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

1	model	top1	top1_err	top5	top5_err	param_count	img_size	cropt_pct	interpolation	top1_diff	top5_diff	rank_diff
2	ig_resnext101_32x48d	58.812	41.188	81.094	18.906	828.41	224	0.875	bilinear	-26.624	-16.482	+45
3	ig_resnext101_32x32d	58.382	41.618	80.381	19.619	468.53	224	0.875	bilinear	-26.718	-17.053	+57
4	ig_resnext101_32x16d	57.680	42.320	79.909	20.091	194.03	224	0.875	bilinear	-26.490	-17.289	+98
5	swsl_resnext101_32x16d	57.460	42.540	80.373	19.627	194.03	224	0.875	bilinear	-25.890	-16.471	+137
6	beit_large_patch16_384	56.892	43.108	79.225	20.775	305.00	384	1.000	bicubic	-31.511	-19.383	-3
7	beit_large_patch16_512	56.753	43.247	78.897	21.103	305.67	512	1.000	bicubic	-31.847	-19.759	-5
8	swsl_resnext101_32x8d	56.431	43.569	78.939	21.061	88.79	224	0.875	bilinear	-27.859	-18.242	+86
9	beit_large_patch16_224	54.953	45.047	77.608	22.392	304.43	224	0.900	bicubic	-32.521	-20.696	-2
10	ig_resnext101_32x8d	54.931	45.069	77.535	22.465	88.79	224	0.875	bilinear	-27.769	-19.095	+162
11	convnext_xlarge_384_in22ft1k	53.662	46.338	75.895	24.105	350.20	384	1.000	bicubic	-33.884	-22.591	-5
12	swsl_resnext101_32x4d	53.603	46.397	76.343	23.657	44.18	224	0.875	bilinear	-29.633	-20.421	+135
13	vit_large_patch16_384	52.752	47.248	74.698	25.302	304.72	384	1.000	bicubic	-34.328	-23.602	-3
14	convnext_xlarge_in22ft1k	52.565	47.435	74.401	25.599	350.20	224	0.875	bicubic	-34.437	-23.811	-2
15	vit_large_r50_s32_384	52.041	47.959	73.562	26.438	329.09	384	1.000	bicubic	-34.141	-24.358	+11
16	vit_large_patch16_224	51.836	48.164	73.690	26.310	304.33	224	0.900	bicubic	-34.002	-24.130	+19
17	convnext_large_384_in22ft1k	51.738	48.262	73.894	26.106	197.77	384	1.000	bicubic	-35.658	-24.474	-9
18	tf_efficientnet_l2_ns_475	51.490	48.510	73.928	26.072	480.31	475	0.936	bicubic	-36.742	-24.618	-13
19	swsl_resnext50_32x4d	50.429	49.571	73.360	26.640	25.03	224	0.875	bilinear	-31.747	-22.872	+185
20	convnext_base_384_in22ft1k	50.425	49.575	73.562	26.438	88.59	384	1.000	bicubic	-36.119	-24.628	-2
21	swin_large_patch4_window12_384	50.404	49.596	72.564	27.436	196.74	384	1.000	bicubic	-36.746	-25.676	-12
22	convnext_large_in22ft1k	49.944	50.056	72.206	27.794	197.77	224	0.875	bicubic	-36.692	-25.822	-5
23	swsl_resnet50	49.529	50.471	72.326	27.674	25.56	224	0.875	bilinear	-31.645	-23.652	+232
24	swin_large_patch4_window7_224	48.993	51.007	71.391	28.609	196.53	224	0.900	bicubic	-37.321	-26.501	0
25	convnext_base_in22ft1k	48.791	51.209	71.943	28.057	88.59	224	0.875	bicubic	-37.033	-25.923	+11
26	beit_base_patch16_384	48.665	51.335	72.086	27.914	86.74	384	1.000	bicubic	-38.133	-26.050	-11
27	swin_base_patch4_window12_384	48.541	51.459	71.821	28.179	87.90	384	1.000	bicubic	-37.891	-26.235	-5
28	vit_large_r50_s32_224	48.201	51.799	70.864	29.136	328.99	224	0.900	bicubic	-36.223	-26.302	+60
29	tf_efficientnet_b7_ns	47.808	52.192	69.640	30.360	66.35	600	0.949	bicubic	-39.030	-28.456	-15
30	tf_efficientnet_b6_ns	47.763	52.237	69.968	30.032	43.04	528	0.942	bicubic	-38.691	-27.914	-9
31	tf_efficientnetv2_xl_in21ft1k	47.745	52.255	70.117	29.883	208.12	512	1.000	bicubic	-38.673	-27.749	-8
32	vit_base_patch8_224	47.745	52.255	70.929	29.071	86.58	224	0.900	bicubic	-38.049	-26.865	+7
33	tf_efficientnet_l2_ns	47.570	52.430	70.019	29.981	480.31	800	0.960	bicubic	-40.778	-28.629	-29
34	tf_efficientnetv2_l_in21ft1k	46.938	53.062	70.310	29.690	118.52	480	1.000	bicubic	-39.367	-27.668	-9
35	beit_base_patch16_224	46.244	53.756	69.897	30.103	86.53	224	0.900	bicubic	-38.984	-27.761	+21
36	vit_base_patch16_384	45.904	54.096	68.561	31.439	86.86	384	1.000	bicubic	-40.106	-29.441	-4
37	tf_efficientnet_b8_ap	45.768	54.232	67.912	32.087	87.41	672	0.954	bicubic	-39.604	-29.380	+15
38	tf_efficientnet_b5_ns	45.615	54.385	67.842	32.158	30.39	456	0.934	bicubic	-40.475	-29.908	-10
39	tf_efficientnetv2_m_in21ft1k	45.578	54.422	69.143	30.857	54.14	480	1.000	bicubic	-40.012	-28.601	+3
40	swin_base_patch4_window7_224	45.550	54.450	68.514	31.486	87.77	224	0.900	bicubic	-39.698	-29.048	+14
41	volo_d5_512	44.570	55.430	65.759	34.241	296.09	512	1.150	bicubic	-42.472	-32.209	-30
42	cait_m48_448	44.239	55.761	64.654	35.346	356.46	448	1.000	bicubic	-42.247	-33.098	-22
43	volo_d5_448	44.096	55.904	65.067	34.933	295.91	448	1.150	bicubic	-42.856	-32.873	-30
44	vit_base_r50_s16_384	43.518	56.482	66.779	33.221	98.95	384	1.000	bicubic	-41.452	-30.511	+26
45	tf_efficientnet_b4_ns	43.444	56.556	65.511	34.489	19.34	380	0.922	bicubic	-41.718	-31.959	+13
46	volo_d5_224	43.255	56.745	64.071	35.929	295.46	224	0.960	bicubic	-42.817	-33.507	-17
47	vit_base_patch16_224	43.231	56.769	65.714	34.286	86.57	224	0.900	bicubic	-41.297	-31.580	+34
48	volo_d4_448	43.137	56.863	64.114	35.886	193.41	448	1.150	bicubic	-43.653	-33.768	-32
49	xcit_large_24_p8_384_dist	42.828	57.172	63.405	36.595	188.93	384	1.000	bicubic	-43.170	-34.279	-16
50	xcit_large_24_p8_224_dist	42.561	57.439	63.096	36.904	188.93	224	1.000	bicubic	-42.837	-34.314	+1
51	tf_efficientnet_b8	42.504	57.496	64.861	35.139	87.41	672	0.954	bicubic	-42.864	-32.529	+2
52	cait_m36_384	42.398	57.602	63.324	36.676	271.22	384	1.000	bicubic	-43.654	-34.406	-22
53	volo_d4_224	42.284	57.716	63.006	36.994	192.96	224	0.960	bicubic	-43.590	-34.462	-19
54	tf_efficientnet_b7_ap	41.433	58.567	62.876	37.124	66.35	600	0.949	bicubic	-43.687	-34.376	+5
55	tf_efficientnet_b7	41.431	58.569	63.022	36.978	66.35	600	0.949	bicubic	-43.505	-34.182	+16
56	tf_efficientnet_b5_ap	41.416	58.584	62.080	37.920	30.39	456	0.934	bicubic	-42.840	-34.896	+41
57	resnetv2_152x4_bitm	41.304	58.696	64.303	35.697	936.53	480	1.000	bilinear	-43.612	-33.139	+16
58	tf_efficientnet_b6_ap	41.099	58.901	62.357	37.643	43.04	528	0.942	bicubic	-43.687	-34.781	+18
59	xcit_large_24_p16_384_dist	41.025	58.975	61.245	38.755	189.10	384	1.000	bicubic	-44.729	-36.293	-19
60	xcit_large_24_p16_224_dist	40.956	59.044	61.320	38.680	189.10	224	1.000	bicubic	-43.966	-35.812	+12
61	tf_efficientnetv2_s_in21ft1k	40.954	59.046	63.849	36.151	21.46	384	1.000	bicubic	-43.344	-33.405	+31
62	xcit_medium_24_p8_224_dist	40.494	59.506	60.500	39.500	84.32	224	1.000	bicubic	-44.578	-36.780	+1
63	tf_efficientnet_b4_ap	40.484	59.516	61.717	38.283	19.34	380	0.922	bicubic	-42.768	-34.677	+83
64	vit_small_r26_s32_384	40.478	59.522	62.740	37.260	36.47	384	1.000	bicubic	-43.564	-34.588	+46
65	vit_base_patch16_224_miil	40.176	59.824	60.889	39.111	86.54	224	0.875	bilinear	-44.096	-35.913	+31
66	regnetz_e8	40.144	59.856	61.324	38.676	57.70	320	1.000	bicubic	-44.886	-35.940	+1
67	convnext_large	40.117	59.883	60.096	39.904	197.77	224	0.875	bicubic	-44.175	-36.799	+26
68	xcit_medium_24_p8_384_dist	40.036	59.964	60.453	39.547	84.32	384	1.000	bicubic	-45.778	-37.139	-30
69	xcit_medium_24_p16_384_dist	39.903	60.097	60.115	39.885	84.40	384	1.000	bicubic	-45.519	-37.217	-21
70	tf_efficientnetv2_l	39.828	60.172	60.807	39.193	118.52	480	1.000	bicubic	-45.662	-36.565	-25
71	dm_nfnet_f3	39.816	60.184	60.610	39.390	254.92	416	0.940	bicubic	-45.706	-36.852	-27
72	cait_s36_384	39.757	60.243	60.475	39.525	68.37	384	1.000	bicubic	-45.705	-37.005	-26
73	volo_d3_448	39.708	60.292	59.760	40.240	86.63	448	1.000	bicubic	-46.788	-37.950	-54
74	efficientnetv2_rw_m	39.671	60.329	59.683	40.317	53.24	416	1.000	bicubic	-45.141	-37.463	+1
75	xception65	39.645	60.355	60.911	39.089	39.92	299	0.940	bicubic	-43.535	-35.681	+75
76	ecaresnet269d	39.590	60.410	60.341	39.659	102.09	352	1.000	bicubic	-45.386	-36.885	-7
77	dm_nfnet_f6	39.582	60.418	60.911	39.089	438.36	576	0.956	bicubic	-46.560	-36.819	-50
78	tf_efficientnet_b3_ns	39.580	60.420	61.457	38.543	12.23	300	0.904	bicubic	-44.468	-35.451	+31
79	dm_nfnet_f5	39.508	60.492	60.225	39.775	377.21	544	0.954	bicubic	-46.308	-37.261	-42
80	volo_d3_224	39.492	60.508	59.868	40.132	86.33	224	0.960	bicubic	-45.920	-37.412	-30
81	xcit_small_24_p8_224_dist	39.309	60.691	59.410	40.590	47.63	224	1.000	bicubic	-45.567	-37.778	-7
82	xcit_medium_24_p16_224_dist	39.254	60.746	59.465	40.535	84.40	224	1.000	bicubic	-45.020	-37.475	+13
83	efficientnet_b4	39.069	60.931	59.604	40.396	19.34	384	1.000	bicubic	-44.355	-36.992	+56
84	xcit_small_24_p8_384_dist	38.997	61.003	59.176	40.824	47.63	384	1.000	bicubic	-46.559	-38.396	-41
85	resnetv2_152x2_bit_teacher_384	38.971	61.029	62.442	37.558	236.34	384	1.000	bicubic	-44.873	-34.676	+34
86	vit_base_patch32_384	38.796	61.204	60.333	39.667	88.30	384	1.000	bicubic	-44.552	-36.501	+58
87	eca_nfnet_l2	38.663	61.337	59.439	40.561	56.72	384	1.000	bicubic	-46.033	-37.825	-8
88	xcit_small_12_p8_384_dist	38.543	61.457	58.800	41.200	26.21	384	1.000	bicubic	-46.537	-38.480	-26
89	xcit_small_24_p16_384_dist	38.498	61.502	58.384	41.616	47.67	384	1.000	bicubic	-46.596	-38.926	-28
90	xcit_small_12_p8_224_dist	38.366	61.634	58.791	41.209	26.21	224	1.000	bicubic	-45.870	-38.083	+8
91	tf_efficientnet_b5	38.352	61.648	59.911	40.089	30.39	456	0.934	bicubic	-45.460	-36.837	+33
92	deit_base_distilled_patch16_384	38.256	61.744	57.791	42.209	87.63	384	1.000	bicubic	-47.166	-39.616	-43
93	convnext_base	38.236	61.764	58.227	41.773	88.59	224	0.875	bicubic	-45.602	-38.523	+27
94	dm_nfnet_f4	38.228	61.772	58.626	41.374	316.07	512	0.951	bicubic	-47.486	-38.896	-53
95	xcit_large_24_p8_224	38.116	61.884	57.883	42.117	188.93	224	1.000	bicubic	-46.278	-38.773	-5
96	resnetv2_152x2_bitm	37.985	62.015	61.131	38.869	236.34	448	1.000	bilinear	-46.521	-36.303	-13
97	cait_s24_384	37.867	62.133	58.081	41.919	47.06	384	1.000	bicubic	-47.179	-39.265	-32
98	resnet152d	37.857	62.143	58.360	41.640	60.21	320	1.000	bicubic	-45.821	-38.378	+37
99	tf_efficientnetv2_m	37.822	62.178	58.710	41.290	54.14	480	1.000	bicubic	-47.216	-38.568	-33
100	resnetrs420	37.751	62.249	58.209	41.791	191.89	416	1.000	bicubic	-47.259	-38.915	-32
101	xcit_small_24_p16_224_dist	37.719	62.281	57.360	42.640	47.67	224	1.000	bicubic	-46.149	-39.364	+17
102	resnetrs350	37.682	62.318	58.087	41.913	163.96	384	1.000	bicubic	-47.036	-38.901	-25
103	pit_b_distilled_224	37.586	62.414	57.232	42.768	74.79	224	0.900	bicubic	-46.554	-39.624	+1
104	xcit_small_12_p16_384_dist	37.580	62.420	57.765	42.235	26.25	384	1.000	bicubic	-47.130	-39.353	-26
105	resnet200d	37.505	62.495	58.305	41.695	64.69	320	1.000	bicubic	-46.459	-38.519	+9
106	resnetv2_152x2_bit_teacher	37.328	62.672	59.396	40.604	236.34	224	0.875	bicubic	-45.544	-37.174	+59
107	resnest269e	37.315	62.685	57.472	42.528	110.93	416	0.928	bicubic	-47.205	-39.514	-25
108	resmlp_big_24_224_in22ft1k	37.242	62.758	58.181	41.819	129.14	224	0.875	bicubic	-47.152	-38.939	-19
109	vit_small_r26_s32_224	37.230	62.770	59.058	40.942	36.43	224	0.900	bicubic	-44.626	-36.962	+113
110	cait_s24_224	37.155	62.845	56.733	43.267	46.92	224	1.000	bicubic	-46.303	-39.831	+28
111	vit_base_patch32_224	37.079	62.921	59.290	40.710	88.22	224	0.900	bicubic	-43.643	-36.276	+170
112	volo_d1_384	37.077	62.923	57.132	42.868	26.78	384	1.000	bicubic	-48.171	-40.082	-57
113	tf_efficientnet_b3_ap	37.055	62.945	57.236	42.764	12.23	300	0.904	bicubic	-44.771	-38.386	+111
114	convnext_small	37.051	62.949	57.103	42.897	50.22	224	0.875	bicubic	-46.099	-39.329	+37
115	efficientnetv2_rw_s	37.047	62.953	56.814	43.186	23.94	384	1.000	bicubic	-46.763	-39.908	+10
116	xcit_small_12_p16_224_dist	36.977	63.023	56.733	43.267	26.25	224	1.000	bicubic	-46.373	-39.681	+27
117	regnetz_040h	36.961	63.039	57.278	42.722	28.94	320	1.000	bicubic	-47.535	-39.728	-33
118	volo_d1_224	36.878	63.122	56.639	43.361	26.63	224	0.960	bicubic	-47.284	-40.137	-15
119	seresnet152d	36.788	63.212	56.721	43.279	66.84	320	1.000	bicubic	-47.572	-40.319	-28
120	volo_d2_224	36.605	63.395	56.462	43.538	58.68	224	0.960	bicubic	-48.589	-40.726	-63
121	xception65p	36.556	63.444	56.421	43.579	39.82	299	0.940	bicubic	-46.570	-40.057	+34
122	regnetz_d32	36.442	63.558	57.372	42.628	27.58	320	0.950	bicubic	-47.580	-39.494	-11
123	cait_xs24_384	36.420	63.580	56.940	43.060	26.67	384	1.000	bicubic	-47.642	-39.950	-17
124	efficientnet_b3	36.419	63.581	56.845	43.155	12.23	320	1.000	bicubic	-45.821	-39.269	+76
125	volo_d2_384	36.414	63.586	56.315	43.685	58.87	384	1.000	bicubic	-49.626	-41.257	-94
126	deit_base_distilled_patch16_224	36.399	63.601	56.619	43.381	87.34	224	0.900	bicubic	-46.993	-39.867	+14
127	resnetv2_101x3_bitm	36.385	63.615	59.064	40.936	387.93	448	1.000	bilinear	-48.057	-38.318	-42
128	resnetrs270	36.324	63.676	56.568	43.432	129.86	352	1.000	bicubic	-48.112	-40.402	-41
129	tresnet_m	36.283	63.717	55.790	44.210	31.39	224	0.875	bilinear	-46.787	-40.330	+29
130	mixer_b16_224_miil	36.261	63.739	55.963	44.037	59.88	224	0.875	bilinear	-46.047	-39.755	+65
131	tf_efficientnet_b2_ns	36.187	63.813	57.549	42.451	9.11	260	0.890	bicubic	-46.193	-38.699	+58
132	resnet152	36.084	63.916	55.544	44.456	60.19	224	0.950	bicubic	-46.736	-40.586	+35
133	regnetz_040	36.053	63.947	55.751	44.249	27.12	320	1.000	bicubic	-48.181	-41.181	-34
134	ecaresnet101d	36.014	63.986	56.157	43.843	44.57	224	0.875	bicubic	-46.158	-39.889	+71
135	dm_nfnet_f2	36.008	63.992	55.458	44.542	193.78	352	0.920	bicubic	-49.054	-41.782	-71
136	resnest200e	35.933	64.067	55.847	44.153	70.20	320	0.909	bicubic	-47.895	-41.045	-13
137	swsl_resnet18	35.864	64.136	58.459	41.541	11.69	224	0.875	bilinear	-37.412	-33.277	+410
138	eca_nfnet_l1	35.819	64.181	55.951	44.049	41.41	320	1.000	bicubic	-48.193	-41.077	-25
139	xcit_small_24_p8_224	35.554	64.446	54.792	45.208	47.63	224	1.000	bicubic	-48.284	-41.844	-18
140	xcit_large_24_p16_224	35.524	64.476	54.762	45.238	189.10	224	1.000	bicubic	-47.370	-41.120	+23
141	xcit_small_12_p8_224	35.522	64.478	55.503	44.497	26.21	224	1.000	bicubic	-47.822	-40.977	+4
142	vit_small_patch16_384	35.473	64.527	57.541	42.459	22.20	384	1.000	bicubic	-48.331	-39.561	-16
143	xcit_medium_24_p8_224	35.450	64.550	54.827	45.173	84.32	224	1.000	bicubic	-48.286	-41.567	-14
144	resnest101e	35.375	64.625	55.786	44.214	48.28	256	0.875	bilinear	-47.515	-40.532	+20
145	convit_base	35.310	64.690	54.929	45.071	86.54	224	0.875	bicubic	-46.976	-41.009	+53
146	convnext_tiny_hnf	35.279	64.721	53.852	46.148	28.59	224	0.950	bicubic	-46.943	-42.014	+55
147	xcit_tiny_24_p8_224_dist	35.247	64.753	55.254	44.746	12.11	224	1.000	bicubic	-47.317	-40.916	+33
148	twins_svt_large	35.092	64.908	54.721	45.279	99.27	224	0.900	bicubic	-48.588	-41.873	-14
149	repvgg_b3	35.051	64.949	54.558	45.442	123.09	224	0.875	bilinear	-45.445	-40.706	+140
150	repvgg_b3g4	35.041	64.959	54.770	45.230	83.83	224	0.875	bilinear	-45.171	-40.336	+164
151	regnetz_d8	34.994	65.006	55.945	44.055	23.37	320	1.000	bicubic	-49.058	-41.049	-43
152	dm_nfnet_f1	34.984	65.016	54.116	45.884	132.63	320	0.910	bicubic	-49.640	-42.984	-72
153	xcit_tiny_24_p8_384_dist	34.923	65.077	55.151	44.849	12.11	384	1.000	bicubic	-48.819	-41.559	-25
154	regnetz_d8_evos	34.896	65.104	55.246	44.754	23.46	320	0.950	bicubic	-49.158	-41.750	-47
155	resnet101d	34.874	65.126	54.198	45.802	44.57	320	1.000	bicubic	-48.148	-42.250	+7
156	swin_s3_base_224	34.793	65.207	53.695	46.305	71.13	224	0.900	bicubic	-49.139	-42.965	-41
157	seresnext101_32x8d	34.791	65.209	53.450	46.550	93.57	288	1.000	bicubic	-49.413	-43.426	-57
158	resmlp_big_24_distilled_224	34.785	65.215	54.639	45.361	129.14	224	0.875	bicubic	-48.802	-42.009	-22
159	vit_large_patch32_384	34.673	65.326	55.729	44.271	306.63	384	1.000	bicubic	-46.833	-40.365	+78
160	resnet101	34.666	65.334	54.299	45.701	44.55	224	0.950	bicubic	-47.266	-41.471	+60
161	dm_nfnet_f0	34.620	65.380	54.664	45.336	71.49	256	0.900	bicubic	-48.766	-41.910	-20
162	ssl_resnext101_32x16d	34.609	65.391	55.931	44.069	194.03	224	0.875	bilinear	-47.245	-40.165	+61
163	resnetv2_101	34.587	65.413	53.143	46.857	44.54	224	0.950	bicubic	-47.455	-42.721	+50
164	repvgg_b2g4	34.579	65.421	54.776	45.224	61.76	224	0.875	bilinear	-44.791	-39.912	+195
165	resnetrs200	34.510	65.490	54.291	45.709	93.21	320	1.000	bicubic	-49.928	-42.789	-79
166	resnest50d_4s2x40d	34.359	65.641	54.731	45.269	30.42	224	0.875	bicubic	-46.751	-40.833	+93
167	resnetrs152	34.355	65.645	53.568	46.432	86.62	320	1.000	bicubic	-49.359	-43.178	-36
168	crossvit_18_dagger_408	34.253	65.747	53.090	46.910	44.61	408	1.000	bicubic	-49.941	-43.728	-67
169	xcit_medium_24_p16_224	34.239	65.761	53.167	46.833	84.40	224	1.000	bicubic	-48.399	-42.807	+4
170	tf_efficientnet_b1_ns	34.163	65.837	55.489	44.511	7.79	240	0.882	bicubic	-47.225	-40.247	+74
171	efficientnetv2_rw_t	34.153	65.847	53.129	46.871	13.65	288	1.000	bicubic	-48.191	-43.067	+21
172	twins_pcpvt_large	34.108	65.892	54.126	45.874	60.99	224	0.900	bicubic	-49.026	-42.478	-18
173	tf_efficientnet_b4	34.060	65.940	54.196	45.804	19.34	380	0.922	bicubic	-48.964	-42.104	-12
174	ssl_resnext101_32x8d	34.029	65.971	55.601	44.399	88.79	224	0.875	bilinear	-47.579	-40.441	+57
175	tf_efficientnet_b6	34.003	65.997	54.540	45.460	43.04	528	0.942	bicubic	-50.107	-42.348	-70
176	nfnet_l0	33.999	66.001	54.359	45.641	35.07	288	1.000	bicubic	-48.752	-42.159	-7
177	xcit_small_24_p16_224	33.998	66.002	53.288	46.712	47.67	224	1.000	bicubic	-48.582	-42.718	-1
178	efficientnet_b3_pruned	33.998	66.002	54.104	45.896	9.86	300	0.904	bicubic	-46.861	-41.140	+99
179	regnety_160	33.972	66.028	53.542	46.458	83.59	288	1.000	bicubic	-49.718	-43.234	-46
180	gc_efficientnetv2_rw_t	33.950	66.050	53.222	46.778	13.68	288	1.000	bicubic	-48.516	-43.074	+4
181	pit_s_distilled_224	33.935	66.065	53.267	46.733	24.04	224	0.900	bicubic	-48.059	-42.531	+34
182	convnext_tiny	33.836	66.164	53.654	46.346	28.59	224	0.875	bicubic	-48.228	-42.198	+27
183	resnext101_64x4d	33.825	66.175	52.174	47.826	83.46	288	1.000	bicubic	-49.315	-44.196	-31
184	xcit_small_12_p16_224	33.770	66.230	53.237	46.763	26.25	224	1.000	bicubic	-48.206	-42.581	+33
185	swin_s3_small_224	33.695	66.305	52.391	47.609	49.74	224	0.900	bicubic	-50.073	-44.061	-58
186	resnetv2_50x3_bitm	33.663	66.337	55.880	44.120	217.32	448	1.000	bilinear	-50.350	-41.244	-74
187	resnet51q	33.561	66.439	53.019	46.981	35.70	288	1.000	bilinear	-48.801	-43.161	+3
188	xcit_tiny_24_p16_384_dist	33.508	66.492	52.766	47.234	12.12	384	1.000	bicubic	-49.064	-43.522	-9
189	regnety_080	33.469	66.531	52.943	47.057	39.18	288	1.000	bicubic	-50.457	-43.945	-73
190	convmixer_1536_20	33.424	66.576	53.031	46.969	51.63	224	0.960	bicubic	-47.942	-42.583	+56
191	regnety_032	33.412	66.588	52.766	47.234	19.44	288	1.000	bicubic	-49.314	-43.658	-21
192	crossvit_18_240	33.400	66.600	52.241	47.759	43.27	240	0.875	bicubic	-48.998	-43.817	-5
193	gernet_l	33.357	66.643	51.911	48.089	31.08	256	0.875	bilinear	-47.987	-43.621	+54
194	crossvit_15_dagger_408	33.325	66.674	52.184	47.816	28.50	408	1.000	bicubic	-50.511	-44.600	-72
195	crossvit_18_dagger_240	33.282	66.718	52.202	47.798	44.27	240	0.875	bicubic	-49.238	-43.868	-13
196	tresnet_xl	33.259	66.741	52.292	47.708	78.44	224	0.875	bilinear	-48.799	-43.644	+15
197	jx_nest_base	33.212	66.788	51.813	48.187	67.72	224	0.875	bicubic	-50.344	-44.549	-60
198	resnest50d_1s4x24d	33.153	66.847	52.850	47.150	25.68	224	0.875	bicubic	-47.837	-42.474	+69
199	resnet61q	33.109	66.891	51.758	48.242	36.85	288	1.000	bicubic	-49.417	-44.376	-18
200	jx_nest_small	33.046	66.954	51.064	48.936	38.35	224	0.875	bicubic	-50.072	-45.266	-44
201	crossvit_base_240	33.037	66.963	51.380	48.620	105.03	240	0.875	bicubic	-49.179	-44.454	+1
202	twins_pcpvt_base	33.027	66.973	52.489	47.511	43.83	224	0.900	bicubic	-49.681	-43.861	-31
203	xcit_tiny_24_p16_224_dist	32.989	67.011	52.056	47.944	12.12	224	1.000	bicubic	-47.457	-43.160	+92
204	rexnet_200	32.986	67.014	52.935	47.065	16.37	224	0.875	bicubic	-48.644	-42.733	+26
205	resnest50d	32.980	67.020	52.713	47.287	27.48	224	0.875	bilinear	-48.002	-42.667	+63
206	convit_small	32.915	67.085	52.119	47.881	27.78	224	0.875	bicubic	-48.505	-43.621	+34
207	crossvit_15_dagger_240	32.905	67.095	51.783	48.217	28.21	240	0.875	bicubic	-49.425	-44.175	-13
208	tf_efficientnetv2_s	32.903	67.097	51.724	48.276	21.46	384	1.000	bicubic	-50.983	-44.972	-91
209	vit_small_patch16_224	32.871	67.129	53.927	46.073	22.05	224	0.900	bicubic	-48.525	-42.205	+34
210	tf_efficientnet_b3	32.862	67.138	52.955	47.045	12.23	300	0.904	bicubic	-48.774	-42.764	+19
211	pnasnet5large	32.850	67.150	50.500	49.500	86.06	331	0.911	bicubic	-49.940	-45.540	-43
212	twins_svt_base	32.832	67.168	51.567	48.433	56.07	224	0.900	bicubic	-50.306	-44.853	-59
213	regnetz_c16	32.826	67.174	53.748	46.252	13.46	320	0.940	bicubic	-49.690	-42.612	-31
214	regnetv_064	32.826	67.174	52.856	47.144	30.58	288	1.000	bicubic	-50.888	-43.758	-81
215	nasnetalarge	32.773	67.227	50.141	49.859	88.75	331	0.911	bicubic	-49.853	-45.906	-40
216	gernet_m	32.756	67.244	51.919	48.081	21.14	224	0.875	bilinear	-47.988	-43.265	+64
217	inception_resnet_v2	32.738	67.262	50.650	49.350	55.84	299	0.897	bicubic	-47.722	-44.659	+76
218	gluon_resnet152_v1d	32.734	67.266	51.084	48.916	60.21	224	0.875	bicubic	-47.742	-44.120	+73
219	pit_b_224	32.724	67.276	49.854	50.146	73.76	224	0.900	bicubic	-49.722	-45.856	-33
220	tf_efficientnet_b2_ap	32.685	67.315	52.237	47.763	9.11	260	0.890	bicubic	-47.617	-42.979	+86
221	fbnetv3_g	32.630	67.370	52.894	47.106	16.62	288	0.950	bilinear	-49.416	-43.170	-9
222	tresnet_l	32.561	67.439	51.135	48.865	55.99	224	0.875	bilinear	-48.931	-44.489	+16
223	cait_xxs36_384	32.541	67.459	52.233	47.767	17.37	384	1.000	bicubic	-49.653	-43.911	-20
224	regnetz_c16_evos	32.532	67.468	52.919	47.081	13.49	320	0.950	bicubic	-50.100	-43.557	-50
225	wide_resnet50_2	32.435	67.565	51.455	48.545	68.88	224	0.875	bicubic	-49.017	-44.075	+14
226	gmlp_s16_224	32.418	67.582	51.817	48.183	19.42	224	0.875	bicubic	-47.222	-42.807	+122
227	ens_adv_inception_resnet_v2	32.376	67.624	50.419	49.581	55.84	299	0.897	bicubic	-47.602	-44.519	+100
228	deit_base_patch16_224	32.361	67.639	50.997	49.003	86.57	224	0.900	bicubic	-49.635	-44.735	-14
229	swin_small_patch4_window7_224	32.347	67.653	50.913	49.087	49.61	224	0.900	bicubic	-50.869	-45.411	-81
230	gluon_resnet152_v1s	32.339	67.661	50.533	49.467	60.32	224	0.875	bicubic	-48.677	-44.879	+36
231	deit_small_distilled_patch16_224	32.282	67.718	52.111	47.889	22.44	224	0.900	bicubic	-48.926	-43.262	+22
232	xcit_tiny_24_p8_224	32.266	67.734	51.897	48.103	12.11	224	1.000	bicubic	-49.626	-44.079	-11
233	gluon_seresnext101_64x4d	32.194	67.806	50.307	49.693	88.23	224	0.875	bicubic	-48.684	-44.991	+42
234	coat_lite_small	32.125	67.875	49.934	50.066	19.84	224	0.900	bicubic	-50.179	-45.914	-38
235	gluon_seresnext101_32x4d	32.107	67.893	51.233	48.767	48.96	224	0.875	bicubic	-48.799	-44.061	+39
236	deit_base_patch16_384	31.985	68.015	50.549	49.451	86.86	384	1.000	bicubic	-51.121	-45.819	-79
237	seresnext50_32x4d	31.970	68.030	51.225	48.775	27.56	224	0.875	bicubic	-49.288	-44.405	+14
238	xcit_tiny_12_p8_224_dist	31.944	68.056	51.406	48.594	6.71	224	1.000	bicubic	-49.264	-44.194	+16
239	levit_384	31.873	68.127	50.598	49.402	39.13	224	0.900	bicubic	-50.715	-45.424	-63
240	resnetrs101	31.856	68.144	51.017	48.983	63.62	288	0.940	bicubic	-50.432	-44.993	-43
241	cspresnext50	31.814	68.186	51.618	48.382	20.57	224	0.875	bilinear	-48.236	-43.328	+84
242	poolformer_m48	31.702	68.298	49.885	50.115	73.47	224	0.950	bicubic	-50.760	-46.073	-57
243	tnt_s_patch16_224	31.634	68.366	51.147	48.853	23.76	224	0.900	bicubic	-49.886	-44.597	-8
244	eca_nfnet_l0	31.610	68.390	51.610	48.390	24.14	288	1.000	bicubic	-50.966	-44.880	-66
245	resnetv2_50x1_bit_distilled	31.582	68.418	51.272	48.728	25.55	224	0.875	bicubic	-51.240	-45.256	-79
246	xception41p	31.516	68.484	50.370	49.630	26.91	299	0.940	bicubic	-50.444	-45.424	-27
247	regnety_064	31.474	68.526	50.528	49.472	30.58	288	1.000	bicubic	-52.246	-46.194	-117
248	poolformer_m36	31.449	68.551	50.032	49.968	56.17	224	0.950	bicubic	-50.663	-45.658	-41
249	ssl_resnext101_32x4d	31.423	68.577	52.127	47.873	44.18	224	0.875	bilinear	-49.501	-43.599	+24
250	inception_v4	31.378	68.622	49.246	50.754	42.68	299	0.875	bicubic	-48.784	-45.720	+68
251	rexnet_150	31.370	68.630	51.286	48.714	9.73	224	0.875	bicubic	-48.940	-43.880	+54
252	crossvit_15_240	31.339	68.661	50.170	49.830	27.53	240	0.875	bicubic	-50.203	-45.520	-19
253	pit_s_224	31.335	68.665	49.665	50.335	23.46	224	0.900	bicubic	-49.765	-45.665	+8
254	crossvit_small_240	31.278	68.722	50.196	49.804	26.86	240	0.875	bicubic	-49.740	-45.261	+11
255	cspresnet50	31.268	68.732	51.221	48.779	21.62	256	0.887	bilinear	-48.314	-43.483	+95
256	cait_xxs36_224	31.266	68.734	50.614	49.386	17.30	224	1.000	bicubic	-48.482	-44.252	+84
257	convmixer_768_32	31.250	68.750	50.950	49.050	21.11	224	0.960	bicubic	-48.914	-44.122	+60
258	swin_s3_tiny_224	31.241	68.760	49.714	50.286	28.33	224	0.900	bicubic	-50.886	-46.236	-52
259	regnetv_040	31.217	68.783	50.113	49.887	20.64	288	1.000	bicubic	-51.983	-46.549	-110
260	coat_mini	31.207	68.793	49.775	50.225	10.34	224	0.900	bicubic	-50.059	-45.619	-10
261	xcit_tiny_12_p8_384_dist	31.186	68.814	50.528	49.472	6.71	384	1.000	bicubic	-51.209	-45.692	-73
262	ecaresnetlight	31.125	68.875	50.243	49.757	30.16	224	0.875	bicubic	-49.327	-45.007	+32
263	gluon_resnet101_v1s	31.113	68.887	49.793	50.207	44.67	224	0.875	bicubic	-49.185	-45.371	+45
264	tf_efficientnet_cc_b0_8e	31.087	68.913	50.761	49.239	24.01	224	0.875	bicubic	-46.819	-42.895	+176
265	resmlp_36_distilled_224	31.072	68.928	49.688	50.312	44.69	224	0.875	bicubic	-50.082	-45.800	-8
266	ecaresnet50d	31.060	68.940	50.854	49.146	25.58	224	0.875	bicubic	-49.540	-44.466	+20
267	ecaresnet50t	31.060	68.940	50.573	49.427	25.57	320	0.950	bicubic	-51.288	-45.565	-76
268	resnet50d	31.020	68.980	49.806	50.194	25.58	224	0.875	bicubic	-49.502	-45.356	+20
269	cspdarknet53	31.018	68.981	50.396	49.604	27.64	256	0.887	bilinear	-49.043	-44.688	+54
270	gcresnet50t	31.009	68.991	50.121	49.879	25.90	256	0.900	bicubic	-49.933	-45.333	+2
271	gluon_resnet152_v1c	30.997	69.003	48.924	51.076	60.21	224	0.875	bicubic	-48.911	-45.924	+59
272	gluon_resnext101_64x4d	30.995	69.005	48.555	51.445	83.46	224	0.875	bicubic	-49.609	-46.437	+13
273	twins_svt_small	30.975	69.025	49.223	50.777	24.06	224	0.900	bicubic	-50.705	-46.447	-46
274	resnext50_32x4d	30.930	69.070	49.258	50.742	25.03	224	0.950	bicubic	-50.178	-46.068	-14
275	resmlp_24_distilled_224	30.903	69.097	50.176	49.824	30.02	224	0.875	bicubic	-49.861	-45.048	+4
276	ecaresnet101d_pruned	30.897	69.103	50.013	49.987	24.88	224	0.875	bicubic	-49.917	-45.617	+1
277	tf_efficientnet_cc_b1_8e	30.897	69.103	50.078	49.922	39.72	240	0.882	bicubic	-48.409	-44.294	+87
278	gluon_resnext101_32x4d	30.875	69.125	48.545	51.455	44.18	224	0.875	bicubic	-49.469	-46.381	+23
279	tf_efficientnetv2_b3	30.861	69.139	49.814	50.186	14.36	300	0.904	bicubic	-51.105	-45.966	-61
280	tf_efficientnet_lite4	30.830	69.170	50.390	49.610	13.01	380	0.920	bilinear	-50.706	-45.278	-46
281	nf_resnet50	30.708	69.292	49.958	50.042	25.56	288	0.940	bicubic	-49.946	-45.376	+2
282	dpn107	30.678	69.322	48.808	51.192	86.92	224	0.875	bicubic	-49.493	-46.098	+34
283	xcit_tiny_24_p16_224	30.677	69.323	50.408	49.592	12.12	224	1.000	bicubic	-48.767	-44.476	+74
284	poolformer_s36	30.669	69.331	49.435	50.565	30.86	224	0.900	bicubic	-50.749	-46.015	-42
285	ese_vovnet39b	30.665	69.335	49.877	50.123	24.57	224	0.875	bicubic	-48.647	-44.837	+77
286	tresnet_xl_448	30.616	69.384	49.072	50.928	78.44	448	0.875	bilinear	-52.438	-47.100	-127
287	gluon_resnet152_v1b	30.610	69.390	48.519	51.481	60.19	224	0.875	bicubic	-49.070	-46.219	+58
288	haloregnetz_b	30.604	69.396	49.005	50.995	11.68	224	0.940	bicubic	-50.446	-46.191	-25
289	ssl_resnext50_32x4d	30.596	69.404	50.661	49.339	25.03	224	0.875	bilinear	-49.720	-44.749	+14
290	dpn68b	30.525	69.475	49.164	50.836	12.61	224	0.875	bicubic	-48.695	-45.254	+84
291	gluon_resnet101_v1d	30.521	69.479	47.951	52.049	44.57	224	0.875	bicubic	-49.899	-47.123	+6
292	resnest26d	30.484	69.516	50.671	49.329	17.07	224	0.875	bilinear	-47.992	-43.621	+116
293	efficientnet_b2	30.437	69.563	49.688	50.312	9.11	288	1.000	bicubic	-50.177	-45.628	-9
294	tf_efficientnet_b1_ap	30.419	69.581	49.549	50.451	7.79	240	0.882	bicubic	-48.861	-44.755	+75
295	xcit_tiny_12_p16_384_dist	30.403	69.597	50.123	49.877	6.72	384	1.000	bicubic	-50.541	-45.289	-24
296	twins_pcpvt_small	30.384	69.616	49.392	50.608	24.11	224	0.900	bicubic	-50.706	-46.248	-34
297	resnetv2_50	30.378	69.622	48.834	51.166	25.55	224	0.950	bicubic	-50.042	-46.182	-1
298	visformer_small	30.331	69.669	48.291	51.709	40.22	224	0.900	bicubic	-51.775	-47.583	-90
299	pit_xs_distilled_224	30.280	69.720	49.836	50.164	11.00	224	0.900	bicubic	-49.026	-44.528	+64
300	regnety_040	30.254	69.746	48.918	51.082	20.65	288	1.000	bicubic	-52.782	-47.588	-140
301	convmixer_1024_20_ks9_p14	30.097	69.903	49.934	50.066	24.38	224	0.960	bicubic	-46.845	-43.422	+178
302	seresnet50	30.073	69.927	49.282	50.718	28.09	224	0.875	bicubic	-50.191	-45.790	+7
303	dpn98	30.064	69.936	48.244	51.756	61.57	224	0.875	bicubic	-49.582	-46.352	+44
304	tf_efficientnet_b2	30.026	69.974	49.582	50.418	9.11	260	0.890	bicubic	-50.054	-45.326	+18
305	efficientnet_el	30.024	69.976	48.834	51.166	10.59	300	0.904	bicubic	-51.286	-46.696	-57
306	dpn131	30.018	69.982	48.126	51.874	79.25	224	0.875	bicubic	-49.806	-46.582	+31
307	legacy_senet154	30.005	69.996	48.040	51.960	115.09	224	0.875	bilinear	-51.306	-47.456	-58
308	xcit_tiny_12_p16_224_dist	29.997	70.003	49.649	50.351	6.72	224	1.000	bicubic	-48.579	-44.547	+94
309	halo2botnet50ts_256	29.981	70.019	48.376	51.624	22.64	256	0.950	bicubic	-52.079	-47.266	-99
310	dpn92	29.953	70.047	49.174	50.826	37.67	224	0.875	bicubic	-50.063	-45.650	+16
311	resnetv2_101x1_bitm	29.895	70.106	51.125	48.875	44.54	448	1.000	bilinear	-52.441	-45.391	-118
312	gluon_senet154	29.879	70.121	47.892	52.108	115.09	224	0.875	bicubic	-51.353	-47.456	-60
313	xception	29.857	70.143	48.676	51.324	22.86	299	0.897	bicubic	-49.193	-45.715	+72
314	adv_inception_v3	29.816	70.184	47.843	52.157	23.83	299	0.875	bicubic	-47.766	-45.893	+141
315	gluon_xception65	29.779	70.222	47.757	52.243	39.92	299	0.903	bicubic	-49.937	-47.103	+26
316	fbnetv3_d	29.743	70.257	49.476	50.524	10.31	256	0.950	bilinear	-49.939	-45.472	+28
317	lamhalobotnet50ts_256	29.741	70.259	48.339	51.661	22.57	256	0.950	bicubic	-51.805	-47.163	-85
318	resmlp_36_224	29.694	70.306	48.971	51.029	44.69	224	0.875	bicubic	-50.074	-45.915	+21
319	resnet50	29.639	70.361	46.743	53.257	25.56	224	0.950	bicubic	-50.737	-48.383	-21
320	resnetblur50	29.611	70.388	48.252	51.748	25.56	224	0.875	bicubic	-49.693	-46.382	+45
321	resnetv2_50d_gn	29.610	70.391	47.790	52.210	25.57	288	0.950	bicubic	-52.209	-48.132	-96
322	jx_nest_tiny	29.545	70.455	46.990	53.010	17.06	224	0.875	bicubic	-51.875	-48.627	-81
323	resnet50_gn	29.537	70.463	48.303	51.697	25.56	224	0.940	bicubic	-50.517	-46.645	+1
324	efficientnet_em	29.478	70.522	48.938	51.062	6.90	240	0.882	bicubic	-49.772	-45.856	+48
325	resnext101_32x8d	29.439	70.561	48.488	51.512	88.79	224	0.875	bilinear	-49.877	-46.030	+36
326	coat_lite_mini	29.431	70.569	47.727	52.273	11.01	224	0.900	bicubic	-49.665	-46.877	+55
327	gcresnext50ts	29.427	70.573	47.900	52.100	15.67	256	0.900	bicubic	-51.151	-47.270	-40
328	sebotnet33ts_256	29.425	70.575	47.156	52.844	13.70	256	0.940	bicubic	-51.731	-48.014	-72
329	deit_small_patch16_224	29.423	70.577	48.240	51.760	22.05	224	0.900	bicubic	-50.437	-46.806	+4
330	ssl_resnet50	29.415	70.585	49.803	50.197	25.56	224	0.875	bilinear	-49.811	-45.033	+43
331	cait_xxs24_384	29.391	70.609	48.757	51.243	12.03	384	1.000	bicubic	-51.575	-46.889	-62
332	nf_regnet_b1	29.391	70.609	49.427	50.573	10.22	288	0.900	bicubic	-49.897	-45.321	+36
333	resnet34d	29.332	70.668	48.415	51.585	21.82	224	0.875	bicubic	-47.782	-44.965	+139
334	swin_tiny_patch4_window7_224	29.331	70.669	47.608	52.392	28.29	224	0.900	bicubic	-52.043	-47.936	-89
335	cait_xxs24_224	29.303	70.697	48.527	51.473	11.96	224	1.000	bicubic	-49.081	-45.783	+81
336	ecaresnet50d_pruned	29.216	70.784	48.439	51.561	19.94	224	0.875	bicubic	-50.492	-46.441	+6
337	poolformer_s24	29.163	70.837	48.063	51.937	21.39	224	0.900	bicubic	-51.150	-46.983	-33
338	tresnet_l_448	29.162	70.838	47.222	52.778	55.99	448	0.875	bilinear	-53.106	-48.760	-139
339	gluon_inception_v3	29.124	70.876	46.957	53.043	23.83	299	0.875	bicubic	-49.680	-47.413	+55
340	eca_resnet33ts	29.099	70.901	48.791	51.209	19.68	256	0.900	bicubic	-50.981	-46.179	-20
341	lambda_resnet50ts	29.093	70.907	46.977	53.023	21.54	256	0.950	bicubic	-52.053	-48.125	-83
342	xception71	29.036	70.964	47.405	52.595	42.34	299	0.903	bicubic	-50.840	-47.517	-10
343	hrnet_w64	28.989	71.011	47.138	52.862	128.06	224	0.875	bilinear	-50.483	-47.514	+11
344	xcit_tiny_12_p8_224	28.959	71.041	47.517	52.483	6.71	224	1.000	bicubic	-50.731	-47.537	-1
345	regnetz_b16	28.943	71.057	47.248	52.752	9.72	288	0.940	bicubic	-51.771	-48.230	-63
346	tf_efficientnet_b0_ns	28.900	71.100	49.003	50.997	5.29	224	0.875	bicubic	-49.758	-45.375	+54
347	tf_efficientnet_b1	28.886	71.114	47.503	52.497	7.79	240	0.882	bicubic	-49.942	-46.695	+46
348	gluon_resnet101_v1b	28.877	71.123	46.379	53.621	44.55	224	0.875	bicubic	-50.425	-48.141	+18
349	vit_small_patch32_384	28.877	71.123	48.889	51.111	22.92	384	1.000	bicubic	-51.607	-46.711	-59
350	resnetv2_50d_evos	28.869	71.131	46.672	53.328	25.59	288	0.950	bicubic	-53.111	-49.238	-134
351	skresnext50_32x4d	28.823	71.177	46.493	53.507	27.48	224	0.875	bicubic	-51.329	-48.151	-32
352	sehalonet33ts	28.776	71.224	46.580	53.420	13.69	256	0.940	bicubic	-52.188	-48.692	-82
353	levit_256	28.747	71.253	46.717	53.283	18.89	224	0.900	bicubic	-52.759	-48.775	-117
354	tf_efficientnet_lite3	28.662	71.338	47.348	52.652	8.20	300	0.904	bilinear	-51.158	-47.564	-16
355	skresnet34	28.654	71.346	47.947	52.053	22.28	224	0.875	bicubic	-48.249	-45.372	+127
356	gluon_seresnext50_32x4d	28.651	71.349	46.440	53.560	27.56	224	0.875	bicubic	-51.263	-48.392	-27
357	hrnet_w40	28.639	71.361	47.458	52.542	57.56	224	0.875	bilinear	-50.277	-47.016	+33
358	halonet50ts	28.578	71.422	46.179	53.821	22.73	256	0.940	bicubic	-53.082	-49.433	-130
359	tf_efficientnetv2_b0	28.574	71.426	47.077	52.923	7.14	224	0.875	bicubic	-49.786	-46.943	+59
360	tv_resnet152	28.531	71.469	47.114	52.886	60.19	224	0.875	bilinear	-49.785	-46.920	+59
361	xcit_tiny_12_p16_224	28.523	71.477	47.405	52.595	6.72	224	1.000	bicubic	-48.603	-46.311	+110
362	repvgg_b2	28.430	71.570	47.040	52.960	89.02	224	0.875	bilinear	-50.362	-47.378	+34
363	hrnet_w48	28.413	71.587	47.576	52.424	77.47	224	0.875	bilinear	-50.889	-46.936	+4
364	gluon_resnext50_32x4d	28.383	71.617	45.316	54.684	25.03	224	0.875	bicubic	-50.981	-49.110	-4
365	efficientnet_b2_pruned	28.360	71.640	47.051	52.949	8.31	260	0.890	bicubic	-51.556	-47.803	-37
366	tf_efficientnet_b0_ap	28.352	71.648	47.531	52.469	5.29	224	0.875	bicubic	-48.742	-45.725	+108
367	seresnet33ts	28.346	71.654	47.751	52.249	19.78	256	0.900	bicubic	-52.004	-47.355	-67
368	dla102x2	28.317	71.683	46.763	53.237	41.28	224	0.875	bilinear	-51.129	-47.869	-12
369	dla169	28.317	71.683	47.389	52.611	53.39	224	0.875	bilinear	-50.375	-46.951	+30
370	tf_efficientnet_cc_b0_4e	28.313	71.687	47.368	52.632	13.31	224	0.875	bicubic	-48.989	-45.966	+95
371	mixnet_xl	28.289	71.711	46.698	53.302	11.90	224	0.875	bicubic	-52.185	-48.236	-79
372	gluon_resnet50_v1d	28.248	71.752	45.876	54.124	25.58	224	0.875	bicubic	-50.828	-48.596	+10
373	wide_resnet101_2	28.106	71.894	46.409	53.591	126.89	224	0.875	bilinear	-50.748	-47.881	+19
374	gluon_resnet101_v1c	28.104	71.896	45.961	54.039	44.57	224	0.875	bicubic	-51.430	-48.619	-23
375	regnetx_320	28.087	71.913	45.126	54.874	107.81	224	0.875	bicubic	-52.153	-49.896	-63
376	densenet161	28.085	71.915	46.641	53.359	28.68	224	0.875	bicubic	-49.269	-46.995	+88
377	regnety_320	28.061	71.939	45.452	54.548	145.05	224	0.875	bicubic	-52.749	-49.792	-99
378	gernet_s	28.034	71.966	46.735	53.265	8.17	224	0.875	bilinear	-48.874	-46.397	+103
379	levit_192	28.032	71.968	45.882	54.118	10.95	224	0.900	bicubic	-51.800	-48.904	-43
380	efficientnet_el_pruned	28.018	71.982	46.790	53.210	10.59	300	0.904	bicubic	-52.284	-48.238	-73
381	xception41	27.886	72.114	45.886	54.114	26.97	299	0.903	bicubic	-50.624	-48.392	+24
382	regnetx_160	27.823	72.177	45.625	54.375	54.28	224	0.875	bicubic	-52.027	-49.205	-48
383	tf_inception_v3	27.778	72.222	45.717	54.283	23.83	299	0.875	bicubic	-50.078	-47.923	+61
384	res2net101_26w_4s	27.772	72.228	45.167	54.833	45.21	224	0.875	bilinear	-51.424	-49.269	-7
385	tf_efficientnetv2_b1	27.756	72.243	46.578	53.422	8.14	240	0.882	bicubic	-51.707	-48.146	-30
386	vit_base_patch16_224_sam	27.713	72.287	45.108	54.892	86.57	224	0.900	bicubic	-52.529	-49.646	-75
387	fbnetv3_b	27.670	72.330	46.983	53.017	8.60	256	0.950	bilinear	-51.478	-47.763	-9
388	repvgg_b1	27.652	72.348	46.521	53.479	57.42	224	0.875	bilinear	-50.716	-47.575	+29
389	hrnet_w44	27.617	72.383	45.837	54.163	67.06	224	0.875	bilinear	-51.283	-48.537	+2
390	gcresnet33ts	27.587	72.412	46.197	53.803	19.88	256	0.900	bicubic	-52.492	-48.803	-69
391	inception_v3	27.556	72.444	45.271	54.729	23.83	299	0.875	bicubic	-49.882	-48.203	+70
392	resmlp_24_224	27.523	72.477	45.700	54.300	30.02	224	0.875	bicubic	-51.859	-48.847	-34
393	pit_xs_224	27.493	72.507	45.906	54.094	10.62	224	0.900	bicubic	-50.693	-48.258	+33
394	regnetx_080	27.393	72.607	45.006	54.994	39.57	224	0.875	bicubic	-51.809	-49.548	-18
395	hrnet_w30	27.387	72.613	46.542	53.458	37.71	224	0.875	bilinear	-50.811	-47.682	+30
396	hrnet_w32	27.363	72.636	45.982	54.018	41.23	224	0.875	bilinear	-51.084	-48.212	+14
397	gluon_resnet50_v1s	27.322	72.678	45.226	54.774	25.68	224	0.875	bicubic	-51.390	-49.014	+1
398	res2net50_26w_8s	27.312	72.688	44.835	55.165	48.40	224	0.875	bilinear	-51.668	-49.459	-11
399	densenet201	27.265	72.735	46.218	53.782	20.01	224	0.875	bicubic	-50.025	-47.260	+68
400	densenetblur121d	27.232	72.768	46.293	53.707	8.00	224	0.875	bicubic	-49.352	-46.899	+92
401	efficientnet_b1_pruned	27.181	72.819	45.864	54.136	6.33	240	0.882	bicubic	-51.059	-47.970	+23
402	tf_efficientnetv2_b2	27.161	72.839	44.572	55.428	10.10	260	0.890	bicubic	-53.045	-50.471	-87
403	resnet33ts	27.128	72.872	45.330	54.670	19.68	256	0.900	bicubic	-52.082	-49.242	-28
404	rexnet_130	27.102	72.898	45.933	54.067	7.56	224	0.875	bicubic	-52.398	-48.751	-52
405	resnetrs50	27.100	72.900	45.025	54.975	35.69	224	0.910	bicubic	-52.786	-49.941	-74
406	dla102x	27.057	72.943	45.479	54.521	26.31	224	0.875	bilinear	-51.459	-48.747	-2
407	resnet32ts	27.047	72.953	45.271	54.729	17.96	256	0.900	bicubic	-51.965	-49.087	-21
408	gmixer_24_224	27.033	72.967	44.369	55.631	24.72	224	0.875	bicubic	-51.003	-49.301	+24
409	tv_resnet101	26.959	73.041	45.226	54.774	44.55	224	0.875	bilinear	-50.419	-48.316	+54
410	regnetx_120	26.870	73.130	44.676	55.324	46.11	224	0.875	bicubic	-52.722	-50.058	-61
411	resnext50d_32x4d	26.864	73.136	44.448	55.552	25.05	224	0.875	bicubic	-52.806	-50.416	-65
412	rexnet_100	26.837	73.163	45.365	54.635	4.80	224	0.875	bicubic	-51.021	-48.505	+31
413	densenet169	26.829	73.171	45.379	54.621	14.15	224	0.875	bicubic	-49.069	-47.651	+92
414	legacy_seresnext101_32x4d	26.817	73.183	43.502	56.498	48.96	224	0.875	bilinear	-53.407	-51.508	-101
415	tinynet_a	26.805	73.195	45.104	54.896	6.19	192	0.875	bicubic	-50.845	-48.432	+35
416	regnetx_064	26.790	73.210	44.921	55.079	26.21	224	0.875	bicubic	-52.276	-49.537	-32
417	regnety_120	26.786	73.214	44.442	55.558	51.82	224	0.875	bicubic	-53.590	-50.174	-118
418	regnetx_032	26.705	73.295	45.238	54.762	15.30	224	0.875	bicubic	-51.467	-48.850	+9
419	densenet121	26.674	73.326	45.890	54.110	7.98	224	0.875	bicubic	-48.910	-46.762	+90
420	legacy_seresnet152	26.670	73.330	43.949	56.051	66.82	224	0.875	bilinear	-51.982	-50.421	-19
421	efficientnet_es	26.609	73.391	45.114	54.886	5.44	224	0.875	bicubic	-51.447	-48.822	+10
422	res2net50_26w_6s	26.593	73.407	43.996	56.004	37.05	224	0.875	bilinear	-51.973	-50.138	-19
423	repvgg_b1g4	26.579	73.421	45.088	54.912	39.97	224	0.875	bilinear	-51.007	-48.742	+31
424	dla60x	26.558	73.442	45.025	54.975	17.35	224	0.875	bilinear	-51.686	-48.993	-1
425	coat_lite_tiny	26.507	73.493	44.644	55.356	5.72	224	0.900	bicubic	-51.007	-49.272	+33
426	tf_efficientnet_b0	26.487	73.513	45.650	54.350	5.29	224	0.875	bicubic	-50.357	-47.578	+56
427	mobilenetv3_large_100_miil	26.487	73.513	44.479	55.521	5.48	224	0.875	bilinear	-51.429	-48.427	+13
428	res2net50_14w_8s	26.475	73.525	44.375	55.625	25.06	224	0.875	bilinear	-51.669	-49.473	0
429	gluon_resnet50_v1b	26.436	73.564	44.039	55.961	25.56	224	0.875	bicubic	-51.144	-49.683	+27
430	tf_efficientnet_el	26.353	73.647	44.178	55.822	10.59	300	0.904	bicubic	-53.897	-50.944	-120
431	lambda_resnet26t	26.338	73.662	44.414	55.586	10.96	256	0.940	bicubic	-52.760	-50.174	-51
432	levit_128	26.328	73.672	44.120	55.880	9.21	224	0.900	bicubic	-52.164	-49.886	-26
433	resmlp_big_24_224	26.316	73.684	43.557	56.443	129.14	224	0.875	bicubic	-54.716	-51.462	-169
434	resmlp_12_distilled_224	26.314	73.686	44.870	55.130	15.35	224	0.875	bicubic	-51.628	-48.688	+4
435	regnetx_040	26.235	73.764	44.440	55.560	22.12	224	0.875	bicubic	-52.246	-49.804	-28
436	crossvit_9_dagger_240	26.175	73.825	44.540	55.460	8.78	240	0.875	bicubic	-50.807	-49.070	+41
437	vit_small_patch32_224	26.163	73.837	45.112	54.888	22.88	224	0.900	bicubic	-49.823	-48.158	+65
438	dpn68	26.133	73.867	44.230	55.770	12.61	224	0.875	bicubic	-50.173	-48.744	+61
439	efficientnet_b1	26.057	73.943	44.078	55.922	7.79	256	1.000	bicubic	-52.739	-50.264	-44
440	lambda_resnet26rpt_256	26.015	73.985	44.184	55.816	10.99	256	0.940	bicubic	-52.953	-50.244	-51
441	hrnet_w18	25.982	74.018	44.811	55.189	21.30	224	0.875	bilinear	-50.772	-48.629	+45
442	hardcorenas_f	25.951	74.049	44.222	55.778	8.20	224	0.875	bilinear	-52.147	-49.580	-12
443	resnet34	25.890	74.110	43.986	56.014	21.80	224	0.875	bilinear	-49.224	-48.298	+78
444	res2net50_26w_4s	25.862	74.138	43.155	56.845	25.70	224	0.875	bilinear	-52.098	-50.697	-7
445	tresnet_m_448	25.860	74.140	42.874	57.126	31.39	448	0.875	bilinear	-55.844	-52.698	-219
446	resnet26t	25.858	74.142	43.951	56.049	16.01	256	0.940	bicubic	-52.004	-49.893	-5
447	coat_tiny	25.850	74.150	43.276	56.724	5.50	224	0.900	bicubic	-52.580	-50.764	-34
448	hardcorenas_c	25.821	74.179	44.766	55.234	5.52	224	0.875	bilinear	-51.229	-48.392	+27
449	gluon_resnet50_v1c	25.782	74.218	43.023	56.977	25.58	224	0.875	bicubic	-52.230	-50.967	-15
450	halonet26t	25.772	74.228	43.224	56.776	12.48	256	0.950	bicubic	-53.344	-51.087	-71
451	selecsls60	25.730	74.269	44.066	55.934	30.67	224	0.875	bicubic	-52.245	-49.679	-15
452	hardcorenas_e	25.666	74.334	43.410	56.590	8.07	224	0.875	bilinear	-52.128	-50.286	-4
453	dla60_res2net	25.654	74.346	43.595	56.405	20.85	224	0.875	bilinear	-52.808	-50.611	-44
454	dla60_res2next	25.636	74.364	43.666	56.334	17.03	224	0.875	bilinear	-52.804	-50.484	-43
455	poolformer_s12	25.634	74.366	44.137	55.863	11.92	224	0.900	bicubic	-51.602	-49.367	+14
456	ecaresnet26t	25.534	74.466	43.666	56.334	16.01	320	0.950	bicubic	-54.314	-51.420	-121
457	resmlp_12_224	25.520	74.480	44.340	55.660	15.35	224	0.875	bicubic	-51.136	-48.840	+31
458	mixnet_l	25.514	74.486	43.461	56.539	7.33	224	0.875	bicubic	-53.462	-50.717	-70
459	tf_efficientnet_lite1	25.506	74.493	43.579	56.421	5.42	240	0.882	bicubic	-51.133	-49.641	+30
460	eca_halonext26ts	25.467	74.533	43.196	56.804	10.76	256	0.940	bicubic	-54.023	-51.402	-107
461	bat_resnext26ts	25.465	74.535	43.204	56.796	10.73	256	0.900	bicubic	-52.785	-50.894	-39
462	tv_resnext50_32x4d	25.453	74.547	42.781	57.219	25.03	224	0.875	bilinear	-52.163	-50.919	-10
463	botnet26t_256	25.448	74.552	42.636	57.364	12.49	256	0.950	bicubic	-53.804	-51.892	-92
464	repvgg_a2	25.436	74.564	43.947	56.053	28.21	224	0.875	bilinear	-51.022	-49.063	+32
465	tf_mixnet_l	25.422	74.578	42.534	57.466	7.33	224	0.875	bicubic	-53.352	-51.462	-68
466	hardcorenas_b	25.402	74.598	44.188	55.812	5.18	224	0.875	bilinear	-51.134	-48.566	+27
467	res2next50	25.391	74.609	42.504	57.496	24.67	224	0.875	bilinear	-52.861	-51.382	-46
468	selecsls60b	25.337	74.662	43.563	56.437	32.77	224	0.875	bicubic	-53.075	-50.611	-54
469	legacy_seresnet101	25.332	74.668	42.823	57.177	49.33	224	0.875	bilinear	-53.056	-51.441	-54
470	dla102	25.316	74.684	43.825	56.175	33.27	224	0.875	bilinear	-52.714	-50.123	-37
471	resnetv2_50x1_bitm	25.314	74.686	45.356	54.644	25.55	448	1.000	bilinear	-55.028	-50.324	-169
472	hardcorenas_d	25.310	74.690	43.121	56.879	7.50	224	0.875	bilinear	-52.120	-50.361	-10
473	resnest14d	25.277	74.723	44.096	55.904	10.61	224	0.875	bilinear	-50.227	-48.424	+38
474	legacy_seresnext50_32x4d	25.210	74.790	41.938	58.062	27.56	224	0.875	bilinear	-53.858	-52.496	-91
475	mixer_b16_224	25.121	74.879	41.219	58.781	59.88	224	0.875	bicubic	-51.491	-51.009	+15
476	res2net50_48w_2s	25.033	74.967	42.198	57.802	25.29	224	0.875	bilinear	-52.487	-51.354	-19
477	efficientnet_b0	25.013	74.987	42.791	57.209	5.29	224	0.875	bicubic	-52.677	-50.739	-28
478	gluon_resnet34_v1b	24.937	75.063	42.239	57.761	21.80	224	0.875	bicubic	-49.651	-49.749	+54
479	mobilenetv2_120d	24.937	75.063	43.060	56.940	5.83	224	0.875	bicubic	-52.357	-50.436	-13
480	dla60	24.933	75.067	43.304	56.696	22.04	224	0.875	bilinear	-52.097	-50.016	-4
481	eca_botnext26ts_256	24.862	75.138	42.960	57.040	10.59	256	0.950	bicubic	-54.412	-51.656	-111
482	regnety_016	24.823	75.177	42.618	57.382	11.20	224	0.875	bicubic	-53.037	-51.104	-40
483	xcit_nano_12_p8_224_dist	24.805	75.195	43.072	56.928	3.05	224	1.000	bicubic	-51.515	-50.016	+14
484	seresnext26ts	24.689	75.311	43.108	56.892	10.39	256	0.900	bicubic	-53.163	-50.683	-39
485	eca_resnext26ts	24.662	75.338	42.846	57.154	10.30	256	0.900	bicubic	-52.792	-50.720	-25
486	tf_efficientnet_lite2	24.532	75.468	42.280	57.720	6.09	260	0.890	bicubic	-52.936	-51.476	-27
487	skresnet18	24.489	75.511	42.542	57.458	11.96	224	0.875	bicubic	-48.547	-48.626	+62
488	regnetx_016	24.477	75.523	42.506	57.494	9.19	224	0.875	bicubic	-52.473	-50.916	-10
489	pit_ti_distilled_224	24.404	75.596	42.732	57.268	5.10	224	0.900	bicubic	-50.128	-49.364	+44
490	tf_efficientnet_lite0	24.381	75.620	42.490	57.510	4.65	224	0.875	bicubic	-50.451	-49.684	+36
491	hardcorenas_a	24.361	75.639	43.284	56.716	5.26	224	0.875	bilinear	-51.559	-49.236	+13
492	tv_resnet50	24.082	75.918	41.312	58.688	25.56	224	0.875	bilinear	-52.052	-51.556	+8
493	levit_128s	24.060	75.940	41.003	58.997	7.78	224	0.900	bicubic	-52.460	-51.869	+2
494	legacy_seresnet34	24.027	75.973	41.903	58.097	21.96	224	0.875	bilinear	-50.781	-50.223	+33
495	xcit_nano_12_p16_384_dist	24.003	75.997	42.320	57.680	3.05	384	1.000	bicubic	-51.453	-50.370	+19
496	xcit_nano_12_p8_384_dist	23.960	76.040	41.938	58.062	3.05	384	1.000	bicubic	-53.858	-52.106	-49
497	gcresnext26ts	23.948	76.052	41.355	58.645	10.48	256	0.900	bicubic	-53.872	-52.475	-51
498	resnet18d	23.930	76.070	42.300	57.700	11.71	224	0.875	bicubic	-48.320	-48.388	+60
499	efficientnet_lite0	23.909	76.091	42.088	57.912	4.65	224	0.875	bicubic	-51.567	-50.424	+13
500	resnext26ts	23.866	76.134	41.105	58.895	10.30	256	0.900	bicubic	-52.914	-52.023	-15
501	tv_densenet121	23.850	76.150	41.921	58.079	7.98	224	0.875	bicubic	-50.894	-50.231	+27
502	efficientnet_es_pruned	23.830	76.170	41.999	58.001	5.44	224	0.875	bicubic	-51.166	-50.441	+22
503	mobilenetv2_140	23.718	76.282	41.478	58.522	6.11	224	0.875	bicubic	-52.804	-51.517	-9
504	mixnet_m	23.710	76.290	41.142	58.858	5.01	224	0.875	bicubic	-53.554	-52.282	-36
505	dla34	23.671	76.329	41.547	58.453	15.74	224	0.875	bilinear	-50.949	-50.525	+26
506	legacy_seresnet50	23.655	76.345	40.091	59.909	28.09	224	0.875	bilinear	-53.975	-53.659	-55
507	ese_vovnet19b_dw	23.534	76.466	41.286	58.714	6.54	224	0.875	bicubic	-53.268	-51.986	-23
508	tf_mixnet_m	23.483	76.517	40.989	59.011	5.01	224	0.875	bicubic	-53.459	-52.165	-28
509	tv_resnet34	23.469	76.531	41.364	58.636	21.80	224	0.875	bilinear	-49.837	-50.060	+37
510	selecsls42b	23.366	76.633	40.677	59.323	32.46	224	0.875	bicubic	-53.808	-52.715	-40
511	tf_efficientnet_em	23.363	76.637	40.402	59.598	6.90	240	0.882	bicubic	-54.769	-53.642	-82
512	repvgg_b0	23.319	76.681	41.180	58.820	15.82	224	0.875	bilinear	-51.841	-51.238	+6
513	xcit_nano_12_p16_224_dist	23.259	76.742	41.363	58.637	3.05	224	1.000	bicubic	-49.044	-49.495	+44
514	mobilenetv2_110d	23.068	76.932	40.720	59.280	4.52	224	0.875	bicubic	-51.970	-51.464	+8
515	vit_base_patch32_224_sam	23.048	76.952	39.572	60.428	88.22	224	0.900	bicubic	-50.646	-51.438	+27
516	tinynet_b	23.015	76.985	40.970	59.030	3.73	188	0.875	bicubic	-51.961	-51.214	+9
517	deit_tiny_distilled_patch16_224	22.722	77.278	40.773	59.227	5.91	224	0.900	bicubic	-51.790	-51.113	+17
518	mobilenetv3_large_100	22.655	77.345	40.777	59.223	5.48	224	0.875	bicubic	-53.111	-51.767	-12
519	mobilenetv3_rw	22.634	77.366	40.372	59.628	5.48	224	0.875	bicubic	-52.998	-52.336	-11
520	tf_mobilenetv3_large_100	22.561	77.439	39.763	60.237	5.48	224	0.875	bilinear	-52.957	-52.841	-10
521	mobilevit_s	22.480	77.520	38.641	61.359	5.58	256	0.900	bicubic	-55.832	-55.511	-101
522	tf_efficientnet_es	22.413	77.587	39.091	60.909	5.44	224	0.875	bicubic	-54.183	-54.113	-31
523	xcit_nano_12_p8_224	22.406	77.594	40.653	59.347	3.05	224	1.000	bicubic	-51.504	-51.515	+17
524	hrnet_w18_small_v2	22.341	77.659	39.877	60.123	15.60	224	0.875	bilinear	-52.777	-52.539	-4
525	convit_tiny	22.280	77.720	39.669	60.331	5.71	224	0.875	bicubic	-50.834	-52.045	+23
526	regnety_008	22.117	77.883	38.895	61.105	6.26	224	0.875	bicubic	-54.193	-54.175	-28
527	seresnext26t_32x4d	21.987	78.013	38.486	61.514	16.81	224	0.875	bicubic	-55.989	-55.344	-92
528	regnety_006	21.983	78.017	38.955	61.045	6.06	224	0.875	bicubic	-53.267	-53.579	-11
529	vit_tiny_r_s16_p8_384	21.958	78.042	39.411	60.589	6.36	384	1.000	bicubic	-53.996	-53.853	-26
530	regnetx_008	21.942	78.058	38.926	61.074	7.26	224	0.875	bicubic	-53.092	-53.414	-7
531	resnet26d	21.909	78.091	38.615	61.385	16.01	224	0.875	bicubic	-54.795	-54.535	-44
532	semnasnet_100	21.899	78.101	38.600	61.400	3.89	224	0.875	bicubic	-53.551	-54.000	-17
533	pit_ti_224	21.865	78.135	39.545	60.455	4.85	224	0.900	bicubic	-51.047	-51.861	+19
534	regnetx_006	21.738	78.263	38.916	61.084	6.20	224	0.875	bicubic	-52.123	-52.756	+7
535	vit_tiny_patch16_384	21.720	78.280	39.327	60.673	5.79	384	1.000	bicubic	-56.714	-55.215	-123
536	crossvit_9_240	21.688	78.312	39.274	60.726	8.55	240	0.875	bicubic	-52.272	-52.694	+3
537	vgg19_bn	21.628	78.373	39.280	60.720	143.68	224	0.875	bilinear	-52.587	-52.568	-2
538	ghostnet_100	21.622	78.378	38.692	61.308	5.18	224	0.875	bilinear	-52.352	-52.768	0
539	semnasnet_075	21.570	78.430	38.924	61.076	2.91	224	0.875	bicubic	-51.401	-52.212	+11
540	gluon_resnet18_v1b	21.551	78.449	38.887	61.113	11.69	224	0.875	bicubic	-49.283	-50.875	+28
541	fbnetc_100	21.490	78.510	38.161	61.839	5.57	224	0.875	bilinear	-53.640	-54.224	-22
542	xcit_nano_12_p16_224	21.433	78.567	39.796	60.204	3.05	224	1.000	bicubic	-48.521	-49.958	+29
543	mnasnet_100	21.358	78.642	37.717	62.283	4.38	224	0.875	bicubic	-53.300	-54.395	-14
544	resnet26	21.288	78.713	38.020	61.980	16.00	224	0.875	bicubic	-54.012	-54.558	-28
545	lcnet_100	21.284	78.716	38.849	61.151	2.95	224	0.875	bicubic	-50.820	-51.527	+16
546	ssl_resnet18	21.282	78.718	39.111	60.889	11.69	224	0.875	bilinear	-51.326	-52.313	+7
547	mixnet_s	21.254	78.746	38.189	61.811	4.13	224	0.875	bicubic	-54.738	-54.609	-46
548	seresnext26d_32x4d	21.250	78.750	37.313	62.687	16.81	224	0.875	bicubic	-56.354	-56.295	-95
549	legacy_seresnext26_32x4d	21.091	78.909	37.639	62.361	16.79	224	0.875	bicubic	-56.015	-55.679	-76
550	crossvit_tiny_240	21.048	78.952	38.055	61.945	7.01	240	0.875	bicubic	-52.284	-53.859	-5
551	regnetx_004	20.900	79.100	37.568	62.432	5.16	224	0.875	bicubic	-51.492	-53.264	+3
552	spnasnet_100	20.863	79.137	37.896	62.104	4.42	224	0.875	bilinear	-53.221	-53.924	-16
553	legacy_seresnet18	20.841	79.159	37.615	62.385	11.78	224	0.875	bicubic	-50.901	-52.717	+11
554	mobilenetv2_100	20.769	79.231	37.761	62.239	3.50	224	0.875	bicubic	-52.201	-53.259	-3
555	tf_mixnet_s	20.474	79.526	36.605	63.395	4.13	224	0.875	bicubic	-55.176	-56.023	-48
556	vit_tiny_patch16_224	20.454	79.546	37.605	62.395	5.72	224	0.900	bicubic	-55.008	-55.239	-43
557	regnety_004	20.411	79.589	36.996	63.004	4.34	224	0.875	bicubic	-53.613	-54.758	-20
558	hrnet_w18_small	20.368	79.632	37.090	62.910	13.19	224	0.875	bilinear	-51.970	-53.590	-2
559	tf_mobilenetv3_large_075	20.366	79.634	36.772	63.228	3.99	224	0.875	bilinear	-53.070	-54.572	-16
560	resnet18	20.228	79.772	37.258	62.742	11.69	224	0.875	bilinear	-49.516	-51.824	+13
561	mixer_l16_224	20.167	79.833	32.944	67.056	208.20	224	0.875	bicubic	-51.887	-54.718	+1
562	deit_tiny_patch16_224	20.162	79.838	37.556	62.444	5.72	224	0.900	bicubic	-52.010	-53.558	-2
563	tf_mobilenetv3_large_minimal_100	20.124	79.876	36.902	63.098	3.92	224	0.875	bilinear	-52.126	-53.728	-4
564	vgg16_bn	19.957	80.043	36.303	63.697	138.37	224	0.875	bilinear	-53.393	-55.202	-20
565	vit_tiny_r_s16_p8_224	19.340	80.660	36.053	63.947	6.34	224	0.900	bicubic	-52.452	-54.769	-2
566	tinynet_c	19.254	80.746	35.994	64.006	2.46	184	0.875	bicubic	-51.974	-53.756	+1
567	mobilevit_xs	18.289	81.711	33.214	66.787	2.32	256	0.900	bicubic	-56.355	-59.142	-37
568	lcnet_075	18.163	81.837	34.410	65.590	2.36	224	0.875	bicubic	-50.653	-53.960	+8
569	vgg19	17.929	82.071	33.054	66.946	143.67	224	0.875	bilinear	-54.437	-57.816	-14
570	vgg13_bn	17.802	82.198	34.039	65.961	133.05	224	0.875	bilinear	-53.792	-56.337	-5
571	vgg16	17.540	82.460	32.769	67.231	138.36	224	0.875	bilinear	-54.050	-57.613	-5
572	regnety_002	17.462	82.538	32.443	67.557	3.16	224	0.875	bicubic	-52.793	-57.089	-2
573	vgg11_bn	17.403	82.597	33.009	66.991	132.87	224	0.875	bilinear	-52.957	-56.793	-4
574	regnetx_002	16.953	83.047	32.227	67.773	2.68	224	0.875	bicubic	-51.803	-56.329	+3
575	mobilenetv3_small_100	16.809	83.191	32.522	67.478	2.54	224	0.875	bicubic	-50.847	-55.112	+5
576	tinynet_d	16.677	83.323	32.455	67.545	2.34	152	0.875	bicubic	-50.281	-54.609	+5
577	mobilenetv2_050	16.670	83.330	31.952	68.048	1.97	224	0.875	bicubic	-49.272	-54.130	+7
578	mnasnet_small	16.636	83.364	31.921	68.079	2.03	224	0.875	bicubic	-49.570	-54.587	+4
579	dla60x_c	16.310	83.690	31.761	68.239	1.32	224	0.875	bilinear	-51.582	-56.665	0
580	tf_mobilenetv3_small_100	16.227	83.772	31.225	68.775	2.54	224	0.875	bilinear	-51.697	-56.439	-2
581	vgg13	16.104	83.896	30.983	69.017	133.05	224	0.875	bilinear	-53.822	-58.263	-9
582	vgg11	15.730	84.270	30.453	69.547	132.86	224	0.875	bilinear	-53.298	-58.173	-8
583	mobilenetv3_small_075	14.956	85.044	29.737	70.263	2.04	224	0.875	bicubic	-50.286	-55.701	+3
584	tf_mobilenetv3_small_075	14.944	85.056	29.570	70.430	2.04	224	0.875	bilinear	-50.770	-56.564	+1
585	dla46_c	14.657	85.343	29.378	70.622	1.30	224	0.875	bilinear	-50.209	-56.916	+2
586	mobilevit_xxs	14.508	85.492	28.670	71.330	1.27	256	0.900	bicubic	-54.412	-60.274	-11
587	dla46x_c	14.382	85.618	29.191	70.809	1.07	224	0.875	bilinear	-51.588	-57.789	-4
588	lcnet_050	14.310	85.690	28.645	71.355	1.88	224	0.875	bicubic	-48.790	-55.737	0
589	tf_mobilenetv3_small_minimal_100	13.962	86.038	27.986	72.014	2.04	224	0.875	bilinear	-48.946	-56.248	0
590	tinynet_e	12.671	87.329	26.391	73.609	2.04	106	0.875	bicubic	-47.185	-55.373	0
591	mobilenetv3_small_050	11.034	88.966	23.471	76.529	1.59	224	0.875	bicubic	-46.856	-56.723	0