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

1	model	top1	top1_err	top5	top5_err	param_count	img_size	crop_pct	interpolation	top1_diff	top5_diff	rank_diff
2	beit_large_patch16_512	90.691	9.309	98.751	1.249	305.67	512	1.000	bicubic	+2.089	+0.095	0
3	beit_large_patch16_384	90.610	9.390	98.764	1.236	305.00	384	1.000	bicubic	+2.204	+0.158	0
4	volo_d5_512	90.610	9.390	98.698	1.302	296.09	512	1.150	bicubic	+3.570	+0.730	+11
5	volo_d5_448	90.584	9.416	98.685	1.315	295.91	448	1.150	bicubic	+3.630	+0.745	+13
6	tf_efficientnet_l2_ns	90.563	9.437	98.779	1.221	480.31	800	0.960	bicubic	+2.213	+0.129	-2
7	tf_efficientnet_l2_ns_475	90.540	9.460	98.710	1.290	480.31	475	0.936	bicubic	+2.308	+0.164	-2
8	volo_d4_448	90.507	9.492	98.591	1.409	193.41	448	1.150	bicubic	+3.715	+0.709	+14
9	convnext_xlarge_384_in22ft1k	90.450	9.550	98.672	1.328	350.20	384	1.000	bicubic	+2.906	+0.186	-2
10	swinv2_base_window12to24_192to384_22kft1k	90.401	9.599	98.740	1.260	87.92	384	1.000	bicubic	+3.293	+0.504	+3
11	beit_base_patch16_384	90.371	9.629	98.725	1.275	86.74	384	1.000	bicubic	+3.573	+0.589	+10
12	convnext_large_384_in22ft1k	90.258	9.742	98.663	1.337	197.77	384	1.000	bicubic	+2.862	+0.297	-2
13	deit3_large_patch16_384_in21ft1k	90.249	9.751	98.625	1.375	304.76	384	1.000	bicubic	+2.533	+0.113	-7
14	deit3_huge_patch14_224_in21ft1k	90.213	9.787	98.638	1.362	632.13	224	1.000	bicubic	+3.033	+0.378	-3
15	vit_large_patch16_384	90.198	9.802	98.661	1.339	304.72	384	1.000	bicubic	+3.118	+0.361	-1
16	cait_m48_448	90.189	9.811	98.484	1.516	356.46	448	1.000	bicubic	+3.701	+0.734	+11
17	volo_d3_448	90.168	9.832	98.550	1.450	86.63	448	1.000	bicubic	+3.672	+0.840	+9
18	swinv2_large_window12to24_192to384_22kft1k	90.157	9.843	98.604	1.396	196.74	384	1.000	bicubic	+2.701	+0.352	-9
19	convnext_base_384_in22ft1k	90.151	9.849	98.728	1.272	88.59	384	1.000	bicubic	+3.609	+0.538	+6
20	beit_large_patch16_224	90.151	9.849	98.723	1.277	304.43	224	0.900	bicubic	+2.675	+0.419	-12
21	tf_efficientnet_b7_ns	90.093	9.907	98.614	1.386	66.35	600	0.949	bicubic	+3.261	+0.518	-1
22	cait_m36_384	90.049	9.951	98.493	1.507	271.22	384	1.000	bicubic	+3.995	+0.763	+16
23	dm_nfnet_f6	90.044	9.956	98.546	1.454	438.36	576	0.956	bicubic	+3.902	+0.816	+12
24	swin_large_patch4_window12_384	90.027	9.973	98.663	1.337	196.74	384	1.000	bicubic	+2.875	+0.423	-12
25	deit3_large_patch16_224_in21ft1k	90.006	9.994	98.661	1.339	304.37	224	1.000	bicubic	+3.024	+0.423	-8
26	tf_efficientnetv2_l_in21ft1k	90.004	9.996	98.623	1.377	118.52	480	1.000	bicubic	+3.700	+0.643	+6
27	swin_base_patch4_window12_384	89.995	10.005	98.695	1.304	87.90	384	1.000	bicubic	+3.563	+0.639	+2
28	vit_base_patch16_384	89.987	10.014	98.680	1.319	86.86	384	1.000	bicubic	+3.981	+0.676	+12
29	convnext_xlarge_in22ft1k	89.933	10.067	98.570	1.431	350.20	224	0.875	bicubic	+2.931	+0.358	-13
30	swinv2_large_window12to16_192to256_22kft1k	89.922	10.078	98.510	1.490	196.74	256	0.900	bicubic	+2.976	+0.400	-11
31	xcit_large_24_p8_384_dist	89.886	10.114	98.384	1.616	188.93	384	1.000	bicubic	+3.888	+0.700	+10
32	deit3_base_patch16_384_in21ft1k	89.884	10.116	98.602	1.399	86.88	384	1.000	bicubic	+3.142	+0.490	-9
33	volo_d5_224	89.882	10.118	98.493	1.507	295.46	224	0.960	bicubic	+3.812	+0.915	+4
34	swinv2_base_window12to16_192to256_22kft1k	89.873	10.127	98.657	1.343	87.92	256	0.900	bicubic	+3.603	+0.761	-1g
35	cait_s36_384	89.844	10.156	98.424	1.576	68.37	384	1.000	bicubic	+4.384	+0.946	+22
36	volo_d4_224	89.814	10.186	98.424	1.576	192.96	224	0.960	bicubic	+3.938	+0.956	+6
37	convnext_large_in22ft1k	89.811	10.188	98.493	1.507	197.77	224	0.875	bicubic	+3.175	+0.465	-13
38	xcit_medium_24_p8_384_dist	89.811	10.188	98.362	1.638	84.32	384	1.000	bicubic	+3.995	+0.770	+7
39	convnext_small_384_in22ft1k	89.803	10.197	98.655	1.345	50.22	384	1.000	bicubic	+4.079	+0.791	+11
40	swin_large_patch4_window7_224	89.794	10.206	98.642	1.358	196.53	224	0.900	bicubic	+3.474	+0.750	-9
41	vit_large_r50_s32_384	89.792	10.208	98.516	1.484	329.09	384	1.000	bicubic	+3.612	+0.596	-7
42	tf_efficientnet_b6_ns	89.784	10.216	98.512	1.488	43.04	528	0.942	bicubic	+3.334	+0.626	-14
43	volo_d2_384	89.784	10.216	98.401	1.599	58.87	384	1.000	bicubic	+3.748	+0.827	-4
44	tf_efficientnetv2_m_in21ft1k	89.779	10.221	98.501	1.499	54.14	480	1.000	bicubic	+4.193	+0.755	+9
45	xcit_small_24_p8_384_dist	89.739	10.261	98.422	1.578	47.63	384	1.000	bicubic	+4.185	+0.850	+9
46	volo_d1_384	89.698	10.302	98.294	1.706	26.78	384	1.000	bicubic	+4.448	+1.080	+20
47	deit3_large_patch16_384	89.681	10.319	98.392	1.608	304.76	384	1.000	bicubic	+3.875	+0.796	0
48	xcit_large_24_p16_384_dist	89.662	10.338	98.401	1.599	189.10	384	1.000	bicubic	+3.910	+0.863	+1
49	tf_efficientnet_b5_ns	89.649	10.351	98.482	1.518	30.39	456	0.934	bicubic	+3.561	+0.730	-13
50	convnext_base_in22ft1k	89.628	10.372	98.537	1.462	88.59	224	0.875	bicubic	+3.804	+0.671	-6
51	tf_efficientnetv2_xl_in21ft1k	89.589	10.411	98.174	1.825	208.12	512	1.000	bicubic	+3.169	+0.306	-21
52	tf_efficientnet_b8_ap	89.581	10.419	98.303	1.697	87.41	672	0.954	bicubic	+4.209	+1.009	+11
53	volo_d3_224	89.557	10.443	98.375	1.625	86.33	224	0.960	bicubic	+4.145	+1.095	+8
54	dm_nfnet_f4	89.557	10.443	98.303	1.697	316.07	512	0.951	bicubic	+3.843	+0.783	-2
55	xcit_large_24_p8_224_dist	89.517	10.483	98.224	1.776	188.93	224	1.000	bicubic	+4.119	+0.814	+7
56	xcit_small_12_p8_384_dist	89.515	10.485	98.303	1.697	26.21	384	1.000	bicubic	+4.435	+1.023	+18
57	cait_s24_384	89.506	10.494	98.367	1.633	47.06	384	1.000	bicubic	+4.456	+1.019	+21
58	dm_nfnet_f3	89.485	10.515	98.399	1.601	254.92	416	0.940	bicubic	+3.963	+0.937	-3
59	xcit_medium_24_p16_384_dist	89.474	10.526	98.296	1.704	84.40	384	1.000	bicubic	+4.052	+0.890	0
60	dm_nfnet_f5	89.463	10.537	98.324	1.676	377.21	544	0.954	bicubic	+3.647	+0.838	-14
61	deit3_base_patch16_224_in21ft1k	89.451	10.549	98.557	1.443	86.59	224	1.000	bicubic	+3.735	+0.813	-10
62	deit_base_distilled_patch16_384	89.429	10.571	98.439	1.561	87.63	384	1.000	bicubic	+4.007	+1.107	-2
63	tf_efficientnet_b7_ap	89.429	10.571	98.345	1.655	66.35	600	0.949	bicubic	+4.309	+1.093	+8
64	vit_base_patch8_224	89.427	10.573	98.486	1.514	86.58	224	0.900	bicubic	+3.637	+0.694	-16
65	beit_base_patch16_224	89.410	10.590	98.525	1.475	86.53	224	0.900	bicubic	+4.182	+0.869	+2
66	regnetz_e8	89.380	10.620	98.459	1.542	57.70	320	1.000	bicubic	+4.350	+1.195	+14
67	tf_efficientnetv2_l	89.374	10.626	98.271	1.729	118.52	480	1.000	bicubic	+3.886	+0.899	-11
68	deit3_small_patch16_384_in21ft1k	89.367	10.633	98.382	1.618	22.21	384	1.000	bicubic	+4.543	+0.898	+20
69	tf_efficientnet_b8	89.352	10.648	98.303	1.697	87.41	672	0.954	bicubic	+3.984	+0.911	-5
70	tf_efficientnet_b6_ap	89.344	10.656	98.281	1.719	43.04	528	0.942	bicubic	+4.558	+1.143	+20
71	volo_d2_224	89.327	10.673	98.209	1.791	58.68	224	0.960	bicubic	+4.133	+1.021	-2
72	vit_large_patch16_224	89.314	10.686	98.394	1.606	304.33	224	0.900	bicubic	+3.470	+0.572	-29
73	tf_efficientnet_b4_ns	89.303	10.697	98.347	1.653	19.34	380	0.922	bicubic	+4.143	+0.877	-3
74	xcit_small_24_p16_384_dist	89.295	10.705	98.328	1.672	47.67	384	1.000	bicubic	+4.207	+1.020	-1
75	xcit_medium_24_p8_224_dist	89.290	10.710	98.192	1.808	84.32	224	1.000	bicubic	+4.220	+0.912	+1
76	tf_efficientnetv2_m	89.286	10.714	98.236	1.764	54.14	480	1.000	bicubic	+4.250	+0.958	+3
77	deit3_huge_patch14_224	89.212	10.789	98.166	1.834	632.13	224	0.900	bicubic	+4.006	+0.808	-9
78	xcit_small_24_p8_224_dist	89.201	10.799	98.245	1.755	47.63	224	1.000	bicubic	+4.325	+1.057	+9
79	xcit_small_12_p16_384_dist	89.194	10.806	98.219	1.781	26.25	384	1.000	bicubic	+4.486	+1.103	+14
80	swin_base_patch4_window7_224	89.147	10.852	98.424	1.576	87.77	224	0.900	bicubic	+3.897	+0.862	-15
81	eca_nfnet_l2	89.141	10.859	98.315	1.685	56.72	384	1.000	bicubic	+4.445	+1.051	+13
82	cait_xs24_384	89.139	10.861	98.290	1.710	26.67	384	1.000	bicubic	+5.075	+1.400	+46
83	convnext_small_in22ft1k	89.122	10.878	98.322	1.678	50.22	224	0.875	bicubic	+4.554	+0.926	+15
84	ig_resnext101_32x48d	89.115	10.885	98.132	1.868	828.41	224	0.875	bilinear	+3.679	+0.556	-26
85	ig_resnext101_32x32d	89.109	10.891	98.183	1.817	468.53	224	0.875	bilinear	+4.009	+0.749	-13
86	tf_efficientnet_b7	89.083	10.917	98.185	1.815	66.35	600	0.949	bicubic	+4.149	+0.979	-2
87	ecaresnet269d	89.069	10.931	98.232	1.768	102.09	352	1.000	bicubic	+4.095	+1.006	-4
88	xcit_large_24_p16_224_dist	89.041	10.959	98.061	1.939	189.10	224	1.000	bicubic	+4.121	+0.929	-3
89	resmlp_big_24_224_in22ft1k	89.011	10.989	98.215	1.785	129.14	224	0.875	bicubic	+4.613	+1.097	+18
90	dm_nfnet_f2	89.011	10.989	98.189	1.810	193.78	352	0.920	bicubic	+3.945	+0.947	-13
91	xcit_small_12_p8_224_dist	89.002	10.998	98.078	1.922	26.21	224	1.000	bicubic	+4.772	+1.204	+28
92	efficientnetv2_rw_m	88.990	11.011	98.213	1.787	53.24	416	1.000	bicubic	+4.178	+1.067	-3
93	regnetz_040h	88.953	11.047	98.202	1.798	28.94	320	1.000	bicubic	+4.457	+1.196	+9
94	tf_efficientnet_b5_ap	88.942	11.057	98.164	1.836	30.39	456	0.934	bicubic	+4.688	+1.186	+23
95	deit3_base_patch16_384	88.928	11.072	98.046	1.954	86.88	384	1.000	bicubic	+3.852	+0.792	-20
96	dm_nfnet_f1	88.925	11.075	98.115	1.885	132.63	320	0.910	bicubic	+4.301	+1.017	-1
97	volo_d1_224	88.906	11.094	98.031	1.968	26.63	224	0.960	bicubic	+4.742	+1.257	+27
98	tf_efficientnetv2_s_in21ft1k	88.904	11.096	98.279	1.721	21.46	384	1.000	bicubic	+4.608	+1.025	+13
99	vit_base_patch16_224	88.864	11.136	98.230	1.770	86.57	224	0.900	bicubic	+4.334	+0.934	0
100	regnetz_d8	88.855	11.145	98.189	1.810	23.37	320	1.000	bicubic	+4.803	+1.193	+29
101	resnetrs420	88.842	11.158	98.034	1.966	191.89	416	1.000	bicubic	+3.834	+0.910	-20
102	regnetz_d8_evos	88.838	11.162	98.132	1.868	23.46	320	0.950	bicubic	+4.788	+1.136	+28
103	resnetrs270	88.834	11.166	98.136	1.864	129.86	352	1.000	bicubic	+4.398	+1.162	+2
104	ig_resnext101_32x16d	88.825	11.175	98.049	1.951	194.03	224	0.875	bilinear	+4.655	+0.851	+19
105	vit_small_r26_s32_384	88.812	11.188	98.343	1.657	36.47	384	1.000	bicubic	+4.764	+1.015	+26
106	vit_base_r50_s16_384	88.804	11.196	98.232	1.768	98.95	384	1.000	bicubic	+3.828	+0.942	-24
107	xcit_medium_24_p16_224_dist	88.804	11.196	98.038	1.962	84.40	224	1.000	bicubic	+4.526	+1.098	+7
108	seresnet152d	88.797	11.203	98.174	1.825	66.84	320	1.000	bicubic	+4.433	+1.130	+1
109	xcit_tiny_24_p8_384_dist	88.778	11.222	98.164	1.836	12.11	384	1.000	bicubic	+5.032	+1.452	+43
110	swsl_resnext101_32x8d	88.778	11.222	98.149	1.851	88.79	224	0.875	bilinear	+4.488	+0.967	+3
111	convnext_tiny_384_in22ft1k	88.772	11.228	98.298	1.702	28.59	384	1.000	bicubic	+4.696	+1.140	+16
112	resnetrs200	88.759	11.241	98.113	1.887	93.21	320	1.000	bicubic	+4.319	+1.033	-8
113	tf_efficientnet_b6	88.759	11.241	98.068	1.932	43.04	528	0.942	bicubic	+4.651	+1.180	+13
114	deit3_large_patch16_224	88.759	11.241	97.912	2.088	304.37	224	0.900	bicubic	+3.997	+0.874	-23
115	resnetrs350	88.755	11.245	98.031	1.968	163.96	384	1.000	bicubic	+4.043	+1.041	-23
116	vit_base_patch16_224_miil	88.742	11.258	98.027	1.973	86.54	224	0.875	bilinear	+4.470	+1.225	-1
117	regnetz_040	88.727	11.273	98.091	1.909	27.12	320	1.000	bicubic	+4.491	+1.159	+1
118	resnetv2_152x2_bitm	88.725	11.275	98.307	1.693	236.34	448	1.000	bilinear	+4.215	+0.873	-17
119	regnety_160	88.699	11.301	98.068	1.932	83.59	288	1.000	bicubic	+5.007	+1.292	+38
120	pit_b_distilled_224	88.674	11.326	98.091	1.909	74.79	224	0.900	bicubic	+4.532	+1.235	+5
121	regnetz_d32	88.652	11.348	98.081	1.919	27.58	320	0.950	bicubic	+4.628	+1.213	+12
122	vit_small_patch16_384	88.648	11.352	98.230	1.770	22.20	384	1.000	bicubic	+4.848	+1.130	+27
123	regnety_080	88.635	11.365	97.972	2.028	39.18	288	1.000	bicubic	+4.707	+1.084	+15
124	eca_nfnet_l1	88.624	11.376	98.134	1.866	41.41	320	1.000	bicubic	+4.612	+1.102	+11
125	swinv2_base_window16_256	88.584	11.416	97.895	2.105	87.92	256	0.900	bicubic	+3.992	+0.821	-29
126	convnext_large	88.577	11.423	97.854	2.146	197.77	224	0.875	bicubic	+4.281	+0.960	-14
127	resnetv2_152x4_bitm	88.552	11.448	98.189	1.810	936.53	480	1.000	bilinear	+3.634	+0.747	-41
128	resnet200d	88.545	11.455	97.959	2.041	64.69	320	1.000	bicubic	+4.585	+1.135	+8
129	seresnextaa101d_32x8d	88.543	11.457	98.002	1.998	93.59	288	1.000	bicubic	+3.971	+0.932	-32
130	xcit_small_24_p16_224_dist	88.535	11.465	98.002	1.998	47.67	224	1.000	bicubic	+4.665	+1.270	+10
131	resnest269e	88.522	11.478	98.027	1.973	110.93	416	0.928	bicubic	+4.004	+1.041	-31
132	swinv2_base_window8_256	88.518	11.482	97.893	2.107	87.92	256	0.900	bicubic	+4.256	+0.971	-16
133	seresnext101_32x8d	88.505	11.495	97.888	2.112	93.57	288	1.000	bicubic	+4.301	+1.014	-12
134	efficientnetv2_rw_s	88.475	11.525	97.972	2.028	23.94	384	1.000	bicubic	+4.665	+1.248	+14
135	crossvit_18_dagger_408	88.475	11.525	97.893	2.107	44.61	408	1.000	bicubic	+4.281	+1.075	-13
136	resnetv2_101x3_bitm	88.469	11.531	98.157	1.843	387.93	448	1.000	bilinear	+4.025	+0.775	-33
137	cait_s24_224	88.451	11.549	97.957	2.043	46.92	224	1.000	bicubic	+4.993	+1.395	+27
138	resnetv2_50x3_bitm	88.445	11.555	98.198	1.802	217.32	448	1.000	bilinear	+4.433	+1.072	-4
139	resmlp_big_24_distilled_224	88.441	11.559	97.940	2.060	129.14	224	0.875	bicubic	+4.853	+1.292	+21
140	regnetv_064	88.432	11.568	98.064	1.937	30.58	288	1.000	bicubic	+4.720	+1.318	+16
141	resnest200e	88.430	11.570	98.044	1.956	70.20	320	0.909	bicubic	+4.602	+1.152	+5
142	tf_efficientnet_b3_ns	88.428	11.572	98.027	1.973	12.23	300	0.904	bicubic	+4.380	+1.115	-10
143	vit_large_r50_s32_224	88.424	11.576	98.085	1.915	328.99	224	0.900	bicubic	+3.994	+0.919	-37
144	seresnext101d_32x8d	88.424	11.576	97.955	2.045	93.59	288	1.000	bicubic	+4.062	+1.037	-34
145	tf_efficientnetv2_s	88.396	11.604	97.927	2.073	21.46	384	1.000	bicubic	+4.512	+1.229	-6
146	regnetz_c16_evos	88.379	11.621	98.042	1.958	13.49	320	0.950	bicubic	+5.747	+1.566	+66
147	efficientnet_b4	88.368	11.632	97.961	2.039	19.34	384	1.000	bicubic	+4.944	+1.363	+19
148	swinv2_small_window16_256	88.364	11.636	97.852	2.148	49.73	256	0.900	bicubic	+4.154	+0.982	-28
149	resnet152d	88.353	11.647	97.938	2.062	60.21	320	1.000	bicubic	+4.675	+1.198	+10
150	tf_efficientnet_b4_ap	88.351	11.649	97.893	2.107	19.34	380	0.922	bicubic	+5.103	+1.501	+25
151	convnext_base	88.347	11.653	97.784	2.216	88.59	224	0.875	bicubic	+4.507	+1.034	-8
152	deit3_small_patch16_224_in21ft1k	88.334	11.666	98.127	1.873	22.06	224	1.000	bicubic	+5.258	+1.351	+36
153	tf_efficientnet_b5	88.323	11.677	97.912	2.088	30.39	456	0.934	bicubic	+4.509	+1.164	-6
154	regnety_064	88.319	11.681	97.861	2.139	30.58	288	1.000	bicubic	+4.599	+1.135	0
155	crossvit_15_dagger_408	88.308	11.692	97.869	2.131	28.50	408	1.000	bicubic	+4.470	+1.089	-10
156	deit3_small_patch16_384	88.298	11.702	97.888	2.112	22.21	384	1.000	bicubic	+4.870	+1.212	+9
157	cs3se_edgenet_x	88.291	11.709	97.931	2.069	50.72	320	1.000	bicubic	+4.743	+1.265	+5
158	resnetrs152	88.255	11.745	97.737	2.263	86.62	320	1.000	bicubic	+4.541	+1.123	-3
159	deit3_base_patch16_224	88.251	11.749	97.807	2.193	86.59	224	0.900	bicubic	+4.459	+1.223	-9
160	xcit_small_12_p16_224_dist	88.246	11.754	97.846	2.154	26.25	224	1.000	bicubic	+4.900	+1.428	+13
161	regnetv_040	88.219	11.781	97.972	2.028	20.64	288	1.000	bicubic	+5.021	+1.308	+17
162	deit_base_distilled_patch16_224	88.214	11.786	97.920	2.080	87.34	224	0.900	bicubic	+4.826	+1.432	+7
163	xception65p	88.185	11.815	97.790	2.210	39.82	299	0.940	bicubic	+5.055	+1.310	+22
164	swinv2_small_window8_256	88.185	11.815	97.775	2.225	49.73	256	0.900	bicubic	+4.331	+1.133	-23
165	xcit_tiny_24_p16_384_dist	88.161	11.839	97.946	2.054	12.12	384	1.000	bicubic	+5.589	+1.658	+53
166	xcit_large_24_p8_224	88.157	11.843	97.389	2.611	188.93	224	1.000	bicubic	+3.765	+0.731	-58
167	ig_resnext101_32x8d	88.155	11.845	97.856	2.144	88.79	224	0.875	bilinear	+5.457	+1.224	+42
168	resnetv2_152x2_bit_teacher_384	88.150	11.850	98.053	1.947	236.34	384	1.000	bicubic	+4.306	+0.937	-26
169	cait_xxs36_384	88.138	11.862	97.908	2.092	17.37	384	1.000	bicubic	+5.946	+1.764	+82
170	dm_nfnet_f0	88.125	11.875	97.854	2.146	71.49	256	0.900	bicubic	+4.741	+1.280	0
171	xcit_tiny_12_p8_384_dist	88.101	11.899	97.923	2.077	6.71	384	1.000	bicubic	+5.715	+1.701	+59
172	swsl_resnext101_32x4d	88.099	11.901	97.970	2.030	44.18	224	0.875	bilinear	+4.859	+1.210	+4
173	xception65	88.071	11.929	97.750	2.250	39.92	299	0.940	bicubic	+4.897	+1.158	+6
174	convnext_small	88.050	11.950	97.788	2.212	50.22	224	0.875	bicubic	+4.900	+1.358	+6
175	swin_s3_base_224	88.050	11.950	97.660	2.340	71.13	224	0.900	bicubic	+4.118	+1.000	-38
176	xcit_tiny_24_p8_224_dist	88.035	11.965	97.812	2.188	12.11	224	1.000	bicubic	+5.475	+1.644	+44
177	convnext_tiny_in22ft1k	87.997	12.003	97.920	2.080	28.59	224	0.875	bicubic	+5.085	+1.296	+18
178	cs3sedarknet_x	87.995	12.005	97.790	2.210	35.40	288	1.000	bicubic	+5.341	+1.444	+32
179	eca_nfnet_l0	87.978	12.023	97.871	2.129	24.14	288	1.000	bicubic	+5.400	+1.381	+38
180	nfnet_l0	87.971	12.029	97.867	2.133	35.07	288	1.000	bicubic	+5.219	+1.349	+25
181	xcit_small_24_p8_224	87.969	12.031	97.581	2.419	47.63	224	1.000	bicubic	+4.129	+0.945	-37
182	tf_efficientnet_b4	87.967	12.033	97.739	2.261	19.34	380	0.922	bicubic	+4.943	+1.439	+10
183	regnety_032	87.941	12.059	97.888	2.112	19.44	288	1.000	bicubic	+5.217	+1.466	+23
184	resnet101d	87.937	12.063	97.908	2.092	44.57	320	1.000	bicubic	+4.915	+1.462	+9
185	mobilevitv2_200_384_in22ft1k	87.935	12.065	97.822	2.178	18.45	384	1.000	bicubic	+4.535	+1.240	-17
186	swinv2_cr_small_ns_224	87.922	12.078	97.666	2.334	49.70	224	0.900	bicubic	+4.436	+1.182	-23
187	sequencer2d_l	87.915	12.085	97.698	2.302	54.30	224	0.875	bicubic	+4.509	+1.198	-20
188	regnety_040	87.913	12.087	97.884	2.116	20.65	288	1.000	bicubic	+4.877	+1.374	+3
189	vit_base_patch32_384	87.911	12.089	98.012	1.988	88.30	384	1.000	bicubic	+4.559	+1.176	-18
190	twins_svt_large	87.901	12.099	97.581	2.419	99.27	224	0.900	bicubic	+4.221	+0.987	-32
191	twins_pcpvt_large	87.877	12.123	97.859	2.142	60.99	224	0.900	bicubic	+4.741	+1.255	-7
192	swin_s3_small_224	87.860	12.140	97.434	2.566	49.74	224	0.900	bicubic	+4.086	+0.982	-41
193	regnetz_c16	87.858	12.142	97.818	2.182	13.46	320	0.940	bicubic	+5.338	+1.458	+28
194	deit_base_patch16_384	87.841	12.159	97.510	2.490	86.86	384	1.000	bicubic	+4.735	+1.140	-7
195	mobilevitv2_175_384_in22ft1k	87.837	12.164	97.726	2.274	14.25	384	1.000	bicubic	+4.903	+1.296	-1
196	xcit_small_12_p8_224	87.828	12.172	97.566	2.434	26.21	224	1.000	bicubic	+4.488	+1.086	-22
197	tresnet_xl_448	87.796	12.204	97.459	2.541	78.44	448	0.875	bilinear	+4.748	+1.289	-7
198	resnetv2_50x1_bit_distilled	87.792	12.208	97.899	2.101	25.55	224	0.875	bicubic	+4.970	+1.377	+1
199	tresnet_m	87.740	12.259	97.523	2.477	31.39	224	0.875	bilinear	+4.666	+1.403	-10
200	twins_pcpvt_base	87.732	12.268	97.728	2.272	43.83	224	0.900	bicubic	+5.024	+1.378	+8
201	gc_efficientnetv2_rw_t	87.717	12.283	97.807	2.193	13.68	288	1.000	bicubic	+5.251	+1.509	+24
202	resnetv2_101x1_bitm	87.683	12.317	97.938	2.062	44.54	448	1.000	bilinear	+5.351	+1.422	+35
203	swin_small_patch4_window7_224	87.670	12.330	97.568	2.432	49.61	224	0.900	bicubic	+4.452	+1.242	-26
204	mobilevitv2_150_384_in22ft1k	87.653	12.347	97.649	2.351	10.59	384	1.000	bicubic	+5.063	+1.333	+10
205	twins_svt_base	87.644	12.356	97.525	2.474	56.07	224	0.900	bicubic	+4.506	+1.105	-23
206	efficientnetv2_rw_t	87.642	12.358	97.688	2.312	13.65	288	1.000	bicubic	+5.298	+1.492	+28
207	pnasnet5large	87.640	12.360	97.485	2.515	86.06	331	0.911	bicubic	+4.858	+1.443	-4
208	cs3edgenet_x	87.632	12.368	97.662	2.338	47.82	288	1.000	bicubic	+4.910	+1.286	-1
209	swinv2_tiny_window16_256	87.617	12.383	97.562	2.438	28.35	256	0.900	bicubic	+4.807	+1.332	-8
210	swsl_resnext101_32x16d	87.608	12.392	97.820	2.180	194.03	224	0.875	bilinear	+4.258	+0.976	-38
211	jx_nest_base	87.608	12.392	97.515	2.485	67.72	224	0.875	bicubic	+4.054	+1.151	-50
212	xcit_medium_24_p8_224	87.606	12.394	97.197	2.803	84.32	224	1.000	bicubic	+3.868	+0.803	-59
213	swsl_resnext50_32x4d	87.602	12.398	97.654	2.346	25.03	224	0.875	bilinear	+5.426	+1.422	+39
214	sequencer2d_m	87.565	12.435	97.581	2.419	38.31	224	0.875	bicubic	+4.757	+1.313	-12
215	tf_efficientnet_b2_ns	87.559	12.441	97.628	2.372	9.11	260	0.890	bicubic	+5.175	+1.382	+16
216	levit_384	87.555	12.445	97.545	2.455	39.13	224	0.900	bicubic	+4.967	+1.527	-1
217	ecaresnet50t	87.542	12.458	97.645	2.355	25.57	320	0.950	bicubic	+5.194	+1.507	+16
218	vit_base_patch16_rpn_224	87.506	12.494	97.489	2.511	86.54	224	0.900	bicubic	+5.306	+1.493	+32
219	edgenext_small	87.504	12.496	97.587	2.413	5.59	320	1.000	bicubic	+5.930	+1.873	+66
220	resnetv2_152x2_bit_teacher	87.493	12.507	97.812	2.188	236.34	224	0.875	bicubic	+4.625	+1.244	-22
221	jx_nest_small	87.491	12.509	97.521	2.479	38.35	224	0.875	bicubic	+4.371	+1.191	-35
222	vit_relpos_base_patch16_clsgap_224	87.469	12.531	97.525	2.474	86.43	224	0.900	bicubic	+4.709	+1.351	-18
223	vit_relpos_base_patch16_224	87.463	12.537	97.560	2.440	86.43	224	0.900	bicubic	+4.977	+1.418	+1
224	resnet152	87.454	12.546	97.400	2.600	60.19	224	0.950	bicubic	+4.636	+1.268	-24
225	fbnetv3_g	87.446	12.554	97.545	2.455	16.62	288	0.950	bilinear	+5.412	+1.479	+36
226	resnext101_64x4d	87.444	12.556	97.442	2.558	83.46	288	1.000	bicubic	+4.300	+1.068	-45
227	efficientnet_b3	87.435	12.565	97.679	2.321	12.23	320	1.000	bicubic	+5.195	+1.561	+18
228	resnet61q	87.431	12.569	97.598	2.402	36.85	288	1.000	bicubic	+4.913	+1.468	-5
229	cait_xxs24_384	87.414	12.586	97.619	2.381	12.03	384	1.000	bicubic	+6.452	+1.975	+101
230	cs3sedarknet_l	87.407	12.593	97.572	2.428	21.91	288	0.950	bicubic	+5.631	+1.602	+47
231	cs3darknet_x	87.399	12.601	97.607	2.393	35.05	288	1.000	bicubic	+5.175	+1.377	+16
232	resnet51q	87.392	12.608	97.581	2.419	35.70	288	1.000	bilinear	+5.034	+1.403	0
233	xcit_tiny_24_p8_224	87.380	12.620	97.626	2.374	12.11	224	1.000	bicubic	+5.484	+1.652	+37
234	tresnet_l_448	87.380	12.620	97.487	2.513	55.99	448	0.875	bilinear	+5.110	+1.507	+10
235	coat_lite_small	87.377	12.623	97.372	2.628	19.84	224	0.900	bicubic	+5.073	+1.522	+4
236	sequencer2d_s	87.375	12.625	97.391	2.609	27.65	224	0.875	bicubic	+5.031	+1.357	-1
237	swinv2_cr_small_224	87.371	12.629	97.344	2.656	49.70	224	0.900	bicubic	+4.233	+1.246	-54
238	vit_relpos_medium_patch16_cls_224	87.369	12.631	97.453	2.547	38.76	224	0.900	bicubic	+4.807	+1.387	-19
239	nasnetalarge	87.348	12.652	97.417	2.583	88.75	331	0.911	bicubic	+4.730	+1.373	-26
240	crossvit_18_dagger_240	87.346	12.655	97.455	2.545	44.27	240	0.875	bicubic	+4.826	+1.387	-18
241	resnetv2_101	87.322	12.678	97.325	2.675	44.54	224	0.950	bicubic	+5.276	+1.463	+19
242	crossvit_18_240	87.316	12.684	97.487	2.513	43.27	240	0.875	bicubic	+4.918	+1.433	-13
243	convnext_tiny	87.313	12.687	97.449	2.551	28.59	224	0.875	bicubic	+5.251	+1.595	+16
244	resnest101e	87.286	12.714	97.560	2.440	48.28	256	0.875	bilinear	+4.398	+1.240	-47
245	ecaresnet101d	87.284	12.716	97.562	2.438	44.57	224	0.875	bicubic	+5.114	+1.514	+8
246	pit_s_distilled_224	87.275	12.725	97.500	2.500	24.04	224	0.900	bicubic	+5.281	+1.704	+16
247	resnetv2_50d_gn	87.269	12.731	97.513	2.487	25.57	288	0.950	bicubic	+5.445	+1.589	+26
248	vit_relpos_medium_patch16_rpn_224	87.256	12.744	97.442	2.558	38.73	224	0.900	bicubic	+4.962	+1.470	-7
249	resnetrs101	87.243	12.757	97.457	2.543	63.62	288	0.940	bicubic	+4.959	+1.449	-6
250	poolformer_m48	87.239	12.761	97.308	2.692	73.47	224	0.950	bicubic	+4.779	+1.350	-23
251	mixer_b16_224_miil	87.230	12.770	97.410	2.590	59.88	224	0.875	bilinear	+4.926	+1.690	-11
252	tresnet_xl	87.226	12.774	97.400	2.600	78.44	224	0.875	bilinear	+5.164	+1.464	+6
253	xcit_tiny_12_p8_224_dist	87.219	12.780	97.449	2.551	6.71	224	1.000	bicubic	+6.011	+1.843	+58
254	convit_base	87.207	12.793	97.286	2.714	86.54	224	0.875	bicubic	+4.915	+1.348	-12
255	xcit_tiny_12_p16_384_dist	87.202	12.798	97.468	2.532	6.72	384	1.000	bicubic	+6.260	+2.060	+76
256	resnetv2_50d_evos	87.194	12.806	97.359	2.641	25.59	288	0.950	bicubic	+5.216	+1.447	+8
257	tf_efficientnet_b3_ap	87.188	12.812	97.380	2.620	12.23	300	0.904	bicubic	+5.364	+1.756	+17
258	visformer_small	87.185	12.815	97.325	2.675	40.22	224	0.900	bicubic	+5.077	+1.449	-3
259	crossvit_15_dagger_240	87.170	12.830	97.438	2.562	28.21	240	0.875	bicubic	+4.844	+1.482	-21
260	vit_srelpos_medium_patch16_224	87.168	12.832	97.312	2.688	38.74	224	0.900	bicubic	+4.932	+1.378	-14
261	vit_relpos_medium_patch16_224	87.138	12.862	97.506	2.494	38.75	224	0.900	bicubic	+4.676	+1.420	-35
262	xcit_small_24_p16_224	87.134	12.866	97.263	2.737	47.67	224	1.000	bicubic	+4.550	+1.263	-46
263	swin_s3_tiny_224	87.130	12.870	97.303	2.697	28.33	224	0.900	bicubic	+5.006	+1.353	-9
264	resnet101	87.081	12.919	97.265	2.735	44.55	224	0.950	bicubic	+5.151	+1.499	+5
265	swinv2_tiny_window8_256	87.079	12.921	97.517	2.483	28.35	256	0.900	bicubic	+5.269	+1.523	+10
266	mobilevitv2_200_in22ft1k	87.059	12.941	97.425	2.575	18.45	256	0.888	bicubic	+4.725	+1.487	-30
267	xception41p	87.057	12.943	97.201	2.799	26.91	299	0.940	bicubic	+5.089	+1.407	-1
268	crossvit_15_240	87.055	12.945	97.423	2.577	27.53	240	0.875	bicubic	+5.511	+1.733	+19
269	convit_small	87.051	12.949	97.350	2.650	27.78	224	0.875	bicubic	+5.623	+1.608	+28
270	tf_efficientnetv2_b3	87.029	12.970	97.303	2.697	14.36	300	0.904	bicubic	+5.063	+1.521	-3
271	xcit_small_12_p16_224	87.017	12.983	97.242	2.759	26.25	224	1.000	bicubic	+5.045	+1.430	-6
272	regnetz_b16	87.012	12.988	97.425	2.575	9.72	288	0.940	bicubic	+6.300	+1.951	+73
273	jx_nest_tiny	87.008	12.992	97.378	2.622	17.06	224	0.875	bicubic	+5.590	+1.760	+25
274	deit3_small_patch16_224	87.004	12.996	97.167	2.833	22.06	224	0.900	bicubic	+5.622	+1.717	+28
275	deit_small_distilled_patch16_224	87.002	12.998	97.316	2.684	22.44	224	0.900	bicubic	+5.794	+1.942	+37
276	swinv2_cr_tiny_ns_224	86.998	13.002	97.282	2.718	28.33	224	0.900	bicubic	+5.212	+1.460	0
277	resmlp_36_distilled_224	86.989	13.011	97.276	2.724	44.69	224	0.875	bicubic	+5.833	+1.790	+37
278	xcit_large_24_p16_224	86.955	13.045	96.919	3.081	189.10	224	1.000	bicubic	+4.063	+1.041	-82
279	mobilevitv2_175_in22ft1k	86.953	13.047	97.333	2.667	14.25	256	0.888	bicubic	+5.013	+1.543	-11
280	poolformer_m36	86.946	13.054	97.148	2.852	56.17	224	0.950	bicubic	+4.838	+1.458	-24
281	xcit_medium_24_p16_224	86.938	13.062	97.098	2.902	84.40	224	1.000	bicubic	+4.300	+1.120	-70
282	convnext_tiny_hnf	86.918	13.082	97.280	2.720	28.59	224	0.950	bicubic	+4.698	+1.414	-34
283	tnt_s_patch16_224	86.906	13.094	97.365	2.635	23.76	224	0.900	bicubic	+5.388	+1.619	+6
284	vit_relpos_small_patch16_224	86.891	13.109	97.491	2.509	21.98	224	0.900	bicubic	+5.437	+1.663	+12
285	vit_small_patch16_224	86.865	13.135	97.613	2.387	22.05	224	0.900	bicubic	+5.469	+1.475	+15
286	ssl_resnext101_32x16d	86.865	13.135	97.519	2.481	194.03	224	0.875	bilinear	+5.009	+1.423	-14
287	vit_small_r26_s32_224	86.856	13.143	97.528	2.472	36.43	224	0.900	bicubic	+4.994	+1.506	-16
288	convmixer_1536_20	86.854	13.146	97.346	2.654	51.63	224	0.960	bicubic	+5.484	+1.734	+16
289	rexnet_200	86.842	13.158	97.276	2.724	16.37	224	0.875	bicubic	+5.214	+1.608	-7
290	tf_efficientnet_b3	86.837	13.163	97.297	2.703	12.23	300	0.904	bicubic	+5.199	+1.579	-9
291	swsl_resnet50	86.835	13.165	97.493	2.507	25.56	224	0.875	bilinear	+5.655	+1.513	+22
292	deit_base_patch16_224	86.827	13.173	97.052	2.949	86.57	224	0.900	bicubic	+4.833	+1.320	-29
293	tresnet_m_448	86.814	13.186	97.216	2.784	31.39	448	0.875	bilinear	+5.108	+1.644	-15
294	ssl_resnext101_32x8d	86.801	13.199	97.472	2.528	88.79	224	0.875	bilinear	+5.193	+1.430	-10
295	tf_efficientnet_lite4	86.801	13.199	97.263	2.737	13.01	380	0.920	bilinear	+5.267	+1.597	-7
296	coat_mini	86.790	13.210	97.158	2.842	10.34	224	0.900	bicubic	+5.524	+1.766	+12
297	resnetaa50	86.771	13.229	97.389	2.611	25.56	288	1.000	bicubic	+5.153	+1.579	-14
298	tresnet_l	86.763	13.237	97.271	2.729	55.99	224	0.875	bilinear	+5.273	+1.645	-6
299	twins_svt_small	86.756	13.244	97.177	2.823	24.06	224	0.900	bicubic	+5.074	+1.511	-20
300	cs3darknet_l	86.748	13.252	97.463	2.537	21.16	288	0.950	bicubic	+5.862	+1.795	+35
301	mobilevitv2_150_in22ft1k	86.743	13.257	97.218	2.782	10.59	256	0.888	bicubic	+5.273	+1.550	-7
302	levit_256	86.739	13.261	97.259	2.741	18.89	224	0.900	bicubic	+5.223	+1.769	-12
303	cs3darknet_focus_l	86.735	13.265	97.380	2.620	21.15	288	0.950	bicubic	+5.861	+1.688	+34
304	crossvit_base_240	86.735	13.265	97.122	2.878	105.03	240	0.875	bicubic	+4.519	+1.290	-55
305	vit_srelpos_small_patch16_224	86.703	13.297	97.250	2.750	21.97	224	0.900	bicubic	+5.605	+1.678	+14
306	halo2botnet50ts_256	86.692	13.308	97.096	2.904	22.64	256	0.950	bicubic	+4.624	+1.454	-49
307	seresnext50_32x4d	86.690	13.310	97.222	2.778	27.56	224	0.875	bicubic	+5.428	+1.594	+2
308	crossvit_small_240	86.688	13.312	97.273	2.727	26.86	240	0.875	bicubic	+5.672	+1.817	+17
309	pit_b_224	86.688	13.312	96.898	3.102	73.76	224	0.900	bicubic	+4.244	+1.186	-81
310	tf_efficientnet_b1_ns	86.666	13.334	97.378	2.622	7.79	240	0.882	bicubic	+5.280	+1.642	-9
311	swin_tiny_patch4_window7_224	86.658	13.342	97.197	2.803	28.29	224	0.900	bicubic	+5.282	+1.655	-8
312	wide_resnet50_2	86.641	13.359	97.212	2.788	68.88	224	0.875	bicubic	+5.185	+1.682	-17
313	gernet_l	86.641	13.359	97.190	2.810	31.08	256	0.875	bilinear	+5.291	+1.654	-8
314	poolformer_s36	86.639	13.361	97.158	2.842	30.86	224	0.900	bicubic	+5.221	+1.710	-15
315	efficientnet_el	86.635	13.366	97.180	2.820	10.59	300	0.904	bicubic	+5.329	+1.646	-8
316	twins_pcpvt_small	86.626	13.374	97.340	2.660	24.11	224	0.900	bicubic	+5.536	+1.698	+6
317	resmlp_24_distilled_224	86.620	13.380	97.139	2.861	30.02	224	0.875	bicubic	+5.856	+1.917	+25
318	nf_resnet50	86.605	13.395	97.293	2.707	25.56	288	0.940	bicubic	+5.951	+1.959	+28
319	resnest50d_4s2x40d	86.583	13.417	97.269	2.731	30.42	224	0.875	bicubic	+5.475	+1.707	-1
320	efficientnet_b3_pruned	86.579	13.421	97.188	2.812	9.86	300	0.904	bicubic	+5.721	+1.944	+19
321	sebotnet33ts_256	86.573	13.427	96.791	3.209	13.70	256	0.940	bicubic	+5.419	+1.625	-6
322	sehalonet33ts	86.570	13.430	97.009	2.991	13.69	256	0.940	bicubic	+5.598	+1.737	+7
323	repvgg_b3	86.564	13.436	97.141	2.859	123.09	224	0.875	bilinear	+6.068	+1.877	+32
324	xcit_tiny_24_p16_224_dist	86.534	13.466	97.216	2.784	12.12	224	1.000	bicubic	+6.086	+2.004	+38
325	convnext_nano	86.532	13.468	97.182	2.818	15.59	288	1.000	bicubic	+5.056	+1.522	-32
326	halonet50ts	86.500	13.500	97.152	2.848	22.73	256	0.940	bicubic	+4.848	+1.540	-46
327	ssl_resnext101_32x4d	86.477	13.524	97.470	2.530	44.18	224	0.875	bilinear	+5.553	+1.744	+6
328	gcresnet50t	86.474	13.526	97.141	2.859	25.90	256	0.900	bicubic	+5.540	+1.687	+4
329	ecaresnet50d	86.472	13.528	97.184	2.816	25.58	224	0.875	bicubic	+5.874	+1.866	+20
330	gluon_resnet152_v1s	86.462	13.538	97.109	2.891	60.32	224	0.875	bicubic	+5.448	+1.695	-4
331	haloregnetz_b	86.462	13.538	96.943	3.057	11.68	224	0.940	bicubic	+5.418	+1.745	-8
332	mobilevitv2_200	86.455	13.545	96.970	3.030	18.45	256	0.888	bicubic	+5.315	+1.602	-15
333	resnetv2_50x1_bitm	86.442	13.558	97.600	2.400	25.55	448	1.000	bilinear	+6.100	+1.914	+36
334	resnest50d_1s4x24d	86.440	13.560	97.152	2.848	25.68	224	0.875	bicubic	+5.456	+1.828	-7
335	repvgg_b3g4	86.368	13.632	97.054	2.946	83.83	224	0.875	bilinear	+6.152	+1.946	+47
336	darknetaa53	86.361	13.639	97.165	2.835	36.02	288	1.000	bilinear	+5.839	+1.839	+18
337	darknet53	86.359	13.641	97.113	2.887	41.61	288	1.000	bicubic	+5.821	+1.693	+15
338	lamhalobotnet50ts_256	86.357	13.643	97.062	2.938	22.57	256	0.950	bicubic	+4.805	+1.558	-52
339	legacy_senet154	86.340	13.660	96.925	3.075	115.09	224	0.875	bilinear	+5.032	+1.429	-33
340	cait_xxs36_224	86.338	13.662	97.111	2.889	17.30	224	1.000	bicubic	+6.590	+2.243	+67
341	resnext50_32x4d	86.329	13.671	96.964	3.036	25.03	224	0.950	bicubic	+5.233	+1.638	-20
342	pit_s_224	86.325	13.675	97.049	2.951	23.46	224	0.900	bicubic	+5.227	+1.717	-22
343	vit_small_patch32_384	86.316	13.684	97.419	2.581	22.92	384	1.000	bicubic	+5.826	+1.819	+13
344	gernet_m	86.316	13.684	97.098	2.902	21.14	224	0.875	bilinear	+5.586	+1.912	-1
345	mobilevitv2_175	86.316	13.684	96.990	3.010	14.25	256	0.888	bicubic	+5.454	+1.728	-7
346	efficientnet_b2	86.310	13.690	96.987	3.013	9.11	288	1.000	bicubic	+5.694	+1.671	+1
347	gluon_senet154	86.278	13.722	96.945	3.055	115.09	224	0.875	bicubic	+5.048	+1.599	-37
348	resnest50d	86.240	13.761	97.071	2.929	27.48	224	0.875	bilinear	+5.266	+1.691	-20
349	convmixer_768_32	86.225	13.775	97.034	2.966	21.11	224	0.960	bicubic	+6.061	+1.962	+37
350	ecaresnet101d_pruned	86.210	13.790	97.338	2.662	24.88	224	0.875	bicubic	+5.400	+1.710	-10
351	efficientnet_el_pruned	86.195	13.805	97.022	2.978	10.59	300	0.904	bicubic	+5.897	+1.808	+24
352	cspdarknet53	86.184	13.816	97.013	2.987	27.64	256	0.887	bilinear	+6.128	+1.927	+40
353	inception_v4	86.167	13.833	96.915	3.085	42.68	299	0.875	bicubic	+5.999	+1.951	+31
354	rexnet_150	86.156	13.844	97.060	2.940	9.73	224	0.875	bicubic	+5.842	+1.894	+19
355	inception_resnet_v2	86.137	13.863	97.043	2.957	55.84	299	0.897	bicubic	+5.677	+1.737	+4
356	xcit_tiny_12_p8_224	86.114	13.886	97.086	2.914	6.71	224	1.000	bicubic	+6.420	+2.038	+54
357	tf_efficientnet_el	86.086	13.914	96.964	3.036	10.59	300	0.904	bicubic	+5.832	+1.836	+21
358	ssl_resnext50_32x4d	86.084	13.916	97.212	2.788	25.03	224	0.875	bilinear	+5.758	+1.800	+13
359	cspresnext50	86.073	13.927	97.103	2.897	20.57	256	0.887	bilinear	+5.529	+1.779	-8
360	mobilevitv2_150	86.073	13.927	96.853	3.147	10.59	256	0.888	bicubic	+5.705	+1.789	+7
361	ecaresnetlight	86.054	13.946	97.071	2.929	30.16	224	0.875	bicubic	+5.598	+1.825	-1
362	gluon_resnet101_v1s	86.054	13.946	97.024	2.976	44.67	224	0.875	bicubic	+5.756	+1.862	+14
363	edgenext_small_rw	86.049	13.950	96.925	3.075	7.83	320	1.000	bicubic	+5.597	+1.735	-2
364	lambda_resnet50ts	86.039	13.961	96.746	3.254	21.54	256	0.950	bicubic	+4.887	+1.644	-48
365	poolformer_s24	86.037	13.963	97.030	2.970	21.39	224	0.900	bicubic	+5.721	+1.988	+7
366	gluon_seresnext101_32x4d	86.032	13.968	96.977	3.023	48.96	224	0.875	bicubic	+5.126	+1.681	-32
367	resnetv2_50	86.015	13.985	96.902	3.098	25.55	224	0.950	bicubic	+5.603	+1.830	-3
368	seresnet33ts	86.009	13.991	97.011	2.989	19.78	256	0.900	bicubic	+5.655	+1.905	0
369	gcresnext50ts	86.009	13.991	96.966	3.034	15.67	256	0.900	bicubic	+5.431	+1.796	-19
370	resnet50d	86.002	13.998	96.987	3.013	25.58	224	0.875	bicubic	+5.474	+1.819	-17
371	ecaresnet26t	85.985	14.015	97.037	2.963	16.01	320	0.950	bicubic	+6.133	+1.953	+31
372	tf_efficientnet_b2_ap	85.973	14.027	96.808	3.192	9.11	260	0.890	bicubic	+5.671	+1.780	+2
373	vit_base_patch32_224	85.958	14.042	97.130	2.869	88.22	224	0.900	bicubic	+5.234	+1.564	-29
374	gluon_seresnext101_64x4d	85.958	14.042	96.981	3.019	88.23	224	0.875	bicubic	+5.078	+1.685	-38
375	fbnetv3_d	85.924	14.076	97.028	2.972	10.31	256	0.950	bilinear	+6.244	+2.088	+38
376	vit_large_patch32_384	85.911	14.089	97.368	2.632	306.63	384	1.000	bicubic	+4.403	+1.278	-85
377	tf_efficientnet_b2	85.909	14.091	96.862	3.139	9.11	260	0.890	bicubic	+5.821	+1.954	+11
378	gluon_resnet152_v1d	85.906	14.094	96.806	3.194	60.21	224	0.875	bicubic	+5.430	+1.606	-20
379	tf_efficientnetv2_b2	85.902	14.098	96.885	3.115	10.10	260	0.890	bicubic	+5.694	+1.841	+4
380	resnet50_gn	85.881	14.119	96.849	3.151	25.56	224	0.940	bicubic	+5.821	+1.901	+11
381	vit_base_patch16_224_sam	85.879	14.121	96.695	3.305	86.57	224	0.900	bicubic	+5.635	+1.941	-1
382	seresnet50	85.853	14.147	97.007	2.993	28.09	224	0.875	bicubic	+5.587	+1.937	-5
383	gluon_resnet101_v1d	85.851	14.149	96.663	3.337	44.57	224	0.875	bicubic	+5.433	+1.649	-20
384	repvgg_b2g4	85.847	14.153	96.812	3.188	61.76	224	0.875	bilinear	+6.481	+2.124	+44
385	gcresnet33ts	85.804	14.196	96.902	3.098	19.88	256	0.900	bicubic	+5.728	+1.908	+5
386	mixnet_xl	85.798	14.202	96.710	3.290	11.90	224	0.875	bicubic	+5.320	+1.776	-29
387	ens_adv_inception_resnet_v2	85.768	14.232	96.761	3.239	55.84	299	0.897	bicubic	+5.794	+1.819	+7
388	tf_efficientnet_lite3	85.761	14.239	96.889	3.111	8.20	300	0.904	bilinear	+5.943	+1.975	+17
389	legacy_seresnext101_32x4d	85.744	14.256	96.755	3.245	48.96	224	0.875	bilinear	+5.522	+1.741	-8
390	ese_vovnet39b	85.742	14.258	96.894	3.107	24.57	224	0.875	bicubic	+6.430	+2.180	+42
391	gluon_resnext101_32x4d	85.742	14.258	96.635	3.365	44.18	224	0.875	bicubic	+5.402	+1.709	-21
392	eca_resnet33ts	85.740	14.260	96.902	3.098	19.68	256	0.900	bicubic	+5.660	+1.930	-3
393	xcit_tiny_24_p16_224	85.736	14.264	96.938	3.062	12.12	224	1.000	bicubic	+6.292	+2.050	+32
394	cspresnet50	85.727	14.273	96.799	3.200	21.62	256	0.887	bilinear	+6.145	+2.091	+24
395	regnety_320	85.719	14.281	96.723	3.277	145.05	224	0.875	bicubic	+4.915	+1.479	-54
396	resnet50	85.719	14.281	96.492	3.508	25.56	224	0.950	bicubic	+5.345	+1.878	-30
397	gluon_resnext101_64x4d	85.693	14.307	96.644	3.356	83.46	224	0.875	bicubic	+5.089	+1.652	-49
398	resmlp_big_24_224	85.693	14.307	96.424	3.576	129.14	224	0.875	bicubic	+4.663	+1.404	-74
399	xception71	85.691	14.309	96.774	3.226	42.34	299	0.903	bicubic	+5.821	+1.850	0
400	efficientnet_em	85.686	14.313	96.936	3.064	6.90	240	0.882	bicubic	+6.434	+2.144	+41
401	deit_small_patch16_224	85.678	14.322	96.904	3.096	22.05	224	0.900	bicubic	+5.814	+1.856	-1
402	pit_xs_distilled_224	85.659	14.341	96.665	3.335	11.00	224	0.900	bicubic	+6.351	+2.299	+31
403	dpn107	85.650	14.350	96.725	3.275	86.92	224	0.875	bicubic	+5.482	+1.819	-18
404	efficientnet_b2_pruned	85.640	14.360	96.746	3.254	8.31	260	0.890	bicubic	+5.722	+1.896	-9
405	resmlp_36_224	85.625	14.375	96.795	3.205	44.69	224	0.875	bicubic	+5.855	+1.909	+1
406	mobilevitv2_125	85.584	14.416	96.665	3.335	7.48	256	0.888	bicubic	+5.902	+1.817	+5
407	gluon_resnet152_v1c	85.582	14.418	96.646	3.354	60.21	224	0.875	bicubic	+5.670	+1.804	-11
408	levit_192	85.578	14.422	96.744	3.256	10.95	224	0.900	bicubic	+5.742	+1.954	-5
409	ecaresnet50d_pruned	85.576	14.425	96.932	3.068	19.94	224	0.875	bicubic	+5.858	+2.056	0
410	resnext50d_32x4d	85.571	14.429	96.748	3.252	25.05	224	0.875	bicubic	+5.895	+1.882	+4
411	tf_efficientnetv2_b1	85.561	14.439	96.727	3.273	8.14	240	0.882	bicubic	+6.095	+2.005	+13
412	regnety_120	85.543	14.457	96.785	3.215	51.82	224	0.875	bicubic	+5.167	+1.663	-47
413	regnetx_320	85.522	14.478	96.669	3.331	107.81	224	0.875	bicubic	+5.278	+1.649	-34
414	fbnetv3_b	85.514	14.486	96.862	3.139	8.60	256	0.950	bilinear	+6.372	+2.112	+33
415	nf_regnet_b1	85.514	14.486	96.795	3.205	10.22	288	0.900	bicubic	+6.214	+2.041	+20
416	dpn92	85.501	14.499	96.631	3.369	37.67	224	0.875	bicubic	+5.481	+1.801	-23
417	rexnet_130	85.475	14.525	96.686	3.314	7.56	224	0.875	bicubic	+5.973	+2.004	+3
418	gluon_resnet152_v1b	85.465	14.536	96.556	3.444	60.19	224	0.875	bicubic	+5.783	+1.820	-6
419	resnetrs50	85.462	14.538	96.738	3.262	35.69	224	0.910	bicubic	+5.576	+1.768	-21
420	dpn131	85.400	14.600	96.631	3.369	79.25	224	0.875	bicubic	+5.574	+1.923	-16
421	regnetx_160	85.390	14.610	96.637	3.363	54.28	224	0.875	bicubic	+5.536	+1.807	-20
422	dla102x2	85.377	14.623	96.629	3.371	41.28	224	0.875	bilinear	+5.935	+1.983	+4
423	gmlp_s16_224	85.351	14.649	96.646	3.354	19.42	224	0.875	bicubic	+5.711	+2.022	-7
424	gluon_seresnext50_32x4d	85.334	14.666	96.671	3.329	27.56	224	0.875	bicubic	+5.422	+1.839	-27
425	botnet26t_256	85.332	14.668	96.631	3.369	12.49	256	0.950	bicubic	+6.074	+2.103	+15
426	skresnext50_32x4d	85.317	14.683	96.394	3.606	27.48	224	0.875	bicubic	+5.163	+1.748	-39
427	gluon_resnet101_v1c	85.311	14.689	96.407	3.593	44.57	224	0.875	bicubic	+5.775	+1.829	-8
428	dpn98	85.304	14.696	96.466	3.534	61.57	224	0.875	bicubic	+5.660	+1.866	-13
429	lambda_resnet26t	85.302	14.698	96.727	3.273	10.96	256	0.940	bicubic	+6.204	+2.137	+20
430	resnetblur50	85.291	14.709	96.520	3.480	25.56	224	0.875	bicubic	+5.997	+1.886	+7
431	dpn68b	85.291	14.709	96.464	3.536	12.61	224	0.875	bicubic	+6.075	+2.050	+12
432	resmlp_24_224	85.264	14.736	96.496	3.504	30.02	224	0.875	bicubic	+5.886	+1.950	-5
433	coat_lite_mini	85.255	14.745	96.680	3.320	11.01	224	0.900	bicubic	+6.167	+2.072	+17
434	cait_xxs24_224	85.225	14.775	96.716	3.284	11.96	224	1.000	bicubic	+6.839	+2.408	+50
435	resnet33ts	85.225	14.775	96.627	3.373	19.68	256	0.900	bicubic	+6.017	+2.053	+9
436	xcit_tiny_12_p16_224_dist	85.215	14.785	96.599	3.401	6.72	224	1.000	bicubic	+6.637	+2.401	+35
437	halonet26t	85.202	14.798	96.464	3.536	12.48	256	0.950	bicubic	+6.090	+2.150	+11
438	resnext101_32x8d	85.195	14.805	96.451	3.549	88.79	224	0.875	bilinear	+5.879	+1.933	-8
439	gluon_inception_v3	85.180	14.819	96.526	3.474	23.83	299	0.875	bicubic	+6.374	+2.156	+24
440	resnet32ts	85.168	14.832	96.622	3.378	17.96	256	0.900	bicubic	+6.154	+2.266	+15
441	gluon_xception65	85.155	14.845	96.597	3.403	39.92	299	0.903	bicubic	+5.433	+1.737	-33
442	hrnet_w48	85.148	14.851	96.492	3.508	77.47	224	0.875	bilinear	+5.848	+1.978	-6
443	gluon_resnet101_v1b	85.142	14.858	96.368	3.632	44.55	224	0.875	bicubic	+5.838	+1.848	-9
444	eca_halonext26ts	85.127	14.873	96.586	3.414	10.76	256	0.940	bicubic	+5.639	+1.982	-23
445	regnetx_120	85.127	14.873	96.473	3.527	46.11	224	0.875	bicubic	+5.535	+1.739	-28
446	eca_botnext26ts_256	85.125	14.875	96.507	3.493	10.59	256	0.950	bicubic	+5.849	+1.891	-8
447	tf_efficientnet_b1_ap	85.125	14.875	96.407	3.593	7.79	240	0.882	bicubic	+5.851	+2.099	-8
448	xception	85.123	14.877	96.471	3.529	22.86	299	0.897	bicubic	+6.079	+2.077	+6
449	hrnet_w64	85.114	14.886	96.746	3.254	128.06	224	0.875	bilinear	+5.644	+2.092	-26
450	lambda_resnet26rpt_256	85.095	14.905	96.560	3.440	10.99	256	0.940	bicubic	+6.131	+2.134	+7
451	res2net101_26w_4s	85.095	14.905	96.383	3.617	45.21	224	0.875	bilinear	+5.899	+1.947	-5
452	ssl_resnet50	85.091	14.909	96.862	3.139	25.56	224	0.875	bilinear	+5.867	+2.032	-10
453	tf_efficientnet_cc_b1_8e	85.065	14.935	96.422	3.578	39.72	240	0.882	bicubic	+5.751	+2.052	-22
454	xcit_nano_12_p8_384_dist	85.025	14.975	96.631	3.369	3.05	384	1.000	bicubic	+7.209	+2.585	+62
455	resnest26d	85.010	14.990	96.637	3.363	17.07	224	0.875	bilinear	+6.526	+2.343	+21
456	gluon_resnext50_32x4d	85.008	14.992	96.428	3.572	25.03	224	0.875	bicubic	+5.648	+2.002	-27
457	tf_efficientnet_b0_ns	84.997	15.003	96.505	3.495	5.29	224	0.875	bicubic	+6.333	+2.129	+12
458	coat_tiny	84.980	15.020	96.409	3.591	5.50	224	0.900	bicubic	+6.544	+2.371	+23
459	dla169	84.922	15.078	96.535	3.465	53.39	224	0.875	bilinear	+6.240	+2.199	+9
460	tf_efficientnet_b1	84.914	15.086	96.362	3.638	7.79	240	0.882	bicubic	+6.086	+2.164	+2
461	mobilevitv2_100	84.905	15.095	96.390	3.610	4.90	256	0.888	bicubic	+6.819	+2.230	+39
462	legacy_seresnext50_32x4d	84.899	15.101	96.428	3.572	27.56	224	0.875	bilinear	+5.823	+1.994	-11
463	hrnet_w44	84.886	15.114	96.437	3.563	67.06	224	0.875	bilinear	+5.990	+2.067	-3
464	regnetx_080	84.867	15.133	96.428	3.572	39.57	224	0.875	bicubic	+5.665	+1.876	-19
465	gluon_resnet50_v1s	84.858	15.142	96.441	3.559	25.68	224	0.875	bicubic	+6.152	+2.203	+2
466	res2net50_26w_8s	84.847	15.153	96.355	3.645	48.40	224	0.875	bilinear	+5.895	+2.049	-8
467	levit_128	84.839	15.161	96.353	3.647	9.21	224	0.900	bicubic	+6.357	+2.341	+10
468	vit_tiny_patch16_384	84.832	15.168	96.712	3.288	5.79	384	1.000	bicubic	+6.402	+2.168	+14
469	gluon_resnet50_v1d	84.830	15.170	96.398	3.602	25.58	224	0.875	bicubic	+5.760	+1.932	-16
470	dla60_res2next	84.826	15.174	96.411	3.589	17.03	224	0.875	bilinear	+6.370	+2.265	+9
471	mixnet_l	84.824	15.176	96.328	3.672	7.33	224	0.875	bicubic	+5.848	+2.150	-15
472	tv_resnet152	84.818	15.182	96.221	3.779	60.19	224	0.875	bilinear	+6.498	+2.187	+16
473	dla102x	84.807	15.193	96.548	3.452	26.31	224	0.875	bilinear	+6.295	+2.320	+1
474	dla60_res2net	84.803	15.197	96.479	3.521	20.85	224	0.875	bilinear	+6.345	+2.283	+4
475	pit_xs_224	84.794	15.206	96.494	3.506	10.62	224	0.900	bicubic	+6.604	+2.328	+20
476	xception41	84.792	15.208	96.417	3.583	26.97	299	0.903	bicubic	+6.276	+2.137	-3
477	regnetx_064	84.779	15.221	96.492	3.508	26.21	224	0.875	bicubic	+5.705	+2.032	-25
478	hrnet_w40	84.741	15.259	96.554	3.446	57.56	224	0.875	bilinear	+5.819	+2.084	-19
479	res2net50_26w_6s	84.726	15.274	96.281	3.719	37.05	224	0.875	bilinear	+6.156	+2.157	-7
480	repvgg_b2	84.722	15.278	96.469	3.531	89.02	224	0.875	bilinear	+5.928	+2.051	-16
481	resmlp_12_distilled_224	84.715	15.285	96.221	3.779	15.35	224	0.875	bicubic	+6.769	+2.661	+27
482	legacy_seresnet152	84.702	15.298	96.415	3.585	66.82	224	0.875	bilinear	+6.050	+2.045	-12
483	cs3darknet_m	84.692	15.308	96.492	3.508	9.31	288	0.950	bicubic	+7.066	+2.478	+39
484	hrnet_w32	84.655	15.345	96.411	3.589	41.23	224	0.875	bilinear	+6.203	+2.223	-4
485	selecsls60b	84.651	15.349	96.304	3.696	32.77	224	0.875	bicubic	+6.247	+2.132	-2
486	bat_resnext26ts	84.636	15.364	96.268	3.732	10.73	256	0.900	bicubic	+6.388	+2.172	+5
487	tf_efficientnetv2_b0	84.617	15.383	96.274	3.726	7.14	224	0.875	bicubic	+6.265	+2.248	0
488	regnetx_040	84.604	15.396	96.379	3.621	22.12	224	0.875	bicubic	+6.116	+2.141	-13
489	efficientnet_b1	84.604	15.396	96.336	3.664	7.79	256	1.000	bicubic	+5.816	+1.990	-24
490	vit_relpos_base_patch32_plus_rpn_256	84.593	15.407	96.010	3.990	119.42	256	0.900	bicubic	+5.107	+1.870	-68
491	efficientnet_es	84.581	15.419	96.317	3.683	5.44	224	0.875	bicubic	+6.523	+2.373	+10
492	hrnet_w30	84.576	15.424	96.383	3.617	37.71	224	0.875	bilinear	+6.378	+2.159	+2
493	tf_mixnet_l	84.564	15.437	96.242	3.758	7.33	224	0.875	bicubic	+5.786	+2.244	-27
494	wide_resnet101_2	84.549	15.451	96.353	3.647	126.89	224	0.875	bilinear	+5.697	+2.065	-33
495	dla60x	84.521	15.479	96.289	3.711	17.35	224	0.875	bilinear	+6.293	+2.265	-2
496	legacy_seresnet101	84.506	15.494	96.330	3.670	49.33	224	0.875	bilinear	+6.126	+2.068	-11
497	cs3darknet_focus_m	84.482	15.518	96.422	3.578	9.30	288	0.950	bicubic	+7.200	+2.450	+42
498	resnet26t	84.467	15.533	96.217	3.783	16.01	256	0.940	bicubic	+6.603	+2.375	+13
499	coat_lite_tiny	84.459	15.541	96.370	3.630	5.72	224	0.900	bicubic	+6.943	+2.456	+30
500	tf_efficientnet_em	84.448	15.552	96.183	3.817	6.90	240	0.882	bicubic	+6.322	+2.137	-2
501	repvgg_b1	84.416	15.584	96.215	3.785	57.42	224	0.875	bilinear	+6.048	+2.121	-15
502	efficientnet_b1_pruned	84.397	15.603	96.140	3.860	6.33	240	0.882	bicubic	+6.153	+2.306	-10
503	res2net50_26w_4s	84.363	15.637	96.080	3.920	25.70	224	0.875	bilinear	+6.401	+2.228	+4
504	hardcorenas_f	84.329	15.671	96.025	3.975	8.20	224	0.875	bilinear	+6.227	+2.223	-5
505	res2net50_14w_8s	84.305	15.695	96.072	3.929	25.06	224	0.875	bilinear	+6.161	+2.220	-8
506	selecsls60	84.297	15.703	96.101	3.899	30.67	224	0.875	bicubic	+6.313	+2.269	-1
507	mobilevit_s	84.269	15.731	96.266	3.734	5.58	256	0.900	bicubic	+5.959	+2.114	-18
508	regnetx_032	84.243	15.757	96.251	3.749	15.30	224	0.875	bicubic	+6.059	+2.163	-12
509	res2next50	84.237	15.763	95.999	4.001	24.67	224	0.875	bilinear	+5.979	+2.111	-19
510	gluon_resnet50_v1c	84.211	15.789	96.163	3.837	25.58	224	0.875	bicubic	+6.203	+2.173	-6
511	dla102	84.190	15.810	96.208	3.792	33.27	224	0.875	bilinear	+6.162	+2.258	-8
512	gcresnext26ts	84.171	15.829	96.084	3.916	10.48	256	0.900	bicubic	+6.357	+2.248	+5
513	rexnet_100	84.168	15.832	96.255	3.745	4.80	224	0.875	bicubic	+6.308	+2.381	-1
514	seresnext26ts	84.147	15.853	96.069	3.931	10.39	256	0.900	bicubic	+6.289	+2.279	-1
515	tf_inception_v3	84.139	15.861	95.918	4.082	23.83	299	0.875	bicubic	+6.287	+2.278	0
516	res2net50_48w_2s	84.128	15.872	95.965	4.035	25.29	224	0.875	bilinear	+6.604	+2.415	+12
517	resnet34d	84.096	15.904	95.978	4.022	21.82	224	0.875	bicubic	+6.980	+2.596	+27
518	xcit_tiny_12_p16_224	84.094	15.906	96.234	3.766	6.72	224	1.000	bicubic	+6.970	+2.522	+25
519	tf_efficientnet_lite2	84.085	15.915	96.076	3.924	6.09	260	0.890	bicubic	+6.619	+2.318	+11
520	poolformer_s12	84.036	15.964	96.163	3.837	11.92	224	0.900	bicubic	+6.798	+2.657	+21
521	efficientnet_b0	84.032	15.968	95.958	4.042	5.29	224	0.875	bicubic	+6.332	+2.426	-2
522	crossvit_9_dagger_240	84.015	15.985	96.084	3.916	8.78	240	0.875	bicubic	+7.037	+2.470	+27
523	tf_efficientnet_cc_b0_8e	83.970	16.030	96.074	3.926	24.01	224	0.875	bicubic	+6.070	+2.416	-13
524	hardcorenas_e	83.966	16.034	95.903	4.097	8.07	224	0.875	bilinear	+6.180	+2.199	-6
525	gmixer_24_224	83.966	16.034	95.854	4.146	24.72	224	0.875	bicubic	+5.930	+2.184	-23
526	regnety_016	83.957	16.043	96.005	3.995	11.20	224	0.875	bicubic	+6.101	+2.285	-12
527	tv_resnext50_32x4d	83.957	16.043	95.967	4.033	25.03	224	0.875	bilinear	+6.339	+2.267	-4
528	gluon_resnet50_v1b	83.936	16.064	96.014	3.986	25.56	224	0.875	bicubic	+6.352	+2.294	-2
529	densenet161	83.906	16.094	96.014	3.986	28.68	224	0.875	bicubic	+6.552	+2.378	+6
530	adv_inception_v3	83.897	16.103	95.933	4.067	23.83	299	0.875	bicubic	+6.319	+2.195	-3
531	mobilenetv2_120d	83.889	16.111	95.909	4.091	5.83	224	0.875	bicubic	+6.599	+2.409	+6
532	seresnext26t_32x4d	83.874	16.126	95.935	4.065	16.81	224	0.875	bicubic	+5.906	+2.187	-26
533	tv_resnet101	83.853	16.148	95.892	4.108	44.55	224	0.875	bilinear	+6.473	+2.348	+1
534	tinynet_a	83.833	16.167	95.817	4.183	6.19	192	0.875	bicubic	+6.185	+2.281	-14
535	inception_v3	83.763	16.237	95.877	4.123	23.83	299	0.875	bicubic	+6.325	+2.401	-3
536	hardcorenas_d	83.759	16.241	95.736	4.264	7.50	224	0.875	bilinear	+6.329	+2.252	-3
537	seresnext26d_32x4d	83.750	16.250	95.852	4.148	16.81	224	0.875	bicubic	+6.144	+2.246	-13
538	xcit_nano_12_p8_224_dist	83.731	16.269	95.958	4.042	3.05	224	1.000	bicubic	+7.403	+2.864	+31
539	dla60	83.720	16.280	95.926	4.074	22.04	224	0.875	bilinear	+6.698	+2.606	+9
540	eca_resnext26ts	83.705	16.295	95.948	4.052	10.30	256	0.900	bicubic	+6.247	+2.380	-9
541	repvgg_b1g4	83.697	16.303	96.025	3.975	39.97	224	0.875	bilinear	+6.109	+2.195	-16
542	convmixer_1024_20_ks9_p14	83.686	16.314	95.894	4.106	24.38	224	0.960	bicubic	+6.744	+2.536	+10
543	legacy_seresnet50	83.665	16.335	95.978	4.022	28.09	224	0.875	bilinear	+6.033	+2.228	-22
544	tf_efficientnet_b0_ap	83.652	16.348	95.781	4.219	5.29	224	0.875	bicubic	+6.564	+2.523	+2
545	tf_efficientnet_cc_b0_4e	83.639	16.361	95.743	4.257	13.31	224	0.875	bicubic	+6.329	+2.403	-9
546	skresnet34	83.635	16.365	95.928	4.072	22.28	224	0.875	bicubic	+6.731	+2.608	+8
547	resmlp_12_224	83.573	16.427	95.762	4.238	15.35	224	0.875	bicubic	+6.917	+2.582	+13
548	mobilenetv3_large_100_miil	83.558	16.442	95.452	4.548	5.48	224	0.875	bilinear	+5.636	+2.532	-39
549	densenet201	83.554	16.446	95.811	4.189	20.01	224	0.875	bicubic	+6.266	+2.331	-11
550	mixnet_m	83.526	16.474	95.685	4.315	5.01	224	0.875	bicubic	+6.264	+2.263	-10
551	legacy_seresnext26_32x4d	83.522	16.478	95.717	4.283	16.79	224	0.875	bicubic	+6.418	+2.401	-6
552	gernet_s	83.517	16.483	95.796	4.204	8.17	224	0.875	bilinear	+6.601	+2.662	+1
553	tf_efficientnet_b0	83.511	16.489	95.704	4.296	5.29	224	0.875	bicubic	+6.671	+2.486	+2
554	hrnet_w18	83.502	16.498	95.909	4.091	21.30	224	0.875	bilinear	+6.742	+2.465	+4
555	densenetblur121d	83.470	16.530	95.817	4.183	8.00	224	0.875	bicubic	+6.890	+2.629	+9
556	resnext26ts	83.464	16.536	95.726	4.274	10.30	256	0.900	bicubic	+6.684	+2.594	+1
557	selecsls42b	83.460	16.540	95.743	4.257	32.46	224	0.875	bicubic	+6.282	+2.351	-15
558	hardcorenas_c	83.336	16.664	95.713	4.287	5.52	224	0.875	bilinear	+6.284	+2.553	-11
559	tf_efficientnet_lite1	83.332	16.668	95.640	4.360	5.42	240	0.882	bicubic	+6.694	+2.416	+2
560	regnetx_016	83.193	16.807	95.743	4.257	9.19	224	0.875	bicubic	+6.251	+2.319	-9
561	dpn68	83.184	16.816	95.600	4.400	12.61	224	0.875	bicubic	+6.874	+2.622	+10
562	mobilenetv2_140	83.180	16.820	95.687	4.313	6.11	224	0.875	bicubic	+6.668	+2.689	+5
563	tf_efficientnet_es	83.176	16.824	95.585	4.415	5.44	224	0.875	bicubic	+6.578	+2.381	0
564	tf_mixnet_m	83.176	16.824	95.459	4.541	5.01	224	0.875	bicubic	+6.230	+2.307	-14
565	xcit_nano_12_p16_384_dist	83.174	16.826	95.751	4.249	3.05	384	1.000	bicubic	+7.718	+3.061	+22
566	ese_vovnet19b_dw	83.109	16.890	95.775	4.225	6.54	224	0.875	bicubic	+6.315	+2.509	-10
567	levit_128s	83.058	16.942	95.531	4.469	7.78	224	0.900	bicubic	+6.544	+2.661	-1
568	resnet26d	83.056	16.944	95.610	4.390	16.01	224	0.875	bicubic	+6.354	+2.458	-9
569	repvgg_a2	83.001	16.999	95.593	4.407	28.21	224	0.875	bilinear	+6.541	+2.583	-1
570	tv_resnet50	82.956	17.044	95.474	4.526	25.56	224	0.875	bilinear	+6.822	+2.606	+2
571	hardcorenas_b	82.866	17.134	95.390	4.610	5.18	224	0.875	bilinear	+6.330	+2.636	-6
572	densenet121	82.826	17.174	95.580	4.420	7.98	224	0.875	bicubic	+7.246	+2.932	+10
573	mobilevitv2_075	82.806	17.194	95.572	4.428	2.87	256	0.888	bicubic	+7.198	+2.814	+8
574	vit_tiny_r_s16_p8_384	82.687	17.313	95.849	4.151	6.36	384	1.000	bicubic	+6.735	+2.587	+1
575	densenet169	82.683	17.317	95.597	4.402	14.15	224	0.875	bicubic	+6.779	+2.573	+2
576	mixnet_s	82.527	17.473	95.356	4.644	4.13	224	0.875	bicubic	+6.531	+2.556	-3
577	vit_small_patch32_224	82.514	17.486	95.664	4.336	22.88	224	0.900	bicubic	+6.524	+2.396	-3
578	regnety_008	82.493	17.508	95.491	4.509	6.26	224	0.875	bicubic	+6.179	+2.421	-8
579	efficientnet_lite0	82.371	17.629	95.284	4.716	4.65	224	0.875	bicubic	+6.903	+2.768	+6
580	resnest14d	82.354	17.646	95.346	4.654	10.61	224	0.875	bilinear	+6.846	+2.822	+4
581	hardcorenas_a	82.324	17.676	95.290	4.710	5.26	224	0.875	bilinear	+6.394	+2.780	-5
582	efficientnet_es_pruned	82.292	17.708	95.303	4.697	5.44	224	0.875	bicubic	+7.292	+2.861	+15
583	mobilenetv3_rw	82.266	17.734	95.234	4.766	5.48	224	0.875	bicubic	+6.632	+2.526	-3
584	semnasnet_100	82.251	17.749	95.226	4.774	3.89	224	0.875	bicubic	+6.801	+2.626	+4
585	mobilenetv3_large_100	82.170	17.830	95.196	4.804	5.48	224	0.875	bicubic	+6.394	+2.656	-7
586	resnet34	82.144	17.855	95.128	4.872	21.80	224	0.875	bilinear	+7.032	+2.844	+7
587	vit_tiny_patch16_224	82.076	17.924	95.482	4.518	5.72	224	0.900	bicubic	+6.612	+2.638	-1
588	mobilenetv2_110d	82.070	17.930	95.079	4.921	4.52	224	0.875	bicubic	+7.034	+2.887	+7
589	tf_mixnet_s	82.040	17.960	95.121	4.879	4.13	224	0.875	bicubic	+6.388	+2.495	-10
590	repvgg_b0	82.006	17.994	95.098	4.902	15.82	224	0.875	bilinear	+6.852	+2.682	+1
591	deit_tiny_distilled_patch16_224	81.993	18.007	95.138	4.862	5.91	224	0.900	bicubic	+7.481	+3.248	+17
592	mixer_b16_224	81.987	18.014	94.449	5.551	59.88	224	0.875	bicubic	+5.377	+2.219	-30
593	pit_ti_distilled_224	81.969	18.031	95.147	4.853	5.10	224	0.900	bicubic	+7.435	+3.051	+14
594	hrnet_w18_small_v2	81.961	18.039	95.164	4.836	15.60	224	0.875	bilinear	+6.851	+2.748	0
595	tf_efficientnet_lite0	81.959	18.041	95.162	4.838	4.65	224	0.875	bicubic	+7.127	+2.988	+5
596	resnet26	81.957	18.043	95.252	4.748	16.00	224	0.875	bicubic	+6.657	+2.672	-7
597	edgenext_x_small	81.897	18.103	95.032	4.968	2.34	256	0.900	bicubic	+7.033	+2.732	+2
598	tinynet_b	81.871	18.129	94.878	5.122	3.73	188	0.875	bicubic	+6.897	+2.696	0
599	tf_mobilenetv3_large_100	81.848	18.152	95.066	4.934	5.48	224	0.875	bilinear	+6.336	+2.460	-16
600	tv_densenet121	81.722	18.278	95.034	4.966	7.98	224	0.875	bicubic	+6.982	+2.886	+2
601	regnety_006	81.703	18.297	95.121	4.879	6.06	224	0.875	bicubic	+6.451	+2.589	-11
602	dla34	81.660	18.340	94.876	5.124	15.74	224	0.875	bilinear	+7.036	+2.804	+3
603	xcit_nano_12_p8_224	81.645	18.355	95.267	4.733	3.05	224	1.000	bicubic	+7.729	+3.099	+11
604	crossvit_9_240	81.613	18.387	94.974	5.026	8.55	240	0.875	bicubic	+7.653	+3.010	+9
605	mobilevit_xs	81.574	18.426	95.030	4.970	2.32	256	0.900	bicubic	+6.940	+2.684	-1
606	fbnetc_100	81.559	18.441	94.959	5.041	5.57	224	0.875	bilinear	+6.443	+2.573	-14
607	legacy_seresnet34	81.538	18.462	94.897	5.103	21.96	224	0.875	bilinear	+6.728	+2.771	-6
608	gluon_resnet34_v1b	81.498	18.503	94.808	5.192	21.80	224	0.875	bicubic	+6.906	+2.820	-2
609	regnetx_008	81.481	18.520	95.064	4.936	7.26	224	0.875	bicubic	+6.447	+2.724	-13
610	mnasnet_100	81.451	18.549	94.904	5.096	4.38	224	0.875	bicubic	+6.801	+2.790	-7
611	vgg19_bn	81.442	18.558	94.767	5.233	143.68	224	0.875	bilinear	+7.228	+2.923	-2
612	convit_tiny	81.126	18.874	95.047	4.953	5.71	224	0.875	bicubic	+8.012	+3.327	+10
613	crossvit_tiny_240	81.096	18.904	94.985	5.015	7.01	240	0.875	bicubic	+7.758	+3.071	+6
614	spnasnet_100	80.880	19.119	94.530	5.470	4.42	224	0.875	bilinear	+6.790	+2.714	-4
615	ghostnet_100	80.703	19.297	94.291	5.709	5.18	224	0.875	bilinear	+6.723	+2.833	-3
616	regnety_004	80.650	19.350	94.688	5.312	4.34	224	0.875	bicubic	+6.626	+2.932	-5
617	skresnet18	80.639	19.361	94.376	5.624	11.96	224	0.875	bicubic	+7.605	+3.210	+6
618	regnetx_006	80.633	19.367	94.526	5.474	6.20	224	0.875	bicubic	+6.777	+2.854	-3
619	pit_ti_224	80.614	19.386	94.620	5.380	4.85	224	0.900	bicubic	+7.702	+3.214	+7
620	swsl_resnet18	80.573	19.427	94.743	5.256	11.69	224	0.875	bilinear	+7.299	+3.007	+1
621	vgg16_bn	80.556	19.444	94.592	5.408	138.37	224	0.875	bilinear	+7.206	+3.088	-3
622	semnasnet_075	80.475	19.525	94.319	5.681	2.91	224	0.875	bicubic	+7.501	+3.185	+2
623	resnet18d	80.392	19.608	94.246	5.754	11.71	224	0.875	bicubic	+8.134	+3.558	+10
624	tv_resnet34	80.389	19.611	94.436	5.564	21.80	224	0.875	bilinear	+7.081	+3.012	-4
625	mobilenetv2_100	80.236	19.764	94.193	5.807	3.50	224	0.875	bicubic	+7.280	+3.183	0
626	xcit_nano_12_p16_224_dist	80.214	19.786	94.355	5.645	3.05	224	1.000	bicubic	+7.912	+3.493	+6
627	vit_base_patch32_224_sam	80.208	19.792	93.821	6.179	88.22	224	0.900	bicubic	+6.516	+2.809	-11
628	ssl_resnet18	80.099	19.901	94.590	5.410	11.69	224	0.875	bilinear	+7.495	+3.166	-1
629	tf_mobilenetv3_large_075	80.093	19.907	94.184	5.816	3.99	224	0.875	bilinear	+6.653	+2.836	-12
630	deit_tiny_patch16_224	80.018	19.982	94.447	5.553	5.72	224	0.900	bicubic	+7.844	+3.333	+5
631	hrnet_w18_small	79.557	20.443	93.902	6.098	13.19	224	0.875	bilinear	+7.221	+3.222	0
632	vgg19	79.476	20.524	93.870	6.130	143.67	224	0.875	bilinear	+7.110	+2.998	-3
633	regnetx_004	79.429	20.571	93.853	6.147	5.16	224	0.875	bicubic	+7.033	+3.015	-5
634	resnet14t	79.243	20.757	93.603	6.397	10.08	224	0.950	bilinear	+6.887	+3.263	-4
635	tf_mobilenetv3_large_minimal_100	79.228	20.772	93.693	6.307	3.92	224	0.875	bilinear	+6.978	+3.073	-1
636	legacy_seresnet18	79.155	20.845	93.781	6.219	11.78	224	0.875	bicubic	+7.415	+3.451	+3
637	vgg16	79.034	20.966	93.646	6.354	138.36	224	0.875	bilinear	+7.444	+3.264	+4
638	vgg13_bn	79.006	20.994	93.661	6.339	133.05	224	0.875	bilinear	+7.408	+3.285	+2
639	vit_tiny_r_s16_p8_224	78.993	21.007	93.898	6.102	6.34	224	0.900	bicubic	+7.199	+3.080	-1
640	lcnet_100	78.912	21.088	93.561	6.439	2.95	224	0.875	bicubic	+6.802	+3.183	-4
641	edgenext_xx_small	78.698	21.302	93.503	6.497	1.33	256	0.900	bicubic	+7.592	+3.471	+2
642	tinynet_c	78.436	21.564	93.140	6.860	2.46	184	0.875	bicubic	+7.208	+3.392	0
643	gluon_resnet18_v1b	78.376	21.624	93.136	6.864	11.69	224	0.875	bicubic	+7.538	+3.374	+1
644	mobilevitv2_050	78.124	21.876	93.573	6.426	1.37	256	0.888	bicubic	+7.984	+3.643	+3
645	vgg11_bn	77.926	22.074	93.230	6.770	132.87	224	0.875	bilinear	+7.566	+3.428	0
646	xcit_nano_12_p16_224	77.900	22.100	93.430	6.570	3.05	224	1.000	bicubic	+7.946	+3.674	+2
647	regnety_002	77.411	22.589	92.912	7.088	3.16	224	0.875	bicubic	+7.155	+3.378	-1
648	mixer_l16_224	77.287	22.713	90.574	9.426	208.20	224	0.875	bicubic	+5.221	+2.908	-11
649	resnet18	77.279	22.721	92.760	7.240	11.69	224	0.875	bilinear	+7.531	+3.676	+1
650	vgg13	77.227	22.773	92.689	7.311	133.05	224	0.875	bilinear	+7.301	+3.443	-1
651	mobilevit_xxs	76.602	23.398	92.694	7.306	1.27	256	0.900	bicubic	+7.682	+3.748	+1
652	vgg11	76.393	23.607	92.154	7.846	132.86	224	0.875	bilinear	+7.365	+3.526	-1
653	resnet10t	76.222	23.778	92.224	7.776	5.44	224	0.950	bilinear	+7.914	+4.144	+2
654	regnetx_002	76.119	23.881	92.211	7.789	2.68	224	0.875	bicubic	+7.365	+3.655	0
655	lcnet_075	76.051	23.949	92.068	7.932	2.36	224	0.875	bicubic	+7.237	+3.704	-2
656	dla60x_c	75.618	24.382	92.179	7.821	1.32	224	0.875	bilinear	+7.738	+3.745	+1
657	mobilenetv3_small_100	74.911	25.089	91.496	8.504	2.54	224	0.875	bicubic	+7.253	+3.862	+1
658	tf_mobilenetv3_small_100	74.717	25.283	91.257	8.743	2.54	224	0.875	bilinear	+6.791	+3.589	-2
659	tinynet_d	74.283	25.717	90.926	9.074	2.34	152	0.875	bicubic	+7.321	+3.862	0
660	mnasnet_small	73.816	26.184	90.727	9.273	2.03	224	0.875	bicubic	+7.610	+4.221	0
661	dla46x_c	73.632	26.368	91.110	8.890	1.07	224	0.875	bilinear	+7.680	+4.124	0
662	mobilenetv2_050	73.468	26.532	90.317	9.682	1.97	224	0.875	bicubic	+7.524	+4.237	0
663	tf_mobilenetv3_small_075	72.812	27.188	90.038	9.962	2.04	224	0.875	bilinear	+7.100	+3.908	0
664	dla46_c	72.611	27.389	90.503	9.497	1.30	224	0.875	bilinear	+7.739	+4.201	+1
665	mobilenetv3_small_075	72.323	27.677	89.671	10.329	2.04	224	0.875	bicubic	+7.085	+4.231	-1
666	lcnet_050	70.385	29.616	88.821	11.179	1.88	224	0.875	bicubic	+7.291	+4.439	0
667	tf_mobilenetv3_small_minimal_100	70.113	29.887	88.505	11.495	2.04	224	0.875	bilinear	+7.213	+4.271	0
668	tinynet_e	66.813	33.187	86.276	13.724	2.04	106	0.875	bicubic	+6.957	+4.510	0
669	mobilenetv3_small_050	64.671	35.329	84.867	15.133	1.59	224	0.875	bicubic	+6.781	+4.673	0