	65.983	55.601	44.399	88.79	224	0.875	bilinear	-47.599	-40.437	+93
295	nfnet_l0	34.002	65.999	54.365	45.635	35.07	288	1.000	bicubic	-48.748	-42.151	-4
296	tf_efficientnet_b6.aa_in1k	33.998	66.002	54.544	45.456	43.04	528	0.942	bicubic	-50.112	-42.342	-101
297	efficientnet_b3_pruned.in1k	33.996	66.004	54.108	45.892	9.86	300	0.904	bicubic	-46.862	-41.134	+148
298	xcit_small_24_p16_224	33.996	66.004	53.285	46.715	47.67	224	1.000	bicubic	-48.584	-42.719	+9
299	regnety_160	33.976	66.024	53.546	46.454	83.59	288	1.000	bicubic	-49.710	-43.230	-67
300	gc_efficientnetv2_rw_t.agc_in1k	33.952	66.048	53.220	46.780	13.68	288	1.000	bicubic	-48.512	-43.078	+18
301	pit_s_distilled_224	33.939	66.061	53.265	46.735	24.04	224	0.900	bicubic	-48.057	-42.533	+60
302	swinv2_cr_small_ns_224	33.842	66.158	52.618	47.382	49.70	224	0.900	bicubic	-49.646	-43.868	-62
303	resnext101_64x4d	33.833	66.168	52.166	47.834	83.46	288	1.000	bicubic	-49.315	-44.206	-41
304	xcit_small_12_p16_224	33.776	66.225	53.233	46.767	26.25	224	1.000	bicubic	-48.199	-42.583	+59
305	swin_s3_small_224	33.705	66.295	52.396	47.604	49.74	224	0.900	bicubic	-50.065	-44.054	-83
306	resnetv2_50x3_bitm	33.660	66.341	55.882	44.118	217.32	448	1.000	bilinear	-50.354	-41.242	-103
307	swinv2_small_window8_256	33.646	66.354	52.813	47.187	49.73	256	0.900	bicubic	-50.210	-43.827	-94
308	resnet51q	33.563	66.437	53.021	46.979	35.70	288	1.000	bilinear	-48.797	-43.159	+19
309	xcit_tiny_24_p16_384_dist	33.510	66.490	52.774	47.226	12.12	384	1.000	bicubic	-49.060	-43.512	-1
310	vit_relpos_medium_patch16_224.sw_in1k	33.498	66.502	52.601	47.399	38.75	224	0.900	bicubic	-48.968	-43.487	+7
311	regnety_080	33.467	66.533	52.947	47.053	39.18	288	1.000	bicubic	-50.465	-43.941	-104
312	cs3edgenet_x	33.451	66.549	52.921	47.079	47.82	288	1.000	bicubic	-49.251	-43.449	-18
313	sequencer2d_s	33.426	66.574	52.398	47.602	27.65	224	0.875	bicubic	-48.916	-43.632	+18
314	convmixer_1536_20	33.420	66.580	53.027	46.973	51.63	224	0.960	bicubic	-47.956	-42.587	+94
315	regnety_032	33.412	66.588	52.754	47.246	19.44	288	1.000	bicubic	-49.312	-43.670	-23
316	crossvit_18_240	33.400	66.600	52.241	47.759	43.27	240	0.875	bicubic	-49.000	-43.813	+6
317	vit_srelpos_medium_patch16_224.sw_in1k	33.371	66.629	52.461	47.539	38.74	224	0.900	bicubic	-48.865	-43.473	+25
318	tf_efficientnetv2_b3.in21k_ft_in1k	33.365	66.635	54.933	45.067	14.36	300	0.900	bicubic	-49.307	-41.691	-21
319	gernet_l	33.357	66.643	51.901	48.099	31.08	256	0.875	bilinear	-47.997	-43.635	+90
320	crossvit_15_dagger_408	33.331	66.669	52.194	47.806	28.50	408	1.000	bicubic	-50.507	-44.588	-105
321	crossvit_18_dagger_240	33.290	66.710	52.198	47.802	44.27	240	0.875	bicubic	-49.228	-44.162	-6
322	tresnet_xl	33.257	66.743	52.294	47.706	78.44	224	0.875	bilinear	-48.797	-43.642	+35
323	jx_nest_base	33.214	66.787	51.811	48.189	67.72	224	0.875	bicubic	-50.339	-44.559	-86
324	convnext_tiny.fb_in1k	33.164	66.836	52.672	47.328	28.59	288	1.000	bicubic	-49.536	-43.464	-29
325	resnest50d_1s4x24d	33.147	66.853	52.839	47.161	25.68	224	0.875	bicubic	-47.841	-42.483	+108
326	convnext_nano.in12k_ft_in1k	33.119	66.881	53.970	46.030	15.59	288	1.000	bicubic	-49.739	-42.586	-42
327	vit_relpos_medium_patch16_rpn_224.sw_in1k	33.103	66.897	52.353	47.647	38.73	224	0.900	bicubic	-49.195	-43.621	+10
328	resnet61q	33.097	66.903	51.754	48.246	36.85	288	1.000	bicubic	-49.427	-44.376	-15
329	maxxvit_rmlp_nano_rw_256	33.088	66.912	51.854	48.146	16.78	256	0.950	bicubic	-49.942	-44.490	-54
330	jx_nest_small	33.042	66.957	51.062	48.938	38.35	224	0.875	bicubic	-50.078	-45.266	-62
331	crossvit_base_240	33.033	66.967	51.394	48.606	105.03	240	0.875	bicubic	-49.183	-44.436	+13
332	twins_pcpvt_base	33.021	66.979	52.485	47.515	43.83	224	0.900	bicubic	-49.687	-43.861	-39
333	pvt_v2_b2	33.015	66.985	52.037	47.963	25.36	224	0.900	bicubic	-49.061	-43.925	+21
334	xcit_tiny_24_p16_224_dist	32.989	67.011	52.056	47.944	12.12	224	1.000	bicubic	-47.457	-43.162	+137
335	rexnet_200	32.987	67.013	52.939	47.061	16.37	224	0.875	bicubic	-48.645	-42.729	+50
336	resnest50d	32.972	67.028	52.713	47.287	27.48	224	0.875	bilinear	-48.002	-42.665	+98
337	tf_efficientnetv2_s.in1k	32.915	67.085	51.726	48.274	21.46	384	1.000	bicubic	-50.979	-44.972	-127
338	convit_small	32.913	67.087	52.123	47.877	27.78	224	0.875	bicubic	-48.513	-43.621	+63
339	crossvit_15_dagger_240	32.903	67.097	51.783	48.217	28.21	240	0.875	bicubic	-49.429	-44.735	-6
340	convnext_tiny_hnf.a2h_in1k	32.895	67.105	51.190	48.810	28.59	288	1.000	bicubic	-49.695	-44.826	-37
341	vit_small_patch16_224.augreg_in21k_ft_in1k	32.885	67.115	53.923	46.077	22.05	224	0.900	bicubic	-48.517	-42.211	+63
342	tf_efficientnet_b3.aa_in1k	32.860	67.140	52.950	47.050	12.23	300	0.904	bicubic	-48.776	-42.768	+42
343	pnasnet5large	32.848	67.152	50.500	49.500	86.06	331	0.911	bicubic	-49.934	-45.540	-54
344	regnetv_064	32.836	67.164	52.854	47.146	30.58	288	1.000	bicubic	-50.876	-43.894	-115
345	twins_svt_base	32.836	67.164	51.559	48.441	56.07	224	0.900	bicubic	-50.300	-44.859	-80
346	regnetz_c16	32.821	67.180	53.744	46.256	13.46	320	0.940	bicubic	-49.697	-42.328	-32
347	nasnetalarge	32.775	67.225	50.141	49.859	88.75	331	0.911	bicubic	-49.845	-45.906	-46
348	gernet_m	32.740	67.260	51.913	48.087	21.14	224	0.875	bilinear	-47.992	-43.271	+101
349	inception_resnet_v2	32.738	67.262	50.648	49.352	55.84	299	0.897	bicubic	-47.720	-44.658	+120
350	gluon_resnet152_v1d	32.734	67.266	51.088	48.912	60.21	224	0.875	bicubic	-47.740	-44.118	+116
351	pit_b_224	32.718	67.282	49.852	50.148	73.76	224	0.900	bicubic	-49.728	-45.858	-31
352	tf_efficientnet_b2.ap_in1k	32.681	67.319	52.239	47.761	9.11	260	0.890	bicubic	-47.619	-42.789	+134
353	fbnetv3_g.ra2_in1k	32.630	67.370	52.892	47.108	16.62	288	0.950	bilinear	-49.418	-43.172	+5
354	tresnet_l	32.559	67.441	51.139	48.861	55.99	224	0.875	bilinear	-48.929	-44.485	+42
355	cait_xxs36_384	32.549	67.451	52.233	47.767	17.37	384	1.000	bicubic	-49.645	-43.915	-8
356	regnetz_c16_evos	32.539	67.461	52.915	47.085	13.49	320	0.950	bicubic	-50.091	-43.559	-56
357	wide_resnet50_2	32.439	67.561	51.459	48.541	68.88	224	0.875	bicubic	-49.017	-44.073	+43
358	gmlp_s16_224	32.418	67.582	51.815	48.185	19.42	224	0.875	bicubic	-47.224	-42.783	+168
359	ens_adv_inception_resnet_v2	32.372	67.628	50.427	49.573	55.84	299	0.897	bicubic	-47.610	-44.511	+145
360	deit_base_patch16_224	32.363	67.637	51.011	48.989	86.57	224	0.900	bicubic	-49.635	-44.723	0
361	maxvit_nano_rw_256	32.357	67.643	50.618	49.382	15.45	256	0.950	bicubic	-50.575	-45.604	-81
362	swin_small_patch4_window7_224	32.341	67.659	50.905	49.095	49.61	224	0.900	bicubic	-50.871	-45.417	-103
363	gluon_resnet152_v1s	32.331	67.669	50.526	49.474	60.32	224	0.875	bicubic	-48.685	-44.886	+69
364	deit_small_distilled_patch16_224	32.284	67.716	52.102	47.898	22.44	224	0.900	bicubic	-48.916	-43.276	+52
365	xcit_tiny_24_p8_224	32.274	67.726	51.901	48.099	12.11	224	1.000	bicubic	-49.626	-44.075	+6
366	gluon_seresnext101_64x4d	32.205	67.795	50.319	49.681	88.23	224	0.875	bicubic	-48.689	-44.989	+76
367	coat_lite_small	32.127	67.873	49.934	50.066	19.84	224	0.900	bicubic	-50.181	-45.916	-32
368	gluon_seresnext101_32x4d	32.107	67.893	51.237	48.763	48.96	224	0.875	bicubic	-48.797	-44.057	+72
369	flexivit_small.1200ep_in1k	32.087	67.912	50.296	49.704	22.06	240	0.950	bicubic	-50.438	-45.840	-57
370	coatnext_nano_rw_224	32.076	67.924	51.019	48.981	14.70	224	0.900	bicubic	-49.872	-44.899	-3
371	gcvit_xtiny	32.050	67.950	50.995	49.005	19.98	224	0.875	bicubic	-49.902	-44.971	-5
372	deit_base_patch16_384	31.989	68.011	50.547	49.453	86.86	384	1.000	bicubic	-51.117	-45.825	-103
373	seresnext50_32x4d	31.985	68.015	51.231	48.769	27.56	224	0.875	bicubic	-49.281	-44.389	+40
374	maxvit_rmlp_nano_rw_256	31.966	68.034	50.626	49.374	15.50	256	0.950	bicubic	-50.996	-45.644	-96
375	xcit_tiny_12_p8_224_dist	31.944	68.056	51.390	48.610	6.71	224	1.000	bicubic	-49.268	-44.210	+40
376	coatnet_bn_0_rw_224	31.883	68.117	51.017	48.983	27.44	224	0.950	bicubic	-50.515	-45.165	-53
377	levit_384	31.877	68.123	50.598	49.402	39.13	224	0.900	bicubic	-50.709	-45.418	-73
378	resnetrs101	31.858	68.142	51.017	48.983	63.62	288	0.940	bicubic	-50.430	-44.921	-40
379	cs3se_edgenet_x	31.803	68.197	50.773	49.227	50.72	320	1.000	bicubic	-51.745	-45.897	-141
380	vit_relpos_small_patch16_224.sw_in1k	31.785	68.215	50.622	49.378	21.98	224	0.900	bicubic	-49.677	-45.206	+19
381	poolformer_m48	31.702	68.298	49.883	50.117	73.47	224	0.950	bicubic	-50.760	-46.075	-62
382	convnext_tiny.fb_in22k_ft_in1k	31.679	68.321	51.785	48.215	28.59	288	1.000	bicubic	-47.229	-42.889	+191
383	flexivit_small.600ep_in1k	31.649	68.351	49.366	50.634	22.06	240	0.950	bicubic	-50.705	-46.720	-55
384	tnt_s_patch16_224	31.643	68.357	51.143	48.857	23.76	224	0.900	bicubic	-49.875	-44.605	+9
385	eca_nfnet_l0	31.612	68.388	51.614	48.386	24.14	288	1.000	bicubic	-50.968	-44.876	-79
386	resnetv2_50x1_bit_distilled	31.584	68.416	51.263	48.737	25.55	224	0.875	bicubic	-51.234	-45.259	-100
387	coatnet_rmlp_nano_rw_224	31.545	68.455	50.170	49.830	15.15	224	0.900	bicubic	-50.519	-45.700	-32
388	xception41p	31.516	68.484	50.374	49.626	26.91	299	0.940	bicubic	-50.442	-45.420	-23
389	mobilevitv2_200_in22ft1k	31.510	68.490	51.758	48.242	18.45	256	0.888	bicubic	-50.814	-44.182	-55
390	regnety_064	31.474	68.526	50.528	49.472	30.58	288	1.000	bicubic	-52.242	-46.146	-163
391	poolformer_m36	31.443	68.557	50.036	49.964	56.17	224	0.950	bicubic	-50.667	-45.652	-39
392	flexivit_small.300ep_in1k	31.439	68.561	49.215	50.785	22.06	240	0.950	bicubic	-50.733	-46.809	-42
393	ssl_resnext101_32x4d	31.423	68.577	52.121	47.879	44.18	224	0.875	bilinear	-49.501	-43.607	+46
394	inception_v4	31.378	68.622	49.244	50.756	42.68	299	0.875	bicubic	-48.790	-45.724	+100
395	rexnet_150	31.366	68.634	51.288	48.712	9.73	224	0.875	bicubic	-48.944	-43.878	+88
396	crossvit_15_240	31.341	68.659	50.168	49.832	27.53	240	0.875	bicubic	-50.195	-45.524	-5
397	efficientformer_l1	31.333	68.667	50.449	49.551	12.29	224	0.950	bicubic	-49.169	-44.549	+65
398	pit_s_224	31.333	68.667	49.661	50.339	23.46	224	0.900	bicubic	-49.761	-45.909	+29
399	swinv2_tiny_window16_256	31.313	68.687	49.630	50.370	28.35	256	0.900	bicubic	-51.497	-46.602	-112
400	vit_srelpos_small_patch16_224.sw_in1k	31.280	68.720	50.243	49.757	21.97	224	0.900	bicubic	-49.814	-45.089	+26
401	cait_xxs36_224	31.278	68.722	50.616	49.384	17.30	224	1.000	bicubic	-48.472	-44.250	+116
402	crossvit_small_240	31.276	68.724	50.192	49.808	26.86	240	0.875	bicubic	-49.744	-45.268	+29
403	cspresnet50	31.270	68.730	51.223	48.777	21.62	256	0.887	bilinear	-48.304	-43.489	+126
404	swinv2_cr_small_224	31.256	68.744	48.747	51.253	49.70	224	0.900	bicubic	-51.890	-47.347	-141
405	coatnet_0_rw_224	31.250	68.750	48.621	51.379	27.44	224	0.950	bicubic	-51.140	-47.215	-81
406	convmixer_768_32	31.248	68.752	50.942	49.058	21.11	224	0.960	bicubic	-48.916	-44.130	+89
407	swin_s3_tiny_224	31.242	68.757	49.720	50.280	28.33	224	0.900	bicubic	-50.880	-46.228	-56
408	cspresnext50	31.229	68.771	50.889	49.111	20.57	256	0.887	bilinear	-49.317	-44.431	+49
409	regnetv_040	31.211	68.789	50.115	49.885	20.64	288	1.000	bicubic	-51.983	-46.545	-149
410	coat_mini	31.203	68.797	49.773	50.227	10.34	224	0.900	bicubic	-50.065	-45.619	+2
411	xcit_tiny_12_p8_384_dist	31.191	68.809	50.522	49.478	6.71	384	1.000	bicubic	-51.197	-45.702	-86
412	ecaresnetlight	31.121	68.879	50.243	49.757	30.16	224	0.875	bicubic	-49.341	-45.005	+56
413	gluon_resnet101_v1s	31.115	68.885	49.793	50.207	44.67	224	0.875	bicubic	-49.187	-45.367	+71
414	edgenext_small	31.103	68.897	50.131	49.869	5.59	320	1.000	bicubic	-50.465	-45.575	-25
415	coatnet_nano_rw_224	31.093	68.907	49.586	50.414	15.14	224	0.900	bicubic	-50.607	-46.052	-34
416	tf_efficientnet_cc_b0_8e.in1k	31.087	68.913	50.761	49.239	24.01	224	0.875	bicubic	-46.821	-42.892	+212
417	resmlp_36_distilled_224	31.070	68.930	49.683	50.317	44.69	224	0.875	bicubic	-50.090	-45.805	+2
418	ecaresnet50d	31.058	68.942	50.848	49.152	25.58	224	0.875	bicubic	-49.534	-44.472	+37
419	ecaresnet50t	31.058	68.942	50.577	49.423	25.57	320	0.950	bicubic	-51.288	-45.561	-89
420	cs3sedarknet_x	31.028	68.972	50.135	49.865	35.40	288	1.000	bicubic	-51.626	-46.219	-122
421	resnet50d	31.020	68.980	49.808	50.192	25.58	224	0.875	bicubic	-49.510	-45.352	+38
422	cspdarknet53	31.017	68.984	50.390	49.610	27.64	256	0.887	bilinear	-49.042	-44.694	+79
423	gcresnet50t	31.009	68.991	50.123	49.877	25.90	256	0.900	bicubic	-49.931	-45.331	+14
424	gluon_resnet152_v1c	30.991	69.009	48.924	51.076	60.21	224	0.875	bicubic	-48.919	-45.916	+83
425	gluon_resnext101_64x4d	30.987	69.013	48.549	51.451	83.46	224	0.875	bicubic	-49.617	-46.439	+29
426	twins_svt_small	30.985	69.015	49.223	50.777	24.06	224	0.900	bicubic	-50.697	-46.447	-44
427	resnext50_32x4d	30.950	69.050	49.270	50.730	25.03	224	0.950	bicubic	-50.168	-46.062	-4
428	resmlp_24_distilled_224	30.901	69.099	50.178	49.822	30.02	224	0.875	bicubic	-49.865	-45.040	+20
429	tf_efficientnet_cc_b1_8e.in1k	30.899	69.101	50.080	49.920	39.72	240	0.882	bicubic	-48.409	-44.290	+114
430	ecaresnet101d_pruned	30.897	69.103	50.013	49.987	24.88	224	0.875	bicubic	-49.921	-45.615	+16
431	gluon_resnext101_32x4d	30.877	69.123	48.537	51.463	44.18	224	0.875	bicubic	-49.457	-46.389	+49
432	tf_efficientnetv2_b3.in1k	30.861	69.139	49.814	50.186	14.36	300	0.904	bicubic	-51.109	-45.968	-68
433	tf_efficientnet_lite4.in1k	30.830	69.170	50.386	49.614	13.01	380	0.920	bilinear	-50.706	-45.282	-41
434	nf_resnet50	30.702	69.298	49.958	50.042	25.56	288	0.940	bicubic	-49.960	-45.378	+18
435	dpn107	30.678	69.322	48.810	51.190	86.92	224	0.875	bicubic	-49.478	-46.100	+61
436	xcit_tiny_24_p16_224	30.677	69.323	50.410	49.590	12.12	224	1.000	bicubic	-48.767	-44.472	+101
437	poolformer_s36	30.667	69.333	49.435	50.565	30.86	224	0.900	bicubic	-50.749	-46.011	-35
438	ese_vovnet39b	30.657	69.343	49.875	50.125	24.57	224	0.875	bicubic	-48.663	-44.837	+103
439	gluon_resnet152_v1b	30.623	69.376	48.521	51.479	60.19	224	0.875	bicubic	-49.063	-46.215	+83
440	tresnet_xl_448	30.614	69.386	49.069	50.931	78.44	448	0.875	bilinear	-52.436	-47.105	-167
441	ssl_resnext50_32x4d	30.594	69.406	50.657	49.343	25.03	224	0.875	bilinear	-49.724	-44.749	+39
442	haloregnetz_b	30.594	69.406	49.009	50.991	11.68	224	0.940	bicubic	-50.456	-46.187	-12
443	gluon_resnet101_v1d	30.523	69.477	47.950	52.050	44.57	224	0.875	bicubic	-49.891	-47.064	+31
444	dpn68b	30.517	69.483	49.162	50.838	12.61	224	0.875	bicubic	-48.699	-45.252	+110
445	mobilevitv2_200_384_in22ft1k	30.498	69.502	50.575	49.425	18.45	384	1.000	bicubic	-52.896	-46.005	-198
446	resnest26d	30.490	69.510	50.677	49.323	17.07	224	0.875	bilinear	-47.988	-43.621	+149
447	efficientnet_b2.ra_in1k	30.435	69.565	49.698	50.302	9.11	288	1.000	bicubic	-50.177	-45.620	+6
448	tf_efficientnet_b1.ap_in1k	30.421	69.579	49.553	50.447	7.79	240	0.882	bicubic	-48.859	-44.753	+101
449	cs3darknet_x	30.409	69.591	49.187	50.813	35.05	288	1.000	bicubic	-51.819	-47.047	-106
450	xcit_tiny_12_p16_384_dist	30.405	69.595	50.131	49.869	6.72	384	1.000	bicubic	-50.535	-45.279	-12
451	resnetv2_50	30.386	69.614	48.834	51.166	25.55	224	0.950	bicubic	-50.046	-46.246	+21
452	twins_pcpvt_small	30.382	69.618	49.386	50.614	24.11	224	0.900	bicubic	-50.706	-46.256	-24
453	visformer_small	30.329	69.671	48.285	51.715	40.22	224	0.900	bicubic	-51.777	-47.587	-100
454	pit_xs_distilled_224	30.278	69.722	49.836	50.164	11.00	224	0.900	bicubic	-49.028	-44.528	+91
455	regnety_040	30.254	69.746	48.910	51.090	20.65	288	1.000	bicubic	-52.784	-47.600	-181
456	mobilevitv2_175_in22ft1k	30.209	69.791	49.034	50.966	14.25	256	0.888	bicubic	-51.735	-46.758	-88
457	vit_relpos_base_patch32_plus_rpn_256.sw_in1k	30.207	69.793	48.700	51.300	119.42	256	0.900	bicubic	-49.273	-45.438	+76
458	convmixer_1024_20_ks9_p14	30.105	69.895	49.932	50.068	24.38	224	0.960	bicubic	-46.841	-43.426	+213
459	seresnet50	30.077	69.923	49.292	50.708	28.09	224	0.875	bicubic	-50.197	-45.778	+28
460	dpn98	30.067	69.933	48.244	51.756	61.57	224	0.875	bicubic	-49.575	-46.384	+67
461	tf_efficientnet_b2.aa_in1k	30.026	69.974	49.581	50.419	9.11	260	0.890	bicubic	-50.060	-45.328	+37
462	dpn131	30.024	69.976	48.146	51.854	79.25	224	0.875	bicubic	-49.798	-46.564	+52
463	efficientnet_el.ra_in1k	30.018	69.982	48.834	51.166	10.59	300	0.904	bicubic	-51.298	-46.692	-53
464	legacy_senet154	30.001	69.999	48.034	51.966	115.09	224	0.875	bilinear	-51.309	-47.462	-53
465	xcit_tiny_12_p16_224_dist	29.997	70.003	49.641	50.359	6.72	224	1.000	bicubic	-48.581	-44.555	+124
466	halo2botnet50ts_256	29.983	70.017	48.388	51.612	22.64	256	0.950	bicubic	-52.077	-47.248	-110
467	dpn92	29.953	70.047	49.162	50.838	37.67	224	0.875	bicubic	-50.055	-45.674	+36
468	mobilevitv2_150_in22ft1k	29.951	70.049	49.215	50.785	10.59	256	0.888	bicubic	-51.526	-46.459	-71
469	resnetv2_101x1_bitm	29.898	70.102	51.121	48.879	44.54	448	1.000	bilinear	-52.434	-44.835	-137
470	gluon_senet154	29.877	70.123	47.894	52.106	115.09	224	0.875	bicubic	-51.357	-47.454	-56
471	xception	29.865	70.135	48.686	51.314	22.86	299	0.897	bicubic	-49.187	-45.706	+96
472	cs3sedarknet_l	29.814	70.186	48.987	51.013	21.91	288	0.950	bicubic	-51.960	-46.981	-94
473	adv_inception_v3	29.814	70.186	47.847	52.153	23.83	299	0.875	bicubic	-47.768	-45.889	+172
474	resnetaa50	29.810	70.190	48.022	51.978	25.56	288	1.000	bicubic	-51.812	-47.786	-88
475	vit_base_patch16_384.augreg_in1k	29.792	70.208	48.333	51.667	86.86	384	1.000	bicubic	-51.310	-46.999	-50
476	gluon_xception65	29.784	70.216	47.755	52.245	39.92	299	0.903	bicubic	-49.932	-47.105	+43
477	lamhalobotnet50ts_256	29.755	70.245	48.344	51.656	22.57	256	0.950	bicubic	-51.789	-47.160	-87
478	fbnetv3_d.ra2_in1k	29.743	70.257	49.472	50.528	10.31	256	0.950	bilinear	-49.937	-45.472	+46
479	convnext_nano.d1h_in1k	29.698	70.302	47.920	52.080	15.59	288	1.000	bicubic	-51.772	-47.738	-81
480	resmlp_36_224	29.692	70.308	48.969	51.031	44.69	224	0.875	bicubic	-50.078	-45.917	+36
481	vit_base_patch32_384.augreg_in1k	29.657	70.343	48.985	51.015	88.30	384	1.000	bicubic	-49.103	-45.243	+101
482	resnet50	29.639	70.361	46.729	53.271	25.56	224	0.950	bicubic	-50.735	-47.885	-6
483	resnetblur50	29.625	70.375	48.250	51.750	25.56	224	0.875	bicubic	-49.661	-46.388	+65
484	resnetv2_50d_gn	29.611	70.388	47.784	52.216	25.57	288	0.950	bicubic	-52.205	-48.140	-109
485	jx_nest_tiny	29.543	70.457	46.994	53.006	17.06	224	0.875	bicubic	-51.871	-48.622	-82
486	resnet50_gn	29.537	70.463	48.305	51.695	25.56	224	0.940	bicubic	-50.515	-46.641	+16
487	efficientnet_em.ra2_in1k	29.486	70.514	48.946	51.054	6.90	240	0.882	bicubic	-49.766	-45.848	+65
488	cs3darknet_l	29.474	70.526	48.217	51.783	21.16	288	0.950	bicubic	-51.422	-47.453	-47
489	resnext101_32x8d	29.439	70.561	48.486	51.514	88.79	224	0.875	bilinear	-49.869	-46.032	+53
490	gcresnext50ts	29.433	70.567	47.904	52.096	15.67	256	0.900	bicubic	-51.147	-47.266	-35
491	coat_lite_mini	29.433	70.567	47.724	52.276	11.01	224	0.900	bicubic	-49.655	-46.880	+73
492	ssl_resnet50	29.423	70.577	49.781	50.219	25.56	224	0.875	bilinear	-49.799	-45.051	+61
493	deit_small_patch16_224	29.421	70.579	48.256	51.744	22.05	224	0.900	bicubic	-50.435	-46.796	+17
494	sebotnet33ts_256	29.421	70.579	47.156	52.844	13.70	256	0.940	bicubic	-51.729	-48.018	-74
495	nf_regnet_b1	29.390	70.611	49.425	50.575	10.22	288	0.900	bicubic	-49.903	-45.323	+52
496	cait_xxs24_384	29.387	70.612	48.753	51.247	12.03	384	1.000	bicubic	-51.578	-46.893	-61
497	edgenext_small_rw	29.352	70.648	48.743	51.257	7.83	320	1.000	bicubic	-51.104	-46.449	-27
498	swin_tiny_patch4_window7_224	29.334	70.666	47.602	52.398	28.29	224	0.900	bicubic	-52.044	-47.938	-91
499	resnet34d	29.328	70.671	48.409	51.591	21.82	224	0.875	bicubic	-47.788	-44.973	+164
500	convnext_nano_ols.d1h_in1k	29.317	70.683	47.484	52.516	15.65	288	1.000	bicubic	-52.293	-48.156	-112
501	cait_xxs24_224	29.303	70.697	48.535	51.465	11.96	224	1.000	bicubic	-49.083	-45.775	+101
502	pvt_v2_b1	29.242	70.758	48.977	51.023	14.01	224	0.900	bicubic	-49.452	-45.515	+83
503	maxvit_rmlp_pico_rw_256	29.226	70.774	47.721	52.279	7.52	256	0.950	bicubic	-51.290	-47.491	-42
504	gcvit_xxtiny	29.216	70.784	48.372	51.628	12.00	224	0.875	bicubic	-50.498	-46.708	+16
505	ecaresnet50d_pruned	29.215	70.785	48.453	51.547	19.94	224	0.875	bicubic	-50.501	-46.427	+13
506	poolformer_s24	29.177	70.823	48.069	51.931	21.39	224	0.900	bicubic	-51.139	-46.969	-24
507	tresnet_l_448	29.165	70.835	47.232	52.768	55.99	448	0.875	bilinear	-53.103	-48.744	-167
508	gluon_inception_v3	29.124	70.876	46.955	53.045	23.83	299	0.875	bicubic	-49.682	-47.415	+70
509	lambda_resnet50ts	29.118	70.882	46.973	53.027	21.54	256	0.950	bicubic	-52.048	-48.999	-91
510	eca_resnet33ts	29.095	70.905	48.792	51.208	19.68	256	0.900	bicubic	-50.983	-46.178	-10
511	xception71	29.047	70.953	47.405	52.595	42.34	299	0.903	bicubic	-50.826	-47.517	-2
512	hrnet_w64	28.989	71.011	47.142	52.858	128.06	224	0.875	bilinear	-50.485	-47.510	+22
513	xcit_tiny_12_p8_224	28.953	71.047	47.515	52.485	6.71	224	1.000	bicubic	-50.741	-47.537	+8
514	regnetz_b16	28.941	71.059	47.246	52.754	9.72	288	0.940	bicubic	-51.775	-48.232	-63
515	cs3darknet_focus_l	28.928	71.072	47.633	52.367	21.15	288	0.950	bicubic	-51.956	-48.049	-72
516	tf_efficientnet_b0.ns_jft_in1k	28.902	71.098	49.011	50.989	5.29	224	0.875	bicubic	-49.756	-45.365	+72
517	tf_efficientnet_b1.aa_in1k	28.886	71.114	47.503	52.497	7.79	240	0.882	bicubic	-49.940	-46.695	+60
518	gluon_resnet101_v1b	28.878	71.121	46.389	53.611	44.55	224	0.875	bicubic	-50.427	-48.135	+26
519	mobilevitv2_150_384_in22ft1k	28.873	71.127	47.924	52.076	10.59	384	1.000	bicubic	-53.721	-48.394	-217
520	vit_small_patch32_384.augreg_in21k_ft_in1k	28.871	71.129	48.887	51.113	22.92	384	1.000	bicubic	-51.609	-46.711	-56
521	resnetv2_50d_evos	28.867	71.133	46.672	53.328	25.59	288	0.950	bicubic	-53.109	-49.244	-159
522	skresnext50_32x4d	28.818	71.182	46.497	53.503	27.48	224	0.875	bicubic	-51.338	-48.145	-25
523	sehalonet33ts	28.778	71.222	46.586	53.414	13.69	256	0.940	bicubic	-52.180	-48.690	-87
524	levit_256	28.745	71.255	46.723	53.277	18.89	224	0.900	bicubic	-52.765	-48.767	-130
525	tf_efficientnet_lite3.in1k	28.660	71.340	47.354	52.646	8.20	300	0.904	bilinear	-51.160	-47.560	-10
526	gluon_seresnext50_32x4d	28.651	71.349	46.436	53.564	27.56	224	0.875	bicubic	-51.267	-48.386	-21
527	skresnet34	28.645	71.355	47.953	52.047	22.28	224	0.875	bicubic	-48.267	-45.369	+147
528	hrnet_w40	28.641	71.359	47.454	52.546	57.56	224	0.875	bilinear	-50.279	-47.016	+44
529	darknetaa53	28.639	71.361	46.945	53.055	36.02	288	1.000	bilinear	-51.883	-48.377	-69
530	mobilevitv2_175_384_in22ft1k	28.615	71.385	47.144	52.856	14.25	384	1.000	bicubic	-54.327	-49.282	-251
531	swinv2_tiny_window8_256	28.613	71.387	46.177	53.823	28.35	256	0.900	bicubic	-53.193	-49.817	-155
532	halonet50ts	28.578	71.422	46.167	53.833	22.73	256	0.940	bicubic	-53.066	-49.441	-149
533	tf_efficientnetv2_b0.in1k	28.566	71.434	47.079	52.921	7.14	224	0.875	bicubic	-49.790	-46.945	+72
534	tv_resnet152	28.533	71.467	47.118	52.882	60.19	224	0.875	bilinear	-49.779	-46.920	+73
535	xcit_tiny_12_p16_224	28.523	71.477	47.403	52.597	6.72	224	1.000	bicubic	-48.597	-46.309	+127
536	repvgg_b2	28.427	71.573	47.038	52.962	89.02	224	0.875	bilinear	-50.365	-47.376	+44
537	hrnet_w48	28.413	71.587	47.586	52.414	77.47	224	0.875	bilinear	-50.887	-46.926	+9
538	swinv2_cr_tiny_ns_224	28.377	71.623	45.920	54.080	28.33	224	0.900	bicubic	-53.413	-49.904	-161
539	gluon_resnext50_32x4d	28.375	71.624	45.328	54.672	25.03	224	0.875	bicubic	-50.978	-49.098	+1
540	efficientnet_b2_pruned.in1k	28.362	71.638	47.051	52.949	8.31	260	0.890	bicubic	-51.554	-47.805	-34
541	tf_efficientnet_b0.ap_in1k	28.346	71.654	47.531	52.469	5.29	224	0.875	bicubic	-48.740	-45.725	+124
542	seresnet33ts	28.340	71.660	47.757	52.243	19.78	256	0.900	bicubic	-52.012	-47.349	-64
543	darknet53	28.317	71.683	46.873	53.127	41.61	288	1.000	bicubic	-52.218	-48.547	-85
544	tf_efficientnet_cc_b0_4e.in1k	28.315	71.685	47.364	52.636	13.31	224	0.875	bicubic	-48.991	-45.970	+109
545	dla102x2	28.315	71.685	46.761	53.239	41.28	224	0.875	bilinear	-51.133	-47.879	-8
546	dla169	28.313	71.687	47.391	52.609	53.39	224	0.875	bilinear	-50.375	-46.945	+40
547	mixnet_xl.ra_in1k	28.287	71.713	46.702	53.298	11.90	224	0.875	bicubic	-52.189	-48.234	-82
548	gluon_resnet50_v1d	28.246	71.754	45.878	54.122	25.58	224	0.875	bicubic	-50.828	-48.592	+17
549	wide_resnet101_2	28.108	71.892	46.401	53.599	126.89	224	0.875	bilinear	-50.748	-47.881	+26
550	gluon_resnet101_v1c	28.104	71.896	45.961	54.039	44.57	224	0.875	bicubic	-51.430	-48.617	-20
551	regnetx_320	28.093	71.907	45.126	54.874	107.81	224	0.875	bicubic	-52.153	-49.900	-62
552	densenet161	28.081	71.919	46.641	53.359	28.68	224	0.875	bicubic	-49.277	-46.997	+101
553	regnety_320	28.059	71.941	45.444	54.556	145.05	224	0.875	bicubic	-52.751	-49.800	-106
554	mobilevitv2_175	28.034	71.966	46.093	53.907	14.25	256	0.888	bicubic	-52.826	-49.162	-110
555	gernet_s	28.022	71.978	46.723	53.277	8.17	224	0.875	bilinear	-48.894	-46.409	+118
556	efficientnet_el_pruned.in1k	28.016	71.984	46.790	53.210	10.59	300	0.904	bicubic	-52.284	-48.428	-71
557	levit_192	28.016	71.984	45.880	54.120	10.95	224	0.900	bicubic	-51.826	-48.906	-44
558	vit_base_patch16_224.augreg_in1k	27.963	72.037	45.725	54.275	86.57	224	0.900	bicubic	-51.191	-48.375	+1
559	xception41	27.888	72.112	45.890	54.110	26.97	299	0.903	bicubic	-50.628	-48.388	+32
560	regnetx_160	27.817	72.183	45.617	54.383	54.28	224	0.875	bicubic	-52.039	-49.213	-49
561	tf_inception_v3	27.784	72.216	45.721	54.279	23.83	299	0.875	bicubic	-50.076	-47.919	+71
562	res2net101_26w_4s	27.768	72.232	45.179	54.821	45.21	224	0.875	bilinear	-51.430	-49.253	-5
563	tf_efficientnetv2_b1.in1k	27.760	72.240	46.580	53.420	8.14	240	0.882	bicubic	-51.702	-48.142	-28
564	vit_base_patch16_224.sam	27.709	72.291	45.106	54.894	86.57	224	0.900	bicubic	-52.533	-49.650	-74
565	fbnetv3_b.ra2_in1k	27.676	72.324	46.989	53.011	8.60	256	0.950	bilinear	-51.474	-47.757	-5
566	repvgg_b1	27.656	72.344	46.531	53.469	57.42	224	0.875	bilinear	-50.710	-47.567	+38
567	hrnet_w44	27.621	72.379	45.837	54.163	67.06	224	0.875	bilinear	-51.275	-48.531	+7
568	mobilevitv2_200	27.615	72.385	45.762	54.238	18.45	256	0.888	bicubic	-53.521	-49.604	-147
569	gcresnet33ts	27.591	72.409	46.191	53.809	19.88	256	0.900	bicubic	-52.491	-48.807	-70
570	inception_v3	27.556	72.444	45.267	54.733	23.83	299	0.875	bicubic	-49.884	-48.209	+80
571	resmlp_24_224	27.521	72.479	45.696	54.304	30.02	224	0.875	bicubic	-51.853	-48.851	-33
572	pit_xs_224	27.491	72.509	45.900	54.100	10.62	224	0.900	bicubic	-50.691	-48.268	+41
573	regnetx_080	27.405	72.595	45.002	54.998	39.57	224	0.875	bicubic	-51.789	-49.558	-15
574	hrnet_w30	27.381	72.619	46.554	53.446	37.71	224	0.875	bilinear	-50.825	-47.668	+38
575	hrnet_w32	27.369	72.631	45.994	54.006	41.23	224	0.875	bilinear	-51.081	-48.192	+22
576	convnext_pico.d1_in1k	27.354	72.646	45.648	54.352	9.05	288	0.950	bicubic	-53.072	-49.410	-103
577	vit_small_patch16_384.augreg_in1k	27.328	72.672	46.114	53.886	22.20	384	1.000	bicubic	-53.792	-49.460	-155
578	gluon_resnet50_v1s	27.326	72.674	45.222	54.778	25.68	224	0.875	bicubic	-51.386	-49.016	+5
579	convnext_pico_ols.d1_in1k	27.305	72.695	45.644	54.356	9.06	288	1.000	bicubic	-53.159	-49.598	-112
580	densenet201	27.265	72.735	46.222	53.778	20.01	224	0.875	bicubic	-50.021	-47.256	+75
581	densenetblur121d	27.228	72.772	46.299	53.701	8.00	224	0.875	bicubic	-49.360	-46.893	+103
582	efficientnet_b1_pruned.in1k	27.181	72.819	45.872	54.128	6.33	240	0.882	bicubic	-51.055	-47.962	+29
583	tf_efficientnetv2_b2.in1k	27.163	72.837	44.570	55.430	10.10	260	0.890	bicubic	-53.045	-50.472	-90
584	vit_base_patch32_224.augreg_in1k	27.141	72.859	45.175	54.825	88.22	224	0.900	bicubic	-47.763	-46.603	+136
585	resnet33ts	27.134	72.866	45.338	54.662	19.68	256	0.900	bicubic	-52.080	-49.236	-30
586	resnetrs50	27.110	72.890	45.029	54.971	35.69	224	0.910	bicubic	-52.782	-49.939	-78
587	rexnet_130	27.094	72.906	45.933	54.067	7.56	224	0.875	bicubic	-52.406	-48.749	-56
588	res2net50_26w_8s	27.078	72.921	44.428	55.572	48.40	224	0.875	bilinear	-52.122	-49.940	-32
589	dla102x	27.061	72.939	45.474	54.526	26.31	224	0.875	bilinear	-51.449	-48.754	+3
590	resnet32ts	27.037	72.963	45.253	54.747	17.96	256	0.900	bicubic	-51.967	-49.103	-22
591	gmixer_24_224	27.027	72.972	44.361	55.639	24.72	224	0.875	bicubic	-51.008	-49.303	+29
592	tv_resnet101	26.963	73.037	45.234	54.766	44.55	224	0.875	bilinear	-50.411	-48.306	+60
593	resnext50d_32x4d	26.876	73.124	44.436	55.564	25.05	224	0.875	bicubic	-52.800	-50.430	-68
594	regnetx_120	26.868	73.132	44.682	55.318	46.11	224	0.875	bicubic	-52.728	-50.056	-66
595	rexnet_100	26.831	73.169	45.369	54.631	4.80	224	0.875	bicubic	-51.027	-48.501	+38
596	densenet169	26.829	73.171	45.373	54.627	14.15	224	0.875	bicubic	-49.077	-47.653	+101
597	legacy_seresnext101_32x4d	26.811	73.189	43.497	56.503	48.96	224	0.875	bilinear	-53.417	-51.521	-106
598	tinynet_a.in1k	26.807	73.193	45.098	54.902	6.19	192	0.875	bicubic	-50.845	-48.438	+40
599	regnety_120	26.788	73.212	44.454	55.546	51.82	224	0.875	bicubic	-53.578	-50.672	-122
600	regnetx_064	26.784	73.216	44.927	55.073	26.21	224	0.875	bicubic	-52.288	-49.531	-34
601	regnetx_032	26.703	73.297	45.236	54.764	15.30	224	0.875	bicubic	-51.469	-48.852	+13
602	legacy_seresnet152	26.676	73.324	43.947	56.053	66.82	224	0.875	bilinear	-51.984	-50.423	-15
603	densenet121	26.664	73.336	45.900	54.100	7.98	224	0.875	bicubic	-48.914	-46.752	+100
604	efficientnet_es.ra_in1k	26.621	73.379	45.112	54.888	5.44	224	0.875	bicubic	-51.445	-48.814	+15
605	res2net50_26w_6s	26.595	73.405	43.990	56.010	37.05	224	0.875	bilinear	-51.975	-50.134	-15
606	repvgg_b1g4	26.579	73.421	45.084	54.916	39.97	224	0.875	bilinear	-51.015	-48.742	+37
607	dla60x	26.552	73.448	45.023	54.977	17.35	224	0.875	bilinear	-51.694	-48.995	+1
608	coat_lite_tiny	26.507	73.493	44.644	55.356	5.72	224	0.900	bicubic	-51.005	-49.272	+39
609	tf_efficientnet_b0.aa_in1k	26.485	73.515	45.646	54.354	5.29	224	0.875	bicubic	-50.363	-47.582	+66
610	res2net50_14w_8s	26.483	73.517	44.371	55.629	25.06	224	0.875	bilinear	-51.667	-49.477	+5
611	mobilenetv3_large_100.miil_in21k_ft_in1k	26.481	73.519	44.473	55.527	5.48	224	0.875	bilinear	-51.435	-48.437	+16
612	gluon_resnet50_v1b	26.436	73.564	44.035	55.965	25.56	224	0.875	bicubic	-51.144	-49.681	+33
613	tf_efficientnet_el.in1k	26.357	73.643	44.175	55.825	10.59	300	0.904	bicubic	-53.893	-50.953	-125
614	lambda_resnet26t	26.348	73.653	44.408	55.592	10.96	256	0.940	bicubic	-52.749	-50.184	-52
615	levit_128	26.332	73.668	44.096	55.904	9.21	224	0.900	bicubic	-52.154	-49.914	-22
616	resmlp_big_24_224	26.318	73.682	43.556	56.444	129.14	224	0.875	bicubic	-54.710	-51.466	-186
617	resmlp_12_distilled_224	26.314	73.686	44.874	55.126	15.35	224	0.875	bicubic	-51.630	-48.684	+9
618	regnetx_040	26.243	73.757	44.438	55.562	22.12	224	0.875	bicubic	-52.239	-49.806	-24
619	mobilevitv2_150	26.190	73.810	43.764	56.236	10.59	256	0.888	bicubic	-54.186	-51.296	-144
620	crossvit_9_dagger_240	26.183	73.817	44.544	55.456	8.78	240	0.875	bicubic	-50.797	-49.066	+49
621	vit_small_patch32_224.augreg_in21k_ft_in1k	26.151	73.849	45.104	54.896	22.88	224	0.900	bicubic	-49.839	-48.168	+73
622	dpn68	26.129	73.871	44.228	55.772	12.61	224	0.875	bicubic	-50.189	-48.750	+68
623	efficientnet_b1.ft_in1k	26.061	73.939	44.080	55.920	7.79	256	1.000	bicubic	-52.733	-50.262	-44
624	mobilevitv2_125	26.029	73.971	43.670	56.330	7.48	256	0.888	bicubic	-53.655	-51.180	-101
625	lambda_resnet26rpt_256	26.025	73.975	44.188	55.812	10.99	256	0.940	bicubic	-52.945	-50.242	-55
626	hrnet_w18	25.986	74.014	44.813	55.187	21.30	224	0.875	bilinear	-50.772	-48.631	+52
627	hardcorenas_f	25.951	74.049	44.220	55.780	8.20	224	0.875	bilinear	-52.153	-49.582	-10
628	vit_small_patch16_224.augreg_in1k	25.949	74.051	43.988	56.012	22.05	224	0.900	bicubic	-52.897	-50.296	-52
629	resnet34	25.888	74.112	43.982	56.018	21.80	224	0.875	bilinear	-49.222	-48.302	+86
630	res2net50_26w_4s	25.866	74.134	43.155	56.845	25.70	224	0.875	bilinear	-52.098	-50.699	-5
631	resnet26t	25.852	74.148	43.953	56.047	16.01	256	0.940	bicubic	-52.030	-49.888	-2
632	tresnet_m_448	25.852	74.148	42.874	57.126	31.39	448	0.875	bilinear	-55.862	-52.698	-252
633	coat_tiny	25.843	74.157	43.276	56.724	5.50	224	0.900	bicubic	-52.591	-50.761	-34
634	hardcorenas_c	25.815	74.185	44.772	55.228	5.52	224	0.875	bilinear	-51.239	-48.386	+32
635	gluon_resnet50_v1c	25.784	74.216	43.031	56.969	25.58	224	0.875	bicubic	-52.228	-50.957	-13
636	halonet26t	25.764	74.236	43.229	56.771	12.48	256	0.950	bicubic	-53.336	-51.083	-75
637	selecsls60	25.729	74.272	44.065	55.935	30.67	224	0.875	bicubic	-52.254	-49.764	-13
638	hardcorenas_e	25.662	74.338	43.412	56.588	8.07	224	0.875	bilinear	-52.132	-50.282	-2
639	dla60_res2net	25.652	74.348	43.599	56.401	20.85	224	0.875	bilinear	-52.812	-50.607	-43
640	dla60_res2next	25.640	74.360	43.670	56.330	17.03	224	0.875	bilinear	-52.800	-50.482	-42
641	poolformer_s12	25.630	74.370	44.137	55.863	11.92	224	0.900	bicubic	-51.600	-49.367	+18
642	ecaresnet26t	25.538	74.462	43.660	56.340	16.01	320	0.950	bicubic	-54.316	-51.424	-130
643	resmlp_12_224	25.518	74.482	44.324	55.676	15.35	224	0.875	bicubic	-51.136	-48.856	+37
644	convnext_femto.d1_in1k	25.516	74.484	43.683	56.317	5.22	288	0.950	bicubic	-53.188	-50.751	-60
645	mixnet_l.ft_in1k	25.512	74.488	43.455	56.545	7.33	224	0.875	bicubic	-53.464	-50.727	-76
646	tf_efficientnet_lite1.in1k	25.499	74.501	43.585	56.415	5.42	240	0.882	bicubic	-51.143	-49.641	+35
647	eca_halonext26ts	25.479	74.521	43.194	56.806	10.76	256	0.940	bicubic	-54.007	-51.404	-115
648	cs3darknet_focus_m	25.475	74.525	43.750	56.250	9.30	288	0.950	bicubic	-51.803	-50.220	+9
649	bat_resnext26ts	25.463	74.537	43.210	56.790	10.73	256	0.900	bicubic	-52.779	-50.890	-39
650	tv_resnext50_32x4d	25.455	74.545	42.787	57.213	25.03	224	0.875	bilinear	-52.165	-50.909	-9
651	botnet26t_256	25.444	74.556	42.636	57.364	12.49	256	0.950	bicubic	-53.828	-51.892	-100
652	repvgg_a2	25.436	74.564	43.939	56.061	28.21	224	0.875	bilinear	-51.024	-49.065	+36
653	tf_mixnet_l.in1k	25.422	74.578	42.534	57.466	7.33	224	0.875	bicubic	-53.352	-51.464	-72
654	hardcorenas_b	25.402	74.598	44.190	55.810	5.18	224	0.875	bilinear	-51.136	-48.564	+31
655	res2next50	25.389	74.611	42.508	57.492	24.67	224	0.875	bilinear	-52.857	-51.384	-46
656	convnext_femto_ols.d1_in1k	25.387	74.613	43.153	56.847	5.23	288	0.950	bicubic	-53.547	-51.379	-85
657	legacy_seresnet101	25.334	74.666	42.825	57.175	49.33	224	0.875	bilinear	-53.048	-51.439	-54
658	selecsls60b	25.332	74.668	43.559	56.441	32.77	224	0.875	bicubic	-53.080	-50.615	-57
659	resnetv2_50x1_bitm	25.324	74.676	45.359	54.641	25.55	448	1.000	bilinear	-55.018	-50.325	-180
660	dla102	25.316	74.684	43.827	56.173	33.27	224	0.875	bilinear	-52.716	-50.119	-39
661	hardcorenas_d	25.300	74.700	43.121	56.879	7.50	224	0.875	bilinear	-52.132	-50.363	-10
662	resnest14d	25.284	74.716	44.114	55.886	10.61	224	0.875	bilinear	-50.222	-48.404	+43
663	legacy_seresnext50_32x4d	25.210	74.790	41.936	58.064	27.56	224	0.875	bilinear	-53.868	-52.500	-99
664	mixer_b16_224	25.121	74.879	41.229	58.771	59.88	224	0.875	bicubic	-51.479	-50.999	+18
665	res2net50_48w_2s	25.027	74.973	42.208	57.792	25.29	224	0.875	bilinear	-52.495	-51.346	-19
666	efficientnet_b0.ra_in1k	25.015	74.985	42.787	57.213	5.29	224	0.875	bicubic	-52.683	-50.745	-29
667	gluon_resnet34_v1b	24.939	75.061	42.243	57.757	21.80	224	0.875	bicubic	-49.649	-49.747	+60
668	mobilenetv2_120d.ra_in1k	24.937	75.063	43.058	56.942	5.83	224	0.875	bicubic	-52.347	-50.434	-12
669	dla60	24.933	75.067	43.296	56.704	22.04	224	0.875	bilinear	-52.099	-50.022	-2
670	eca_botnext26ts_256	24.870	75.130	42.946	57.054	10.59	256	0.950	bicubic	-54.404	-51.668	-120
671	regnety_016	24.811	75.189	42.616	57.384	11.20	224	0.875	bicubic	-53.051	-51.104	-40
672	xcit_nano_12_p8_224_dist	24.803	75.197	43.076	56.924	3.05	224	1.000	bicubic	-51.521	-50.014	+17
673	seresnext26ts	24.683	75.317	43.098	56.902	10.39	256	0.900	bicubic	-53.183	-50.692	-43
674	eca_resnext26ts	24.660	75.340	42.842	57.158	10.30	256	0.900	bicubic	-52.792	-50.724	-25
675	cs3darknet_m	24.630	75.370	42.966	57.034	9.31	288	0.950	bicubic	-53.006	-51.048	-36
676	mobilevitv2_100	24.552	75.448	42.911	57.089	4.90	256	0.888	bicubic	-53.538	-51.253	-58
677	tf_efficientnet_lite2.in1k	24.530	75.470	42.280	57.720	6.09	260	0.890	bicubic	-52.938	-51.474	-29
678	skresnet18	24.483	75.517	42.536	57.464	11.96	224	0.875	bicubic	-48.555	-48.632	+66
679	regnetx_016	24.473	75.527	42.514	57.486	9.19	224	0.875	bicubic	-52.477	-50.906	-9
680	pit_ti_distilled_224	24.406	75.594	42.730	57.270	5.10	224	0.900	bicubic	-50.124	-49.366	+48
681	tf_efficientnet_lite0.in1k	24.373	75.627	42.487	57.513	4.65	224	0.875	bicubic	-50.457	-49.689	+40
682	hardcorenas_a	24.369	75.631	43.284	56.716	5.26	224	0.875	bilinear	-51.547	-49.230	+14
683	tv_resnet50	24.070	75.930	41.313	58.687	25.56	224	0.875	bilinear	-52.068	-51.551	+9
684	levit_128s	24.058	75.942	41.007	58.993	7.78	224	0.900	bicubic	-52.472	-51.859	+2
685	legacy_seresnet34	24.027	75.973	41.909	58.091	21.96	224	0.875	bilinear	-50.781	-50.215	+37
686	xcit_nano_12_p16_384_dist	24.011	75.989	42.324	57.676	3.05	384	1.000	bicubic	-51.447	-50.370	+21
687	xcit_nano_12_p8_384_dist	23.950	76.050	41.940	58.060	3.05	384	1.000	bicubic	-53.870	-52.096	-53
688	gcresnext26ts	23.944	76.056	41.353	58.647	10.48	256	0.900	bicubic	-53.870	-52.481	-53
689	resnet18d	23.929	76.071	42.302	57.698	11.71	224	0.875	bicubic	-48.331	-48.394	+65
690	efficientnet_lite0.ra_in1k	23.909	76.091	42.088	57.912	4.65	224	0.875	bicubic	-51.575	-50.422	+16
691	resnext26ts	23.864	76.136	41.107	58.893	10.30	256	0.900	bicubic	-52.916	-52.023	-14
692	tv_densenet121	23.844	76.156	41.925	58.075	7.98	224	0.875	bicubic	-50.894	-50.225	+31
693	efficientnet_es_pruned.in1k	23.828	76.172	41.995	58.005	5.44	224	0.875	bicubic	-51.172	-50.453	+25
694	mobilenetv2_140.ra_in1k	23.712	76.288	41.477	58.523	6.11	224	0.875	bicubic	-52.804	-51.519	-7
695	mixnet_m.ft_in1k	23.710	76.290	41.141	58.859	5.01	224	0.875	bicubic	-53.550	-52.284	-37
696	dla34	23.669	76.331	41.551	58.449	15.74	224	0.875	bilinear	-50.961	-50.527	+30
697	legacy_seresnet50	23.651	76.349	40.091	59.909	28.09	224	0.875	bilinear	-53.978	-53.657	-57
698	convnext_atto.d2_in1k	23.591	76.409	41.076	58.924	3.70	288	0.950	bicubic	-53.423	-52.624	-30
699	ese_vovnet19b_dw	23.535	76.465	41.288	58.712	6.54	224	0.875	bicubic	-53.263	-51.980	-23
700	tf_mixnet_m.in1k	23.484	76.516	40.989	59.011	5.01	224	0.875	bicubic	-53.458	-52.163	-28
701	tv_resnet34	23.473	76.527	41.367	58.633	21.80	224	0.875	bilinear	-49.839	-50.059	+40
702	tf_efficientnet_em.in1k	23.359	76.641	40.404	59.596	6.90	240	0.882	bicubic	-54.771	-53.640	-86
703	selecsls42b	23.357	76.643	40.677	59.323	32.46	224	0.875	bicubic	-53.817	-52.713	-42
704	repvgg_b0	23.316	76.684	41.182	58.818	15.82	224	0.875	bilinear	-51.837	-51.236	+8
705	xcit_nano_12_p16_224_dist	23.253	76.747	41.376	58.624	3.05	224	1.000	bicubic	-49.049	-49.486	+48
706	convnext_atto_ols.a2_in1k	23.131	76.869	40.873	59.127	3.70	288	0.950	bicubic	-54.085	-52.807	-46
707	mobilenetv2_110d.ra_in1k	23.066	76.934	40.716	59.284	4.52	224	0.875	bicubic	-51.970	-51.470	+10
708	vit_base_patch32_224.sam	23.048	76.952	39.572	60.428	88.22	224	0.900	bicubic	-50.642	-51.442	+29
709	tinynet_b.in1k	23.015	76.985	40.975	59.025	3.73	188	0.875	bicubic	-51.959	-51.213	+10
710	deit_tiny_distilled_patch16_224	22.718	77.282	40.771	59.229	5.91	224	0.900	bicubic	-51.792	-51.119	+19
711	mobilenetv3_large_100.ra_in1k	22.655	77.345	40.781	59.219	5.48	224	0.875	bicubic	-53.111	-51.761	-13
712	mobilenetv3_rw.rmsp_in1k	22.630	77.370	40.374	59.626	5.48	224	0.875	bicubic	-53.004	-52.334	-11
713	edgenext_x_small	22.598	77.402	39.500	60.500	2.34	288	1.000	bicubic	-53.090	-53.266	-14
714	tf_mobilenetv3_large_100.in1k	22.569	77.431	39.767	60.233	5.48	224	0.875	bilinear	-52.949	-52.839	-10
715	mobilevit_s	22.468	77.531	38.635	61.365	5.58	256	0.900	bicubic	-55.843	-55.511	-109
716	xcit_nano_12_p8_224	22.413	77.587	40.661	59.339	3.05	224	1.000	bicubic	-51.501	-51.511	+18
717	tf_efficientnet_es.in1k	22.413	77.587	39.095	60.905	5.44	224	0.875	bicubic	-54.180	-54.107	-33
718	hrnet_w18_small_v2	22.337	77.663	39.861	60.139	15.60	224	0.875	bilinear	-52.777	-52.555	-4
719	convit_tiny	22.282	77.718	39.669	60.331	5.71	224	0.875	bicubic	-50.834	-52.045	+24
720	regnety_008	22.119	77.881	38.900	61.100	6.26	224	0.875	bicubic	-54.197	-54.166	-29
721	seresnext26t_32x4d	21.991	78.009	38.482	61.518	16.81	224	0.875	bicubic	-55.995	-55.264	-98
722	regnety_006	21.971	78.029	38.955	61.045	6.06	224	0.875	bicubic	-53.275	-53.577	-11
723	vit_tiny_r_s16_p8_384.augreg_in21k_ft_in1k	21.954	78.046	39.405	60.595	6.36	384	1.000	bicubic	-53.998	-53.855	-28
724	regnetx_008	21.940	78.060	38.928	61.072	7.26	224	0.875	bicubic	-53.098	-53.408	-8
725	resnet26d	21.907	78.094	38.619	61.381	16.01	224	0.875	bicubic	-54.789	-54.531	-46
726	semnasnet_100.rmsp_in1k	21.903	78.097	38.600	61.400	3.89	224	0.875	bicubic	-53.545	-54.004	-17
727	pit_ti_224	21.875	78.125	39.541	60.459	4.85	224	0.900	bicubic	-51.037	-51.861	+20
728	pvt_v2_b0	21.838	78.162	40.142	59.858	3.67	224	0.900	bicubic	-48.818	-50.066	+38
729	regnetx_006	21.738	78.263	38.904	61.096	6.20	224	0.875	bicubic	-52.115	-52.768	+7
730	vit_tiny_patch16_384.augreg_in21k_ft_in1k	21.708	78.292	39.329	60.671	5.79	384	1.000	bicubic	-56.722	-55.213	-130
731	crossvit_9_240	21.683	78.317	39.270	60.730	8.55	240	0.875	bicubic	-52.281	-52.698	+3
732	vgg19_bn	21.628	78.373	39.283	60.717	143.68	224	0.875	bilinear	-52.587	-52.559	-2
733	ghostnet_100	21.620	78.380	38.692	61.308	5.18	224	0.875	bilinear	-52.358	-52.764	0
734	semnasnet_075.rmsp_in1k	21.572	78.428	38.928	61.072	2.91	224	0.875	bicubic	-51.402	-52.208	+11
735	gluon_resnet18_v1b	21.549	78.451	38.869	61.131	11.69	224	0.875	bicubic	-49.287	-50.891	+30
736	mobilevitv2_075	21.541	78.459	38.633	61.367	2.87	256	0.888	bicubic	-54.081	-54.135	-34
737	fbnetc_100.rmsp_in1k	21.484	78.516	38.161	61.839	5.57	224	0.875	bilinear	-53.640	-54.224	-24
738	xcit_nano_12_p16_224	21.437	78.563	39.796	60.204	3.05	224	1.000	bicubic	-48.517	-49.958	+32
739	mnasnet_100.rmsp_in1k	21.350	78.650	37.719	62.281	4.38	224	0.875	bicubic	-53.308	-54.395	-15
740	resnet26	21.295	78.705	38.018	61.982	16.00	224	0.875	bicubic	-53.997	-54.552	-30
741	lcnet_100.ra2_in1k	21.293	78.707	38.837	61.163	2.95	224	0.875	bicubic	-50.821	-51.541	+16
742	ssl_resnet18	21.278	78.722	39.113	60.887	11.69	224	0.875	bilinear	-51.332	-52.303	+6
743	mixnet_s.ft_in1k	21.254	78.746	38.187	61.813	4.13	224	0.875	bicubic	-54.738	-54.609	-50
744	seresnext26d_32x4d	21.252	78.748	37.311	62.689	16.81	224	0.875	bicubic	-56.350	-56.297	-102
745	legacy_seresnext26_32x4d	21.093	78.907	37.633	62.367	16.79	224	0.875	bicubic	-56.011	-55.683	-81
746	crossvit_tiny_240	21.050	78.950	38.055	61.945	7.01	240	0.875	bicubic	-52.274	-53.861	-6
747	regnetx_004	20.898	79.102	37.566	62.434	5.16	224	0.875	bicubic	-51.498	-53.264	+2
748	spnasnet_100.rmsp_in1k	20.863	79.137	37.896	62.104	4.42	224	0.875	bilinear	-53.221	-53.922	-17
749	legacy_seresnet18	20.837	79.162	37.619	62.381	11.78	224	0.875	bicubic	-50.907	-52.715	+12
750	mobilenetv2_100.ra_in1k	20.773	79.227	37.759	62.241	3.50	224	0.875	bicubic	-52.197	-53.257	-4
751	tf_mixnet_s.in1k	20.470	79.530	36.607	63.393	4.13	224	0.875	bicubic	-55.180	-56.021	-51
752	vit_tiny_patch16_224.augreg_in21k_ft_in1k	20.458	79.542	37.597	62.403	5.72	224	0.900	bicubic	-54.996	-55.251	-44
753	regnety_004	20.415	79.585	37.002	62.998	4.34	224	0.875	bicubic	-53.619	-54.750	-21
754	hrnet_w18_small	20.368	79.632	37.093	62.907	13.19	224	0.875	bilinear	-51.974	-53.585	-2
755	tf_mobilenetv3_large_075.in1k	20.366	79.634	36.764	63.236	3.99	224	0.875	bilinear	-53.072	-54.586	-17
756	resnet18	20.228	79.772	37.261	62.739	11.69	224	0.875	bilinear	-49.520	-51.817	+16
757	mixer_l16_224	20.173	79.827	32.952	67.048	208.20	224	0.875	bicubic	-51.885	-54.716	+1
758	deit_tiny_patch16_224	20.162	79.838	37.546	62.454	5.72	224	0.900	bicubic	-52.007	-53.572	-2
759	tf_mobilenetv3_large_minimal_100.in1k	20.122	79.878	36.908	63.092	3.92	224	0.875	bilinear	-52.126	-53.722	-4
760	vgg16_bn	19.959	80.041	36.301	63.699	138.37	224	0.875	bilinear	-53.391	-55.205	-21
761	vit_tiny_r_s16_p8_224.augreg_in21k_ft_in1k	19.334	80.666	36.047	63.953	6.34	224	0.900	bicubic	-52.454	-54.781	-1
762	tinynet_c.in1k	19.252	80.748	35.994	64.006	2.46	184	0.875	bicubic	-51.980	-53.754	+2
763	edgenext_xx_small	18.876	81.124	35.155	64.845	1.33	288	1.000	bicubic	-52.990	-55.389	-4
764	mobilevit_xs	18.295	81.705	33.214	66.787	2.32	256	0.900	bicubic	-56.349	-59.139	-39
765	lcnet_075.ra2_in1k	18.167	81.833	34.410	65.590	2.36	224	0.875	bicubic	-50.651	-53.960	+10
766	vgg19	17.929	82.071	33.054	66.946	143.67	224	0.875	bilinear	-54.439	-57.818	-16
767	vgg13_bn	17.802	82.198	34.039	65.961	133.05	224	0.875	bilinear	-53.792	-56.343	-4
768	vgg16	17.540	82.460	32.773	67.227	138.36	224	0.875	bilinear	-54.054	-57.603	-6
769	regnety_002	17.450	82.550	32.431	67.569	3.16	224	0.875	bicubic	-52.802	-57.109	-1
770	vgg11_bn	17.403	82.597	33.011	66.989	132.87	224	0.875	bilinear	-52.957	-56.791	-3
771	mobilevitv2_050	17.300	82.700	33.003	66.997	1.37	256	0.888	bicubic	-52.840	-56.923	-2
772	resnet10t	17.279	82.721	33.078	66.922	5.44	224	0.950	bilinear	-51.015	-55.000	+5
773	regnetx_002	16.962	83.038	32.225	67.775	2.68	224	0.875	bicubic	-51.800	-56.331	+3
774	mobilenetv3_small_100.lamb_in1k	16.807	83.193	32.524	67.476	2.54	224	0.875	bicubic	-50.845	-55.112	+6
775	tinynet_d.in1k	16.674	83.326	32.457	67.543	2.34	152	0.875	bicubic	-50.288	-54.609	+6
776	mobilenetv2_050.lamb_in1k	16.666	83.334	31.952	68.048	1.97	224	0.875	bicubic	-49.276	-54.130	+8
777	mnasnet_small.lamb_in1k	16.634	83.366	31.921	68.079	2.03	224	0.875	bicubic	-49.572	-54.587	+5
778	resnet14t	16.467	83.533	30.732	69.268	10.08	224	0.950	bilinear	-55.883	-59.608	-27
779	dla60x_c	16.310	83.690	31.761	68.239	1.32	224	0.875	bilinear	-51.582	-56.665	0
780	tf_mobilenetv3_small_100.in1k	16.227	83.772	31.223	68.777	2.54	224	0.875	bilinear	-51.694	-56.441	-2
781	vgg13	16.100	83.900	30.985	69.015	133.05	224	0.875	bilinear	-53.826	-58.261	-10
782	vgg11	15.728	84.272	30.453	69.547	132.86	224	0.875	bilinear	-53.296	-58.175	-9
783	mobilenetv3_small_075.lamb_in1k	14.954	85.046	29.739	70.261	2.04	224	0.875	bicubic	-50.292	-55.697	+3
784	tf_mobilenetv3_small_075.in1k	14.944	85.056	29.572	70.428	2.04	224	0.875	bilinear	-50.772	-56.558	+1
785	dla46_c	14.657	85.343	29.380	70.620	1.30	224	0.875	bilinear	-50.209	-56.912	+2
786	mobilevit_xxs	14.508	85.492	28.670	71.330	1.27	256	0.900	bicubic	-54.404	-60.268	-12
787	dla46x_c	14.382	85.618	29.191	70.809	1.07	224	0.875	bilinear	-51.588	-57.789	-4
788	lcnet_050.ra2_in1k	14.316	85.684	28.649	71.351	1.88	224	0.875	bicubic	-48.785	-55.731	0
789	tf_mobilenetv3_small_minimal_100.in1k	13.964	86.036	27.988	72.012	2.04	224	0.875	bilinear	-48.942	-56.242	0
790	tinynet_e.in1k	12.671	87.329	26.389	73.611	2.04	106	0.875	bicubic	-47.185	-55.373	0
791	mobilenetv3_small_050.lamb_in1k	11.034	88.966	23.473	76.527	1.59	224	0.875	bicubic	-46.856	-56.721	0