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

1	model	top1	top1_err	top5	top5_err	param_count	img_size	crop_pct	interpolation	top1_diff	top5_diff	rank_diff
2	ig_resnext101_32x48d	79.650	20.350	89.393	10.607	828.41	224	0.875	bilinear	-17.320	-10.277	+33
3	ig_resnext101_32x32d	79.467	20.533	89.180	10.820	468.53	224	0.875	bilinear	-17.313	-10.350	+51
4	ig_resnext101_32x16d	78.817	21.183	88.477	11.523	194.03	224	0.875	bilinear	-17.623	-11.063	+83
5	tf_efficientnet_l2_ns_475	76.470	23.530	88.653	11.347	480.31	475	0.936	bicubic	-21.280	-11.167	0
6	swsl_resnext101_32x16d	76.307	23.693	87.740	12.260	194.03	224	0.875	bilinear	-19.973	-11.760	+98
7	ig_resnext101_32x8d	75.800	24.200	86.213	13.787	88.79	224	0.875	bilinear	-20.140	-13.167	+140
8	swsl_resnext101_32x8d	75.583	24.417	86.940	13.060	88.79	224	0.875	bilinear	-20.657	-12.650	+101
9	tf_efficientnet_l2_ns	74.657	25.343	87.547	12.453	480.31	800	0.960	bicubic	-23.123	-12.343	-6
10	beit_large_patch16_384	73.280	26.720	85.023	14.977	305.00	384	1.000	bicubic	-24.530	-14.767	-8
11	beit_large_patch16_512	73.157	26.843	85.080	14.920	305.67	512	1.000	bicubic	-24.623	-14.740	-7
12	swsl_resnext101_32x4d	72.657	27.343	85.157	14.843	44.18	224	0.875	bilinear	-23.383	-14.373	+121
13	beit_large_patch16_224	71.043	28.957	83.420	16.580	304.43	224	0.900	bicubic	-26.437	-16.270	-5
14	deit3_huge_patch14_224_in21ft1k	70.813	29.187	82.193	17.807	632.13	224	1.000	bicubic	-26.437	-17.527	+4
15	deit3_large_patch16_384_in21ft1k	70.563	29.437	82.437	17.563	304.76	384	1.000	bicubic	-26.997	-17.273	-9
16	deit3_large_patch16_224_in21ft1k	69.720	30.280	81.197	18.803	304.37	224	1.000	bicubic	-27.590	-18.483	-4
17	swsl_resnext50_32x4d	68.970	31.030	82.807	17.193	25.03	224	0.875	bilinear	-26.640	-16.633	+166
18	swsl_resnet50	68.293	31.707	83.300	16.700	25.56	224	0.875	bilinear	-26.907	-16.090	+213
19	swinv2_large_window12to24_192to384_22kft1k	67.673	32.327	80.097	19.903	196.74	384	1.000	bicubic	-29.607	-19.683	-4
20	tf_efficientnet_b7_ns	67.537	32.463	81.380	18.620	66.35	600	0.949	bicubic	-29.653	-18.320	+3
21	vit_large_patch16_384	67.060	32.940	78.703	21.297	304.72	384	1.000	bicubic	-30.360	-21.077	-11
22	convnext_xlarge_384_in22ft1k	66.967	33.033	79.703	20.297	350.20	384	1.000	bicubic	-30.583	-20.097	-15
23	swin_large_patch4_window12_384	66.290	33.710	79.783	20.217	196.74	384	1.000	bicubic	-30.890	-19.897	+1
24	convnext_large_384_in22ft1k	65.980	34.020	79.203	20.797	197.77	384	1.000	bicubic	-31.460	-20.577	-15
25	swinv2_base_window12to24_192to384_22kft1k	65.740	34.260	79.310	20.690	87.92	384	1.000	bicubic	-31.520	-20.480	-9
26	swinv2_large_window12to16_192to256_22kft1k	65.633	34.367	78.460	21.540	196.74	256	0.900	bicubic	-31.607	-21.250	-5
27	tf_efficientnet_b6_ns	65.590	34.410	79.560	20.440	43.04	528	0.942	bicubic	-31.430	-20.150	+5
28	convnext_xlarge_in22ft1k	65.423	34.577	78.243	21.757	350.20	224	0.875	bicubic	-31.817	-21.487	-8
29	vit_large_patch16_224	64.353	35.647	76.187	23.813	304.33	224	0.900	bicubic	-32.357	-23.463	+28
30	convnext_large_in22ft1k	64.177	35.823	77.580	22.420	197.77	224	0.875	bicubic	-33.083	-22.070	-13
31	vit_large_r50_s32_384	64.103	35.897	75.850	24.150	329.09	384	1.000	bicubic	-32.847	-23.860	+6
32	convnext_base_384_in22ft1k	64.093	35.907	77.733	22.267	88.59	384	1.000	bicubic	-33.197	-22.047	-19
33	swin_large_patch4_window7_224	63.867	36.133	78.177	21.823	196.53	224	0.900	bicubic	-33.083	-21.483	+5
34	beit_base_patch16_384	63.617	36.383	78.113	21.887	86.74	384	1.000	bicubic	-33.713	-21.607	-23
35	swin_base_patch4_window12_384	63.470	36.530	78.080	21.920	87.90	384	1.000	bicubic	-33.650	-21.700	-9
36	swinv2_base_window12to16_192to256_22kft1k	63.200	36.800	77.120	22.880	87.92	256	0.900	bicubic	-33.860	-22.540	-5
37	tf_efficientnet_b5_ns	63.043	36.957	77.773	22.227	30.39	456	0.934	bicubic	-33.827	-21.867	+7
38	deit3_base_patch16_384_in21ft1k	62.637	37.363	75.550	24.450	86.88	384	1.000	bicubic	-34.603	-24.120	-16
39	vit_base_patch8_224	62.197	37.803	75.617	24.383	86.58	224	0.900	bicubic	-34.883	-24.003	-10
40	convnext_base_in22ft1k	62.010	37.990	76.037	23.963	88.59	224	0.875	bicubic	-34.830	-23.613	+7
41	deit3_base_patch16_224_in21ft1k	61.787	38.213	74.723	25.277	86.59	224	1.000	bicubic	-35.083	-24.897	+4
42	tf_efficientnet_b4_ns	61.233	38.767	76.160	23.840	19.34	380	0.922	bicubic	-35.477	-23.480	+16
43	tf_efficientnetv2_l_in21ft1k	60.953	39.047	75.843	24.157	118.52	480	1.000	bicubic	-36.157	-23.867	-16
44	tf_efficientnetv2_xl_in21ft1k	60.680	39.320	74.397	25.603	208.12	512	1.000	bicubic	-36.470	-25.223	-19
45	beit_base_patch16_224	60.317	39.683	75.597	24.403	86.53	224	0.900	bicubic	-36.343	-24.063	+19
46	vit_base_patch16_384	60.187	39.813	73.837	26.163	86.86	384	1.000	bicubic	-36.833	-25.873	-13
47	swin_base_patch4_window7_224	59.537	40.463	74.240	25.760	87.77	224	0.900	bicubic	-37.143	-25.420	+15
48	convnext_small_384_in22ft1k	59.110	40.890	73.903	26.097	50.22	384	1.000	bicubic	-37.980	-25.787	-20
49	volo_d5_512	58.920	41.080	73.200	26.800	296.09	512	1.150	bicubic	-38.370	-26.560	-35
50	volo_d5_448	58.793	41.207	73.057	26.943	295.91	448	1.150	bicubic	-38.447	-26.683	-31
51	tf_efficientnetv2_m_in21ft1k	58.643	41.357	73.980	26.020	54.14	480	1.000	bicubic	-38.327	-25.630	-15
52	vit_large_r50_s32_224	58.633	41.367	71.720	28.280	328.99	224	0.900	bicubic	-37.547	-27.820	+64
53	deit3_large_patch16_384	58.357	41.643	72.970	27.030	304.76	384	1.000	bicubic	-38.493	-26.650	-7
54	deit3_huge_patch14_224	58.110	41.890	72.130	27.870	632.13	224	0.900	bicubic	-38.470	-27.390	+15
55	tf_efficientnet_b8_ap	57.830	42.170	72.953	27.047	87.41	672	0.954	bicubic	-38.720	-26.587	+18
56	convnext_small_in22ft1k	57.533	42.467	72.677	27.323	50.22	224	0.875	bicubic	-38.927	-26.793	+27
57	cait_m48_448	57.477	42.523	71.867	28.133	356.46	448	1.000	bicubic	-39.403	-27.753	-14
58	cait_m36_384	57.467	42.533	72.320	27.680	271.22	384	1.000	bicubic	-39.363	-27.340	-10
59	tf_efficientnet_b3_ns	57.413	42.587	72.387	27.613	12.23	300	0.904	bicubic	-38.687	-27.093	+65
60	volo_d4_448	57.293	42.707	71.533	28.467	193.41	448	1.150	bicubic	-39.777	-28.217	-30
61	vit_base_patch16_224	56.840	43.160	70.637	29.363	86.57	224	0.900	bicubic	-39.460	-28.923	+41
62	volo_d5_224	56.490	43.510	70.647	29.353	295.46	224	0.960	bicubic	-40.390	-29.023	-21
63	deit3_large_patch16_224	56.463	43.537	70.463	29.537	304.37	224	0.900	bicubic	-39.727	-28.837	+52
64	xcit_large_24_p8_384_dist	56.350	43.650	71.320	28.680	188.93	384	1.000	bicubic	-40.410	-28.240	-9
65	xcit_large_24_p8_224_dist	56.027	43.973	70.663	29.337	188.93	224	1.000	bicubic	-40.613	-28.797	+1
66	xcit_large_24_p16_384_dist	54.910	45.090	69.863	30.137	189.10	384	1.000	bicubic	-42.030	-29.647	-27
67	volo_d4_224	54.743	45.257	68.860	31.140	192.96	224	0.960	bicubic	-42.037	-30.810	-16
68	deit3_small_patch16_384_in21ft1k	54.467	45.533	68.310	31.690	22.21	384	1.000	bicubic	-42.203	-31.330	-5
69	vit_base_r50_s16_384	54.400	45.600	69.563	30.437	98.95	384	1.000	bicubic	-42.050	-30.097	+15
70	resnetv2_152x4_bitm	54.323	45.677	70.173	29.827	936.53	480	1.000	bilinear	-42.557	-29.487	-28
71	xcit_large_24_p16_224_dist	54.260	45.740	68.980	31.020	189.10	224	1.000	bicubic	-42.060	-30.520	+29
72	vit_small_r26_s32_384	54.203	45.797	68.747	31.253	36.47	384	1.000	bicubic	-41.857	-30.803	+59
73	volo_d3_448	53.993	46.007	68.023	31.977	86.63	448	1.000	bicubic	-43.027	-31.657	-39
74	tf_efficientnet_b5_ap	53.867	46.133	69.163	30.837	30.39	456	0.934	bicubic	-42.213	-30.377	+51
75	xcit_medium_24_p8_224_dist	53.663	46.337	68.407	31.593	84.32	224	1.000	bicubic	-42.857	-31.103	+1
76	tf_efficientnet_b2_ns	53.597	46.403	70.277	29.723	9.11	260	0.890	bicubic	-41.923	-29.063	+119
77	tf_efficientnet_b6_ap	53.567	46.433	68.550	31.450	43.04	528	0.942	bicubic	-42.803	-31.000	+15
78	cait_s36_384	53.550	46.450	68.020	31.980	68.37	384	1.000	bicubic	-43.080	-31.580	-11
79	convnext_large	53.533	46.467	68.183	31.817	197.77	224	0.875	bicubic	-42.487	-31.287	+58
80	deit3_base_patch16_384	53.510	46.490	67.630	32.370	86.88	384	1.000	bicubic	-42.720	-31.770	+32
81	deit3_base_patch16_224	53.457	46.543	67.593	32.407	86.59	224	0.900	bicubic	-42.323	-31.677	+81
82	tf_efficientnet_b8	53.410	46.590	69.090	30.910	87.41	672	0.954	bicubic	-43.290	-30.440	-21
83	xcit_medium_24_p8_384_dist	53.407	46.593	68.137	31.863	84.32	384	1.000	bicubic	-43.373	-31.473	-30
84	vit_base_patch32_384	53.300	46.700	68.043	31.957	88.30	384	1.000	bicubic	-42.600	-31.397	+65
85	tf_efficientnet_b7_ap	53.260	46.740	68.867	31.133	66.35	600	0.949	bicubic	-43.090	-30.723	+9
86	xcit_medium_24_p16_384_dist	53.213	46.787	68.057	31.943	84.40	384	1.000	bicubic	-43.487	-31.543	-26
87	tf_efficientnetv2_s_in21ft1k	53.143	46.857	69.007	30.993	21.46	384	1.000	bicubic	-43.327	-30.563	-8
88	tf_efficientnet_b4_ap	53.093	46.907	68.213	31.787	19.34	380	0.922	bicubic	-42.397	-31.177	+109
89	regnetz_e8	53.017	46.983	67.140	32.860	57.70	320	1.000	bicubic	-43.583	-32.470	-21
90	dm_nfnet_f5	52.870	47.130	67.427	32.573	377.21	544	0.954	bicubic	-43.940	-32.243	-41
91	volo_d3_224	52.703	47.297	66.320	33.680	86.33	224	0.960	bicubic	-43.737	-33.300	-5
92	deit3_small_patch16_224_in21ft1k	52.690	47.310	66.877	33.123	22.06	224	1.000	bicubic	-43.130	-32.523	+66
93	dm_nfnet_f6	52.447	47.553	67.113	32.887	438.36	576	0.956	bicubic	-44.473	-32.607	-53
94	tf_efficientnet_b7	52.393	47.607	68.230	31.770	66.35	600	0.949	bicubic	-44.187	-31.290	-24
95	tf_efficientnetv2_l	52.387	47.613	67.240	32.760	118.52	480	1.000	bicubic	-44.263	-32.320	-30
96	xcit_small_24_p8_384_dist	52.360	47.640	66.833	33.167	47.63	384	1.000	bicubic	-44.450	-32.797	-46
97	swsl_resnet18	52.337	47.663	70.477	29.523	11.69	224	0.875	bilinear	-38.733	-27.733	+512
98	efficientnetv2_rw_m	52.323	47.677	67.210	32.790	53.24	416	1.000	bicubic	-43.947	-32.350	+8
99	deit_base_distilled_patch16_384	52.253	47.747	67.737	32.263	87.63	384	1.000	bicubic	-44.257	-31.853	-22
100	xcit_medium_24_p16_224_dist	52.197	47.803	66.893	33.107	84.40	224	1.000	bicubic	-44.063	-32.517	+7
101	xcit_small_24_p8_224_dist	52.197	47.803	66.767	33.233	47.63	224	1.000	bicubic	-44.353	-32.803	-29
102	dm_nfnet_f3	52.130	47.870	66.740	33.260	254.92	416	0.940	bicubic	-44.600	-32.890	-46
103	resnetv2_152x2_bit_teacher_384	51.943	48.057	68.663	31.337	236.34	384	1.000	bicubic	-44.247	-30.837	+11
104	resmlp_big_24_224_in22ft1k	51.893	48.107	68.470	31.530	129.14	224	0.875	bicubic	-44.457	-31.050	-9
105	xcit_small_24_p16_384_dist	51.883	48.117	66.367	33.633	47.67	384	1.000	bicubic	-44.457	-33.213	-9
106	cait_s24_384	51.783	48.217	66.320	33.680	47.06	384	1.000	bicubic	-44.787	-33.230	-35
107	resnetv2_152x2_bitm	51.757	48.243	69.247	30.753	236.34	448	1.000	bilinear	-44.763	-30.343	-32
108	ecaresnet269d	51.663	48.337	66.043	33.957	102.09	352	1.000	bicubic	-44.797	-33.567	-27
109	vit_base_patch16_224_miil	51.550	48.450	65.207	34.793	86.54	224	0.875	bilinear	-44.480	-34.143	+27
110	convnext_tiny_384_in22ft1k	51.453	48.547	66.427	33.573	28.59	384	1.000	bicubic	-44.717	-33.053	+8
111	convnext_base	51.247	48.753	66.190	33.810	88.59	224	0.875	bicubic	-44.693	-33.190	+35
112	pit_b_distilled_224	51.157	48.843	66.773	33.227	74.79	224	0.900	bicubic	-44.913	-32.607	+17
113	xcit_small_12_p8_384_dist	51.093	48.907	65.833	34.167	26.21	384	1.000	bicubic	-45.387	-33.657	-35
114	convnext_tiny_in22ft1k	51.083	48.917	66.620	33.380	28.59	224	0.875	bicubic	-44.647	-32.740	+54
115	dm_nfnet_f4	50.907	49.093	65.563	34.437	316.07	512	0.951	bicubic	-45.873	-34.057	-63
116	tf_efficientnet_b1_ns	50.900	49.100	67.927	32.073	7.79	240	0.882	bicubic	-43.960	-31.323	+169
117	volo_d2_384	50.883	49.117	65.637	34.363	58.87	384	1.000	bicubic	-45.827	-33.963	-58
118	xcit_small_24_p16_224_dist	50.730	49.270	65.033	34.967	47.67	224	1.000	bicubic	-45.060	-34.317	+42
119	tf_efficientnetv2_m	50.560	49.440	66.000	34.000	54.14	480	1.000	bicubic	-45.980	-33.570	-45
120	xcit_small_12_p16_384_dist	50.527	49.473	65.297	34.703	26.25	384	1.000	bicubic	-45.803	-34.193	-21
121	efficientnet_b4	50.503	49.497	65.707	34.293	19.34	384	1.000	bicubic	-45.027	-33.693	+72
122	volo_d1_384	50.473	49.527	64.927	35.073	26.78	384	1.000	bicubic	-45.997	-34.623	-42
123	xcit_small_12_p8_224_dist	50.440	49.560	65.433	34.567	26.21	224	1.000	bicubic	-45.520	-33.987	+20
124	resnetv2_101x3_bitm	50.403	49.597	67.787	32.213	387.93	448	1.000	bilinear	-45.847	-31.803	-16
125	regnetz_040h	50.330	49.670	65.630	34.370	28.94	320	1.000	bicubic	-46.000	-33.890	-27
126	ssl_resnext101_32x16d	50.250	49.750	66.017	33.983	194.03	224	0.875	bilinear	-45.160	-33.393	+82
127	cait_s24_224	50.240	49.760	65.023	34.977	46.92	224	1.000	bicubic	-45.400	-34.367	+54
128	eca_nfnet_l2	50.233	49.767	65.453	34.547	56.72	384	1.000	bicubic	-46.217	-34.167	-43
129	vit_small_patch16_384	50.167	49.833	65.807	34.193	22.20	384	1.000	bicubic	-45.813	-33.783	+12
130	resnest269e	50.153	49.847	64.663	35.337	110.93	416	0.928	bicubic	-45.967	-34.857	-8
131	deit_base_distilled_patch16_224	50.060	49.940	66.223	33.777	87.34	224	0.900	bicubic	-45.690	-33.057	+35
132	tf_efficientnet_b3_ap	50.043	49.957	65.213	34.787	12.23	300	0.904	bicubic	-44.927	-33.897	+136
133	resnest200e	49.877	50.123	64.740	35.260	70.20	320	0.909	bicubic	-46.193	-34.740	-6
134	volo_d2_224	49.813	50.187	64.587	35.413	58.68	224	0.960	bicubic	-46.607	-34.913	-45
135	seresnextaa101d_32x8d	49.767	50.233	64.420	35.580	93.59	288	1.000	bicubic	-46.653	-35.100	-47
136	xception65	49.757	50.243	63.523	36.477	39.92	299	0.940	bicubic	-45.933	-35.787	+42
137	swinv2_base_window16_256	49.667	50.333	63.810	36.190	87.92	256	0.900	bicubic	-46.503	-35.590	-18
138	convnext_small	49.573	50.427	64.830	35.170	50.22	224	0.875	bicubic	-46.037	-34.430	+47
139	cait_xs24_384	49.537	50.463	64.900	35.100	26.67	384	1.000	bicubic	-46.473	-34.530	+1
140	tf_efficientnet_b5	49.510	50.490	65.650	34.350	30.39	456	0.934	bicubic	-46.470	-33.800	+2
141	resnetv2_152x2_bit_teacher	49.487	50.513	65.620	34.380	236.34	224	0.875	bicubic	-46.263	-33.810	+24
142	resnet200d	49.473	50.527	64.327	35.673	64.69	320	1.000	bicubic	-46.637	-35.133	-19
143	xcit_small_12_p16_224_dist	49.420	50.580	63.840	36.160	26.25	224	1.000	bicubic	-46.310	-35.460	+27
144	resnest101e	49.363	50.637	65.597	34.403	48.28	256	0.875	bilinear	-46.197	-33.673	+45
145	regnetz_040	49.283	50.717	64.063	35.937	27.12	320	1.000	bicubic	-46.897	-35.447	-28
146	resnet152d	49.250	50.750	64.417	35.583	60.21	320	1.000	bicubic	-46.620	-35.013	+8
147	vit_base_patch32_224	49.250	50.750	64.343	35.657	88.22	224	0.900	bicubic	-45.140	-34.717	+203
148	seresnet152d	49.250	50.750	64.177	35.823	66.84	320	1.000	bicubic	-47.060	-35.333	-47
149	xcit_large_24_p8_224	49.237	50.763	62.840	37.160	188.93	224	1.000	bicubic	-46.843	-36.310	-23
150	ssl_resnext101_32x8d	49.097	50.903	65.483	34.517	88.79	224	0.875	bilinear	-46.233	-33.827	+70
151	resmlp_big_24_distilled_224	49.097	50.903	65.477	34.523	129.14	224	0.875	bicubic	-46.773	-33.963	+1
152	volo_d1_224	48.970	51.030	63.190	36.810	26.63	224	0.960	bicubic	-47.060	-36.200	-17
153	repvgg_b3	48.920	51.080	64.880	35.120	123.09	224	0.875	bilinear	-45.640	-34.030	+179
154	resnetrs420	48.857	51.143	63.427	36.573	191.89	416	1.000	bicubic	-47.553	-36.113	-64
155	deit3_small_patch16_384	48.670	51.330	62.823	37.177	22.21	384	1.000	bicubic	-46.940	-36.567	+29
156	seresnext101d_32x8d	48.597	51.403	62.960	37.040	93.59	288	1.000	bicubic	-47.763	-36.510	-63
157	efficientnetv2_rw_s	48.593	51.407	63.837	36.163	23.94	384	1.000	bicubic	-47.107	-35.543	+18
158	regnetz_d32	48.590	51.410	65.190	34.810	27.58	320	0.950	bicubic	-47.280	-34.240	-5
159	swinv2_small_window16_256	48.577	51.423	62.763	37.237	49.73	256	0.900	bicubic	-47.493	-36.577	-29
160	efficientnet_b3	48.567	51.433	64.250	35.750	12.23	320	1.000	bicubic	-46.573	-34.960	+78
161	ecaresnet101d	48.537	51.463	64.097	35.903	44.57	224	0.875	bicubic	-46.623	-35.133	+74
162	vit_small_r26_s32_224	48.367	51.633	63.800	36.200	36.43	224	0.900	bicubic	-46.753	-35.420	+82
163	dm_nfnet_f2	48.367	51.633	63.230	36.770	193.78	352	0.920	bicubic	-48.093	-36.310	-81
164	swinv2_base_window8_256	48.340	51.660	63.597	36.403	87.92	256	0.900	bicubic	-47.730	-35.823	-36
165	repvgg_b3g4	48.303	51.697	64.793	35.207	83.83	224	0.875	bilinear	-46.197	-34.227	+176
166	vit_large_patch32_384	48.247	51.753	61.823	38.177	306.63	384	1.000	bicubic	-46.993	-37.497	+62
167	convit_base	48.220	51.780	63.007	36.993	86.54	224	0.875	bicubic	-46.880	-36.133	+81
168	swin_s3_base_224	48.140	51.860	62.263	37.737	71.13	224	0.900	bicubic	-47.900	-37.087	-34
169	sequencer2d_l	48.107	51.893	62.343	37.657	54.30	224	0.875	bicubic	-47.763	-37.127	-18
170	resnetrs350	48.057	51.943	62.650	37.350	163.96	384	1.000	bicubic	-48.183	-36.820	-60
171	regnetz_d8	48.013	51.987	64.410	35.590	23.37	320	1.000	bicubic	-47.997	-35.110	-33
172	twins_svt_large	47.947	52.053	62.910	37.090	99.27	224	0.900	bicubic	-47.773	-36.460	0
173	vit_relpos_base_patch16_224	47.937	52.063	62.847	37.153	86.43	224	0.900	bicubic	-47.193	-36.453	+66
174	mixer_b16_224_miil	47.800	52.200	63.397	36.603	59.88	224	0.875	bilinear	-47.090	-35.683	+107
175	repvgg_b2g4	47.793	52.207	64.377	35.623	61.76	224	0.875	bilinear	-46.027	-34.553	+244
176	vit_relpos_base_patch16_clsgap_224	47.763	52.237	62.410	37.590	86.43	224	0.900	bicubic	-47.487	-36.790	+50
177	vit_relpos_medium_patch16_cls_224	47.660	52.340	61.803	38.197	38.76	224	0.900	bicubic	-47.640	-37.287	+45
178	seresnext101_32x8d	47.653	52.347	61.447	38.553	93.57	288	1.000	bicubic	-48.477	-37.913	-57
179	eca_nfnet_l1	47.643	52.357	62.763	37.237	41.41	320	1.000	bicubic	-48.297	-36.727	-34
180	resnetv2_50x3_bitm	47.593	52.407	65.603	34.397	217.32	448	1.000	bilinear	-48.677	-34.027	-75
181	pit_s_distilled_224	47.547	52.453	63.497	36.503	24.04	224	0.900	bicubic	-47.193	-35.683	+119
182	resnest50d_4s2x40d	47.490	52.510	63.817	36.183	30.42	224	0.875	bicubic	-47.220	-35.323	+123
183	efficientnet_b3_pruned	47.443	52.557	62.787	37.213	9.86	300	0.904	bicubic	-47.137	-36.283	+144
184	crossvit_18_dagger_408	47.380	52.620	60.943	39.057	44.61	408	1.000	bicubic	-48.750	-38.527	-64
185	xcit_small_24_p8_224	47.297	52.703	60.983	39.017	47.63	224	1.000	bicubic	-48.613	-38.197	-37
186	tresnet_m	47.217	52.783	62.000	38.000	31.39	224	0.875	bilinear	-48.163	-37.150	+29
187	tf_efficientnet_b6	47.207	52.793	63.110	36.890	43.04	528	0.942	bicubic	-49.083	-36.410	-84
188	convnext_tiny	47.180	52.820	63.217	36.783	28.59	224	0.875	bicubic	-47.780	-35.983	+81
189	ssl_resnext101_32x4d	47.167	52.833	63.367	36.633	44.18	224	0.875	bilinear	-47.983	-35.933	+47
190	resnetrs270	47.107	52.893	62.013	37.987	129.86	352	1.000	bicubic	-48.953	-37.467	-58
191	regnetz_d8_evos	47.080	52.920	63.390	36.610	23.46	320	0.950	bicubic	-49.140	-36.100	-78
192	tf_efficientnet_b4	47.080	52.920	62.857	37.143	19.34	380	0.922	bicubic	-48.510	-36.473	-5
193	vit_base_patch16_rpn_224	47.063	52.937	62.403	37.597	86.54	224	0.900	bicubic	-47.757	-36.687	+95
194	swinv2_small_window8_256	47.030	52.970	62.297	37.703	49.73	256	0.900	bicubic	-48.700	-37.063	-25
195	xcit_small_12_p8_224	46.983	53.017	60.537	39.463	26.21	224	1.000	bicubic	-48.437	-38.663	+12
196	xcit_large_24_p16_224	46.960	53.040	60.670	39.330	189.10	224	1.000	bicubic	-47.990	-38.160	+75
197	convnext_tiny_hnf	46.937	53.063	61.200	38.800	28.59	224	0.950	bicubic	-47.833	-37.960	+97
198	xception65p	46.933	53.067	61.083	38.917	39.82	299	0.940	bicubic	-48.727	-38.187	-19
199	resnet101d	46.893	53.107	62.323	37.677	44.57	320	1.000	bicubic	-48.857	-37.117	-35
200	resnet152	46.800	53.200	60.410	39.590	60.19	224	0.950	bicubic	-48.750	-38.850	-10
201	gluon_seresnext101_64x4d	46.677	53.323	61.297	38.703	88.23	224	0.875	bicubic	-47.983	-37.683	+117
202	twins_pcpvt_large	46.627	53.373	62.233	37.767	60.99	224	0.900	bicubic	-49.093	-37.257	-31
203	dm_nfnet_f1	46.547	53.453	61.403	38.597	132.63	320	0.910	bicubic	-49.833	-38.067	-112
204	regnetv_064	46.480	53.520	62.253	37.747	30.58	288	1.000	bicubic	-49.290	-37.167	-41
205	xcit_medium_24_p8_224	46.473	53.527	59.647	40.353	84.32	224	1.000	bicubic	-49.397	-39.433	-50
206	crossvit_15_dagger_408	46.457	53.543	60.487	39.513	28.50	408	1.000	bicubic	-49.363	-38.823	-47
207	resnetrs200	46.430	53.570	61.060	38.940	93.21	320	1.000	bicubic	-49.910	-38.490	-110
208	swin_s3_small_224	46.393	53.607	60.897	39.103	49.74	224	0.900	bicubic	-49.447	-38.303	-51
209	fbnetv3_g	46.347	53.653	62.403	37.597	16.62	288	0.950	bilinear	-48.783	-36.797	+31
210	sequencer2d_m	46.297	53.703	60.903	39.097	38.31	224	0.875	bicubic	-49.303	-38.367	-24
211	tresnet_xl	46.280	53.720	61.950	38.050	78.44	224	0.875	bilinear	-48.780	-37.310	+46
212	xcit_tiny_24_p8_384_dist	46.263	53.737	60.713	39.287	12.11	384	1.000	bicubic	-49.977	-38.727	-101
213	xcit_tiny_24_p8_224_dist	46.257	53.743	60.607	39.393	12.11	224	1.000	bicubic	-49.203	-38.753	-9
214	gernet_m	46.170	53.830	62.700	37.300	21.14	224	0.875	bilinear	-48.380	-36.230	+121
215	deit_small_distilled_patch16_224	46.163	53.837	62.403	37.597	22.44	224	0.900	bicubic	-48.437	-36.697	+110
216	regnety_160	46.163	53.837	61.843	38.157	83.59	288	1.000	bicubic	-49.717	-37.717	-66
217	crossvit_base_240	46.133	53.867	60.223	39.777	105.03	240	0.875	bicubic	-48.937	-38.757	+39
218	swinv2_cr_small_ns_224	46.123	53.877	60.787	39.213	49.70	224	0.900	bicubic	-49.567	-38.523	-41
219	resnest50d_1s4x24d	46.093	53.907	62.377	37.623	25.68	224	0.875	bicubic	-48.297	-36.693	+130
220	tf_efficientnet_b0_ns	46.053	53.947	63.270	36.730	5.29	224	0.875	bicubic	-47.697	-35.700	+206
221	jx_nest_base	46.040	53.960	60.093	39.907	67.72	224	0.875	bicubic	-49.500	-39.207	-30
222	resnet51q	46.027	53.973	60.903	39.097	35.70	288	1.000	bilinear	-49.173	-38.377	+10
223	vit_small_patch16_224	46.000	54.000	61.820	38.180	22.05	224	0.900	bicubic	-48.880	-37.450	+59
224	vit_relpos_medium_patch16_224	45.960	54.040	61.030	38.970	38.75	224	0.900	bicubic	-49.240	-38.190	+9
225	regnety_080	45.953	54.047	60.880	39.120	39.18	288	1.000	bicubic	-49.897	-38.560	-69
226	resnest50d	45.943	54.057	62.630	37.370	27.48	224	0.875	bilinear	-48.677	-36.400	+95
227	deit3_small_patch16_224	45.923	54.077	58.893	41.107	22.06	224	0.900	bicubic	-48.767	-39.857	+84
228	crossvit_18_240	45.903	54.097	60.383	39.617	43.27	240	0.875	bicubic	-49.167	-38.737	+27
229	twins_pcpvt_base	45.893	54.107	61.343	38.657	43.83	224	0.900	bicubic	-49.567	-38.047	-26
230	regnety_032	45.883	54.117	61.533	38.467	19.44	288	1.000	bicubic	-49.597	-37.787	-31
231	levit_384	45.873	54.127	61.690	38.310	39.13	224	0.900	bicubic	-49.337	-37.470	-1
232	twins_svt_base	45.873	54.127	60.967	39.033	56.07	224	0.900	bicubic	-49.697	-38.263	-44
233	crossvit_18_dagger_240	45.850	54.150	59.923	40.077	44.27	240	0.875	bicubic	-49.330	-39.197	+1
234	vit_relpos_medium_patch16_rpn_224	45.753	54.247	60.957	39.043	38.73	224	0.900	bicubic	-49.317	-38.233	+20
235	vit_srelpos_medium_patch16_224	45.730	54.270	61.070	38.930	38.74	224	0.900	bicubic	-49.170	-38.130	+42
236	crossvit_15_dagger_240	45.697	54.303	60.090	39.910	28.21	240	0.875	bicubic	-49.283	-39.070	+28
237	regnetz_c16	45.690	54.310	62.517	37.483	13.46	320	0.940	bicubic	-49.700	-36.793	-24
238	convmixer_1536_20	45.660	54.340	61.770	38.230	51.63	224	0.960	bicubic	-49.310	-37.400	+29
239	gc_efficientnetv2_rw_t	45.657	54.343	60.200	39.800	13.68	288	1.000	bicubic	-49.633	-39.020	-16
240	efficientnetv2_rw_t	45.607	54.393	60.187	39.813	13.65	288	1.000	bicubic	-49.463	-39.033	+13
241	gluon_seresnext101_32x4d	45.597	54.403	61.140	38.860	48.96	224	0.875	bicubic	-48.853	-37.950	+102
242	xcit_tiny_24_p16_384_dist	45.587	54.413	60.510	39.490	12.12	384	1.000	bicubic	-49.903	-38.850	-44
243	xcit_medium_24_p16_224	45.527	54.473	59.000	41.000	84.40	224	1.000	bicubic	-49.603	-39.930	-1
244	xcit_small_24_p16_224	45.517	54.483	58.887	41.113	47.67	224	1.000	bicubic	-49.563	-40.183	+6
245	dm_nfnet_f0	45.480	54.520	60.990	39.010	71.49	256	0.900	bicubic	-50.210	-38.340	-69
246	resnext101_64x4d	45.453	54.547	59.040	40.960	83.46	288	1.000	bicubic	-50.087	-40.250	-54
247	gluon_resnet152_v1d	45.437	54.563	60.083	39.917	60.21	224	0.875	bicubic	-49.003	-38.927	+97
248	nfnet_l0	45.423	54.577	62.073	37.927	35.07	288	1.000	bicubic	-49.967	-37.347	-36
249	ssl_resnext50_32x4d	45.403	54.597	62.033	37.967	25.03	224	0.875	bilinear	-49.297	-37.207	+59
250	resnetv2_50x1_bit_distilled	45.397	54.603	62.310	37.690	25.55	224	0.875	bicubic	-50.003	-37.120	-41
251	xcit_small_12_p16_224	45.397	54.603	59.417	40.583	26.25	224	1.000	bicubic	-49.423	-39.643	+38
252	jx_nest_small	45.353	54.647	59.010	40.990	38.35	224	0.875	bicubic	-50.177	-40.210	-58
253	cs3se_edgenet_x	45.327	54.673	60.383	39.617	50.72	320	1.000	bicubic	-50.683	-39.057	-114
254	resnet61q	45.283	54.717	59.400	40.600	36.85	288	1.000	bicubic	-49.837	-39.680	-7
255	cs3edgenet_x	45.280	54.720	60.287	39.713	47.82	288	1.000	bicubic	-50.190	-38.993	-54
256	tresnet_xl_448	45.223	54.777	61.440	38.560	78.44	448	0.875	bilinear	-50.287	-37.900	-60
257	nasnetalarge	45.207	54.793	57.880	42.120	88.75	331	0.911	bicubic	-49.943	-41.250	-20
258	convit_small	45.197	54.803	60.497	39.503	27.78	224	0.875	bicubic	-49.723	-38.613	+17
259	swin_small_patch4_window7_224	45.157	54.843	60.333	39.667	49.61	224	0.900	bicubic	-50.563	-38.957	-86
260	tf_efficientnet_b3	45.100	54.900	60.643	39.357	12.23	300	0.904	bicubic	-49.810	-38.467	+16
261	resnet101	45.087	54.913	59.577	40.423	44.55	224	0.950	bicubic	-49.893	-39.503	+4
262	sequencer2d_s	45.083	54.917	60.067	39.933	27.65	224	0.875	bicubic	-50.387	-39.203	-60
263	rexnet_200	45.057	54.943	62.313	37.687	16.37	224	0.875	bicubic	-49.603	-36.777	+53
264	resnetrs152	44.957	55.043	59.707	40.293	86.62	320	1.000	bicubic	-51.003	-39.673	-120
265	resnetv2_101	44.933	55.067	58.837	41.163	44.54	224	0.950	bicubic	-49.997	-40.283	+9
266	ecaresnetlight	44.893	55.107	60.777	39.223	30.16	224	0.875	bicubic	-49.247	-38.173	+116
267	deit_base_patch16_224	44.873	55.127	59.190	40.810	86.57	224	0.900	bicubic	-50.137	-39.790	-4
268	cait_xxs36_384	44.777	55.223	59.367	40.633	17.37	384	1.000	bicubic	-50.443	-39.953	-39
269	deit_base_patch16_384	44.770	55.230	59.627	40.373	86.86	384	1.000	bicubic	-50.880	-39.613	-89
270	resmlp_36_distilled_224	44.757	55.243	61.073	38.927	44.69	224	0.875	bicubic	-49.793	-38.087	+63
271	gernet_l	44.730	55.270	58.947	41.053	31.08	256	0.875	bilinear	-50.200	-40.253	+1
272	xcit_tiny_24_p16_224_dist	44.720	55.280	59.420	40.580	12.12	224	1.000	bicubic	-49.500	-39.540	+101
273	resmlp_24_distilled_224	44.710	55.290	61.463	38.537	30.02	224	0.875	bicubic	-49.630	-37.627	+85
274	tf_efficientnet_b2_ap	44.707	55.293	60.680	39.320	9.11	260	0.890	bicubic	-49.563	-38.270	+90
275	swinv2_tiny_window16_256	44.573	55.427	59.577	40.423	28.35	256	0.900	bicubic	-50.787	-39.723	-59
276	vit_relpos_small_patch16_224	44.550	55.450	60.203	39.797	21.98	224	0.900	bicubic	-50.140	-38.897	+33
277	gmlp_s16_224	44.483	55.517	58.627	41.373	19.42	224	0.875	bicubic	-49.027	-40.153	+182
278	ens_adv_inception_resnet_v2	44.390	55.610	58.110	41.890	55.84	299	0.897	bicubic	-49.730	-40.680	+107
279	tresnet_l	44.360	55.640	59.947	40.053	55.99	224	0.875	bilinear	-50.540	-39.083	0
280	gluon_resnext101_32x4d	44.287	55.713	59.090	40.910	44.18	224	0.875	bicubic	-49.833	-39.840	+104
281	poolformer_m48	44.270	55.730	59.300	40.700	73.47	224	0.950	bicubic	-50.860	-39.820	-40
282	wide_resnet50_2	44.180	55.820	59.697	40.303	68.88	224	0.875	bicubic	-50.480	-39.353	+35
283	regnetz_c16_evos	44.160	55.840	61.057	38.943	13.49	320	0.950	bicubic	-51.470	-38.363	-101
284	vit_srelpos_small_patch16_224	44.137	55.863	59.710	40.290	21.97	224	0.900	bicubic	-50.413	-39.430	+50
285	crossvit_15_240	44.123	55.877	59.130	40.870	27.53	240	0.875	bicubic	-50.597	-39.950	+18
286	seresnext50_32x4d	44.120	55.880	59.480	40.520	27.56	224	0.875	bicubic	-50.690	-39.650	+4
287	resnetv2_101x1_bitm	44.113	55.887	61.980	38.020	44.54	448	1.000	bilinear	-51.207	-37.390	-66
288	gluon_resnet152_v1s	44.070	55.930	58.700	41.300	60.32	224	0.875	bicubic	-50.650	-40.360	+16
289	pit_b_224	44.067	55.933	58.017	41.983	73.76	224	0.900	bicubic	-50.723	-40.803	+3
290	ssl_resnet50	44.020	55.980	61.910	38.090	25.56	224	0.875	bilinear	-50.300	-37.240	+71
291	poolformer_m36	44.020	55.980	59.067	40.933	56.17	224	0.950	bicubic	-50.990	-40.033	-30
292	inception_resnet_v2	44.007	55.993	57.907	42.093	55.84	299	0.897	bicubic	-50.323	-40.893	+68
293	pnasnet5large	43.953	56.047	56.723	43.277	86.06	331	0.911	bicubic	-51.407	-42.407	-76
294	pit_s_224	43.893	56.107	58.637	41.363	23.46	224	0.900	bicubic	-50.687	-40.293	+34
295	gluon_resnext101_64x4d	43.880	56.120	58.703	41.297	83.46	224	0.875	bicubic	-50.470	-40.177	+62
296	coat_lite_small	43.813	56.187	57.143	42.857	19.84	224	0.900	bicubic	-51.267	-41.887	-45
297	regnetv_040	43.793	56.207	58.460	41.540	20.64	288	1.000	bicubic	-51.937	-40.920	-130
298	tnt_s_patch16_224	43.777	56.223	59.197	40.803	23.76	224	0.900	bicubic	-50.793	-39.983	+32
299	mobilevitv2_200_in22ft1k	43.770	56.230	59.500	40.500	18.45	256	0.888	bicubic	-51.280	-39.580	-40
300	swinv2_cr_small_224	43.770	56.230	57.690	42.310	49.70	224	0.900	bicubic	-51.630	-41.360	-89
301	cspresnext50	43.763	56.237	60.143	39.857	20.57	256	0.887	bilinear	-50.477	-38.907	+68
302	cait_xxs36_224	43.760	56.240	58.730	41.270	17.30	224	1.000	bicubic	-50.170	-40.160	+102
303	ecaresnet50d	43.743	56.257	60.373	39.627	25.58	224	0.875	bicubic	-50.457	-38.647	+73
304	ecaresnet101d_pruned	43.740	56.260	59.607	40.393	24.88	224	0.875	bicubic	-50.720	-39.483	+38
305	swin_s3_tiny_224	43.717	56.283	59.510	40.490	28.33	224	0.900	bicubic	-51.183	-39.650	-27
306	tf_efficientnetv2_s	43.707	56.293	58.597	41.403	21.46	384	1.000	bicubic	-52.003	-40.803	-132
307	rexnet_150	43.687	56.313	60.890	39.110	9.73	224	0.875	bicubic	-50.593	-38.190	+56
308	pit_xs_distilled_224	43.660	56.340	60.707	39.293	11.00	224	0.900	bicubic	-49.580	-38.123	+179
309	xcit_tiny_12_p8_224_dist	43.640	56.360	58.457	41.543	6.71	224	1.000	bicubic	-51.080	-40.723	-7
310	edgenext_small	43.617	56.383	59.883	40.117	5.59	320	1.000	bicubic	-51.213	-39.527	-23
311	crossvit_small_240	43.473	56.527	58.940	41.060	26.86	240	0.875	bicubic	-51.107	-40.180	+15
312	cs3sedarknet_x	43.460	56.540	58.843	41.157	35.40	288	1.000	bicubic	-51.960	-40.477	-106
313	gluon_resnet101_v1d	43.430	56.570	58.610	41.390	44.57	224	0.875	bicubic	-50.750	-40.330	+64
314	ecaresnet50t	43.413	56.587	59.300	40.700	25.57	320	0.950	bicubic	-51.657	-39.990	-62
315	gluon_resnet101_v1s	43.363	56.637	58.510	41.490	44.67	224	0.875	bicubic	-50.807	-40.500	+65
316	cspdarknet53	43.353	56.647	59.430	40.570	27.64	256	0.887	bilinear	-50.737	-39.550	+72
317	xcit_tiny_24_p8_224	43.303	56.697	57.273	42.727	12.11	224	1.000	bicubic	-51.587	-41.917	-37
318	xcit_tiny_12_p8_384_dist	43.300	56.700	58.177	41.823	6.71	384	1.000	bicubic	-52.040	-41.163	-100
319	dpn68b	43.277	56.723	58.673	41.327	12.61	224	0.875	bicubic	-50.343	-40.027	+126
320	convmixer_768_32	43.267	56.733	59.367	40.633	21.11	224	0.960	bicubic	-51.163	-39.743	+25
321	visformer_small	43.257	56.743	57.980	42.020	40.22	224	0.900	bicubic	-51.713	-41.230	-55
322	eca_nfnet_l0	43.233	56.767	59.907	40.093	24.14	288	1.000	bicubic	-52.217	-39.483	-117
323	regnety_064	43.223	56.777	57.230	42.770	30.58	288	1.000	bicubic	-52.567	-42.060	-162
324	vit_relpos_base_patch32_plus_rpn_256	43.167	56.833	58.430	41.570	119.42	256	0.900	bicubic	-49.993	-39.890	+170
325	vit_small_patch32_384	43.143	56.857	59.293	40.707	22.92	384	1.000	bicubic	-51.457	-39.847	-1
326	resnest26d	43.140	56.860	60.637	39.363	17.07	224	0.875	bilinear	-50.100	-38.213	+160
327	twins_pcpvt_small	43.087	56.913	58.877	41.123	24.11	224	0.900	bicubic	-51.513	-40.273	-4
328	resmlp_36_224	43.050	56.950	59.313	40.687	44.69	224	0.875	bicubic	-50.600	-39.637	+110
329	cspresnet50	43.047	56.953	59.167	40.833	21.62	256	0.887	bilinear	-50.813	-39.693	+83
330	dpn131	43.040	56.960	57.420	42.580	79.25	224	0.875	bicubic	-50.710	-41.410	+97
331	tf_efficientnet_lite4	42.980	57.020	57.640	42.360	13.01	380	0.920	bilinear	-51.890	-41.450	-47
332	twins_svt_small	42.930	57.070	58.467	41.533	24.06	224	0.900	bicubic	-51.840	-40.613	-37
333	mobilevitv2_200_384_in22ft1k	42.917	57.083	58.987	41.013	18.45	384	1.000	bicubic	-52.473	-40.293	-119
334	gluon_resnet152_v1b	42.893	57.107	57.740	42.260	60.19	224	0.875	bicubic	-51.137	-41.010	+60
335	fbnetv3_d	42.890	57.110	59.690	40.310	10.31	256	0.950	bilinear	-50.960	-39.220	+78
336	dpn107	42.860	57.140	57.363	42.637	86.92	224	0.875	bicubic	-51.100	-41.467	+65
337	levit_256	42.813	57.187	57.903	42.097	18.89	224	0.900	bicubic	-51.597	-41.157	+9
338	gluon_resnet152_v1c	42.810	57.190	57.737	42.263	60.21	224	0.875	bicubic	-51.080	-41.063	+70
339	tf_efficientnet_b1_ap	42.800	57.200	58.817	41.183	7.79	240	0.882	bicubic	-50.830	-39.983	+103
340	gcresnet50t	42.790	57.210	59.190	40.810	25.90	256	0.900	bicubic	-51.830	-39.790	-18
341	gluon_xception65	42.790	57.210	58.820	41.180	39.92	299	0.903	bicubic	-51.220	-40.200	+56
342	tresnet_l_448	42.750	57.250	58.943	41.057	55.99	448	0.875	bilinear	-52.650	-40.357	-132
343	cs3darknet_x	42.717	57.283	58.197	41.803	35.05	288	1.000	bicubic	-52.553	-41.083	-119
344	resnet50d	42.697	57.303	58.687	41.313	25.58	224	0.875	bicubic	-51.373	-40.233	+46
345	gluon_seresnext50_32x4d	42.683	57.317	58.700	41.300	27.56	224	0.875	bicubic	-51.487	-40.210	+36
346	convnext_nano	42.590	57.410	57.497	42.503	15.59	288	1.000	bicubic	-52.270	-41.653	-60
347	xcit_tiny_12_p16_384_dist	42.587	57.413	58.087	41.913	6.72	384	1.000	bicubic	-51.943	-41.083	-10
348	resnext101_32x8d	42.570	57.430	58.293	41.707	88.79	224	0.875	bilinear	-51.200	-40.657	+76
349	regnety_040	42.567	57.433	57.037	42.963	20.65	288	1.000	bicubic	-52.903	-42.383	-149
350	seresnet50	42.513	57.487	58.677	41.323	28.09	224	0.875	bicubic	-51.567	-40.273	+39
351	nf_resnet50	42.507	57.493	59.520	40.480	25.56	288	0.940	bicubic	-51.883	-39.550	-3
352	mobilevitv2_175_in22ft1k	42.500	57.500	58.133	41.867	14.25	256	0.888	bicubic	-52.280	-40.967	-59
353	resnetrs101	42.443	57.557	57.290	42.710	63.62	288	0.940	bicubic	-52.807	-41.920	-128
354	poolformer_s36	42.333	57.667	58.737	41.263	30.86	224	0.900	bicubic	-52.287	-40.313	-34
355	jx_nest_tiny	42.330	57.670	57.043	42.957	17.06	224	0.875	bicubic	-52.620	-42.057	-85
356	tf_efficientnetv2_b3	42.310	57.690	57.943	42.057	14.36	300	0.904	bicubic	-52.810	-41.257	-110
357	convmixer_1024_20_ks9_p14	42.277	57.723	59.713	40.287	24.38	224	0.960	bicubic	-50.073	-38.707	+199
358	dpn98	42.273	57.727	56.883	43.117	61.57	224	0.875	bicubic	-51.657	-42.037	+45
359	xcit_tiny_24_p16_224	42.273	57.727	56.830	43.170	12.12	224	1.000	bicubic	-51.567	-41.930	+56
360	deit_small_patch16_224	42.267	57.733	58.013	41.987	22.05	224	0.900	bicubic	-51.723	-40.947	+39
361	tf_efficientnet_cc_b1_8e	42.220	57.780	58.430	41.570	39.72	240	0.882	bicubic	-51.350	-40.260	+90
362	legacy_senet154	42.213	57.787	56.593	43.407	115.09	224	0.875	bilinear	-52.517	-42.507	-61
363	cait_xxs24_384	42.183	57.817	57.460	42.540	12.03	384	1.000	bicubic	-52.747	-41.680	-90
364	xception41p	42.163	57.837	56.890	43.110	26.91	299	0.940	bicubic	-52.897	-42.260	-106
365	tf_efficientnet_b2	42.117	57.883	58.197	41.803	9.11	260	0.890	bicubic	-52.093	-40.843	+9
366	gluon_resnext50_32x4d	42.043	57.957	57.670	42.330	25.03	224	0.875	bicubic	-51.607	-41.020	+73
367	resnext50_32x4d	41.963	58.037	56.757	43.243	25.03	224	0.950	bicubic	-52.617	-42.043	-38
368	ecaresnet50d_pruned	41.950	58.050	58.217	41.783	19.94	224	0.875	bicubic	-51.870	-40.783	+50
369	efficientnet_b2	41.933	58.067	58.287	41.713	9.11	288	1.000	bicubic	-52.437	-40.763	-17
370	mobilevitv2_150_in22ft1k	41.920	58.080	57.923	42.077	10.59	256	0.888	bicubic	-52.770	-40.997	-60
371	xcit_tiny_12_p16_224_dist	41.920	58.080	57.227	42.773	6.72	224	1.000	bicubic	-51.430	-41.513	+107
372	mobilevitv2_150_384_in22ft1k	41.777	58.223	57.820	42.180	10.59	384	1.000	bicubic	-53.563	-41.310	-153
373	mobilevitv2_175_384_in22ft1k	41.670	58.330	58.010	41.990	14.25	384	1.000	bicubic	-53.570	-41.370	-146
374	edgenext_small_rw	41.663	58.337	58.520	41.480	7.83	320	1.000	bicubic	-52.697	-40.520	-18
375	dla102x2	41.643	58.357	57.940	42.060	41.28	224	0.875	bilinear	-52.357	-41.090	+23
376	hrnet_w64	41.640	58.360	57.123	42.877	128.06	224	0.875	bilinear	-52.190	-41.797	+40
377	gluon_senet154	41.617	58.383	56.377	43.623	115.09	224	0.875	bicubic	-53.093	-42.593	-71
378	poolformer_s24	41.607	58.393	58.440	41.560	21.39	224	0.900	bicubic	-52.723	-40.620	-19
379	inception_v4	41.580	58.420	55.390	44.610	42.68	299	0.875	bicubic	-52.800	-43.430	-28
380	swinv2_cr_tiny_ns_224	41.543	58.457	57.190	42.810	28.33	224	0.900	bicubic	-53.217	-41.920	-82
381	haloregnetz_b	41.540	58.460	57.080	42.920	11.68	224	0.940	bicubic	-52.980	-41.880	-42
382	cs3sedarknet_l	41.533	58.467	57.347	42.653	21.91	288	0.950	bicubic	-53.587	-41.863	-137
383	efficientnet_em	41.490	58.510	58.880	41.120	6.90	240	0.882	bicubic	-52.250	-40.050	+45
384	tf_efficientnet_cc_b0_8e	41.490	58.510	57.380	42.620	24.01	224	0.875	bicubic	-51.380	-41.070	+135
385	efficientnet_el	41.483	58.517	58.313	41.687	10.59	300	0.904	bicubic	-53.187	-40.817	-71
386	halo2botnet50ts_256	41.467	58.533	56.207	43.793	22.64	256	0.950	bicubic	-53.543	-42.833	-124
387	swin_tiny_patch4_window7_224	41.460	58.540	57.307	42.693	28.29	224	0.900	bicubic	-53.160	-41.813	-68
388	resnetv2_50	41.387	58.613	56.747	43.253	25.55	224	0.950	bicubic	-52.883	-42.183	-23
389	swinv2_tiny_window8_256	41.383	58.617	57.117	42.883	28.35	256	0.900	bicubic	-53.647	-42.053	-129
390	cait_xxs24_224	41.380	58.620	57.523	42.477	11.96	224	1.000	bicubic	-52.110	-41.247	+72
391	tv_resnet152	41.333	58.667	57.523	42.477	60.19	224	0.875	bilinear	-51.917	-41.227	+93
392	gcresnext50ts	41.283	58.717	57.147	42.853	15.67	256	0.900	bicubic	-53.127	-41.843	-45
393	cs3darknet_l	41.280	58.720	57.347	42.653	21.16	288	0.950	bicubic	-53.400	-41.873	-81
394	dpn92	41.277	58.723	56.340	43.660	37.67	224	0.875	bicubic	-52.903	-42.590	-16
395	xception71	41.273	58.727	55.877	44.123	42.34	299	0.903	bicubic	-52.607	-43.073	+14
396	adv_inception_v3	41.260	58.740	56.317	43.683	23.83	299	0.875	bicubic	-51.750	-42.173	+109
397	gernet_s	41.250	58.750	58.827	41.173	8.17	224	0.875	bilinear	-51.190	-39.673	+152
398	resnetv2_50d_evos	41.133	58.867	56.050	43.950	25.59	288	0.950	bicubic	-53.987	-43.180	-155
399	resnetblur50	41.077	58.923	57.080	42.920	25.56	224	0.875	bicubic	-52.633	-41.730	+33
400	nf_regnet_b1	41.027	58.973	58.113	41.887	10.22	288	0.900	bicubic	-52.853	-40.637	+10
401	gluon_resnet50_v1d	40.970	59.030	57.137	42.863	25.58	224	0.875	bicubic	-52.560	-41.573	+56
402	fbnetv3_b	40.953	59.047	58.653	41.347	8.60	256	0.950	bilinear	-52.677	-40.257	+39
403	gluon_inception_v3	40.907	59.093	55.620	44.380	23.83	299	0.875	bicubic	-52.633	-43.210	+52
404	cs3darknet_focus_l	40.893	59.107	56.630	43.370	21.15	288	0.950	bicubic	-53.897	-42.520	-113
405	ese_vovnet39b	40.867	59.133	56.950	43.050	24.57	224	0.875	bicubic	-52.983	-41.950	+9
406	levit_192	40.837	59.163	56.690	43.310	10.95	224	0.900	bicubic	-52.883	-42.100	+24
407	regnety_320	40.803	59.197	56.113	43.887	145.05	224	0.875	bicubic	-53.717	-43.057	-69
408	resnet34d	40.800	59.200	56.523	43.477	21.82	224	0.875	bicubic	-51.850	-41.897	+127
409	resnetv2_50d_gn	40.783	59.217	56.207	43.793	25.57	288	0.950	bicubic	-54.317	-42.853	-160
410	xception	40.773	59.227	56.383	43.617	22.86	299	0.897	bicubic	-52.867	-42.377	+30
411	lamhalobotnet50ts_256	40.747	59.253	56.093	43.907	22.57	256	0.950	bicubic	-54.023	-42.887	-115
412	resnet50_gn	40.737	59.263	55.750	44.250	25.56	224	0.940	bicubic	-53.443	-43.170	-33
413	skresnext50_32x4d	40.700	59.300	56.030	43.970	27.48	224	0.875	bicubic	-53.250	-42.800	-11
414	gluon_resnet101_v1b	40.683	59.317	56.123	43.877	44.55	224	0.875	bicubic	-53.077	-42.577	+11
415	hrnet_w40	40.663	59.337	56.757	43.243	57.56	224	0.875	bilinear	-53.047	-42.043	+18
416	resmlp_24_224	40.643	59.357	56.570	43.430	30.02	224	0.875	bicubic	-52.797	-42.240	+51
417	repvgg_b1	40.593	59.407	57.830	42.170	57.42	224	0.875	bilinear	-52.817	-40.960	+56
418	halonet50ts	40.577	59.423	55.193	44.807	22.73	256	0.940	bicubic	-54.133	-43.637	-111
419	tf_efficientnet_lite3	40.563	59.437	56.473	43.527	8.20	300	0.904	bilinear	-53.547	-42.487	-33
420	xcit_tiny_12_p8_224	40.533	59.467	55.623	44.377	6.71	224	1.000	bicubic	-53.827	-43.447	-66
421	mobilevitv2_175	40.530	59.470	56.277	43.723	14.25	256	0.888	bicubic	-53.700	-42.653	-51
422	tresnet_m_448	40.527	59.473	56.703	43.297	31.39	448	0.875	bilinear	-54.133	-42.447	-107
423	dla169	40.523	59.477	57.257	42.743	53.39	224	0.875	bilinear	-53.267	-41.573	0
424	pit_xs_224	40.487	59.513	56.533	43.467	10.62	224	0.900	bicubic	-52.423	-42.247	+88
425	resnetaa50	40.473	59.527	56.027	43.973	25.56	288	1.000	bicubic	-54.407	-43.103	-142
426	repvgg_b2	40.463	59.537	57.773	42.227	89.02	224	0.875	bilinear	-53.127	-41.297	+23
427	regnetx_320	40.447	59.553	55.667	44.333	107.81	224	0.875	bicubic	-53.773	-43.383	-55
428	coat_mini	40.420	59.580	55.157	44.843	10.34	224	0.900	bicubic	-54.350	-43.793	-131
429	skresnet34	40.393	59.607	56.740	43.260	22.28	224	0.875	bicubic	-52.177	-41.780	+112
430	efficientnet_el_pruned	40.390	59.610	56.887	43.113	10.59	300	0.904	bicubic	-53.700	-42.123	-43
431	resnet50	40.383	59.617	54.663	45.337	25.56	224	0.950	bicubic	-53.547	-43.807	-26
432	efficientnet_b2_pruned	40.380	59.620	56.533	43.467	8.31	260	0.890	bicubic	-53.420	-42.377	-11
433	wide_resnet101_2	40.360	59.640	55.787	44.213	126.89	224	0.875	bilinear	-53.360	-43.023	-4
434	coat_lite_mini	40.353	59.647	55.723	44.277	11.01	224	0.900	bicubic	-53.107	-43.057	+31
435	legacy_seresnext101_32x4d	40.353	59.647	54.823	45.177	48.96	224	0.875	bilinear	-53.767	-44.147	-52
436	sebotnet33ts_256	40.340	59.660	53.217	46.783	13.70	256	0.940	bicubic	-53.970	-45.383	-74
437	tf_efficientnet_b0_ap	40.333	59.667	56.793	43.207	5.29	224	0.875	bicubic	-52.287	-41.577	+99
438	regnetx_160	40.273	59.727	56.060	43.940	54.28	224	0.875	bicubic	-53.617	-43.030	-32
439	densenet201	40.270	59.730	56.713	43.287	20.01	224	0.875	bicubic	-52.430	-41.937	+90
440	resnext50d_32x4d	40.157	59.843	55.490	44.510	25.05	224	0.875	bicubic	-53.663	-43.250	-20
441	eca_resnet33ts	40.137	59.863	57.003	42.997	19.68	256	0.900	bicubic	-53.723	-41.887	-30
442	mobilevitv2_200	40.133	59.867	55.510	44.490	18.45	256	0.888	bicubic	-54.377	-43.460	-102
443	darknetaa53	40.120	59.880	55.787	44.213	36.02	288	1.000	bilinear	-54.090	-43.163	-68
444	hrnet_w48	40.097	59.903	56.647	43.353	77.47	224	0.875	bilinear	-53.933	-42.383	-51
445	vit_base_patch16_224_sam	40.093	59.907	55.433	44.567	86.57	224	0.900	bicubic	-53.797	-43.457	-38
446	legacy_seresnet152	40.037	59.963	55.820	44.180	66.82	224	0.875	bilinear	-53.393	-43.030	+24
447	hrnet_w30	40.030	59.970	57.100	42.900	37.71	224	0.875	bilinear	-53.350	-41.730	+28
448	regnetz_b16	40.000	60.000	55.623	44.377	9.72	288	0.940	bicubic	-54.680	-43.537	-135
449	regnetx_080	39.997	60.003	55.963	44.037	39.57	224	0.875	bicubic	-53.793	-42.937	-27
450	tf_efficientnet_b1	39.980	60.020	56.133	43.867	7.79	240	0.882	bicubic	-53.730	-42.667	-16
451	gluon_resnet101_v1c	39.950	60.050	55.310	44.690	44.57	224	0.875	bicubic	-53.730	-43.450	-16
452	resmlp_12_distilled_224	39.833	60.167	57.440	42.560	15.35	224	0.875	bicubic	-53.037	-41.180	+66
453	seresnet33ts	39.823	60.177	56.523	43.477	19.78	256	0.900	bicubic	-54.447	-42.257	-87
454	res2net50_26w_8s	39.807	60.193	54.910	45.090	48.40	224	0.875	bilinear	-53.633	-43.780	+14
455	tf_efficientnetv2_b0	39.787	60.213	56.290	43.710	7.14	224	0.875	bicubic	-53.273	-42.400	+43
456	darknet53	39.733	60.267	55.283	44.717	41.61	288	1.000	bicubic	-54.627	-43.767	-101
457	lambda_resnet50ts	39.733	60.267	54.340	45.660	21.54	256	0.950	bicubic	-54.837	-44.310	-126
458	res2net101_26w_4s	39.713	60.287	54.550	45.450	45.21	224	0.875	bilinear	-53.817	-44.050	0
459	regnetx_120	39.690	60.310	55.650	44.350	46.11	224	0.875	bicubic	-54.570	-43.540	-92
460	vit_small_patch32_224	39.687	60.313	55.260	44.740	22.88	224	0.900	bicubic	-52.473	-43.250	+105
461	hrnet_w44	39.680	60.320	55.333	44.667	67.06	224	0.875	bilinear	-53.930	-43.627	-15
462	densenet161	39.623	60.377	56.130	43.870	28.68	224	0.875	bicubic	-53.277	-42.680	+53
463	resmlp_big_24_224	39.623	60.377	54.820	45.180	129.14	224	0.875	bicubic	-54.637	-44.000	-95
464	mixnet_xl	39.613	60.387	55.883	44.117	11.90	224	0.875	bicubic	-54.617	-42.937	-93
465	xception41	39.607	60.393	55.047	44.953	26.97	299	0.903	bicubic	-53.873	-43.703	-2
466	tf_efficientnetv2_b1	39.573	60.427	55.353	44.647	8.14	240	0.882	bicubic	-54.137	-43.467	-35
467	gcresnet33ts	39.557	60.443	55.823	44.177	19.88	256	0.900	bicubic	-54.273	-43.087	-50
468	dla102x	39.543	60.457	56.310	43.690	26.31	224	0.875	bilinear	-53.987	-42.540	-12
469	xcit_tiny_12_p16_224	39.543	60.457	55.023	44.977	6.72	224	1.000	bicubic	-52.917	-43.607	+78
470	sehalonet33ts	39.533	60.467	54.013	45.987	13.69	256	0.940	bicubic	-55.007	-44.747	-134
471	rexnet_130	39.490	60.510	56.643	43.357	7.56	224	0.875	bicubic	-54.180	-42.057	-34
472	hrnet_w32	39.463	60.537	56.137	43.863	41.23	224	0.875	bilinear	-53.487	-42.703	+37
473	resnetv2_50x1_bitm	39.433	60.567	57.857	42.143	25.55	448	1.000	bilinear	-55.317	-41.323	-174
474	levit_128	39.423	60.577	55.350	44.650	9.21	224	0.900	bicubic	-53.627	-43.350	+25
475	densenetblur121d	39.380	60.620	56.630	43.370	8.00	224	0.875	bicubic	-53.030	-41.790	+78
476	regnety_120	39.353	60.647	55.277	44.723	51.82	224	0.875	bicubic	-54.657	-43.753	-80
477	mobilevitv2_150	39.340	60.660	55.203	44.797	10.59	256	0.888	bicubic	-54.730	-43.697	-86
478	tf_efficientnet_el	39.307	60.693	55.380	44.620	10.59	300	0.904	bicubic	-55.053	-43.720	-125
479	tv_resnet101	39.293	60.707	55.793	44.207	44.55	224	0.875	bilinear	-53.587	-42.867	+38
480	tf_inception_v3	39.250	60.750	54.303	45.697	23.83	299	0.875	bicubic	-53.950	-44.177	+8
481	gluon_resnet50_v1s	39.237	60.763	55.010	44.990	25.68	224	0.875	bicubic	-54.353	-43.830	-31
482	densenet169	39.173	60.827	55.847	44.153	14.15	224	0.875	bicubic	-53.117	-42.743	+76
483	tf_efficientnetv2_b2	39.173	60.827	54.567	45.433	10.10	260	0.890	bicubic	-54.887	-44.363	-91
484	legacy_seresnet101	39.033	60.967	55.007	44.993	49.33	224	0.875	bilinear	-54.237	-43.733	-4
485	efficientnet_b1_pruned	39.003	60.997	55.633	44.367	6.33	240	0.882	bicubic	-53.967	-42.887	+23
486	repvgg_b1g4	38.987	61.013	56.347	43.653	39.97	224	0.875	bilinear	-54.043	-42.473	+16
487	crossvit_9_dagger_240	38.973	61.027	54.860	45.140	8.78	240	0.875	bicubic	-53.787	-43.650	+41
488	inception_v3	38.957	61.043	53.840	46.160	23.83	299	0.875	bicubic	-53.943	-44.490	+28
489	resnet33ts	38.930	61.070	55.580	44.420	19.68	256	0.900	bicubic	-54.700	-43.180	-46
490	dpn68	38.917	61.083	54.930	45.070	12.61	224	0.875	bicubic	-53.333	-43.680	+72
491	legacy_seresnext50_32x4d	38.883	61.117	54.597	45.403	27.56	224	0.875	bilinear	-54.537	-44.203	-19
492	dla102	38.833	61.167	55.330	44.670	33.27	224	0.875	bilinear	-54.427	-43.440	-10
493	densenet121	38.787	61.213	56.273	43.727	7.98	224	0.875	bicubic	-53.153	-42.007	+80
494	resnet32ts	38.773	61.227	55.813	44.187	17.96	256	0.900	bicubic	-54.787	-42.937	-42
495	regnetx_040	38.707	61.293	55.343	44.657	22.12	224	0.875	bicubic	-54.963	-43.597	-59
496	res2net50_14w_8s	38.697	61.303	54.073	45.927	25.06	224	0.875	bilinear	-54.343	-44.627	+4
497	regnetx_032	38.683	61.317	55.160	44.840	15.30	224	0.875	bicubic	-54.567	-43.570	-12
498	res2net50_26w_6s	38.683	61.317	53.757	46.243	37.05	224	0.875	bilinear	-54.917	-44.993	-50
499	selecsls60	38.617	61.383	55.633	44.367	30.67	224	0.875	bicubic	-54.393	-43.197	+5
500	dla60x	38.617	61.383	55.387	44.613	17.35	224	0.875	bilinear	-54.573	-43.323	-11
501	dla60_res2net	38.607	61.393	54.547	45.453	20.85	224	0.875	bilinear	-54.763	-44.293	-25
502	tf_efficientnet_b0	38.577	61.423	55.963	44.037	5.29	224	0.875	bicubic	-53.823	-42.507	+52
503	selecsls60b	38.563	61.437	55.287	44.713	32.77	224	0.875	bicubic	-54.937	-43.553	-42
504	repvgg_a2	38.557	61.443	55.760	44.240	28.21	224	0.875	bilinear	-54.123	-42.760	+26
505	hardcorenas_f	38.503	61.497	55.650	44.350	8.20	224	0.875	bilinear	-54.477	-42.970	+2
506	resmlp_12_224	38.443	61.557	56.320	43.680	15.35	224	0.875	bicubic	-53.677	-42.250	+62
507	dla60_res2next	38.433	61.567	54.947	45.053	17.03	224	0.875	bilinear	-55.117	-43.833	-53
508	regnetx_064	38.420	61.580	54.990	45.010	26.21	224	0.875	bicubic	-55.200	-44.060	-64
509	gluon_resnet50_v1b	38.413	61.587	54.817	45.183	25.56	224	0.875	bicubic	-54.147	-43.733	+33
510	tf_efficientnet_cc_b0_4e	38.400	61.600	55.157	44.843	13.31	224	0.875	bicubic	-54.430	-43.283	+12
511	hrnet_w18	38.273	61.727	55.653	44.347	21.30	224	0.875	bilinear	-54.487	-43.007	+16
512	tinynet_a	38.223	61.777	55.177	44.823	6.19	192	0.875	bicubic	-54.587	-43.383	+13
513	poolformer_s12	38.163	61.837	56.190	43.810	11.92	224	0.900	bicubic	-54.307	-42.160	+33
514	mixnet_l	38.160	61.840	54.753	45.247	7.33	224	0.875	bicubic	-55.110	-43.947	-33
515	hardcorenas_e	38.150	61.850	55.167	44.833	8.07	224	0.875	bilinear	-54.790	-43.413	-5
516	efficientnet_b1	38.090	61.910	54.020	45.980	7.79	256	1.000	bicubic	-54.930	-44.690	-13
517	coat_lite_tiny	38.070	61.930	53.460	46.540	5.72	224	0.900	bicubic	-54.790	-45.180	+3
518	gmixer_24_224	38.063	61.937	52.077	47.923	24.72	224	0.875	bicubic	-54.617	-46.203	+13
519	resnetrs50	37.970	62.030	53.313	46.687	35.69	224	0.910	bicubic	-56.050	-45.537	-124
520	mobilevitv2_125	37.883	62.117	54.060	45.940	7.48	256	0.888	bicubic	-55.577	-44.800	-56
521	hardcorenas_c	37.873	62.127	55.713	44.287	5.52	224	0.875	bilinear	-54.487	-42.637	+34
522	gluon_resnet50_v1c	37.850	62.150	54.117	45.883	25.58	224	0.875	bicubic	-55.060	-44.583	-8
523	res2net50_26w_4s	37.830	62.170	53.070	46.930	25.70	224	0.875	bilinear	-55.350	-45.600	-33
524	efficientnet_es	37.787	62.213	54.980	45.020	5.44	224	0.875	bicubic	-55.133	-43.710	-13
525	resnest14d	37.773	62.227	56.450	43.550	10.61	224	0.875	bilinear	-53.357	-41.880	+80
526	tv_resnext50_32x4d	37.740	62.260	54.120	45.880	25.03	224	0.875	bilinear	-55.170	-44.600	-13
527	resnet26t	37.690	62.310	55.260	44.740	16.01	256	0.940	bicubic	-54.980	-43.320	+6
528	ecaresnet26t	37.647	62.353	54.347	45.653	16.01	320	0.950	bicubic	-56.313	-44.573	-128
529	hardcorenas_d	37.533	62.467	54.713	45.287	7.50	224	0.875	bilinear	-55.067	-43.717	+10
530	res2next50	37.483	62.517	52.863	47.137	24.67	224	0.875	bilinear	-55.677	-45.787	-37
531	resnet34	37.453	62.547	54.303	45.697	21.80	224	0.875	bilinear	-53.747	-43.937	+68
532	pit_ti_distilled_224	37.323	62.677	55.133	44.867	5.10	224	0.900	bicubic	-53.577	-43.087	+80
533	lambda_resnet26t	37.297	62.703	53.580	46.420	10.96	256	0.940	bicubic	-56.103	-45.150	-59
534	hardcorenas_b	37.240	62.760	55.050	44.950	5.18	224	0.875	bilinear	-54.690	-43.350	+40
535	mobilenetv3_large_100_miil	37.220	62.780	53.547	46.453	5.48	224	0.875	bilinear	-55.050	-44.693	+25
536	eca_halonext26ts	37.183	62.817	53.120	46.880	10.76	256	0.940	bicubic	-56.377	-45.560	-83
537	cs3darknet_focus_m	37.140	62.860	53.917	46.083	9.30	288	0.950	bicubic	-55.970	-44.823	-41
538	res2net50_48w_2s	37.127	62.873	53.347	46.653	25.29	224	0.875	bilinear	-55.663	-45.133	-12
539	lambda_resnet26rpt_256	37.077	62.923	53.840	46.160	10.99	256	0.940	bicubic	-56.353	-45.040	-70
540	dla60	37.073	62.927	54.193	45.807	22.04	224	0.875	bilinear	-55.587	-44.437	-6
541	rexnet_100	37.063	62.937	54.037	45.963	4.80	224	0.875	bicubic	-55.787	-44.583	-20
542	bat_resnext26ts	37.063	62.937	53.753	46.247	10.73	256	0.900	bicubic	-56.037	-44.977	-45
543	regnety_016	37.010	62.990	54.080	45.920	11.20	224	0.875	bicubic	-55.990	-44.600	-37
544	tf_mixnet_l	36.973	63.027	52.587	47.413	7.33	224	0.875	bicubic	-56.067	-45.953	-43
545	botnet26t_256	36.957	63.043	53.083	46.917	12.49	256	0.950	bicubic	-56.473	-45.567	-74
546	legacy_seresnet50	36.867	63.133	53.473	46.527	28.09	224	0.875	bilinear	-55.803	-45.177	-14
547	halonet26t	36.850	63.150	52.277	47.723	12.48	256	0.950	bicubic	-56.760	-46.363	-100
548	tv_densenet121	36.813	63.187	54.030	45.970	7.98	224	0.875	bicubic	-54.587	-44.220	+43
549	tf_efficientnet_lite2	36.803	63.197	53.320	46.680	6.09	260	0.890	bicubic	-55.797	-45.230	-11
550	mobilenetv2_120d	36.793	63.207	54.050	45.950	5.83	224	0.875	bicubic	-55.817	-44.450	-13
551	tf_efficientnet_lite1	36.727	63.273	53.580	46.420	5.42	240	0.882	bicubic	-55.583	-44.910	+6
552	eca_botnext26ts_256	36.687	63.313	52.483	47.517	10.59	256	0.950	bicubic	-56.683	-46.217	-75
553	regnetx_016	36.677	63.323	53.293	46.707	9.19	224	0.875	bicubic	-55.853	-45.257	-10
554	hardcorenas_a	36.673	63.327	54.917	45.083	5.26	224	0.875	bilinear	-54.947	-43.253	+29
555	levit_128s	36.633	63.367	53.123	46.877	7.78	224	0.900	bicubic	-54.867	-45.277	+31
556	efficientnet_b0	36.597	63.403	53.487	46.513	5.29	224	0.875	bicubic	-55.883	-45.193	-12
557	vit_base_patch32_224_sam	36.550	63.450	53.043	46.957	88.22	224	0.900	bicubic	-53.310	-44.557	+72
558	xcit_nano_12_p8_224_dist	36.533	63.467	52.883	47.117	3.05	224	1.000	bicubic	-55.887	-45.637	-7
559	cs3darknet_m	36.457	63.543	53.230	46.770	9.31	288	0.950	bicubic	-56.803	-45.490	-76
560	mobilevitv2_100	36.393	63.607	53.067	46.933	4.90	256	0.888	bicubic	-56.737	-45.693	-65
561	tf_efficientnet_em	36.387	63.613	52.833	47.167	6.90	240	0.882	bicubic	-56.783	-45.837	-70
562	skresnet18	36.323	63.677	54.187	45.813	11.96	224	0.875	bicubic	-53.847	-43.593	+63
563	repvgg_b0	36.283	63.717	54.067	45.933	15.82	224	0.875	bilinear	-55.397	-44.383	+18
564	tv_resnet50	36.167	63.833	52.807	47.193	25.56	224	0.875	bilinear	-55.963	-45.613	+3
565	xcit_nano_12_p16_384_dist	36.160	63.840	53.247	46.753	3.05	384	1.000	bicubic	-55.970	-45.273	+1
566	legacy_seresnet34	36.140	63.860	52.550	47.450	21.96	224	0.875	bilinear	-55.350	-45.650	+21
567	coat_tiny	36.120	63.880	51.060	48.940	5.50	224	0.900	bicubic	-57.390	-47.630	-107
568	tv_resnet34	36.077	63.923	53.533	46.467	21.80	224	0.875	bilinear	-54.213	-44.447	+55
569	deit_tiny_distilled_patch16_224	36.023	63.977	54.237	45.763	5.91	224	0.900	bicubic	-55.057	-44.033	+39
570	mobilenetv2_140	36.010	63.990	53.957	46.043	6.11	224	0.875	bicubic	-56.030	-44.293	0
571	tf_efficientnet_lite0	35.917	64.083	53.473	46.527	4.65	224	0.875	bicubic	-55.383	-44.617	+23
572	seresnext26ts	35.830	64.170	53.933	46.067	10.39	256	0.900	bicubic	-56.990	-44.667	-49
573	selecsls42b	35.807	64.193	52.493	47.507	32.46	224	0.875	bicubic	-56.673	-45.947	-28
574	xcit_nano_12_p8_384_dist	35.770	64.230	52.297	47.703	3.05	384	1.000	bicubic	-57.500	-46.553	-95
575	gluon_resnet34_v1b	35.760	64.240	52.183	47.817	21.80	224	0.875	bicubic	-55.340	-45.997	+32
576	dla34	35.640	64.360	52.787	47.213	15.74	224	0.875	bilinear	-55.590	-45.383	+21
577	efficientnet_lite0	35.637	64.363	53.637	46.363	4.65	224	0.875	bicubic	-55.623	-44.613	+18
578	mixnet_m	35.637	64.363	52.423	47.577	5.01	224	0.875	bicubic	-56.633	-45.927	-19
579	ssl_resnet18	35.593	64.407	53.740	46.260	11.69	224	0.875	bilinear	-55.107	-44.290	+36
580	mobilenetv3_rw	35.537	64.463	53.707	46.293	5.48	224	0.875	bicubic	-56.013	-44.573	+5
581	efficientnet_es_pruned	35.390	64.610	52.847	47.153	5.44	224	0.875	bicubic	-56.320	-45.563	-2
582	mobilenetv2_110d	35.307	64.693	52.847	47.153	4.52	224	0.875	bicubic	-56.023	-45.343	+11
583	tf_mixnet_m	35.180	64.820	50.983	49.017	5.01	224	0.875	bicubic	-57.030	-47.437	-19
584	hrnet_w18_small_v2	35.170	64.830	52.430	47.570	15.60	224	0.875	bilinear	-56.000	-45.900	+17
585	resnet18d	35.133	64.867	52.890	47.110	11.71	224	0.875	bicubic	-54.847	-44.940	+42
586	xcit_nano_12_p16_224_dist	35.120	64.880	52.543	47.457	3.05	224	1.000	bicubic	-55.050	-45.207	+40
587	eca_resnext26ts	35.050	64.950	52.310	47.690	10.30	256	0.900	bicubic	-57.360	-46.310	-35
588	convit_tiny	35.047	64.953	51.770	48.230	5.71	224	0.875	bicubic	-55.503	-46.450	+29
589	resnext26ts	35.043	64.957	53.420	46.580	10.30	256	0.900	bicubic	-57.177	-44.830	-26
590	gcresnext26ts	34.930	65.070	51.673	48.327	10.48	256	0.900	bicubic	-57.530	-46.817	-42
591	tinynet_b	34.863	65.137	52.010	47.990	3.73	188	0.875	bicubic	-56.277	-46.050	+13
592	ese_vovnet19b_dw	34.833	65.167	52.033	47.967	6.54	224	0.875	bicubic	-57.167	-46.477	-21
593	regnety_008	34.810	65.190	51.750	48.250	6.26	224	0.875	bicubic	-57.090	-46.670	-17
594	pit_ti_224	34.677	65.323	52.160	47.840	4.85	224	0.900	bicubic	-55.763	-45.850	+26
595	mobilenetv3_large_100	34.600	65.400	52.863	47.137	5.48	224	0.875	bicubic	-56.880	-45.457	-7
596	crossvit_9_240	34.597	65.403	51.763	48.237	8.55	240	0.875	bicubic	-56.453	-46.547	+14
597	seresnext26t_32x4d	34.543	65.457	51.380	48.620	16.81	224	0.875	bicubic	-58.277	-47.180	-73
598	seresnext26d_32x4d	34.533	65.467	51.553	48.447	16.81	224	0.875	bicubic	-57.897	-46.987	-48
599	mixer_b16_224	34.423	65.577	48.080	51.920	59.88	224	0.875	bicubic	-56.727	-49.320	+4
600	resnet26d	34.283	65.717	51.687	48.313	16.01	224	0.875	bicubic	-57.977	-46.763	-39
601	tf_efficientnet_es	34.263	65.737	51.347	48.653	5.44	224	0.875	bicubic	-57.857	-47.083	-32
602	fbnetc_100	34.253	65.747	51.187	48.813	5.57	224	0.875	bilinear	-56.997	-46.663	-6
603	regnety_006	34.147	65.853	51.270	48.730	6.06	224	0.875	bicubic	-57.403	-47.160	-19
604	tf_mobilenetv3_large_100	33.940	66.060	51.483	48.517	5.48	224	0.875	bilinear	-57.480	-46.777	-14
605	semnasnet_075	33.780	66.220	52.427	47.573	2.91	224	0.875	bicubic	-56.430	-45.543	+19
606	mnasnet_100	33.780	66.220	51.177	48.823	4.38	224	0.875	bicubic	-57.430	-46.873	-8
607	regnetx_008	33.773	66.227	50.540	49.460	7.26	224	0.875	bicubic	-57.387	-47.840	-5
608	lcnet_100	33.750	66.250	52.090	47.910	2.95	224	0.875	bicubic	-55.220	-45.290	+34
609	vit_tiny_r_s16_p8_384	33.647	66.353	50.683	49.317	6.36	384	1.000	bicubic	-58.083	-47.747	-31
610	mobilevit_s	33.637	66.363	49.280	50.720	5.58	256	0.900	bicubic	-59.523	-49.490	-118
611	xcit_nano_12_p8_224	33.580	66.420	50.213	49.787	3.05	224	1.000	bicubic	-57.550	-48.017	-5
612	vit_tiny_patch16_384	33.543	66.457	51.077	48.923	5.79	384	1.000	bicubic	-59.897	-47.753	-146
613	semnasnet_100	33.523	66.477	50.787	49.213	3.89	224	0.875	bicubic	-58.137	-47.483	-31
614	resnet26	33.493	66.507	50.930	49.070	16.00	224	0.875	bicubic	-57.947	-47.330	-25
615	spnasnet_100	33.477	66.523	51.270	48.730	4.42	224	0.875	bilinear	-57.123	-46.690	+1
616	mixnet_s	33.477	66.523	51.010	48.990	4.13	224	0.875	bicubic	-58.293	-47.290	-39
617	crossvit_tiny_240	33.353	66.647	49.893	50.107	7.01	240	0.875	bicubic	-57.187	-48.047	+2
618	mobilevitv2_075	33.350	66.650	50.077	49.923	2.87	256	0.888	bicubic	-58.620	-48.223	-46
619	vgg19_bn	33.230	66.770	50.803	49.197	143.68	224	0.875	bilinear	-57.760	-47.307	-8
620	ghostnet_100	33.207	66.793	51.160	48.840	5.18	224	0.875	bilinear	-57.233	-46.670	+1
621	regnetx_006	33.147	66.853	50.253	49.747	6.20	224	0.875	bicubic	-57.623	-47.847	-8
622	resnet18	33.070	66.930	51.180	48.820	11.69	224	0.875	bilinear	-55.080	-45.940	+26
623	xcit_nano_12_p16_224	32.953	67.047	49.993	50.007	3.05	224	1.000	bicubic	-56.007	-47.407	+20
624	legacy_seresnext26_32x4d	32.763	67.237	49.250	50.750	16.79	224	0.875	bicubic	-59.827	-49.160	-84
625	edgenext_x_small	32.720	67.280	48.640	51.360	2.34	256	0.900	bicubic	-58.680	-49.520	-33
626	hrnet_w18_small	32.667	67.333	50.597	49.403	13.19	224	0.875	bilinear	-57.203	-47.293	+2
627	deit_tiny_patch16_224	32.663	67.337	50.270	49.730	5.72	224	0.900	bicubic	-56.957	-47.690	+5
628	legacy_seresnet18	32.593	67.407	50.323	49.677	11.78	224	0.875	bicubic	-56.667	-47.367	+8
629	mobilenetv2_100	32.523	67.477	50.820	49.180	3.50	224	0.875	bicubic	-57.297	-47.010	+1
630	regnetx_004	32.510	67.490	49.337	50.663	5.16	224	0.875	bicubic	-56.960	-48.433	+3
631	gluon_resnet18_v1b	32.407	67.593	49.727	50.273	11.69	224	0.875	bicubic	-56.253	-47.373	+13
632	regnety_004	32.340	67.660	49.450	50.550	4.34	224	0.875	bicubic	-58.430	-48.630	-18
633	tf_mixnet_s	32.190	67.810	48.503	51.497	4.13	224	0.875	bicubic	-59.500	-49.737	-53
634	vit_tiny_patch16_224	32.020	67.980	49.023	50.977	5.72	224	0.900	bicubic	-59.890	-49.317	-59
635	tf_mobilenetv3_large_075	31.857	68.143	49.113	50.887	3.99	224	0.875	bilinear	-58.473	-48.767	-13
636	tf_mobilenetv3_large_minimal_100	31.593	68.407	49.340	50.660	3.92	224	0.875	bilinear	-57.587	-47.980	+3
637	vit_tiny_r_s16_p8_224	30.797	69.203	47.643	52.357	6.34	224	0.900	bicubic	-58.553	-50.057	-2
638	tinynet_c	30.510	69.490	48.490	51.510	2.46	184	0.875	bicubic	-57.910	-48.780	+7
639	lcnet_075	30.383	69.617	48.753	51.247	2.36	224	0.875	bicubic	-56.557	-47.777	+16
640	vgg16_bn	30.360	69.640	47.263	52.737	138.37	224	0.875	bilinear	-60.180	-50.727	-22
641	regnety_002	29.687	70.313	46.800	53.200	3.16	224	0.875	bicubic	-58.503	-50.640	+6
642	resnet10t	29.610	70.390	47.837	52.163	5.44	224	0.950	bilinear	-57.120	-48.833	+14
643	mobilevit_xs	29.597	70.403	46.040	53.960	2.32	256	0.900	bicubic	-61.603	-52.180	-43
644	edgenext_xx_small	29.420	70.580	46.500	53.500	1.33	256	0.900	bicubic	-59.810	-50.760	-7
645	mobilenetv3_small_100	29.050	70.950	47.190	52.810	2.54	224	0.875	bicubic	-57.130	-49.270	+12
646	mnasnet_small	28.950	71.050	47.267	52.733	2.03	224	0.875	bicubic	-56.560	-48.713	+13
647	vgg13_bn	28.893	71.107	46.737	53.263	133.05	224	0.875	bilinear	-60.317	-50.783	-9
648	regnetx_002	28.847	71.153	45.420	54.580	2.68	224	0.875	bicubic	-58.533	-51.570	+3
649	mobilenetv2_050	28.663	71.337	46.593	53.407	1.97	224	0.875	bicubic	-56.347	-49.027	+13
650	vgg19	28.580	71.420	45.170	54.830	143.67	224	0.875	bilinear	-61.100	-52.380	-19
651	mobilevitv2_050	28.560	71.440	45.193	54.807	1.37	256	0.888	bicubic	-60.490	-52.397	-10
652	dla60x_c	28.437	71.563	46.213	53.787	1.32	224	0.875	bilinear	-58.693	-50.927	+1
653	vgg11_bn	28.423	71.577	46.447	53.553	132.87	224	0.875	bilinear	-59.967	-50.823	-7
654	resnet14t	28.097	71.903	45.297	54.703	10.08	224	0.950	bilinear	-61.013	-52.073	-14
655	tinynet_d	27.963	72.037	45.863	54.137	2.34	152	0.875	bicubic	-57.457	-50.157	+6
656	vgg16	27.877	72.123	44.673	55.327	138.36	224	0.875	bilinear	-61.483	-52.847	-22
657	tf_mobilenetv3_small_100	27.287	72.713	44.420	55.580	2.54	224	0.875	bilinear	-58.683	-51.980	+1
658	mixer_l16_224	26.857	73.143	37.923	62.077	208.20	224	0.875	bicubic	-60.113	-56.127	-4
659	mobilenetv3_small_075	26.533	73.467	43.887	56.113	2.04	224	0.875	bicubic	-57.587	-51.613	+6
660	vgg11	26.533	73.467	43.460	56.540	132.86	224	0.875	bilinear	-60.807	-53.650	-8
661	mobilevit_xxs	26.347	73.653	43.030	56.970	1.27	256	0.900	bicubic	-61.603	-54.150	-12
662	vgg13	26.270	73.730	43.373	56.627	133.05	224	0.875	bilinear	-61.300	-53.747	-12
663	lcnet_050	26.220	73.780	44.607	55.393	1.88	224	0.875	bicubic	-56.790	-50.403	+3
664	dla46x_c	26.220	73.780	43.770	56.230	1.07	224	0.875	bilinear	-59.240	-52.680	-4
665	tf_mobilenetv3_small_075	26.197	73.803	43.640	56.360	2.04	224	0.875	bilinear	-58.323	-52.250	-1
666	dla46_c	25.497	74.503	43.790	56.210	1.30	224	0.875	bilinear	-59.163	-52.420	-3
667	tf_mobilenetv3_small_minimal_100	25.097	74.903	42.923	57.077	2.04	224	0.875	bilinear	-57.593	-52.077	0
668	tinynet_e	23.363	76.637	41.083	58.917	2.04	106	0.875	bicubic	-56.437	-52.897	0
669	mobilenetv3_small_050	21.743	78.257	38.757	61.243	1.59	224	0.875	bicubic	-56.357	-54.253	0