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

1	model	top1	top1_err	top5	top5_err	param_count	img_size	cropt_pct	interpolation	top1_diff	top5_diff	rank_diff
2	beit_large_patch16_512	90.689	9.311	98.751	1.249	305.67	512	1.000	bicubic	+2.089	+0.095	0
3	beit_large_patch16_384	90.610	9.390	98.766	1.234	305.00	384	1.000	bicubic	+2.206	+0.158	0
4	volo_d5_512	90.608	9.392	98.698	1.302	296.09	512	1.150	bicubic	+3.566	+0.730	+7
5	volo_d5_448	90.582	9.418	98.685	1.315	295.91	448	1.150	bicubic	+3.630	+0.745	+8
6	tf_efficientnet_l2_ns	90.563	9.437	98.779	1.221	480.31	800	0.960	bicubic	+2.215	+0.131	-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	+3.717	+0.709	+8
9	convnext_xlarge_384_in22ft1k	90.452	9.548	98.672	1.328	350.20	384	1.000	bicubic	+2.906	+0.186	-3
10	beit_base_patch16_384	90.373	9.627	98.725	1.275	86.74	384	1.000	bicubic	+3.575	+0.589	+5
11	convnext_large_384_in22ft1k	90.258	9.742	98.663	1.337	197.77	384	1.000	bicubic	+2.862	+0.295	-3
12	vit_large_patch16_384	90.200	9.800	98.661	1.339	304.72	384	1.000	bicubic	+3.120	+0.361	-2
13	cait_m48_448	90.192	9.809	98.484	1.516	356.46	448	1.000	bicubic	+3.706	+0.732	+7
14	volo_d3_448	90.168	9.832	98.550	1.450	86.63	448	1.000	bicubic	+3.672	+0.840	+5
15	beit_large_patch16_224	90.151	9.849	98.723	1.277	304.43	224	0.900	bicubic	+2.677	+0.419	-8
16	convnext_base_384_in22ft1k	90.151	9.849	98.728	1.272	88.59	384	1.000	bicubic	+3.607	+0.538	+2
17	tf_efficientnet_b7_ns	90.100	9.900	98.614	1.386	66.35	600	0.949	bicubic	+3.262	+0.518	-3
18	cait_m36_384	90.046	9.954	98.493	1.507	271.22	384	1.000	bicubic	+3.994	+0.763	+12
19	dm_nfnet_f6	90.044	9.956	98.546	1.454	438.36	576	0.956	bicubic	+3.902	+0.816	+8
20	swin_large_patch4_window12_384	90.027	9.973	98.663	1.337	196.74	384	1.000	bicubic	+2.877	+0.423	-11
21	tf_efficientnetv2_l_in21ft1k	90.008	9.992	98.619	1.381	118.52	480	1.000	bicubic	+3.704	+0.641	+4
22	swin_base_patch4_window12_384	89.995	10.005	98.695	1.304	87.90	384	1.000	bicubic	+3.563	+0.639	0
23	vit_base_patch16_384	89.984	10.016	98.680	1.319	86.86	384	1.000	bicubic	+3.974	+0.678	+9
24	convnext_xlarge_in22ft1k	89.933	10.067	98.570	1.431	350.20	224	0.875	bicubic	+2.931	+0.358	-12
25	xcit_large_24_p8_384_dist	89.886	10.114	98.384	1.616	188.93	384	1.000	bicubic	+3.888	+0.700	+8
26	volo_d5_224	89.882	10.118	98.493	1.507	295.46	224	0.960	bicubic	+3.810	+0.915	+3
27	cait_s36_384	89.846	10.154	98.427	1.573	68.37	384	1.000	bicubic	+4.384	+0.947	+19
28	xcit_medium_24_p8_384_dist	89.814	10.186	98.362	1.638	84.32	384	1.000	bicubic	+4.000	+0.770	+10
29	volo_d4_224	89.811	10.188	98.424	1.576	192.96	224	0.960	bicubic	+3.938	+0.956	+4
30	convnext_large_in22ft1k	89.811	10.188	98.495	1.505	197.77	224	0.875	bicubic	+3.175	+0.467	-12
31	vit_large_r50_s32_384	89.796	10.204	98.516	1.484	329.09	384	1.000	bicubic	+3.614	+0.596	-5
32	swin_large_patch4_window7_224	89.792	10.208	98.640	1.360	196.53	224	0.900	bicubic	+3.478	+0.748	-8
33	volo_d2_384	89.788	10.212	98.403	1.597	58.87	384	1.000	bicubic	+3.748	+0.831	-2
34	tf_efficientnetv2_m_in21ft1k	89.779	10.221	98.501	1.499	54.14	480	1.000	bicubic	+4.189	+0.757	+8
35	tf_efficientnet_b6_ns	89.777	10.223	98.512	1.488	43.04	528	0.942	bicubic	+3.323	+0.630	-14
36	xcit_small_24_p8_384_dist	89.739	10.261	98.422	1.578	47.63	384	1.000	bicubic	+4.183	+0.850	+7
37	volo_d1_384	89.694	10.306	98.294	1.706	26.78	384	1.000	bicubic	+4.446	+1.080	+18
38	xcit_large_24_p16_384_dist	89.662	10.338	98.401	1.599	189.10	384	1.000	bicubic	+3.908	+0.863	+2
39	tf_efficientnet_b5_ns	89.653	10.347	98.480	1.520	30.39	456	0.934	bicubic	+3.563	+0.730	-11
40	convnext_base_in22ft1k	89.628	10.372	98.537	1.462	88.59	224	0.875	bicubic	+3.804	+0.671	-4
41	tf_efficientnetv2_xl_in21ft1k	89.587	10.413	98.174	1.825	208.12	512	1.000	bicubic	+3.169	+0.308	-18
42	tf_efficientnet_b8_ap	89.581	10.419	98.303	1.697	87.41	672	0.954	bicubic	+4.209	+1.011	+10
43	dm_nfnet_f4	89.557	10.443	98.303	1.697	316.07	512	0.951	bicubic	+3.843	+0.781	-2
44	volo_d3_224	89.557	10.443	98.375	1.625	86.33	224	0.960	bicubic	+4.145	+1.095	+6
45	xcit_large_24_p8_224_dist	89.517	10.483	98.224	1.776	188.93	224	1.000	bicubic	+4.119	+0.814	+6
46	xcit_small_12_p8_384_dist	89.515	10.485	98.303	1.697	26.21	384	1.000	bicubic	+4.435	+1.023	+16
47	cait_s24_384	89.502	10.498	98.360	1.640	47.06	384	1.000	bicubic	+4.456	+1.014	+18
48	dm_nfnet_f3	89.485	10.515	98.399	1.601	254.92	416	0.940	bicubic	+3.963	+0.937	-4
49	xcit_medium_24_p16_384_dist	89.474	10.526	98.296	1.704	84.40	384	1.000	bicubic	+4.052	+0.964	-1
50	dm_nfnet_f5	89.463	10.537	98.324	1.676	377.21	544	0.954	bicubic	+3.647	+0.838	-13
51	deit_base_distilled_patch16_384	89.429	10.571	98.441	1.559	87.63	384	1.000	bicubic	+4.007	+1.035	-2
52	tf_efficientnet_b7_ap	89.429	10.571	98.345	1.655	66.35	600	0.949	bicubic	+4.309	+1.093	+7
53	vit_base_patch8_224	89.427	10.573	98.486	1.514	86.58	224	0.900	bicubic	+3.633	+0.692	-14
54	beit_base_patch16_224	89.410	10.590	98.525	1.475	86.53	224	0.900	bicubic	+4.182	+0.867	+2
55	regnetz_e8	89.380	10.620	98.459	1.542	57.70	320	1.000	bicubic	+4.350	+1.195	+12
56	tf_efficientnetv2_l	89.367	10.633	98.273	1.727	118.52	480	1.000	bicubic	+3.877	+0.901	-11
57	tf_efficientnet_b8	89.355	10.645	98.303	1.697	87.41	672	0.954	bicubic	+3.987	+0.913	-4
58	tf_efficientnet_b6_ap	89.342	10.658	98.281	1.719	43.04	528	0.942	bicubic	+4.556	+1.143	+18
59	volo_d2_224	89.327	10.673	98.207	1.794	58.68	224	0.960	bicubic	+4.133	+1.019	-2
60	vit_large_patch16_224	89.312	10.688	98.394	1.606	304.33	224	0.900	bicubic	+3.474	+0.574	-25
61	tf_efficientnet_b4_ns	89.303	10.697	98.347	1.653	19.34	380	0.922	bicubic	+4.141	+0.877	-3
62	xcit_small_24_p16_384_dist	89.299	10.701	98.330	1.670	47.67	384	1.000	bicubic	+4.205	+1.020	-1
63	xcit_medium_24_p8_224_dist	89.293	10.707	98.192	1.808	84.32	224	1.000	bicubic	+4.221	+0.912	0
64	tf_efficientnetv2_m	89.284	10.716	98.236	1.764	54.14	480	1.000	bicubic	+4.246	+0.958	+2
65	xcit_small_24_p8_224_dist	89.203	10.797	98.245	1.755	47.63	224	1.000	bicubic	+4.327	+1.057	+9
66	xcit_small_12_p16_384_dist	89.199	10.801	98.219	1.781	26.25	384	1.000	bicubic	+4.489	+1.101	+12
67	swin_base_patch4_window7_224	89.145	10.855	98.424	1.576	87.77	224	0.900	bicubic	+3.897	+0.862	-13
68	cait_xs24_384	89.141	10.859	98.292	1.708	26.67	384	1.000	bicubic	+5.079	+1.402	+38
69	eca_nfnet_l2	89.141	10.859	98.315	1.685	56.72	384	1.000	bicubic	+4.445	+1.051	+10
70	ig_resnext101_32x48d	89.118	10.882	98.132	1.868	828.41	224	0.875	bilinear	+3.682	+0.556	-23
71	ig_resnext101_32x32d	89.109	10.891	98.185	1.815	468.53	224	0.875	bilinear	+4.009	+0.751	-11
72	tf_efficientnet_b7	89.083	10.917	98.185	1.815	66.35	600	0.949	bicubic	+4.147	+0.981	-1
73	ecaresnet269d	89.066	10.934	98.232	1.768	102.09	352	1.000	bicubic	+4.090	+1.006	-4
74	xcit_large_24_p16_224_dist	89.041	10.959	98.064	1.937	189.10	224	1.000	bicubic	+4.119	+0.931	-2
75	resmlp_big_24_224_in22ft1k	89.011	10.989	98.215	1.785	129.14	224	0.875	bicubic	+4.617	+1.095	+14
76	dm_nfnet_f2	89.007	10.993	98.189	1.810	193.78	352	0.920	bicubic	+3.945	+0.950	-12
77	xcit_small_12_p8_224_dist	89.002	10.998	98.078	1.922	26.21	224	1.000	bicubic	+4.766	+1.204	+21
78	efficientnetv2_rw_m	88.990	11.011	98.213	1.787	53.24	416	1.000	bicubic	+4.178	+1.067	-3
79	regnetz_040h	88.953	11.047	98.202	1.798	28.94	320	1.000	bicubic	+4.457	+1.196	+5
80	tf_efficientnet_b5_ap	88.942	11.057	98.164	1.836	30.39	456	0.934	bicubic	+4.686	+1.188	+17
81	dm_nfnet_f1	88.925	11.075	98.115	1.885	132.63	320	0.910	bicubic	+4.301	+1.015	-1
82	volo_d1_224	88.908	11.092	98.034	1.966	26.63	224	0.960	bicubic	+4.746	+1.258	+21
83	tf_efficientnetv2_s_in21ft1k	88.902	11.098	98.279	1.721	21.46	384	1.000	bicubic	+4.604	+1.025	+9
84	vit_base_patch16_224	88.864	11.136	98.230	1.770	86.57	224	0.900	bicubic	+4.335	+0.936	-3
85	regnetz_d8	88.857	11.143	98.189	1.810	23.37	320	1.000	bicubic	+4.805	+1.195	+23
86	resnetrs420	88.842	11.158	98.034	1.966	191.89	416	1.000	bicubic	+3.832	+0.910	-18
87	regnetz_d8_evos	88.840	11.160	98.132	1.868	23.46	320	0.950	bicubic	+4.786	+1.136	+20
88	resnetrs270	88.834	11.166	98.136	1.864	129.86	352	1.000	bicubic	+4.398	+1.166	-1
89	ig_resnext101_32x16d	88.825	11.175	98.049	1.951	194.03	224	0.875	bilinear	+4.655	+0.851	+13
90	vit_small_r26_s32_384	88.819	11.181	98.339	1.661	36.47	384	1.000	bicubic	+4.777	+1.011	+20
91	vit_base_r50_s16_384	88.806	11.194	98.232	1.768	98.95	384	1.000	bicubic	+3.836	+0.942	-21
92	xcit_medium_24_p16_224_dist	88.799	11.200	98.038	1.962	84.40	224	1.000	bicubic	+4.525	+1.098	+3
93	seresnet152d	88.793	11.207	98.172	1.828	66.84	320	1.000	bicubic	+4.433	+1.132	-2
94	swsl_resnext101_32x8d	88.778	11.222	98.149	1.851	88.79	224	0.875	bilinear	+4.488	+0.969	0
95	xcit_tiny_24_p8_384_dist	88.776	11.224	98.162	1.838	12.11	384	1.000	bicubic	+5.034	+1.452	+33
96	resnetrs200	88.763	11.237	98.113	1.887	93.21	320	1.000	bicubic	+4.325	+1.033	-10
97	tf_efficientnet_b6	88.761	11.239	98.064	1.937	43.04	528	0.942	bicubic	+4.651	+1.175	+8
98	resnetrs350	88.757	11.243	98.031	1.968	163.96	384	1.000	bicubic	+4.039	+1.043	-21
99	vit_base_patch16_224_miil	88.742	11.258	98.029	1.971	86.54	224	0.875	bilinear	+4.470	+1.227	-3
100	regnetz_040	88.731	11.269	98.091	1.909	27.12	320	1.000	bicubic	+4.497	+1.159	-1
101	resnetv2_152x2_bitm	88.729	11.271	98.309	1.691	236.34	448	1.000	bilinear	+4.223	+0.875	-18
102	regnety_160	88.699	11.301	98.068	1.932	83.59	288	1.000	bicubic	+5.009	+1.292	+31
103	pit_b_distilled_224	88.674	11.326	98.089	1.911	74.79	224	0.900	bicubic	+4.534	+1.233	+1
104	vit_small_patch16_384	88.656	11.344	98.232	1.768	22.20	384	1.000	bicubic	+4.852	+1.130	+22
105	regnetz_d32	88.652	11.348	98.083	1.917	27.58	320	0.950	bicubic	+4.630	+1.217	+6
106	regnety_080	88.635	11.365	97.970	2.030	39.18	288	1.000	bicubic	+4.709	+1.082	+10
107	eca_nfnet_l1	88.624	11.376	98.132	1.868	41.41	320	1.000	bicubic	+4.612	+1.104	+6
108	convnext_large	88.573	11.427	97.854	2.146	197.77	224	0.875	bicubic	+4.281	+0.960	-15
109	resnetv2_152x4_bitm	88.554	11.446	98.194	1.806	936.53	480	1.000	bilinear	+3.638	+0.752	-36
110	resnet200d	88.543	11.457	97.959	2.041	64.69	320	1.000	bicubic	+4.579	+1.135	+4
111	xcit_small_24_p16_224_dist	88.541	11.459	97.999	2.001	47.67	224	1.000	bicubic	+4.673	+1.275	+7
112	resnest269e	88.522	11.478	98.027	1.973	110.93	416	0.928	bicubic	+4.002	+1.041	-30
113	seresnext101_32x8d	88.505	11.495	97.888	2.112	93.57	288	1.000	bicubic	+4.301	+1.012	-13
114	efficientnetv2_rw_s	88.473	11.527	97.972	2.028	23.94	384	1.000	bicubic	+4.663	+1.250	+11
115	crossvit_18_dagger_408	88.471	11.529	97.893	2.107	44.61	408	1.000	bicubic	+4.277	+1.075	-14
116	resnetv2_101x3_bitm	88.464	11.536	98.157	1.843	387.93	448	1.000	bilinear	+4.022	+0.775	-31
117	cait_s24_224	88.451	11.549	97.957	2.043	46.92	224	1.000	bicubic	+4.993	+1.393	+21
118	resnetv2_50x3_bitm	88.447	11.553	98.198	1.802	217.32	448	1.000	bilinear	+4.433	+1.074	-6
119	resmlp_big_24_distilled_224	88.443	11.557	97.940	2.060	129.14	224	0.875	bicubic	+4.855	+1.292	+17
120	regnetv_064	88.434	11.566	98.066	1.934	30.58	288	1.000	bicubic	+4.720	+1.452	+12
121	resnest200e	88.432	11.568	98.042	1.958	70.20	320	0.909	bicubic	+4.604	+1.150	+2
122	tf_efficientnet_b3_ns	88.426	11.574	98.029	1.971	12.23	300	0.904	bicubic	+4.378	+1.121	-13
123	vit_large_r50_s32_224	88.417	11.583	98.087	1.913	328.99	224	0.900	bicubic	+3.993	+0.921	-35
124	tf_efficientnetv2_s	88.396	11.604	97.927	2.073	21.46	384	1.000	bicubic	+4.510	+1.231	-7
125	regnetz_c16_evos	88.379	11.621	98.042	1.958	13.49	320	0.950	bicubic	+5.747	+1.566	+49
126	efficientnet_b4	88.368	11.632	97.959	2.041	19.34	384	1.000	bicubic	+4.944	+1.363	+13
127	resnet152d	88.355	11.645	97.938	2.062	60.21	320	1.000	bicubic	+4.677	+1.200	+8
128	tf_efficientnet_b4_ap	88.349	11.651	97.891	2.109	19.34	380	0.922	bicubic	+5.097	+1.497	+18
129	convnext_base	88.345	11.655	97.784	2.216	88.59	224	0.875	bicubic	+4.507	+1.034	-9
130	tf_efficientnet_b5	88.321	11.679	97.914	2.086	30.39	456	0.934	bicubic	+4.509	+1.166	-6
131	regnety_064	88.319	11.681	97.865	2.135	30.58	288	1.000	bicubic	+4.599	+1.143	-1
132	crossvit_15_dagger_408	88.311	11.690	97.874	2.127	28.50	408	1.000	bicubic	+4.475	+1.090	-10
133	resnetrs152	88.253	11.747	97.735	2.265	86.62	320	1.000	bicubic	+4.539	+0.989	-2
134	xcit_small_12_p16_224_dist	88.251	11.749	97.848	2.152	26.25	224	1.000	bicubic	+4.901	+1.434	+9
135	regnetv_040	88.219	11.781	97.974	2.026	20.64	288	1.000	bicubic	+5.019	+1.312	+14
136	deit_base_distilled_patch16_224	88.214	11.786	97.918	2.082	87.34	224	0.900	bicubic	+4.822	+1.432	+4
137	xception65p	88.185	11.815	97.790	2.210	39.82	299	0.940	bicubic	+5.059	+1.312	+18
138	xcit_large_24_p8_224	88.159	11.841	97.387	2.613	188.93	224	1.000	bicubic	+3.765	+0.731	-48
139	xcit_tiny_24_p16_384_dist	88.159	11.841	97.946	2.054	12.12	384	1.000	bicubic	+5.587	+1.658	+40
140	resnetv2_152x2_bit_teacher_384	88.155	11.845	98.051	1.949	236.34	384	1.000	bicubic	+4.311	+0.933	-22
141	ig_resnext101_32x8d	88.155	11.845	97.856	2.144	88.79	224	0.875	bilinear	+5.455	+1.226	+32
142	cait_xxs36_384	88.142	11.858	97.906	2.095	17.37	384	1.000	bicubic	+5.948	+1.761	+61
143	dm_nfnet_f0	88.125	11.875	97.854	2.146	71.49	256	0.900	bicubic	+4.739	+1.280	-2
144	xcit_tiny_12_p8_384_dist	88.106	11.894	97.920	2.080	6.71	384	1.000	bicubic	+5.712	+1.700	+44
145	swsl_resnext101_32x4d	88.095	11.905	97.972	2.028	44.18	224	0.875	bilinear	+4.859	+1.208	+2
146	xception65	88.073	11.927	97.752	2.248	39.92	299	0.940	bicubic	+4.893	+1.160	+4
147	convnext_small	88.052	11.948	97.788	2.212	50.22	224	0.875	bicubic	+4.902	+1.356	+4
148	swin_s3_base_224	88.050	11.950	97.656	2.344	71.13	224	0.900	bicubic	+4.118	+0.996	-33
149	xcit_tiny_24_p8_224_dist	88.044	11.956	97.812	2.188	12.11	224	1.000	bicubic	+5.480	+1.642	+31
150	eca_nfnet_l0	87.975	12.025	97.874	2.127	24.14	288	1.000	bicubic	+5.399	+1.384	+28
151	nfnet_l0	87.971	12.029	97.867	2.133	35.07	288	1.000	bicubic	+5.219	+1.349	+18
152	xcit_small_24_p8_224	87.967	12.033	97.581	2.419	47.63	224	1.000	bicubic	+4.129	+0.945	-31
153	tf_efficientnet_b4	87.965	12.035	97.739	2.261	19.34	380	0.922	bicubic	+4.941	+1.439	+8
154	resnet101d	87.937	12.063	97.908	2.092	44.57	320	1.000	bicubic	+4.915	+1.460	+8
155	regnety_032	87.933	12.067	97.891	2.109	19.44	288	1.000	bicubic	+5.207	+1.467	+15
156	regnety_040	87.915	12.085	97.884	2.116	20.65	288	1.000	bicubic	+4.879	+1.378	+4
157	vit_base_patch32_384	87.909	12.091	98.010	1.990	88.30	384	1.000	bicubic	+4.561	+1.176	-13
158	twins_svt_large	87.901	12.099	97.581	2.419	99.27	224	0.900	bicubic	+4.221	+0.987	-24
159	twins_pcpvt_large	87.877	12.123	97.859	2.142	60.99	224	0.900	bicubic	+4.743	+1.255	-5
160	regnetz_c16	87.858	12.142	97.818	2.182	13.46	320	0.940	bicubic	+5.342	+1.458	+23
161	swin_s3_small_224	87.856	12.144	97.434	2.566	49.74	224	0.900	bicubic	+4.088	+0.982	-34
162	deit_base_patch16_384	87.841	12.159	97.508	2.492	86.86	384	1.000	bicubic	+4.735	+1.140	-5
163	xcit_small_12_p8_224	87.826	12.174	97.566	2.434	26.21	224	1.000	bicubic	+4.482	+1.086	-18
164	tresnet_xl_448	87.796	12.204	97.457	2.543	78.44	448	0.875	bilinear	+4.742	+1.285	-5
165	resnetv2_50x1_bit_distilled	87.792	12.208	97.903	2.097	25.55	224	0.875	bicubic	+4.970	+1.375	+1
166	tresnet_m	87.738	12.262	97.521	2.479	31.39	224	0.875	bilinear	+4.668	+1.401	-8
167	twins_pcpvt_base	87.734	12.266	97.730	2.270	43.83	224	0.900	bicubic	+5.026	+1.380	+4
168	gc_efficientnetv2_rw_t	87.717	12.283	97.807	2.193	13.68	288	1.000	bicubic	+5.251	+1.511	+16
169	resnetv2_101x1_bitm	87.683	12.317	97.938	2.062	44.54	448	1.000	bilinear	+5.347	+1.421	+24
170	swin_small_patch4_window7_224	87.668	12.332	97.566	2.434	49.61	224	0.900	bicubic	+4.452	+1.242	-22
171	efficientnetv2_rw_t	87.644	12.356	97.688	2.312	13.65	288	1.000	bicubic	+5.300	+1.492	+21
172	twins_svt_base	87.642	12.358	97.523	2.477	56.07	224	0.900	bicubic	+4.504	+1.103	-19
173	pnasnet5large	87.640	12.360	97.487	2.513	86.06	331	0.911	bicubic	+4.850	+1.447	-5
174	jx_nest_base	87.608	12.392	97.515	2.485	67.72	224	0.875	bicubic	+4.052	+1.153	-37
175	swsl_resnext101_32x16d	87.608	12.392	97.816	2.184	194.03	224	0.875	bilinear	+4.258	+0.972	-33
176	xcit_medium_24_p8_224	87.604	12.396	97.201	2.799	84.32	224	1.000	bicubic	+3.868	+0.807	-47
177	swsl_resnext50_32x4d	87.595	12.405	97.654	2.346	25.03	224	0.875	bilinear	+5.419	+1.422	+27
178	levit_384	87.557	12.443	97.549	2.451	39.13	224	0.900	bicubic	+4.969	+1.527	-2
179	tf_efficientnet_b2_ns	87.555	12.445	97.628	2.372	9.11	260	0.890	bicubic	+5.175	+1.380	+10
180	ecaresnet50t	87.542	12.458	97.645	2.355	25.57	320	0.950	bicubic	+5.194	+1.507	+11
181	jx_nest_small	87.493	12.507	97.519	2.481	38.35	224	0.875	bicubic	+4.375	+1.189	-25
182	resnetv2_152x2_bit_teacher	87.493	12.507	97.814	2.186	236.34	224	0.875	bicubic	+4.621	+1.244	-17
183	resnet152	87.454	12.546	97.402	2.598	60.19	224	0.950	bicubic	+4.634	+1.272	-16
184	fbnetv3_g	87.452	12.548	97.549	2.451	16.62	288	0.950	bilinear	+5.406	+1.485	+28
185	resnext101_64x4d	87.439	12.561	97.442	2.558	83.46	288	1.000	bicubic	+4.299	+1.072	-34
186	resnet61q	87.439	12.561	97.600	2.400	36.85	288	1.000	bicubic	+4.913	+1.466	-4
187	efficientnet_b3	87.433	12.567	97.681	2.319	12.23	320	1.000	bicubic	+5.193	+1.567	+13
188	cait_xxs24_384	87.414	12.586	97.617	2.383	12.03	384	1.000	bicubic	+6.448	+1.971	+81
189	resnet51q	87.401	12.599	97.585	2.415	35.70	288	1.000	bilinear	+5.039	+1.405	+1
190	coat_lite_small	87.380	12.620	97.370	2.630	19.84	224	0.900	bicubic	+5.076	+1.522	+6
191	xcit_tiny_24_p8_224	87.377	12.623	97.626	2.374	12.11	224	1.000	bicubic	+5.486	+1.650	+30
192	tresnet_l_448	87.375	12.625	97.487	2.513	55.99	448	0.875	bilinear	+5.107	+1.505	+7
193	nasnetalarge	87.350	12.650	97.417	2.583	88.75	331	0.911	bicubic	+4.724	+1.371	-18
194	crossvit_18_dagger_240	87.346	12.655	97.455	2.545	44.27	240	0.875	bicubic	+4.826	+1.385	-12
195	resnetv2_101	87.318	12.682	97.325	2.675	44.54	224	0.950	bicubic	+5.276	+1.461	+18
196	crossvit_18_240	87.313	12.687	97.485	2.515	43.27	240	0.875	bicubic	+4.915	+1.427	-10
197	convnext_tiny	87.313	12.687	97.447	2.554	28.59	224	0.875	bicubic	+5.249	+1.594	+13
198	ecaresnet101d	87.290	12.710	97.555	2.445	44.57	224	0.875	bicubic	+5.118	+1.509	+7
199	resnest101e	87.286	12.714	97.560	2.440	48.28	256	0.875	bilinear	+4.396	+1.242	-35
200	pit_s_distilled_224	87.273	12.727	97.500	2.500	24.04	224	0.900	bicubic	+5.279	+1.702	+15
201	resnetv2_50d_gn	87.262	12.738	97.513	2.487	25.57	288	0.950	bicubic	+5.444	+1.591	+24
202	resnetrs101	87.249	12.751	97.455	2.545	63.62	288	0.940	bicubic	+4.961	+1.445	-5
203	poolformer_m48	87.239	12.761	97.308	2.692	73.47	224	0.950	bicubic	+4.777	+1.350	-18
204	tresnet_xl	87.228	12.772	97.400	2.600	78.44	224	0.875	bilinear	+5.170	+1.463	+6
205	mixer_b16_224_miil	87.228	12.772	97.410	2.590	59.88	224	0.875	bilinear	+4.920	+1.692	-9
206	xcit_tiny_12_p8_224_dist	87.222	12.778	97.447	2.554	6.71	224	1.000	bicubic	+6.014	+1.847	+48
207	xcit_tiny_12_p16_384_dist	87.205	12.795	97.466	2.534	6.72	384	1.000	bicubic	+6.261	+2.054	+64
208	convit_base	87.200	12.800	97.288	2.712	86.54	224	0.875	bicubic	+4.914	+1.350	-10
209	resnetv2_50d_evos	87.196	12.804	97.359	2.641	25.59	288	0.950	bicubic	+5.216	+1.449	+7
210	tf_efficientnet_b3_ap	87.192	12.808	97.380	2.620	12.23	300	0.904	bicubic	+5.366	+1.758	+14
211	visformer_small	87.185	12.815	97.320	2.679	40.22	224	0.900	bicubic	+5.079	+1.447	-3
212	crossvit_15_dagger_240	87.172	12.828	97.438	2.562	28.21	240	0.875	bicubic	+4.843	+1.480	-18
213	xcit_small_24_p16_224	87.132	12.868	97.261	2.739	47.67	224	1.000	bicubic	+4.552	+1.255	-37
214	swin_s3_tiny_224	87.132	12.868	97.303	2.697	28.33	224	0.900	bicubic	+5.006	+1.353	-7
215	resnet101	87.083	12.917	97.265	2.735	44.55	224	0.950	bicubic	+5.151	+1.495	+5
216	crossvit_15_240	87.053	12.947	97.425	2.575	27.53	240	0.875	bicubic	+5.511	+1.735	+17
217	xception41p	87.051	12.949	97.203	2.797	26.91	299	0.940	bicubic	+5.091	+1.409	+2
218	convit_small	87.049	12.951	97.346	2.654	27.78	224	0.875	bicubic	+5.629	+1.606	+22
219	tf_efficientnetv2_b3	87.027	12.973	97.303	2.697	14.36	300	0.904	bicubic	+5.061	+1.523	-1
220	regnetz_b16	87.014	12.986	97.427	2.573	9.72	288	0.940	bicubic	+6.300	+1.949	+62
221	xcit_small_12_p16_224	87.012	12.988	97.248	2.752	26.25	224	1.000	bicubic	+5.036	+1.430	-4
222	jx_nest_tiny	87.008	12.992	97.378	2.622	17.06	224	0.875	bicubic	+5.588	+1.760	+19
223	deit_small_distilled_patch16_224	87.002	12.998	97.314	2.686	22.44	224	0.900	bicubic	+5.794	+1.940	+30
224	resmlp_36_distilled_224	86.989	13.011	97.276	2.724	44.69	224	0.875	bicubic	+5.835	+1.788	+33
225	xcit_large_24_p16_224	86.957	13.043	96.919	3.081	189.10	224	1.000	bicubic	+4.063	+1.037	-62
226	poolformer_m36	86.948	13.052	97.148	2.852	56.17	224	0.950	bicubic	+4.836	+1.458	-19
227	xcit_medium_24_p16_224	86.938	13.062	97.098	2.902	84.40	224	1.000	bicubic	+4.300	+1.124	-54
228	convnext_tiny_hnf	86.921	13.079	97.280	2.720	28.59	224	0.950	bicubic	+4.699	+1.414	-27
229	tnt_s_patch16_224	86.906	13.094	97.365	2.635	23.76	224	0.900	bicubic	+5.386	+1.621	+6
230	ssl_resnext101_32x16d	86.867	13.133	97.519	2.481	194.03	224	0.875	bilinear	+5.013	+1.423	-7
231	vit_small_patch16_224	86.865	13.135	97.609	2.391	22.05	224	0.900	bicubic	+5.469	+1.477	+12
232	vit_small_r26_s32_224	86.854	13.146	97.530	2.470	36.43	224	0.900	bicubic	+4.998	+1.510	-10
233	convmixer_1536_20	86.850	13.150	97.348	2.652	51.63	224	0.960	bicubic	+5.484	+1.734	+13
234	rexnet_200	86.844	13.156	97.276	2.724	16.37	224	0.875	bicubic	+5.214	+1.608	-4
235	tf_efficientnet_b3	86.835	13.165	97.297	2.703	12.23	300	0.904	bicubic	+5.199	+1.579	-6
236	deit_base_patch16_224	86.829	13.171	97.049	2.951	86.57	224	0.900	bicubic	+4.833	+1.317	-22
237	swsl_resnet50	86.825	13.175	97.496	2.504	25.56	224	0.875	bilinear	+5.650	+1.518	+18
238	tresnet_m_448	86.814	13.186	97.218	2.782	31.39	448	0.875	bilinear	+5.110	+1.646	-12
239	tf_efficientnet_lite4	86.803	13.197	97.265	2.735	13.01	380	0.920	bilinear	+5.267	+1.597	-5
240	ssl_resnext101_32x8d	86.801	13.199	97.472	2.528	88.79	224	0.875	bilinear	+5.193	+1.430	-9
241	coat_mini	86.790	13.210	97.160	2.840	10.34	224	0.900	bicubic	+5.524	+1.766	+9
242	tresnet_l	86.765	13.235	97.269	2.731	55.99	224	0.875	bilinear	+5.273	+1.645	-4
243	twins_svt_small	86.758	13.242	97.177	2.823	24.06	224	0.900	bicubic	+5.078	+1.507	-16
244	crossvit_base_240	86.735	13.265	97.122	2.878	105.03	240	0.875	bicubic	+4.519	+1.288	-42
245	levit_256	86.728	13.272	97.256	2.744	18.89	224	0.900	bicubic	+5.222	+1.764	-9
246	seresnext50_32x4d	86.696	13.304	97.218	2.782	27.56	224	0.875	bicubic	+5.438	+1.588	+5
247	crossvit_small_240	86.692	13.308	97.273	2.727	26.86	240	0.875	bicubic	+5.674	+1.817	+18
248	halo2botnet50ts_256	86.688	13.312	97.096	2.904	22.64	256	0.950	bicubic	+4.628	+1.454	-38
249	pit_b_224	86.688	13.312	96.898	3.102	73.76	224	0.900	bicubic	+4.242	+1.188	-63
250	tf_efficientnet_b1_ns	86.666	13.334	97.378	2.622	7.79	240	0.882	bicubic	+5.278	+1.642	-6
251	swin_tiny_patch4_window7_224	86.662	13.338	97.199	2.801	28.29	224	0.900	bicubic	+5.288	+1.655	-6
252	wide_resnet50_2	86.645	13.355	97.207	2.793	68.88	224	0.875	bicubic	+5.193	+1.677	-13
253	gernet_l	86.641	13.359	97.190	2.810	31.08	256	0.875	bilinear	+5.297	+1.658	-6
254	poolformer_s36	86.639	13.361	97.160	2.840	30.86	224	0.900	bicubic	+5.221	+1.710	-12
255	efficientnet_el	86.632	13.368	97.180	2.820	10.59	300	0.904	bicubic	+5.322	+1.650	-7
256	twins_pcpvt_small	86.624	13.376	97.340	2.660	24.11	224	0.900	bicubic	+5.534	+1.700	+6
257	resmlp_24_distilled_224	86.620	13.380	97.141	2.859	30.02	224	0.875	bicubic	+5.856	+1.917	+22
258	nf_resnet50	86.605	13.395	97.291	2.709	25.56	288	0.940	bicubic	+5.951	+1.957	+25
259	resnest50d_4s2x40d	86.588	13.412	97.269	2.731	30.42	224	0.875	bicubic	+5.478	+1.705	0
260	efficientnet_b3_pruned	86.581	13.419	97.190	2.810	9.86	300	0.904	bicubic	+5.723	+1.946	+16
261	sebotnet33ts_256	86.566	13.434	96.791	3.209	13.70	256	0.940	bicubic	+5.410	+1.621	-5
262	sehalonet33ts	86.564	13.436	97.007	2.993	13.69	256	0.940	bicubic	+5.600	+1.735	+8
263	repvgg_b3	86.562	13.438	97.141	2.859	123.09	224	0.875	bilinear	+6.066	+1.877	+26
264	xcit_tiny_24_p16_224_dist	86.534	13.466	97.220	2.780	12.12	224	1.000	bicubic	+6.088	+2.004	+31
265	halonet50ts	86.500	13.500	97.152	2.848	22.73	256	0.940	bicubic	+4.840	+1.540	-37
266	ssl_resnext101_32x4d	86.479	13.521	97.468	2.532	44.18	224	0.875	bilinear	+5.555	+1.742	+7
267	gcresnet50t	86.472	13.528	97.141	2.859	25.90	256	0.900	bicubic	+5.530	+1.687	+5
268	ecaresnet50d	86.470	13.530	97.186	2.814	25.58	224	0.875	bicubic	+5.870	+1.866	+18
269	gluon_resnet152_v1s	86.470	13.530	97.109	2.891	60.32	224	0.875	bicubic	+5.454	+1.697	-3
270	haloregnetz_b	86.464	13.536	96.943	3.057	11.68	224	0.940	bicubic	+5.414	+1.747	-7
271	resnest50d_1s4x24d	86.445	13.556	97.150	2.850	25.68	224	0.875	bicubic	+5.455	+1.826	-4
272	resnetv2_50x1_bitm	86.442	13.558	97.600	2.400	25.55	448	1.000	bilinear	+6.100	+1.920	+30
273	repvgg_b3g4	86.361	13.639	97.054	2.946	83.83	224	0.875	bilinear	+6.149	+1.948	+41
274	lamhalobotnet50ts_256	86.355	13.645	97.058	2.942	22.57	256	0.950	bicubic	+4.809	+1.556	-42
275	legacy_senet154	86.340	13.660	96.923	3.077	115.09	224	0.875	bilinear	+5.030	+1.427	-26
276	cait_xxs36_224	86.338	13.662	97.111	2.889	17.30	224	1.000	bicubic	+6.590	+2.245	+64
277	resnext50_32x4d	86.334	13.666	96.966	3.034	25.03	224	0.950	bicubic	+5.225	+1.640	-17
278	gernet_m	86.331	13.669	97.096	2.904	21.14	224	0.875	bilinear	+5.587	+1.912	+2
279	pit_s_224	86.325	13.675	97.047	2.953	23.46	224	0.900	bicubic	+5.225	+1.717	-18
280	efficientnet_b2	86.308	13.692	96.990	3.010	9.11	288	1.000	bicubic	+5.694	+1.674	+4
281	vit_small_patch32_384	86.308	13.692	97.419	2.581	22.92	384	1.000	bicubic	+5.824	+1.819	+9
282	gluon_senet154	86.272	13.729	96.947	3.053	115.09	224	0.875	bicubic	+5.040	+1.599	-30
283	resnest50d	86.240	13.761	97.066	2.934	27.48	224	0.875	bilinear	+5.258	+1.686	-15
284	convmixer_768_32	86.225	13.775	97.034	2.966	21.11	224	0.960	bicubic	+6.061	+1.962	+33
285	ecaresnet101d_pruned	86.210	13.790	97.333	2.667	24.88	224	0.875	bicubic	+5.396	+1.703	-8
286	efficientnet_el_pruned	86.192	13.807	97.024	2.976	10.59	300	0.904	bicubic	+5.890	+1.996	+21
287	cspdarknet53	86.186	13.814	97.013	2.987	27.64	256	0.887	bilinear	+6.124	+1.929	+36
288	inception_v4	86.171	13.829	96.921	3.079	42.68	299	0.875	bicubic	+6.009	+1.955	+30
289	rexnet_150	86.156	13.844	97.062	2.938	9.73	224	0.875	bicubic	+5.846	+1.896	+16
290	inception_resnet_v2	86.135	13.865	97.043	2.957	55.84	299	0.897	bicubic	+5.675	+1.735	+3
291	xcit_tiny_12_p8_224	86.105	13.895	97.081	2.919	6.71	224	1.000	bicubic	+6.415	+2.027	+52
292	ssl_resnext50_32x4d	86.088	13.912	97.212	2.788	25.03	224	0.875	bilinear	+5.772	+1.802	+11
293	tf_efficientnet_el	86.082	13.918	96.960	3.040	10.59	300	0.904	bicubic	+5.832	+1.838	+17
294	gluon_resnet101_v1s	86.056	13.944	97.028	2.972	44.67	224	0.875	bicubic	+5.758	+1.864	+14
295	ecaresnetlight	86.047	13.953	97.064	2.936	30.16	224	0.875	bicubic	+5.595	+1.814	-1
296	lambda_resnet50ts	86.039	13.961	96.744	3.256	21.54	256	0.950	bicubic	+4.893	+1.642	-38
297	poolformer_s24	86.034	13.966	97.030	2.970	21.39	224	0.900	bicubic	+5.721	+1.984	+7
298	gluon_seresnext101_32x4d	86.032	13.968	96.977	3.023	48.96	224	0.875	bicubic	+5.126	+1.683	-24
299	resnetv2_50	86.022	13.978	96.900	3.100	25.55	224	0.950	bicubic	+5.602	+1.884	-3
300	gcresnext50ts	86.009	13.991	96.966	3.034	15.67	256	0.900	bicubic	+5.431	+1.796	-13
301	seresnet33ts	86.007	13.993	97.011	2.989	19.78	256	0.900	bicubic	+5.657	+1.905	-1
302	resnet50d	85.998	14.002	96.987	3.013	25.58	224	0.875	bicubic	+5.476	+1.825	-14
303	ecaresnet26t	85.979	14.021	97.039	2.961	16.01	320	0.950	bicubic	+6.131	+1.953	+32
304	tf_efficientnet_b2_ap	85.975	14.025	96.810	3.190	9.11	260	0.890	bicubic	+5.673	+1.594	+2
305	gluon_seresnext101_64x4d	85.958	14.042	96.979	3.021	88.23	224	0.875	bicubic	+5.080	+1.681	-30
306	vit_base_patch32_224	85.958	14.042	97.126	2.874	88.22	224	0.900	bicubic	+5.236	+1.560	-25
307	fbnetv3_d	85.926	14.074	97.026	2.974	10.31	256	0.950	bilinear	+6.244	+2.078	+37
308	gluon_resnet152_v1d	85.913	14.087	96.808	3.192	60.21	224	0.875	bicubic	+5.437	+1.604	-17
309	vit_large_patch32_384	85.911	14.089	97.370	2.630	306.63	384	1.000	bicubic	+4.405	+1.276	-72
310	tf_efficientnetv2_b2	85.900	14.100	96.889	3.111	10.10	260	0.890	bicubic	+5.694	+1.847	+5
311	tf_efficientnet_b2	85.898	14.102	96.862	3.139	9.11	260	0.890	bicubic	+5.818	+1.954	+11
312	resnet50_gn	85.885	14.115	96.849	3.151	25.56	224	0.940	bicubic	+5.831	+1.901	+12
313	vit_base_patch16_224_sam	85.877	14.123	96.695	3.305	86.57	224	0.900	bicubic	+5.635	+1.941	-2
314	seresnet50	85.853	14.147	97.007	2.993	28.09	224	0.875	bicubic	+5.589	+1.935	-5
315	gluon_resnet101_v1d	85.849	14.151	96.663	3.337	44.57	224	0.875	bicubic	+5.429	+1.589	-18
316	repvgg_b2g4	85.847	14.153	96.812	3.188	61.76	224	0.875	bilinear	+6.477	+2.124	+43
317	gcresnet33ts	85.806	14.194	96.902	3.098	19.88	256	0.900	bicubic	+5.726	+1.902	+4
318	mixnet_xl	85.795	14.205	96.712	3.288	11.90	224	0.875	bicubic	+5.321	+1.778	-26
319	ens_adv_inception_resnet_v2	85.778	14.222	96.759	3.241	55.84	299	0.897	bicubic	+5.800	+1.821	+8
320	tf_efficientnet_lite3	85.753	14.247	96.889	3.111	8.20	300	0.904	bilinear	+5.933	+1.977	+18
321	cspresnext50	85.748	14.252	96.840	3.160	20.57	224	0.875	bilinear	+5.698	+1.894	+4
322	ese_vovnet39b	85.744	14.256	96.894	3.107	24.57	224	0.875	bicubic	+6.432	+2.180	+40
323	gluon_resnext101_32x4d	85.744	14.256	96.635	3.365	44.18	224	0.875	bicubic	+5.400	+1.709	-22
324	legacy_seresnext101_32x4d	85.744	14.256	96.757	3.243	48.96	224	0.875	bilinear	+5.520	+1.747	-11
325	eca_resnet33ts	85.738	14.262	96.900	3.100	19.68	256	0.900	bicubic	+5.658	+1.930	-5
326	xcit_tiny_24_p16_224	85.736	14.264	96.938	3.062	12.12	224	1.000	bicubic	+6.292	+2.054	+31
327	regnety_320	85.723	14.277	96.725	3.275	145.05	224	0.875	bicubic	+4.913	+1.481	-49
328	cspresnet50	85.721	14.279	96.799	3.200	21.62	256	0.887	bilinear	+6.139	+2.096	+22
329	resnet50	85.719	14.281	96.492	3.508	25.56	224	0.950	bicubic	+5.343	+1.366	-31
330	resmlp_big_24_224	85.697	14.303	96.424	3.576	129.14	224	0.875	bicubic	+4.665	+1.404	-66
331	xception71	85.695	14.305	96.776	3.224	42.34	299	0.903	bicubic	+5.819	+1.854	+1
332	gluon_resnext101_64x4d	85.693	14.307	96.644	3.356	83.46	224	0.875	bicubic	+5.089	+1.652	-47
333	efficientnet_em	85.680	14.320	96.938	3.062	6.90	240	0.882	bicubic	+6.430	+2.144	+39
334	deit_small_patch16_224	85.678	14.322	96.904	3.096	22.05	224	0.900	bicubic	+5.818	+1.858	-1
335	pit_xs_distilled_224	85.652	14.348	96.665	3.335	11.00	224	0.900	bicubic	+6.346	+2.301	+28
336	dpn107	85.650	14.350	96.723	3.277	86.92	224	0.875	bicubic	+5.478	+1.817	-20
337	efficientnet_b2_pruned	85.642	14.358	96.746	3.254	8.31	260	0.890	bicubic	+5.726	+1.892	-9
338	resmlp_36_224	85.618	14.382	96.795	3.205	44.69	224	0.875	bicubic	+5.850	+1.909	+1
339	ecaresnet50d_pruned	85.580	14.420	96.936	3.064	19.94	224	0.875	bicubic	+5.872	+2.056	+3
340	gluon_resnet152_v1c	85.576	14.425	96.648	3.352	60.21	224	0.875	bicubic	+5.668	+1.800	-10
341	levit_192	85.569	14.431	96.742	3.258	10.95	224	0.900	bicubic	+5.737	+1.956	-5
342	resnext50d_32x4d	85.561	14.439	96.748	3.252	25.05	224	0.875	bicubic	+5.891	+1.884	+4
343	tf_efficientnetv2_b1	85.561	14.439	96.729	3.271	8.14	240	0.882	bicubic	+6.097	+2.005	+12
344	regnety_120	85.546	14.454	96.782	3.217	51.82	224	0.875	bicubic	+5.170	+2.166	-45
345	fbnetv3_b	85.522	14.478	96.862	3.139	8.60	256	0.950	bilinear	+6.374	+2.116	+33
346	regnetx_320	85.516	14.484	96.669	3.331	107.81	224	0.875	bicubic	+5.276	+1.647	-34
347	dpn92	85.503	14.497	96.629	3.371	37.67	224	0.875	bicubic	+5.487	+1.805	-21
348	nf_regnet_b1	85.503	14.497	96.789	3.211	10.22	288	0.900	bicubic	+6.215	+2.041	+20
349	rexnet_130	85.473	14.527	96.684	3.316	7.56	224	0.875	bicubic	+5.973	+2.000	+3
350	gluon_resnet152_v1b	85.467	14.533	96.556	3.444	60.19	224	0.875	bicubic	+5.787	+1.818	-5
351	resnetrs50	85.460	14.540	96.733	3.267	35.69	224	0.910	bicubic	+5.574	+1.767	-20
352	dpn131	85.394	14.606	96.637	3.363	79.25	224	0.875	bicubic	+5.570	+1.929	-15
353	regnetx_160	85.388	14.612	96.637	3.363	54.28	224	0.875	bicubic	+5.538	+1.807	-19
354	dla102x2	85.375	14.625	96.624	3.376	41.28	224	0.875	bilinear	+5.929	+1.992	+2
355	gmlp_s16_224	85.349	14.651	96.646	3.354	19.42	224	0.875	bicubic	+5.709	+2.022	-7
356	botnet26t_256	85.336	14.664	96.629	3.371	12.49	256	0.950	bicubic	+6.084	+2.101	+15
357	gluon_seresnext50_32x4d	85.336	14.664	96.674	3.326	27.56	224	0.875	bicubic	+5.422	+1.842	-28
358	skresnext50_32x4d	85.317	14.683	96.394	3.606	27.48	224	0.875	bicubic	+5.165	+1.750	-39
359	dpn98	85.309	14.691	96.471	3.529	61.57	224	0.875	bicubic	+5.663	+1.875	-12
360	gluon_resnet101_v1c	85.302	14.698	96.407	3.593	44.57	224	0.875	bicubic	+5.768	+1.827	-9
361	lambda_resnet26t	85.300	14.700	96.727	3.273	10.96	256	0.940	bicubic	+6.202	+2.139	+19
362	dpn68b	85.291	14.709	96.464	3.536	12.61	224	0.875	bicubic	+6.072	+2.046	+12
363	resnetblur50	85.289	14.711	96.520	3.480	25.56	224	0.875	bicubic	+5.985	+1.886	+2
364	resmlp_24_224	85.268	14.732	96.494	3.506	30.02	224	0.875	bicubic	+5.886	+1.948	-6
365	coat_lite_mini	85.253	14.747	96.678	3.322	11.01	224	0.900	bicubic	+6.157	+2.074	+16
366	cait_xxs24_224	85.228	14.773	96.716	3.284	11.96	224	1.000	bicubic	+6.844	+2.406	+50
367	resnet33ts	85.225	14.775	96.629	3.371	19.68	256	0.900	bicubic	+6.015	+2.057	+8
368	xcit_tiny_12_p16_224_dist	85.206	14.794	96.597	3.403	6.72	224	1.000	bicubic	+6.630	+2.401	+34
369	halonet26t	85.204	14.796	96.462	3.538	12.48	256	0.950	bicubic	+6.088	+2.152	+10
370	resnext101_32x8d	85.195	14.805	96.451	3.549	88.79	224	0.875	bilinear	+5.879	+1.933	-9
371	gluon_inception_v3	85.183	14.817	96.526	3.474	23.83	299	0.875	bicubic	+6.379	+2.156	+23
372	resnet32ts	85.163	14.837	96.624	3.376	17.96	256	0.900	bicubic	+6.151	+2.266	+14
373	hrnet_w48	85.153	14.847	96.492	3.508	77.47	224	0.875	bilinear	+5.851	+1.980	-6
374	gluon_xception65	85.151	14.849	96.597	3.403	39.92	299	0.903	bicubic	+5.435	+1.737	-33
375	gluon_resnet101_v1b	85.144	14.856	96.368	3.632	44.55	224	0.875	bicubic	+5.842	+1.848	-9
376	tf_efficientnet_b1_ap	85.131	14.869	96.402	3.598	7.79	240	0.882	bicubic	+5.851	+2.098	-7
377	eca_halonext26ts	85.129	14.871	96.584	3.416	10.76	256	0.940	bicubic	+5.639	+1.986	-24
378	regnetx_120	85.127	14.873	96.473	3.527	46.11	224	0.875	bicubic	+5.535	+1.739	-29
379	eca_botnext26ts_256	85.123	14.877	96.511	3.489	10.59	256	0.950	bicubic	+5.849	+1.895	-9
380	xception	85.117	14.883	96.471	3.529	22.86	299	0.897	bicubic	+6.067	+2.079	+5
381	hrnet_w64	85.112	14.888	96.744	3.256	128.06	224	0.875	bilinear	+5.640	+2.092	-27
382	ssl_resnet50	85.102	14.899	96.864	3.136	25.56	224	0.875	bilinear	+5.876	+2.028	-9
383	lambda_resnet26rpt_256	85.097	14.903	96.562	3.438	10.99	256	0.940	bicubic	+6.129	+2.135	+6
384	res2net101_26w_4s	85.093	14.907	96.383	3.617	45.21	224	0.875	bilinear	+5.897	+1.947	-7
385	tf_efficientnet_cc_b1_8e	85.065	14.935	96.422	3.578	39.72	240	0.882	bicubic	+5.759	+2.050	-21
386	xcit_nano_12_p8_384_dist	85.020	14.980	96.631	3.369	3.05	384	1.000	bicubic	+7.202	+2.587	+61
387	gluon_resnext50_32x4d	85.010	14.990	96.428	3.572	25.03	224	0.875	bicubic	+5.646	+2.002	-27
388	resnest26d	85.010	14.990	96.639	3.361	17.07	224	0.875	bilinear	+6.534	+2.347	+20
389	tf_efficientnet_b0_ns	84.986	15.014	96.503	3.497	5.29	224	0.875	bicubic	+6.328	+2.125	+11
390	coat_tiny	84.978	15.022	96.411	3.589	5.50	224	0.900	bicubic	+6.548	+2.371	+23
391	dla169	84.920	15.080	96.533	3.467	53.39	224	0.875	bilinear	+6.228	+2.193	+8
392	tf_efficientnet_b1	84.914	15.086	96.364	3.636	7.79	240	0.882	bicubic	+6.086	+2.166	+1
393	legacy_seresnext50_32x4d	84.897	15.103	96.430	3.570	27.56	224	0.875	bilinear	+5.829	+1.996	-10
394	hrnet_w44	84.884	15.116	96.437	3.563	67.06	224	0.875	bilinear	+5.984	+2.063	-3
395	regnetx_080	84.867	15.133	96.432	3.568	39.57	224	0.875	bicubic	+5.665	+1.878	-19
396	gluon_resnet50_v1s	84.856	15.144	96.445	3.555	25.68	224	0.875	bicubic	+6.144	+2.205	+2
397	res2net50_26w_8s	84.850	15.150	96.345	3.655	48.40	224	0.875	bilinear	+5.870	+2.051	-10
398	levit_128	84.843	15.157	96.351	3.649	9.21	224	0.900	bicubic	+6.351	+2.345	+8
399	vit_tiny_patch16_384	84.835	15.165	96.712	3.288	5.79	384	1.000	bicubic	+6.401	+2.170	+13
400	gluon_resnet50_v1d	84.830	15.170	96.400	3.600	25.58	224	0.875	bicubic	+5.754	+1.928	-19
401	dla60_res2next	84.830	15.170	96.413	3.587	17.03	224	0.875	bilinear	+6.390	+2.263	+11
402	mixnet_l	84.822	15.178	96.326	3.674	7.33	224	0.875	bicubic	+5.846	+2.148	-14
403	tv_resnet152	84.818	15.182	96.215	3.785	60.19	224	0.875	bilinear	+6.502	+2.180	+16
404	dla102x	84.813	15.187	96.548	3.452	26.31	224	0.875	bilinear	+6.297	+2.322	0
405	dla60_res2net	84.809	15.191	96.484	3.517	20.85	224	0.875	bilinear	+6.347	+2.278	+4
406	pit_xs_224	84.790	15.210	96.494	3.506	10.62	224	0.900	bicubic	+6.604	+2.330	+20
407	xception41	84.788	15.212	96.415	3.585	26.97	299	0.903	bicubic	+6.278	+2.137	-2
408	regnetx_064	84.781	15.219	96.492	3.508	26.21	224	0.875	bicubic	+5.715	+2.034	-24
409	hrnet_w40	84.736	15.264	96.552	3.448	57.56	224	0.875	bilinear	+5.820	+2.078	-19
410	res2net50_26w_6s	84.732	15.268	96.283	3.717	37.05	224	0.875	bilinear	+6.166	+2.149	-7
411	repvgg_b2	84.722	15.278	96.469	3.531	89.02	224	0.875	bilinear	+5.930	+2.051	-15
412	resmlp_12_distilled_224	84.713	15.287	96.223	3.777	15.35	224	0.875	bicubic	+6.771	+2.665	+26
413	legacy_seresnet152	84.698	15.302	96.415	3.585	66.82	224	0.875	bilinear	+6.046	+2.045	-12
414	selecsls60b	84.655	15.345	96.300	3.700	32.77	224	0.875	bicubic	+6.243	+2.126	0
415	hrnet_w32	84.649	15.351	96.409	3.591	41.23	224	0.875	bilinear	+6.201	+2.215	-5
416	bat_resnext26ts	84.638	15.362	96.274	3.726	10.73	256	0.900	bicubic	+6.388	+2.176	+6
417	tf_efficientnetv2_b0	84.630	15.370	96.276	3.724	7.14	224	0.875	bicubic	+6.270	+2.256	+1
418	efficientnet_b1	84.611	15.389	96.332	3.668	7.79	256	1.000	bicubic	+5.814	+1.990	-23
419	regnetx_040	84.600	15.400	96.383	3.617	22.12	224	0.875	bicubic	+6.118	+2.139	-12
420	efficientnet_es	84.581	15.419	96.313	3.687	5.44	224	0.875	bicubic	+6.525	+2.377	+11
421	hrnet_w30	84.574	15.426	96.381	3.619	37.71	224	0.875	bilinear	+6.376	+2.157	+4
422	tf_mixnet_l	84.564	15.437	96.244	3.756	7.33	224	0.875	bicubic	+5.790	+2.248	-25
423	wide_resnet101_2	84.551	15.449	96.353	3.647	126.89	224	0.875	bilinear	+5.697	+2.063	-31
424	dla60x	84.523	15.477	96.287	3.713	17.35	224	0.875	bilinear	+6.279	+2.269	-1
425	legacy_seresnet101	84.502	15.498	96.328	3.672	49.33	224	0.875	bilinear	+6.114	+2.064	-10
426	resnet26t	84.465	15.535	96.215	3.785	16.01	256	0.940	bicubic	+6.603	+2.371	+15
427	coat_lite_tiny	84.461	15.539	96.373	3.627	5.72	224	0.900	bicubic	+6.947	+2.457	+31
428	tf_efficientnet_em	84.450	15.550	96.178	3.822	6.90	240	0.882	bicubic	+6.318	+2.134	+1
429	repvgg_b1	84.414	15.586	96.215	3.785	57.42	224	0.875	bilinear	+6.046	+2.118	-12
430	efficientnet_b1_pruned	84.393	15.607	96.140	3.860	6.33	240	0.882	bicubic	+6.153	+2.306	-6
431	res2net50_26w_4s	84.363	15.637	96.080	3.920	25.70	224	0.875	bilinear	+6.403	+2.228	+6
432	hardcorenas_f	84.322	15.678	96.022	3.978	8.20	224	0.875	bilinear	+6.224	+2.220	-2
433	res2net50_14w_8s	84.305	15.695	96.072	3.929	25.06	224	0.875	bilinear	+6.161	+2.224	-5
434	selecsls60	84.284	15.716	96.099	3.901	30.67	224	0.875	bicubic	+6.308	+2.353	+2
435	mobilevit_s	84.271	15.729	96.264	3.736	5.58	256	0.900	bicubic	+5.959	+2.112	-15
436	regnetx_032	84.239	15.761	96.249	3.751	15.30	224	0.875	bicubic	+6.067	+2.161	-9
437	res2next50	84.237	15.763	96.001	3.999	24.67	224	0.875	bilinear	+5.985	+2.115	-16
438	gluon_resnet50_v1c	84.211	15.789	96.159	3.841	25.58	224	0.875	bicubic	+6.199	+2.169	-4
439	dla102	84.192	15.808	96.210	3.790	33.27	224	0.875	bilinear	+6.162	+2.262	-6
440	gcresnext26ts	84.177	15.823	96.084	3.916	10.48	256	0.900	bicubic	+6.357	+2.254	+6
441	rexnet_100	84.164	15.836	96.255	3.745	4.80	224	0.875	bicubic	+6.306	+2.385	+2
442	seresnext26ts	84.147	15.853	96.072	3.929	10.39	256	0.900	bicubic	+6.295	+2.281	+3
443	tf_inception_v3	84.139	15.861	95.918	4.082	23.83	299	0.875	bicubic	+6.283	+2.278	+1
444	res2net50_48w_2s	84.126	15.874	95.967	4.033	25.29	224	0.875	bilinear	+6.606	+2.415	+13
445	xcit_tiny_12_p16_224	84.094	15.906	96.238	3.762	6.72	224	1.000	bicubic	+6.968	+2.522	+24
446	resnet34d	84.094	15.906	95.975	4.025	21.82	224	0.875	bicubic	+6.980	+2.595	+27
447	tf_efficientnet_lite2	84.094	15.906	96.069	3.931	6.09	260	0.890	bicubic	+6.626	+2.313	+13
448	poolformer_s12	84.034	15.966	96.163	3.837	11.92	224	0.900	bicubic	+6.798	+2.659	+21
449	efficientnet_b0	84.025	15.975	95.952	4.048	5.29	224	0.875	bicubic	+6.335	+2.422	0
450	crossvit_9_dagger_240	84.019	15.981	96.082	3.918	8.78	240	0.875	bicubic	+7.037	+2.472	+27
451	hardcorenas_e	83.968	16.032	95.901	4.099	8.07	224	0.875	bilinear	+6.174	+2.205	-3
452	gmixer_24_224	83.966	16.034	95.854	4.146	24.72	224	0.875	bicubic	+5.930	+2.184	-20
453	tf_efficientnet_cc_b0_8e	83.963	16.037	96.069	3.931	24.01	224	0.875	bicubic	+6.057	+2.413	-13
454	regnety_016	83.957	16.043	96.005	3.995	11.20	224	0.875	bicubic	+6.097	+2.283	-12
455	tv_resnext50_32x4d	83.957	16.043	95.963	4.037	25.03	224	0.875	bilinear	+6.341	+2.263	-3
456	gluon_resnet50_v1b	83.942	16.058	96.016	3.984	25.56	224	0.875	bicubic	+6.362	+2.294	0
457	densenet161	83.908	16.092	96.012	3.988	28.68	224	0.875	bicubic	+6.554	+2.376	+7
458	adv_inception_v3	83.900	16.101	95.933	4.067	23.83	299	0.875	bicubic	+6.318	+2.197	-3
459	mobilenetv2_120d	83.891	16.109	95.905	4.095	5.83	224	0.875	bicubic	+6.597	+2.409	+7
460	seresnext26t_32x4d	83.874	16.126	95.931	4.069	16.81	224	0.875	bicubic	+5.898	+2.101	-25
461	tv_resnet101	83.850	16.150	95.890	4.110	44.55	224	0.875	bilinear	+6.472	+2.348	+2
462	tinynet_a	83.827	16.173	95.820	4.181	6.19	192	0.875	bicubic	+6.177	+2.284	-12
463	hardcorenas_d	83.759	16.241	95.734	4.266	7.50	224	0.875	bilinear	+6.329	+2.252	-1
464	inception_v3	83.759	16.241	95.882	4.119	23.83	299	0.875	bicubic	+6.321	+2.407	-3
465	seresnext26d_32x4d	83.754	16.246	95.852	4.148	16.81	224	0.875	bicubic	+6.150	+2.244	-12
466	dla60	83.731	16.269	95.935	4.065	22.04	224	0.875	bilinear	+6.701	+2.615	+10
467	xcit_nano_12_p8_224_dist	83.729	16.271	95.952	4.048	3.05	224	1.000	bicubic	+7.409	+2.864	+30
468	eca_resnext26ts	83.699	16.301	95.943	4.057	10.30	256	0.900	bicubic	+6.245	+2.377	-8
469	repvgg_b1g4	83.695	16.305	96.025	3.975	39.97	224	0.875	bilinear	+6.109	+2.195	-15
470	convmixer_1024_20_ks9_p14	83.682	16.318	95.890	4.110	24.38	224	0.960	bicubic	+6.740	+2.534	+9
471	legacy_seresnet50	83.662	16.337	95.978	4.022	28.09	224	0.875	bilinear	+6.032	+2.228	-20
472	tf_efficientnet_b0_ap	83.652	16.348	95.781	4.219	5.29	224	0.875	bicubic	+6.558	+2.525	+2
473	tf_efficientnet_cc_b0_4e	83.635	16.365	95.740	4.260	13.31	224	0.875	bicubic	+6.333	+2.406	-9
474	skresnet34	83.635	16.365	95.928	4.072	22.28	224	0.875	bicubic	+6.731	+2.608	+9
475	resmlp_12_224	83.569	16.431	95.762	4.238	15.35	224	0.875	bicubic	+6.912	+2.582	+13
476	mobilenetv3_large_100_miil	83.556	16.444	95.450	4.550	5.48	224	0.875	bilinear	+5.640	+2.544	-37
477	densenet201	83.554	16.446	95.811	4.189	20.01	224	0.875	bicubic	+6.264	+2.333	-10
478	gernet_s	83.519	16.481	95.794	4.206	8.17	224	0.875	bilinear	+6.611	+2.662	+3
479	legacy_seresnext26_32x4d	83.519	16.481	95.717	4.283	16.79	224	0.875	bicubic	+6.413	+2.399	-6
480	mixnet_m	83.519	16.481	95.689	4.311	5.01	224	0.875	bicubic	+6.255	+2.265	-12
481	tf_efficientnet_b0	83.515	16.485	95.719	4.281	5.29	224	0.875	bicubic	+6.671	+2.491	+2
482	hrnet_w18	83.498	16.502	95.911	4.089	21.30	224	0.875	bilinear	+6.744	+2.471	+4
483	resnext26ts	83.470	16.530	95.726	4.274	10.30	256	0.900	bicubic	+6.690	+2.598	+2
484	densenetblur121d	83.466	16.534	95.822	4.178	8.00	224	0.875	bicubic	+6.882	+2.630	+8
485	selecsls42b	83.455	16.545	95.749	4.251	32.46	224	0.875	bicubic	+6.281	+2.357	-15
486	hardcorenas_c	83.340	16.660	95.706	4.294	5.52	224	0.875	bilinear	+6.290	+2.548	-11
487	tf_efficientnet_lite1	83.340	16.660	95.640	4.360	5.42	240	0.882	bicubic	+6.700	+2.420	+2
488	regnetx_016	83.197	16.803	95.740	4.260	9.19	224	0.875	bicubic	+6.247	+2.319	-10
489	dpn68	83.180	16.820	95.597	4.402	12.61	224	0.875	bicubic	+6.874	+2.623	+10
490	mobilenetv2_140	83.180	16.820	95.687	4.313	6.11	224	0.875	bicubic	+6.658	+2.691	+4
491	tf_efficientnet_es	83.178	16.822	95.587	4.413	5.44	224	0.875	bicubic	+6.582	+2.383	0
492	tf_mixnet_m	83.176	16.824	95.461	4.539	5.01	224	0.875	bicubic	+6.234	+2.307	-12
493	xcit_nano_12_p16_384_dist	83.171	16.829	95.751	4.249	3.05	384	1.000	bicubic	+7.715	+3.061	+21
494	ese_vovnet19b_dw	83.114	16.886	95.779	4.221	6.54	224	0.875	bicubic	+6.312	+2.507	-10
495	levit_128s	83.062	16.938	95.529	4.471	7.78	224	0.900	bicubic	+6.543	+2.657	0
496	resnet26d	83.062	16.938	95.610	4.390	16.01	224	0.875	bicubic	+6.359	+2.460	-9
497	repvgg_a2	83.001	16.999	95.591	4.409	28.21	224	0.875	bilinear	+6.543	+2.581	-1
498	tv_resnet50	82.954	17.046	95.472	4.529	25.56	224	0.875	bilinear	+6.820	+2.604	+2
499	hardcorenas_b	82.868	17.132	95.390	4.610	5.18	224	0.875	bilinear	+6.332	+2.636	-6
500	densenet121	82.821	17.179	95.583	4.417	7.98	224	0.875	bicubic	+7.237	+2.931	+9
501	vit_tiny_r_s16_p8_384	82.691	17.309	95.845	4.155	6.36	384	1.000	bicubic	+6.737	+2.581	+2
502	densenet169	82.678	17.322	95.600	4.400	14.15	224	0.875	bicubic	+6.780	+2.570	+3
503	mixnet_s	82.522	17.478	95.356	4.644	4.13	224	0.875	bicubic	+6.530	+2.558	-2
504	vit_small_patch32_224	82.507	17.493	95.668	4.332	22.88	224	0.900	bicubic	+6.521	+2.398	-2
505	regnety_008	82.488	17.512	95.491	4.509	6.26	224	0.875	bicubic	+6.178	+2.421	-7
506	efficientnet_lite0	82.386	17.614	95.281	4.718	4.65	224	0.875	bicubic	+6.910	+2.769	+6
507	resnest14d	82.349	17.651	95.341	4.659	10.61	224	0.875	bilinear	+6.845	+2.821	+4
508	hardcorenas_a	82.311	17.689	95.296	4.704	5.26	224	0.875	bilinear	+6.391	+2.776	-4
509	efficientnet_es_pruned	82.287	17.712	95.301	4.699	5.44	224	0.875	bicubic	+7.291	+2.861	+15
510	mobilenetv3_rw	82.273	17.727	95.234	4.766	5.48	224	0.875	bicubic	+6.641	+2.526	-2
511	semnasnet_100	82.251	17.749	95.230	4.770	3.89	224	0.875	bicubic	+6.801	+2.630	+4
512	mobilenetv3_large_100	82.179	17.821	95.198	4.802	5.48	224	0.875	bicubic	+6.413	+2.654	-6
513	resnet34	82.144	17.855	95.128	4.872	21.80	224	0.875	bilinear	+7.030	+2.844	+8
514	vit_tiny_patch16_224	82.076	17.924	95.482	4.518	5.72	224	0.900	bicubic	+6.614	+2.638	-1
515	mobilenetv2_110d	82.074	17.926	95.076	4.923	4.52	224	0.875	bicubic	+7.036	+2.892	+7
516	tf_mixnet_s	82.038	17.962	95.124	4.877	4.13	224	0.875	bicubic	+6.388	+2.496	-9
517	repvgg_b0	82.006	17.994	95.098	4.902	15.82	224	0.875	bilinear	+6.846	+2.680	+1
518	deit_tiny_distilled_patch16_224	81.997	18.003	95.134	4.866	5.91	224	0.900	bicubic	+7.485	+3.248	+16
519	mixer_b16_224	81.987	18.014	94.453	5.547	59.88	224	0.875	bicubic	+5.375	+2.225	-29
520	pit_ti_distilled_224	81.972	18.029	95.145	4.855	5.10	224	0.900	bicubic	+7.440	+3.049	+13
521	hrnet_w18_small_v2	81.963	18.037	95.164	4.836	15.60	224	0.875	bilinear	+6.845	+2.748	-1
522	resnet26	81.954	18.046	95.247	4.753	16.00	224	0.875	bicubic	+6.654	+2.669	-6
523	tf_efficientnet_lite0	81.952	18.048	95.162	4.838	4.65	224	0.875	bicubic	+7.120	+2.988	+3
524	tinynet_b	81.873	18.127	94.880	5.120	3.73	188	0.875	bicubic	+6.897	+2.696	+1
525	tf_mobilenetv3_large_100	81.848	18.152	95.070	4.930	5.48	224	0.875	bilinear	+6.330	+2.466	-15
526	tv_densenet121	81.724	18.276	95.036	4.964	7.98	224	0.875	bicubic	+6.980	+2.884	+2
527	regnety_006	81.698	18.302	95.121	4.879	6.06	224	0.875	bicubic	+6.448	+2.587	-10
528	dla34	81.645	18.355	94.882	5.118	15.74	224	0.875	bilinear	+7.025	+2.810	+3
529	xcit_nano_12_p8_224	81.638	18.362	95.271	4.729	3.05	224	1.000	bicubic	+7.728	+3.103	+11
530	crossvit_9_240	81.615	18.385	94.981	5.019	8.55	240	0.875	bicubic	+7.655	+3.013	+9
531	mobilevit_xs	81.570	18.430	95.036	4.964	2.32	256	0.900	bicubic	+6.926	+2.680	-1
532	fbnetc_100	81.559	18.441	94.966	5.035	5.57	224	0.875	bilinear	+6.430	+2.580	-13
533	legacy_seresnet34	81.536	18.464	94.897	5.103	21.96	224	0.875	bilinear	+6.728	+2.771	-6
534	gluon_resnet34_v1b	81.498	18.503	94.805	5.195	21.80	224	0.875	bicubic	+6.910	+2.817	-2
535	regnetx_008	81.481	18.520	95.064	4.936	7.26	224	0.875	bicubic	+6.447	+2.724	-12
536	mnasnet_100	81.453	18.547	94.901	5.098	4.38	224	0.875	bicubic	+6.795	+2.790	-7
537	vgg19_bn	81.446	18.554	94.765	5.235	143.68	224	0.875	bilinear	+7.232	+2.917	-2
538	convit_tiny	81.132	18.868	95.040	4.960	5.71	224	0.875	bicubic	+8.018	+3.326	+10
539	crossvit_tiny_240	81.090	18.910	94.985	5.015	7.01	240	0.875	bicubic	+7.758	+3.071	+6
540	spnasnet_100	80.872	19.128	94.526	5.474	4.42	224	0.875	bilinear	+6.788	+2.706	-4
541	ghostnet_100	80.701	19.299	94.291	5.709	5.18	224	0.875	bilinear	+6.727	+2.831	-3
542	regnety_004	80.650	19.350	94.684	5.316	4.34	224	0.875	bicubic	+6.626	+2.930	-5
543	skresnet18	80.641	19.359	94.376	5.624	11.96	224	0.875	bicubic	+7.605	+3.208	+6
544	regnetx_006	80.635	19.365	94.526	5.474	6.20	224	0.875	bicubic	+6.775	+2.854	-3
545	pit_ti_224	80.614	19.386	94.615	5.385	4.85	224	0.900	bicubic	+7.702	+3.209	+7
546	swsl_resnet18	80.573	19.427	94.746	5.254	11.69	224	0.875	bilinear	+7.297	+3.010	+1
547	vgg16_bn	80.556	19.444	94.592	5.408	138.37	224	0.875	bilinear	+7.206	+3.088	-3
548	semnasnet_075	80.473	19.527	94.323	5.677	2.91	224	0.875	bicubic	+7.501	+3.187	+2
549	tv_resnet34	80.389	19.611	94.438	5.562	21.80	224	0.875	bilinear	+7.083	+3.014	-3
550	resnet18d	80.385	19.615	94.246	5.754	11.71	224	0.875	bicubic	+8.135	+3.558	+8
551	mobilenetv2_100	80.255	19.745	94.197	5.803	3.50	224	0.875	bicubic	+7.285	+3.177	0
552	xcit_nano_12_p16_224_dist	80.216	19.784	94.359	5.641	3.05	224	1.000	bicubic	+7.914	+3.501	+5
553	vit_base_patch32_224_sam	80.210	19.790	93.823	6.177	88.22	224	0.900	bicubic	+6.516	+2.813	-11
554	ssl_resnet18	80.097	19.903	94.590	5.410	11.69	224	0.875	bilinear	+7.489	+3.166	-1
555	tf_mobilenetv3_large_075	80.091	19.910	94.184	5.816	3.99	224	0.875	bilinear	+6.654	+2.840	-12
556	deit_tiny_patch16_224	80.016	19.984	94.449	5.551	5.72	224	0.900	bicubic	+7.844	+3.335	+4
557	hrnet_w18_small	79.565	20.435	93.896	6.104	13.19	224	0.875	bilinear	+7.227	+3.216	-1
558	vgg19	79.478	20.522	93.868	6.132	143.67	224	0.875	bilinear	+7.112	+2.998	-3
559	regnetx_004	79.422	20.578	93.851	6.149	5.16	224	0.875	bicubic	+7.030	+3.019	-5
560	tf_mobilenetv3_large_minimal_100	79.224	20.776	93.702	6.298	3.92	224	0.875	bilinear	+6.974	+3.072	-1
561	legacy_seresnet18	79.157	20.843	93.781	6.219	11.78	224	0.875	bicubic	+7.415	+3.449	+3
562	vgg16	79.034	20.966	93.646	6.354	138.36	224	0.875	bilinear	+7.444	+3.264	+4
563	vgg13_bn	79.008	20.992	93.657	6.343	133.05	224	0.875	bilinear	+7.414	+3.281	+2
564	vit_tiny_r_s16_p8_224	78.991	21.009	93.900	6.100	6.34	224	0.900	bicubic	+7.199	+3.078	-1
565	lcnet_100	78.895	21.105	93.558	6.441	2.95	224	0.875	bicubic	+6.791	+3.182	-4
566	tinynet_c	78.432	21.568	93.140	6.860	2.46	184	0.875	bicubic	+7.204	+3.390	+1
567	gluon_resnet18_v1b	78.374	21.626	93.136	6.864	11.69	224	0.875	bicubic	+7.540	+3.374	+1
568	vgg11_bn	77.926	22.074	93.230	6.770	132.87	224	0.875	bilinear	+7.566	+3.428	+1
569	xcit_nano_12_p16_224	77.891	22.109	93.433	6.567	3.05	224	1.000	bicubic	+7.937	+3.678	+2
570	regnety_002	77.411	22.589	92.907	7.093	3.16	224	0.875	bicubic	+7.157	+3.375	0
571	mixer_l16_224	77.283	22.717	90.578	9.422	208.20	224	0.875	bicubic	+5.229	+2.916	-9
572	resnet18	77.274	22.726	92.760	7.240	11.69	224	0.875	bilinear	+7.530	+3.678	+1
573	vgg13	77.227	22.773	92.687	7.313	133.05	224	0.875	bilinear	+7.301	+3.441	-1
574	mobilevit_xxs	76.602	23.398	92.692	7.308	1.27	256	0.900	bicubic	+7.682	+3.748	+1
575	vgg11	76.393	23.607	92.154	7.846	132.86	224	0.875	bilinear	+7.365	+3.528	-1
576	regnetx_002	76.117	23.883	92.209	7.791	2.68	224	0.875	bicubic	+7.361	+3.653	+1
577	lcnet_075	76.057	23.943	92.064	7.936	2.36	224	0.875	bicubic	+7.241	+3.694	-1
578	dla60x_c	75.637	24.363	92.177	7.823	1.32	224	0.875	bilinear	+7.745	+3.751	+1
579	mobilenetv3_small_100	74.913	25.087	91.494	8.506	2.54	224	0.875	bicubic	+7.257	+3.860	+1
580	tf_mobilenetv3_small_100	74.719	25.281	91.257	8.743	2.54	224	0.875	bilinear	+6.795	+3.593	-2
581	tinynet_d	74.281	25.719	90.922	9.078	2.34	152	0.875	bicubic	+7.323	+3.858	0
582	mnasnet_small	73.816	26.184	90.730	9.270	2.03	224	0.875	bicubic	+7.610	+4.222	0
583	dla46x_c	73.647	26.353	91.095	8.905	1.07	224	0.875	bilinear	+7.677	+4.115	0
584	mobilenetv2_050	73.463	26.537	90.317	9.682	1.97	224	0.875	bicubic	+7.521	+4.236	0
585	tf_mobilenetv3_small_075	72.806	27.194	90.038	9.962	2.04	224	0.875	bilinear	+7.092	+3.904	0
586	dla46_c	72.607	27.393	90.499	9.501	1.30	224	0.875	bilinear	+7.741	+4.205	+1
587	mobilenetv3_small_075	72.325	27.675	89.671	10.329	2.04	224	0.875	bicubic	+7.083	+4.233	-1
588	lcnet_050	70.393	29.607	88.825	11.175	1.88	224	0.875	bicubic	+7.293	+4.443	0
589	tf_mobilenetv3_small_minimal_100	70.111	29.889	88.507	11.493	2.04	224	0.875	bilinear	+7.203	+4.273	0
590	tinynet_e	66.813	33.187	86.274	13.726	2.04	106	0.875	bicubic	+6.957	+4.510	0
591	mobilenetv3_small_050	64.671	35.329	84.867	15.133	1.59	224	0.875	bicubic	+6.781	+4.673	0