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

1	model	top1	top1_err	top5	top5_err	param_count	img_size	crop_pct	interpolation	top1_diff	top5_diff	rank_diff
2	tf_efficientnet_l2_ns	84.760	15.240	96.147	3.853	480.31	800	0.960	bicubic	-13.790	-3.673	+1
3	tf_efficientnet_l2_ns_475	83.400	16.600	95.453	4.547	480.31	475	0.936	bicubic	-15.100	-4.377	+2
4	beit_large_patch16_512	81.653	18.347	94.880	5.120	305.67	512	1.000	bicubic	-16.907	-4.960	-2
5	deit3_large_patch16_384_in21ft1k	79.213	20.787	93.627	6.373	304.76	384	1.000	bicubic	-19.247	-6.133	+1
6	beit_large_patch16_384	79.120	20.880	94.280	5.720	305.00	384	1.000	bicubic	-19.400	-5.540	-2
7	swinv2_large_window12to24_192to384_22kft1k	73.867	26.133	91.747	8.253	196.74	384	1.000	bicubic	-24.283	-7.943	+6
8	deit3_base_patch16_384_in21ft1k	71.280	28.720	89.947	10.053	86.88	384	1.000	bicubic	-26.550	-9.743	+15
9	swinv2_base_window12to24_192to384_22kft1k	71.267	28.733	91.280	8.720	87.92	384	1.000	bicubic	-26.873	-8.500	+5
10	vit_large_patch16_384	71.227	28.773	89.853	10.147	304.72	384	1.000	bicubic	-26.993	-9.947	-1
11	convnext_xlarge_384_in22ft1k	70.787	29.213	90.400	9.600	350.20	384	1.000	bicubic	-27.563	-9.400	-4
12	deit3_huge_patch14_224_in21ft1k	70.227	29.773	90.720	9.280	632.13	224	1.000	bicubic	-27.943	-9.010	-1
13	volo_d5_512	69.653	30.347	90.413	9.587	296.09	512	1.150	bicubic	-28.117	-9.257	+13
14	swin_large_patch4_window12_384	69.613	30.387	89.573	10.427	196.74	384	1.000	bicubic	-28.427	-10.117	+1
15	deit3_large_patch16_224_in21ft1k	68.707	31.293	90.013	9.987	304.37	224	1.000	bicubic	-29.463	-9.747	-3
16	beit_large_patch16_224	68.507	31.493	89.573	10.427	304.43	224	0.900	bicubic	-29.673	-10.187	-6
17	volo_d5_448	68.107	31.893	89.707	10.293	295.91	448	1.150	bicubic	-29.653	-9.913	+10
18	convnext_large_384_in22ft1k	67.947	32.053	89.200	10.800	197.77	384	1.000	bicubic	-30.273	-10.530	-10
19	swinv2_large_window12to16_192to256_22kft1k	67.280	32.720	88.013	11.987	196.74	256	0.900	bicubic	-30.580	-11.637	+1
20	tf_efficientnet_b7_ns	67.080	32.920	88.640	11.360	66.35	600	0.949	bicubic	-30.840	-11.080	-2
21	tf_efficientnetv2_xl_in21ft1k	67.000	33.000	86.867	13.133	208.12	512	1.000	bicubic	-30.660	-12.623	+9
22	volo_d4_448	66.680	33.320	88.987	11.013	193.41	448	1.150	bicubic	-30.990	-10.623	+7
23	tf_efficientnetv2_l_in21ft1k	66.320	33.680	87.840	12.160	118.52	480	1.000	bicubic	-31.380	-11.830	+5
24	beit_base_patch16_384	65.880	34.120	88.507	11.493	86.74	384	1.000	bicubic	-31.940	-11.193	+1
25	volo_d3_448	65.427	34.573	87.560	12.440	86.63	448	1.000	bicubic	-32.123	-11.990	+14
26	convnext_base_384_in22ft1k	65.000	35.000	87.867	12.133	88.59	384	1.000	bicubic	-32.950	-11.783	-10
27	swin_base_patch4_window12_384	64.467	35.533	87.493	12.507	87.90	384	1.000	bicubic	-33.423	-12.217	-8
28	vit_base_patch16_384	63.693	36.307	86.707	13.293	86.86	384	1.000	bicubic	-34.147	-12.963	-6
29	swinv2_base_window12to16_192to256_22kft1k	63.227	36.773	87.493	12.507	87.92	256	0.900	bicubic	-34.423	-12.227	+3
30	convnext_xlarge_in22ft1k	62.627	37.373	86.000	14.000	350.20	224	0.875	bicubic	-35.293	-13.680	-13
31	cait_m48_448	62.347	37.653	86.453	13.547	356.46	448	1.000	bicubic	-35.133	-13.097	+15
32	tf_efficientnet_b6_ns	62.267	37.733	85.173	14.827	43.04	528	0.942	bicubic	-35.363	-14.407	+2
33	vit_large_r50_s32_384	61.493	38.507	83.960	16.040	329.09	384	1.000	bicubic	-36.367	-15.710	-12
34	tf_efficientnetv2_m_in21ft1k	61.387	38.613	85.413	14.587	54.14	480	1.000	bicubic	-36.093	-14.117	+13
35	ig_resnext101_32x48d	61.013	38.987	83.333	16.667	828.41	224	0.875	bilinear	-36.607	-16.367	0
36	swin_large_patch4_window7_224	60.907	39.093	85.867	14.133	196.53	224	0.900	bicubic	-36.743	-13.713	-5
37	resnetv2_152x4_bitm	60.787	39.213	83.560	16.440	936.53	480	1.000	bilinear	-36.703	-16.040	+7
38	deit3_large_patch16_384	60.507	39.493	85.707	14.293	304.76	384	1.000	bicubic	-36.913	-13.913	+12
39	tf_efficientnet_b5_ns	60.293	39.707	84.480	15.520	30.39	456	0.934	bicubic	-37.207	-15.150	+4
40	xcit_large_24_p8_384_dist	59.880	40.120	85.480	14.520	188.93	384	1.000	bicubic	-37.640	-14.060	+1
41	convnext_large_in22ft1k	59.773	40.227	84.040	15.960	197.77	224	0.875	bicubic	-38.057	-15.640	-17
42	dm_nfnet_f6	59.173	40.827	82.333	17.667	438.36	576	0.956	bicubic	-38.427	-17.217	-6
43	vit_base_patch8_224	58.920	41.080	82.733	17.267	86.58	224	0.900	bicubic	-38.660	-16.937	-5
44	volo_d2_384	58.600	41.400	84.253	15.747	58.87	384	1.000	bicubic	-38.710	-15.347	+12
45	dm_nfnet_f5	58.560	41.440	82.773	17.227	377.21	544	0.954	bicubic	-38.980	-16.797	-5
46	dm_nfnet_f4	58.133	41.867	81.973	18.027	316.07	512	0.951	bicubic	-39.447	-17.537	-9
47	ig_resnext101_32x32d	58.040	41.960	80.613	19.387	468.53	224	0.875	bilinear	-39.330	-19.067	+6
48	cait_m36_384	57.813	42.187	84.827	15.173	271.22	384	1.000	bicubic	-39.587	-14.683	+3
49	deit3_base_patch16_224_in21ft1k	57.253	42.747	83.520	16.480	86.59	224	1.000	bicubic	-40.237	-16.090	-4
50	volo_d5_224	57.120	42.880	82.720	17.280	295.46	224	0.960	bicubic	-40.270	-16.850	+2
51	deit3_small_patch16_384_in21ft1k	57.067	42.933	83.080	16.920	22.21	384	1.000	bicubic	-40.063	-16.420	+19
52	xcit_medium_24_p8_384_dist	56.693	43.307	83.400	16.600	84.32	384	1.000	bicubic	-40.597	-16.110	+6
53	convnext_small_384_in22ft1k	56.187	43.813	83.760	16.240	50.22	384	1.000	bicubic	-41.273	-15.820	-4
54	dm_nfnet_f3	55.827	44.173	80.947	19.053	254.92	416	0.940	bicubic	-41.523	-18.613	0
55	vit_large_patch16_224	55.627	44.373	80.080	19.920	304.33	224	0.900	bicubic	-42.013	-19.510	-22
56	convnext_base_in22ft1k	54.627	45.373	82.173	17.827	88.59	224	0.875	bicubic	-42.843	-17.427	-8
57	vit_base_r50_s16_384	54.627	45.373	81.213	18.787	98.95	384	1.000	bicubic	-42.553	-18.347	+11
58	cait_s36_384	54.387	45.613	81.360	18.640	68.37	384	1.000	bicubic	-42.943	-18.170	-3
59	volo_d1_384	54.333	45.667	80.973	19.027	26.78	384	1.000	bicubic	-42.577	-18.437	+35
60	deit3_huge_patch14_224	54.320	45.680	82.093	17.907	632.13	224	0.900	bicubic	-42.570	-17.387	+37
61	xcit_small_24_p8_384_dist	54.267	45.733	81.533	18.467	47.63	384	1.000	bicubic	-42.973	-18.077	+1
62	resnetv2_101x3_bitm	54.027	45.973	81.040	18.960	387.93	448	1.000	bilinear	-42.963	-18.370	+23
63	resnetv2_152x2_bitm	54.013	45.987	82.013	17.987	236.34	448	1.000	bilinear	-42.997	-17.577	+19
64	deit3_base_patch16_384	53.427	46.573	80.573	19.427	86.88	384	1.000	bicubic	-43.593	-18.817	+16
65	tf_efficientnetv2_l	53.173	46.827	79.147	20.853	118.52	480	1.000	bicubic	-44.107	-20.403	-6
66	ig_resnext101_32x16d	53.093	46.907	76.933	23.067	194.03	224	0.875	bilinear	-43.717	-22.667	+36
67	volo_d4_224	52.933	47.067	80.440	19.560	192.96	224	0.960	bicubic	-44.367	-19.080	-10
68	xcit_large_24_p16_384_dist	52.840	47.160	81.827	18.173	189.10	384	1.000	bicubic	-44.680	-17.653	-26
69	swin_base_patch4_window7_224	51.427	48.573	79.973	20.027	87.77	224	0.900	bicubic	-45.823	-19.557	-8
70	tf_efficientnet_b4_ns	51.253	48.747	79.173	20.827	19.34	380	0.922	bicubic	-45.697	-20.407	+20
71	swsl_resnext101_32x8d	51.227	48.773	78.240	21.760	88.79	224	0.875	bilinear	-45.973	-21.300	-5
72	resnetv2_152x2_bit_teacher_384	51.173	48.827	78.480	21.520	236.34	384	1.000	bicubic	-45.657	-20.970	+29
73	beit_base_patch16_224	50.707	49.293	79.693	20.307	86.53	224	0.900	bicubic	-46.383	-19.917	0
74	xcit_small_12_p8_384_dist	50.587	49.413	79.600	20.400	26.21	384	1.000	bicubic	-46.643	-19.880	-11
75	volo_d3_224	50.253	49.747	78.173	21.827	86.33	224	0.960	bicubic	-46.837	-21.297	0
76	cait_s24_384	49.733	50.267	78.733	21.267	47.06	384	1.000	bicubic	-47.337	-20.697	+2
77	xcit_medium_24_p16_384_dist	49.333	50.667	79.853	20.147	84.40	384	1.000	bicubic	-47.947	-19.607	-17
78	deit_base_distilled_patch16_384	49.320	50.680	79.253	20.747	87.63	384	1.000	bicubic	-47.640	-20.227	+10
79	tf_efficientnet_b8	48.960	51.040	77.240	22.760	87.41	672	0.954	bicubic	-48.240	-22.330	-14
80	dm_nfnet_f2	48.920	51.080	77.147	22.853	193.78	352	0.920	bicubic	-48.100	-22.293	+1
81	deit3_large_patch16_224	48.627	51.373	78.133	21.867	304.37	224	0.900	bicubic	-48.313	-21.207	+10
82	tf_efficientnetv2_s_in21ft1k	48.507	51.493	77.893	22.107	21.46	384	1.000	bicubic	-48.213	-21.527	+29
83	resnest269e	48.200	51.800	74.333	25.667	110.93	416	0.928	bicubic	-48.320	-25.017	+57
84	xcit_large_24_p8_224_dist	48.120	51.880	79.107	20.893	188.93	224	1.000	bicubic	-48.950	-20.313	-5
85	regnetz_e8	47.827	52.173	76.200	23.800	57.70	320	1.000	bicubic	-49.373	-23.300	-18
86	resnetv2_50x3_bitm	47.280	52.720	77.333	22.667	217.32	448	1.000	bilinear	-49.430	-22.217	+27
87	xcit_large_24_p8_224	47.160	52.840	74.400	25.600	188.93	224	1.000	bicubic	-49.250	-24.960	+61
88	xcit_small_24_p16_384_dist	46.947	53.053	77.160	22.840	47.67	384	1.000	bicubic	-50.173	-22.290	-17
89	tf_efficientnet_b8_ap	46.893	53.107	76.507	23.493	87.41	672	0.954	bicubic	-50.217	-23.153	-17
90	efficientnetv2_rw_m	46.280	53.720	75.680	24.320	53.24	416	1.000	bicubic	-50.700	-23.860	-3
91	swinv2_base_window16_256	46.267	53.733	75.187	24.813	87.92	256	0.900	bicubic	-50.493	-24.183	+17
92	swsl_resnext101_32x16d	46.133	53.867	72.253	27.747	194.03	224	0.875	bilinear	-50.467	-27.277	+39
93	volo_d2_224	46.080	53.920	75.253	24.747	58.68	224	0.960	bicubic	-50.920	-24.137	-9
94	vit_small_patch16_384	45.920	54.080	76.707	23.293	22.20	384	1.000	bicubic	-50.780	-22.663	+22
95	ecaresnet269d	45.880	54.120	75.133	24.867	102.09	352	1.000	bicubic	-51.200	-24.487	-18
96	vit_small_r26_s32_384	45.733	54.267	76.053	23.947	36.47	384	1.000	bicubic	-50.947	-23.527	+25
97	tf_efficientnetv2_m	45.533	54.467	74.533	25.467	54.14	480	1.000	bicubic	-51.607	-24.877	-28
98	tf_efficientnet_b7_ap	45.373	54.627	74.213	25.787	66.35	600	0.949	bicubic	-51.827	-25.287	-34
99	dm_nfnet_f1	45.320	54.680	74.107	25.893	132.63	320	0.910	bicubic	-51.590	-25.413	-3
100	ig_resnext101_32x8d	45.293	54.707	70.853	29.147	88.79	224	0.875	bilinear	-51.017	-28.577	+60
101	xcit_medium_24_p8_224_dist	45.213	54.787	76.720	23.280	84.32	224	1.000	bicubic	-51.707	-22.670	-8
102	eca_nfnet_l2	44.960	55.040	75.893	24.107	56.72	384	1.000	bicubic	-52.130	-23.617	-28
103	convnext_tiny_384_in22ft1k	44.840	55.160	76.680	23.320	28.59	384	1.000	bicubic	-52.040	-22.790	-5
104	convnext_small_in22ft1k	44.813	55.187	77.373	22.627	50.22	224	0.875	bicubic	-52.177	-22.117	-18
105	crossvit_18_dagger_408	44.293	55.707	73.827	26.173	44.61	408	1.000	bicubic	-52.237	-25.433	+33
106	resnest200e	44.133	55.867	73.467	26.533	70.20	320	0.909	bicubic	-52.477	-25.973	+22
107	cait_xs24_384	43.947	56.053	75.160	24.840	26.67	384	1.000	bicubic	-52.593	-24.110	+29
108	seresnextaa101d_32x8d	43.947	56.053	73.400	26.600	93.59	288	1.000	bicubic	-53.003	-25.990	-19
109	resnetrs200	43.747	56.253	72.813	27.187	93.21	320	1.000	bicubic	-52.953	-26.477	+8
110	tresnet_xl_448	43.467	56.533	72.453	27.547	78.44	448	0.875	bilinear	-52.503	-26.737	+88
111	xcit_small_12_p16_384_dist	43.267	56.733	73.880	26.120	26.25	384	1.000	bicubic	-53.663	-25.520	-19
112	vit_base_patch16_224	43.253	56.747	72.893	27.107	86.57	224	0.900	bicubic	-53.627	-26.637	-13
113	resnetrs420	43.147	56.853	70.467	29.533	191.89	416	1.000	bicubic	-53.763	-28.993	-18
114	xcit_medium_24_p8_224	43.093	56.907	70.347	29.653	84.32	224	1.000	bicubic	-53.017	-28.543	+72
115	tf_efficientnet_b7	42.960	57.040	73.133	26.867	66.35	600	0.949	bicubic	-54.050	-26.387	-32
116	xcit_tiny_24_p8_384_dist	42.467	57.533	72.867	27.133	12.11	384	1.000	bicubic	-54.083	-26.453	+18
117	swinv2_small_window16_256	42.293	57.707	72.920	27.080	49.73	256	0.900	bicubic	-54.167	-26.280	+26
118	crossvit_15_dagger_408	41.907	58.093	72.067	27.933	28.50	408	1.000	bicubic	-54.483	-27.093	+33
119	xcit_small_24_p8_224_dist	41.893	58.107	73.680	26.320	47.63	224	1.000	bicubic	-54.977	-25.800	-19
120	xcit_small_24_p8_224	41.773	58.227	71.013	28.987	47.63	224	1.000	bicubic	-54.627	-28.137	+29
121	vit_large_r50_s32_224	41.653	58.347	70.253	29.747	328.99	224	0.900	bicubic	-55.137	-29.097	-17
122	swsl_resnext101_32x4d	41.560	58.440	71.747	28.253	44.18	224	0.875	bilinear	-54.870	-27.723	+24
123	swinv2_base_window8_256	41.507	58.493	72.440	27.560	87.92	256	0.900	bicubic	-55.033	-26.920	+12
124	convnext_large	41.373	58.627	73.293	26.707	197.77	224	0.875	bicubic	-55.387	-26.057	-15
125	deit3_small_patch16_224_in21ft1k	41.240	58.760	71.933	28.067	22.06	224	1.000	bicubic	-55.420	-27.397	0
126	seresnext101d_32x8d	41.133	58.867	70.880	29.120	93.59	288	1.000	bicubic	-55.577	-28.480	-14
127	tf_efficientnet_b6_ap	40.813	59.187	71.627	28.373	43.04	528	0.942	bicubic	-56.267	-27.843	-51
128	resmlp_big_24_224_in22ft1k	40.373	59.627	74.787	25.213	129.14	224	0.875	bicubic	-56.247	-24.663	-2
129	deit3_small_patch16_384	40.307	59.693	70.333	29.667	22.21	384	1.000	bicubic	-55.893	-28.957	+42
130	tresnet_l_448	40.213	59.787	69.907	30.093	55.99	448	0.875	bilinear	-55.647	-29.343	+78
131	deit_base_patch16_384	40.173	59.827	70.760	29.240	86.86	384	1.000	bicubic	-55.977	-28.420	+49
132	regnetz_d8_evos	40.093	59.907	72.187	27.813	23.46	320	0.950	bicubic	-56.517	-27.163	-3
133	regnetz_040h	40.000	60.000	71.333	28.667	28.94	320	1.000	bicubic	-56.710	-28.167	-18
134	resnetrs350	39.947	60.053	68.933	31.067	163.96	384	1.000	bicubic	-56.813	-30.367	-27
135	regnetz_d8	39.933	60.067	71.640	28.360	23.37	320	1.000	bicubic	-56.687	-27.870	-8
136	swin_s3_base_224	39.787	60.213	70.493	29.507	71.13	224	0.900	bicubic	-56.463	-28.647	+30
137	seresnext101_32x8d	39.547	60.453	69.467	30.533	93.57	288	1.000	bicubic	-57.223	-29.983	-32
138	deit3_base_patch16_224	39.200	60.800	71.027	28.973	86.59	224	0.900	bicubic	-57.100	-28.153	+23
139	volo_d1_224	38.947	61.053	70.267	29.733	26.63	224	0.960	bicubic	-57.383	-29.043	+20
140	vit_large_patch32_384	38.933	61.067	68.947	31.053	306.63	384	1.000	bicubic	-56.897	-30.203	+73
141	resnetv2_101x1_bitm	38.933	61.067	71.040	28.960	44.54	448	1.000	bilinear	-57.167	-28.230	+48
142	regnetz_040	38.733	61.267	70.413	29.587	27.12	320	1.000	bicubic	-57.977	-29.057	-28
143	xcit_small_12_p8_224_dist	38.213	61.787	71.280	28.720	26.21	224	1.000	bicubic	-58.477	-28.110	-24
144	resnet200d	38.147	61.853	68.627	31.373	64.69	320	1.000	bicubic	-58.573	-30.703	-34
145	swinv2_small_window8_256	37.787	62.213	69.867	30.133	49.73	256	0.900	bicubic	-58.503	-29.343	+18
146	xcit_large_24_p16_224_dist	37.680	62.320	71.587	28.413	189.10	224	1.000	bicubic	-59.120	-27.763	-43
147	seresnet152d	37.653	62.347	69.480	30.520	66.84	320	1.000	bicubic	-59.117	-29.870	-41
148	eca_nfnet_l1	37.533	62.467	70.960	29.040	41.41	320	1.000	bicubic	-59.167	-28.520	-30
149	xcit_small_12_p8_224	37.533	62.467	68.213	31.787	26.21	224	1.000	bicubic	-58.577	-30.947	+38
150	twins_svt_large	37.213	62.787	69.227	30.773	99.27	224	0.900	bicubic	-59.057	-29.943	+14
151	regnetz_d32	37.133	62.867	70.480	29.520	27.58	320	0.950	bicubic	-59.467	-28.900	-21
152	vit_base_patch32_384	37.107	62.893	69.787	30.213	88.30	384	1.000	bicubic	-59.383	-29.623	-11
153	regnety_064	37.000	63.000	68.187	31.813	30.58	288	1.000	bicubic	-59.360	-31.043	0
154	swin_s3_small_224	36.867	63.133	68.213	31.787	49.74	224	0.900	bicubic	-59.363	-30.877	+13
155	efficientnetv2_rw_s	36.813	63.187	68.320	31.680	23.94	384	1.000	bicubic	-59.727	-31.100	-18
156	regnety_160	36.787	63.213	69.107	30.893	83.59	288	1.000	bicubic	-59.563	-30.223	-1
157	convnext_base	36.747	63.253	70.413	29.587	88.59	224	0.875	bicubic	-59.723	-28.817	-15
158	resnext101_64x4d	36.720	63.280	66.653	33.347	83.46	288	1.000	bicubic	-59.360	-32.587	+33
159	convnext_tiny_in22ft1k	36.267	63.733	69.560	30.440	28.59	224	0.875	bicubic	-59.953	-29.780	+9
160	cait_xxs36_384	36.253	63.747	67.800	32.200	17.37	384	1.000	bicubic	-59.587	-31.290	+52
161	jx_nest_base	36.067	63.933	66.760	33.240	67.72	224	0.875	bicubic	-60.183	-32.450	+4
162	pit_b_distilled_224	35.627	64.373	69.120	30.880	74.79	224	0.900	bicubic	-61.043	-30.230	-39
163	regnety_080	35.560	64.440	67.240	32.760	39.18	288	1.000	bicubic	-60.970	-32.080	-24
164	sequencer2d_l	35.560	64.440	67.333	32.667	54.30	224	0.875	bicubic	-60.580	-31.827	+18
165	tf_efficientnet_b3_ns	35.507	64.493	67.747	32.253	12.23	300	0.904	bicubic	-60.883	-31.603	-15
166	tf_efficientnet_b6	35.227	64.773	67.720	32.280	43.04	528	0.942	bicubic	-61.443	-31.650	-42
167	resnetrs270	35.000	65.000	65.480	34.520	129.86	352	1.000	bicubic	-61.690	-33.870	-47
168	tf_efficientnet_b5_ap	34.800	65.200	67.467	32.533	30.39	456	0.934	bicubic	-61.880	-31.993	-46
169	xcit_tiny_12_p8_384_dist	34.653	65.347	66.280	33.720	6.71	384	1.000	bicubic	-61.427	-32.860	+23
170	vit_base_patch16_224_miil	34.520	65.480	65.000	35.000	86.54	224	0.875	bilinear	-61.930	-34.300	-26
171	xcit_medium_24_p16_224_dist	34.320	65.680	67.893	32.107	84.40	224	1.000	bicubic	-62.270	-31.377	-39
172	resnet152d	34.307	65.693	65.907	34.093	60.21	320	1.000	bicubic	-62.053	-33.483	-18
173	tresnet_m_448	34.107	65.893	64.507	35.493	31.39	448	0.875	bilinear	-60.883	-34.473	+144
174	resmlp_big_24_distilled_224	34.067	65.933	69.600	30.400	129.14	224	0.875	bicubic	-62.383	-29.710	-29
175	regnetv_064	33.987	66.013	67.867	32.133	30.58	288	1.000	bicubic	-62.423	-31.113	-28
176	xcit_tiny_24_p16_384_dist	33.827	66.173	65.387	34.613	12.12	384	1.000	bicubic	-62.093	-33.833	+27
177	twins_pcpvt_large	33.413	66.587	67.933	32.067	60.99	224	0.900	bicubic	-62.737	-31.207	+1
178	twins_svt_base	33.173	66.827	65.773	34.227	56.07	224	0.900	bicubic	-62.987	-33.287	-2
179	pit_b_224	33.160	66.840	62.347	37.653	73.76	224	0.900	bicubic	-62.480	-36.843	+51
180	resnetv2_152x2_bit_teacher	33.053	66.947	64.253	35.747	236.34	224	0.875	bicubic	-63.047	-35.027	+8
181	swsl_resnext50_32x4d	33.027	66.973	65.080	34.920	25.03	224	0.875	bilinear	-62.833	-34.040	+30
182	mobilevitv2_200_384_in22ft1k	32.960	67.040	65.480	34.520	18.45	384	1.000	bicubic	-63.080	-33.600	+12
183	swinv2_cr_small_ns_224	32.933	67.067	65.960	34.040	49.70	224	0.900	bicubic	-63.247	-33.180	-9
184	xception65	32.760	67.240	62.973	37.027	39.92	299	0.940	bicubic	-63.590	-36.267	-27
185	xcit_large_24_p16_224	32.760	67.240	62.120	37.880	189.10	224	1.000	bicubic	-62.660	-36.890	+79
186	ssl_resnext101_32x16d	32.653	67.347	64.040	35.960	194.03	224	0.875	bilinear	-63.137	-35.140	+31
187	swin_small_patch4_window7_224	32.587	67.413	65.453	34.547	49.61	224	0.900	bicubic	-63.323	-33.567	+17
188	mobilevitv2_175_384_in22ft1k	32.453	67.547	64.720	35.280	14.25	384	1.000	bicubic	-63.727	-34.410	-15
189	jx_nest_small	32.280	67.720	63.733	36.267	38.35	224	0.875	bicubic	-63.680	-35.297	+11
190	tf_efficientnet_b5	31.853	68.147	65.307	34.693	30.39	456	0.934	bicubic	-64.497	-34.003	-34
191	swinv2_tiny_window16_256	31.720	68.280	65.587	34.413	28.35	256	0.900	bicubic	-64.220	-33.553	+11
192	swinv2_cr_small_224	31.680	68.320	62.507	37.493	49.70	224	0.900	bicubic	-64.380	-36.363	+1
193	regnetz_c16_evos	31.493	68.507	66.280	33.720	13.49	320	0.950	bicubic	-64.637	-33.080	-10
194	resnest101e	31.400	68.600	64.347	35.653	48.28	256	0.875	bilinear	-64.460	-34.833	+16
195	crossvit_base_240	31.347	68.653	61.293	38.707	105.03	240	0.875	bicubic	-64.173	-37.527	+50
196	regnetv_040	31.333	68.667	64.667	35.333	20.64	288	1.000	bicubic	-64.857	-34.663	-24
197	convnext_small	31.320	68.680	66.040	33.960	50.22	224	0.875	bicubic	-64.850	-33.060	-22
198	cait_s24_224	31.200	68.800	64.560	35.440	46.92	224	1.000	bicubic	-65.180	-34.590	-46
199	efficientnet_b4	30.840	69.160	64.600	35.400	19.34	384	1.000	bicubic	-65.310	-34.650	-20
200	regnety_040	30.613	69.387	63.827	36.173	20.65	288	1.000	bicubic	-65.397	-35.353	-4
201	crossvit_18_240	30.600	69.400	61.947	38.053	43.27	240	0.875	bicubic	-64.840	-36.843	+58
202	sequencer2d_m	30.600	69.400	62.933	37.067	38.31	224	0.875	bicubic	-65.210	-36.177	+12
203	dm_nfnet_f0	30.547	69.453	62.867	37.133	71.49	256	0.900	bicubic	-65.603	-36.323	-22
204	xcit_small_24_p16_224_dist	30.520	69.480	64.760	35.240	47.67	224	1.000	bicubic	-65.690	-34.450	-34
205	crossvit_18_dagger_240	30.507	69.493	61.840	38.160	44.27	240	0.875	bicubic	-65.063	-37.220	+32
206	xcit_medium_24_p16_224	30.187	69.813	59.333	40.667	84.40	224	1.000	bicubic	-65.343	-39.797	+35
207	cait_xxs24_384	30.040	69.960	63.920	36.080	12.03	384	1.000	bicubic	-65.240	-35.040	+69
208	twins_pcpvt_base	29.973	70.027	64.600	35.400	43.83	224	0.900	bicubic	-65.817	-34.530	+10
209	swsl_resnet50	29.840	70.160	63.827	36.173	25.56	224	0.875	bilinear	-65.570	-35.473	+56
210	mobilevitv2_150_384_in22ft1k	29.840	70.160	62.213	37.787	10.59	384	1.000	bicubic	-65.860	-36.927	+17
211	vit_relpos_base_patch16_clsgap_224	29.720	70.280	62.867	37.133	86.43	224	0.900	bicubic	-66.040	-36.253	+9
212	deit_base_distilled_patch16_224	29.600	70.400	64.440	35.560	87.34	224	0.900	bicubic	-66.490	-34.750	-22
213	convit_base	29.507	70.493	61.760	38.240	86.54	224	0.875	bicubic	-66.043	-37.110	+25
214	vit_relpos_medium_patch16_cls_224	29.320	70.680	60.653	39.347	38.76	224	0.900	bicubic	-66.160	-38.297	+39
215	ssl_resnext101_32x8d	29.120	70.880	61.013	38.987	88.79	224	0.875	bilinear	-66.370	-38.107	+37
216	tf_efficientnetv2_s	29.053	70.947	61.227	38.773	21.46	384	1.000	bicubic	-67.287	-37.973	-58
217	xception65p	28.987	71.013	59.920	40.080	39.82	299	0.940	bicubic	-67.223	-39.260	-48
218	resnet101d	28.987	71.013	62.040	37.960	44.57	320	1.000	bicubic	-67.313	-37.190	-56
219	resnetrs152	28.920	71.080	60.507	39.493	86.62	320	1.000	bicubic	-67.660	-38.733	-86
220	regnetz_c16	28.907	71.093	63.347	36.653	13.46	320	0.940	bicubic	-66.893	-35.753	-4
221	vit_relpos_medium_patch16_224	28.840	71.160	62.013	37.987	38.75	224	0.900	bicubic	-66.620	-36.947	+34
222	xcit_tiny_24_p8_224_dist	28.733	71.267	61.373	38.627	12.11	224	1.000	bicubic	-67.077	-37.837	-7
223	xcit_tiny_24_p8_224	28.707	71.293	60.440	39.560	12.11	224	1.000	bicubic	-66.963	-38.610	+6
224	crossvit_15_dagger_240	28.533	71.467	60.333	39.667	28.21	240	0.875	bicubic	-67.157	-38.497	+3
225	xcit_small_24_p16_224	28.347	71.653	58.707	41.293	47.67	224	1.000	bicubic	-67.183	-40.343	+17
226	coat_lite_small	27.547	72.453	58.560	41.440	19.84	224	0.900	bicubic	-67.993	-40.300	+14
227	deit_base_patch16_224	27.440	72.560	58.893	41.107	86.57	224	0.900	bicubic	-68.000	-39.947	+30
228	vit_relpos_base_patch16_224	27.347	72.653	61.147	38.853	86.43	224	0.900	bicubic	-68.223	-37.883	+8
229	resnetv2_50x1_bitm	27.307	72.693	62.853	37.147	25.55	448	1.000	bilinear	-67.703	-36.037	+83
230	xcit_small_12_p16_224_dist	27.120	72.880	59.800	40.200	26.25	224	1.000	bicubic	-68.900	-39.330	-35
231	vit_small_patch16_224	27.013	72.987	59.187	40.813	22.05	224	0.900	bicubic	-68.357	-39.963	+39
232	sequencer2d_s	26.813	73.187	60.613	39.387	27.65	224	0.875	bicubic	-69.177	-38.437	-35
233	mobilevitv2_200_in22ft1k	26.680	73.320	59.373	40.627	18.45	256	0.888	bicubic	-68.480	-39.577	+55
234	swin_s3_tiny_224	26.520	73.480	60.320	39.680	28.33	224	0.900	bicubic	-68.640	-38.620	+53
235	swinv2_tiny_window8_256	26.413	73.587	60.560	39.440	28.35	256	0.900	bicubic	-69.087	-38.560	+16
236	tf_efficientnet_b4	26.320	73.680	60.107	39.893	19.34	380	0.922	bicubic	-69.580	-39.063	-30
237	tf_efficientnet_b4_ap	26.240	73.760	60.213	39.787	19.34	380	0.922	bicubic	-69.920	-39.067	-60
238	deit3_small_patch16_224	26.213	73.787	54.413	45.587	22.06	224	0.900	bicubic	-68.787	-44.047	+77
239	nfnet_l0	26.213	73.787	61.720	38.280	35.07	288	1.000	bicubic	-69.907	-37.520	-55
240	regnety_032	26.200	73.800	60.973	39.027	19.44	288	1.000	bicubic	-69.770	-38.157	-41
241	fbnetv3_g	26.120	73.880	61.067	38.933	16.62	288	0.950	bilinear	-69.390	-37.923	+6
242	ecaresnet50t	26.120	73.880	59.987	40.013	25.57	320	0.950	bicubic	-69.390	-39.133	+7
243	mobilevitv2_175_in22ft1k	26.040	73.960	58.453	41.547	14.25	256	0.888	bicubic	-69.190	-40.337	+37
244	ecaresnet101d	26.040	73.960	59.000	41.000	44.57	224	0.875	bicubic	-69.490	-39.770	0
245	visformer_small	25.840	74.160	58.907	41.093	40.22	224	0.900	bicubic	-69.630	-39.993	+9
246	halo2botnet50ts_256	25.587	74.413	56.853	43.147	22.64	256	0.950	bicubic	-69.833	-41.767	+16
247	coat_mini	25.493	74.507	57.707	42.293	10.34	224	0.900	bicubic	-69.477	-41.073	+71
248	crossvit_15_240	25.453	74.547	57.547	42.453	27.53	240	0.875	bicubic	-69.697	-41.383	+44
249	vit_relpos_medium_patch16_rpn_224	25.453	74.547	58.627	41.373	38.73	224	0.900	bicubic	-70.057	-40.453	-1
250	vit_srelpos_medium_patch16_224	25.387	74.613	58.480	41.520	38.74	224	0.900	bicubic	-69.843	-40.510	+29
251	xcit_small_12_p16_224	25.173	74.827	56.080	43.920	26.25	224	1.000	bicubic	-70.247	-42.760	+12
252	resnetv2_50x1_bit_distilled	25.133	74.867	59.653	40.347	25.55	224	0.875	bicubic	-70.987	-39.627	-67
253	convit_small	25.107	74.893	57.280	42.720	27.78	224	0.875	bicubic	-70.093	-41.600	+31
254	vit_base_patch16_rpn_224	25.080	74.920	58.653	41.347	86.54	224	0.900	bicubic	-70.300	-40.277	+14
255	gc_efficientnetv2_rw_t	25.053	74.947	57.720	42.280	13.68	288	1.000	bicubic	-70.687	-41.300	-33
256	eca_nfnet_l0	24.813	75.187	60.093	39.907	24.14	288	1.000	bicubic	-71.137	-39.117	-55
257	xception41p	24.800	75.200	55.173	44.827	26.91	299	0.940	bicubic	-70.710	-43.737	-11
258	tnt_s_patch16_224	24.720	75.280	58.187	41.813	23.76	224	0.900	bicubic	-70.320	-40.643	+51
259	resnetv2_50d_evos	24.467	75.533	56.387	43.613	25.59	288	0.950	bicubic	-71.143	-42.643	-25
260	xcit_tiny_12_p16_384_dist	24.440	75.560	57.067	42.933	6.72	384	1.000	bicubic	-70.690	-41.783	+35
261	cs3darknet_x	24.360	75.640	57.813	42.187	35.05	288	1.000	bicubic	-71.500	-41.397	-52
262	efficientnetv2_rw_t	24.280	75.720	57.360	42.640	13.65	288	1.000	bicubic	-71.320	-41.710	-27
263	convnext_tiny	24.267	75.733	59.333	40.667	28.59	224	0.875	bicubic	-71.283	-39.667	-24
264	ssl_resnext101_32x4d	24.173	75.827	57.413	42.587	44.18	224	0.875	bilinear	-71.267	-41.717	-6
265	swinv2_cr_tiny_ns_224	24.120	75.880	58.227	41.773	28.33	224	0.900	bicubic	-71.250	-40.713	+4
266	twins_svt_small	24.107	75.893	57.133	42.867	24.06	224	0.900	bicubic	-71.093	-41.767	+17
267	vit_small_r26_s32_224	24.080	75.920	56.173	43.827	36.43	224	0.900	bicubic	-71.560	-42.497	-35
268	mobilevitv2_150_in22ft1k	24.053	75.947	55.987	44.013	10.59	256	0.888	bicubic	-71.087	-42.783	+25
269	poolformer_m48	24.027	75.973	57.280	42.720	73.47	224	0.950	bicubic	-71.613	-41.660	-38
270	vit_relpos_small_patch16_224	24.027	75.973	58.200	41.800	21.98	224	0.900	bicubic	-71.133	-40.750	+20
271	tf_efficientnet_b2_ns	24.013	75.987	57.280	42.720	9.11	260	0.890	bicubic	-71.747	-41.760	-50
272	cs3sedarknet_l	23.960	76.040	58.707	41.293	21.91	288	0.950	bicubic	-71.350	-40.423	+1
273	resnetv2_50d_gn	23.920	76.080	56.307	43.693	25.57	288	0.950	bicubic	-71.510	-42.733	-13
274	vit_small_patch32_384	23.760	76.240	57.293	42.707	22.92	384	1.000	bicubic	-71.290	-41.697	+33
275	lamhalobotnet50ts_256	23.573	76.427	55.333	44.667	22.57	256	0.950	bicubic	-71.577	-43.547	+16
276	resnet152	23.560	76.440	53.680	46.320	60.19	224	0.950	bicubic	-72.340	-45.400	-71
277	nasnetalarge	23.467	76.533	55.013	44.987	88.75	331	0.911	bicubic	-72.213	-43.917	-49
278	crossvit_small_240	23.440	76.560	56.813	43.187	26.86	240	0.875	bicubic	-71.390	-42.207	+53
279	levit_384	23.427	76.573	56.373	43.627	39.13	224	0.900	bicubic	-72.103	-42.367	-36
280	pnasnet5large	23.320	76.680	53.640	46.360	86.06	331	0.911	bicubic	-72.390	-45.280	-56
281	convnext_tiny_hnf	23.227	76.773	55.200	44.800	28.59	224	0.950	bicubic	-72.283	-43.820	-31
282	efficientnet_b3	23.213	76.787	55.960	44.040	12.23	320	1.000	bicubic	-72.497	-43.080	-59
283	jx_nest_tiny	23.173	76.827	56.213	43.787	17.06	224	0.875	bicubic	-72.067	-42.767	-6
284	resnet61q	22.987	77.013	55.747	44.253	36.85	288	1.000	bicubic	-72.793	-43.243	-65
285	halonet50ts	22.920	77.080	54.000	46.000	22.73	256	0.940	bicubic	-72.220	-44.860	+9
286	vit_srelpos_small_patch16_224	22.907	77.093	55.733	44.267	21.97	224	0.900	bicubic	-72.123	-43.227	+25
287	resmlp_big_24_224	22.853	77.147	54.293	45.707	129.14	224	0.875	bicubic	-71.807	-44.507	+58
288	twins_pcpvt_small	22.707	77.293	56.853	43.147	24.11	224	0.900	bicubic	-72.503	-42.027	-6
289	poolformer_m36	22.507	77.493	55.293	44.707	56.17	224	0.950	bicubic	-72.873	-43.557	-22
290	vit_base_patch32_224	22.400	77.600	53.987	46.013	88.22	224	0.900	bicubic	-72.600	-45.043	+26
291	pit_s_distilled_224	22.360	77.640	57.093	42.907	24.04	224	0.900	bicubic	-72.880	-41.957	-13
292	xcit_tiny_12_p8_224_dist	22.067	77.933	54.280	45.720	6.71	224	1.000	bicubic	-73.033	-44.630	+7
293	tresnet_m	21.667	78.333	53.840	46.160	31.39	224	0.875	bilinear	-74.043	-45.190	-68
294	convmixer_1536_20	21.213	78.787	55.520	44.480	51.63	224	0.960	bicubic	-73.857	-43.510	+10
295	swin_tiny_patch4_window7_224	21.147	78.853	55.973	44.027	28.29	224	0.900	bicubic	-73.983	-43.047	+1
296	pit_s_224	21.093	78.907	53.587	46.413	23.46	224	0.900	bicubic	-73.497	-45.113	+56
297	xcit_tiny_12_p8_224	21.027	78.973	52.467	47.533	6.71	224	1.000	bicubic	-73.663	-46.363	+45
298	resnet51q	20.960	79.040	55.693	44.307	35.70	288	1.000	bilinear	-74.910	-43.437	-91
299	regnetz_b16	20.933	79.067	53.853	46.147	9.72	288	0.940	bicubic	-74.127	-45.197	+7
300	resnetrs101	20.867	79.133	52.813	47.187	63.62	288	0.940	bicubic	-74.563	-46.217	-39
301	sebotnet33ts_256	20.733	79.267	48.787	51.213	13.70	256	0.940	bicubic	-73.847	-49.713	+52
302	deit_small_distilled_patch16_224	20.707	79.293	55.147	44.853	22.44	224	0.900	bicubic	-74.003	-43.883	+38
303	resnest50d_4s2x40d	20.373	79.627	52.827	47.173	30.42	224	0.875	bicubic	-74.587	-46.243	+16
304	resnetaa50	20.093	79.907	52.000	48.000	25.56	288	1.000	bicubic	-75.117	-46.930	-23
305	ssl_resnext50_32x4d	20.013	79.987	53.627	46.373	25.03	224	0.875	bilinear	-74.857	-45.263	+22
306	haloregnetz_b	19.987	80.013	50.013	49.987	11.68	224	0.940	bicubic	-74.713	-48.647	+35
307	resnetv2_101	19.960	80.040	49.227	50.773	44.54	224	0.950	bicubic	-75.660	-49.763	-74
308	xcit_nano_12_p8_384_dist	19.800	80.200	50.573	49.427	3.05	384	1.000	bicubic	-73.720	-47.927	+152
309	tresnet_xl	19.640	80.360	53.133	46.867	78.44	224	0.875	bilinear	-75.800	-45.917	-53
310	gluon_senet154	19.333	80.667	47.573	52.427	115.09	224	0.875	bicubic	-75.587	-51.187	+13
311	resnet101	19.320	80.680	49.587	50.413	44.55	224	0.950	bicubic	-76.040	-49.273	-40
312	rexnet_200	19.227	80.773	52.720	47.280	16.37	224	0.875	bicubic	-75.723	-46.290	+8
313	levit_256	19.187	80.813	50.093	49.907	18.89	224	0.900	bicubic	-75.823	-48.817	+1
314	lambda_resnet50ts	19.133	80.867	49.307	50.693	21.54	256	0.950	bicubic	-75.647	-49.263	+21
315	repvgg_b3	19.133	80.867	50.280	49.720	123.09	224	0.875	bilinear	-75.437	-48.500	+39
316	mixer_b16_224_miil	19.040	80.960	51.227	48.773	59.88	224	0.875	bilinear	-76.260	-47.653	-42
317	legacy_senet154	19.027	80.973	47.960	52.040	115.09	224	0.875	bilinear	-76.043	-50.870	-12
318	gluon_seresnext101_64x4d	18.933	81.067	49.160	50.840	88.23	224	0.875	bicubic	-75.987	-49.670	+4
319	deit_small_patch16_224	18.920	81.080	51.400	48.600	22.05	224	0.900	bicubic	-75.470	-47.290	+60
320	mobilevitv2_200	18.920	81.080	50.560	49.440	18.45	256	0.888	bicubic	-75.910	-48.150	+13
321	edgenext_small	18.667	81.333	53.600	46.400	5.59	320	1.000	bicubic	-76.743	-45.500	-56
322	tf_efficientnet_b1_ns	18.667	81.333	51.693	48.307	7.79	240	0.882	bicubic	-76.513	-47.417	-37
323	poolformer_s36	18.400	81.600	51.867	48.133	30.86	224	0.900	bicubic	-76.690	-47.043	-22
324	seresnext50_32x4d	18.360	81.640	50.960	49.040	27.56	224	0.875	bicubic	-76.670	-47.920	-14
325	cs3darknet_l	18.307	81.693	51.867	48.133	21.16	288	0.950	bicubic	-76.813	-47.113	-28
326	ecaresnet50d	18.267	81.733	51.840	48.160	25.58	224	0.875	bicubic	-76.353	-47.050	+24
327	cait_xxs36_224	18.267	81.733	49.427	50.573	17.30	224	1.000	bicubic	-75.993	-49.293	+65
328	sehalonet33ts	18.227	81.773	47.787	52.213	13.69	256	0.940	bicubic	-76.553	-50.673	+6
329	tf_efficientnet_lite4	18.133	81.867	50.720	49.280	13.01	380	0.920	bilinear	-76.747	-48.300	-3
330	vit_tiny_patch16_384	18.013	81.987	50.333	49.667	5.79	384	1.000	bicubic	-75.637	-48.267	+120
331	mobilevitv2_175	17.773	82.227	49.760	50.240	14.25	256	0.888	bicubic	-77.117	-49.100	-7
332	resnest50d_1s4x24d	17.693	82.307	49.800	50.200	25.68	224	0.875	bicubic	-77.057	-49.180	+5
333	resnest50d	17.360	82.640	50.733	49.267	27.48	224	0.875	bilinear	-77.490	-48.147	-5
334	gluon_seresnext101_32x4d	17.360	82.640	46.373	53.627	48.96	224	0.875	bicubic	-77.560	-52.437	-12
335	efficientnet_el	17.320	82.680	50.000	50.000	10.59	300	0.904	bicubic	-77.800	-48.980	-37
336	inception_v4	17.280	82.720	45.933	54.067	42.68	299	0.875	bicubic	-77.100	-52.647	+44
337	tf_efficientnet_b3_ap	17.200	82.800	49.667	50.333	12.23	300	0.904	bicubic	-78.120	-49.233	-65
338	xcit_tiny_24_p16_224_dist	17.187	82.813	47.480	52.520	12.12	224	1.000	bicubic	-77.343	-51.300	+25
339	tf_efficientnet_b3	17.000	83.000	49.267	50.733	12.23	300	0.904	bicubic	-78.010	-49.793	-26
340	xception71	17.000	83.000	45.533	54.467	42.34	299	0.903	bicubic	-77.280	-53.107	+49
341	cs3darknet_focus_l	16.973	83.027	50.480	49.520	21.15	288	0.950	bicubic	-78.197	-48.480	-55
342	resmlp_36_distilled_224	16.880	83.120	51.480	48.520	44.69	224	0.875	bicubic	-78.000	-47.360	-17
343	gluon_resnext101_64x4d	16.880	83.120	44.173	55.827	83.46	224	0.875	bicubic	-77.780	-54.617	+3
344	tf_efficientnetv2_b3	16.667	83.333	48.680	51.320	14.36	300	0.904	bicubic	-78.493	-50.140	-55
345	gluon_resnet152_v1d	16.600	83.400	44.293	55.707	60.21	224	0.875	bicubic	-78.140	-54.447	-7
346	tresnet_l	16.573	83.427	49.947	50.053	55.99	224	0.875	bilinear	-78.717	-49.063	-72
347	inception_resnet_v2	16.573	83.427	44.933	55.067	55.84	299	0.897	bicubic	-77.957	-53.847	+16
348	gluon_resnet152_v1s	16.560	83.440	44.507	55.493	60.32	224	0.875	bicubic	-78.480	-54.423	-40
349	gmlp_s16_224	16.547	83.453	45.120	54.880	19.42	224	0.875	bicubic	-77.613	-53.380	+57
350	mobilevitv2_150	16.480	83.520	48.453	51.547	10.59	256	0.888	bicubic	-78.070	-50.297	+5
351	gluon_xception65	16.440	83.560	46.040	53.960	39.92	299	0.903	bicubic	-77.820	-52.530	+39
352	resmlp_24_distilled_224	16.440	83.560	50.373	49.627	30.02	224	0.875	bicubic	-78.020	-48.397	+20
353	gcresnet50t	16.373	83.627	48.227	51.773	25.90	256	0.900	bicubic	-78.477	-50.563	-23
354	gernet_l	16.347	83.653	47.213	52.787	31.08	256	0.875	bilinear	-78.743	-51.687	-54
355	wide_resnet50_2	16.307	83.693	48.400	51.600	68.88	224	0.875	bicubic	-78.773	-50.570	-52
356	xcit_tiny_24_p16_224	16.280	83.720	45.973	54.027	12.12	224	1.000	bicubic	-77.790	-52.557	+57
357	gcresnext50ts	16.240	83.760	46.533	53.467	15.67	256	0.900	bicubic	-78.250	-52.087	+10
358	repvgg_b3g4	16.227	83.773	47.640	52.360	83.83	224	0.875	bilinear	-78.293	-51.330	+6
359	ens_adv_inception_resnet_v2	16.213	83.787	43.613	56.387	55.84	299	0.897	bicubic	-77.947	-54.987	+46
360	edgenext_small_rw	15.960	84.040	49.667	50.333	7.83	320	1.000	bicubic	-78.700	-48.813	-16
361	ssl_resnet50	15.920	84.080	49.400	50.600	25.56	224	0.875	bilinear	-78.520	-49.520	+13
362	regnety_320	15.653	84.347	44.827	55.173	145.05	224	0.875	bicubic	-78.887	-54.033	-2
363	ecaresnet101d_pruned	15.600	84.400	48.053	51.947	24.88	224	0.875	bicubic	-79.480	-50.927	-61
364	convmixer_768_32	15.533	84.467	47.960	52.040	21.11	224	0.960	bicubic	-78.967	-50.890	+1
365	ecaresnet26t	15.467	84.533	47.907	52.093	16.01	320	0.950	bicubic	-78.853	-50.813	+21
366	coat_tiny	15.387	84.613	45.640	54.360	5.50	224	0.900	bicubic	-78.203	-52.780	+89
367	skresnext50_32x4d	15.347	84.653	44.507	55.493	27.48	224	0.875	bicubic	-78.903	-53.953	+26
368	vit_relpos_base_patch32_plus_rpn_256	15.240	84.760	42.613	57.387	119.42	256	0.900	bicubic	-78.490	-55.457	+75
369	cait_xxs24_224	15.160	84.840	44.947	55.053	11.96	224	1.000	bicubic	-78.440	-53.493	+85
370	ecaresnetlight	15.147	84.853	45.800	54.200	30.16	224	0.875	bicubic	-79.623	-53.000	-34
371	levit_192	14.893	85.107	44.920	55.080	10.95	224	0.900	bicubic	-79.287	-53.620	+32
372	rexnet_150	14.707	85.293	46.920	53.080	9.73	224	0.875	bicubic	-79.773	-51.870	-3
373	darknet53	14.680	85.320	47.120	52.880	41.61	288	1.000	bicubic	-79.950	-51.640	-26
374	darknetaa53	14.573	85.427	45.453	54.547	36.02	288	1.000	bilinear	-79.897	-53.307	-4
375	resnext50_32x4d	14.533	85.467	44.187	55.813	25.03	224	0.950	bicubic	-80.007	-54.423	-14
376	coat_lite_mini	14.493	85.507	44.547	55.453	11.01	224	0.900	bicubic	-79.557	-54.013	+39
377	efficientnet_el_pruned	14.480	85.520	46.080	53.920	10.59	300	0.904	bicubic	-79.920	-52.660	+1
378	efficientnet_b2	14.440	85.560	46.067	53.933	9.11	288	1.000	bicubic	-80.170	-52.643	-27
379	seresnet33ts	14.427	85.573	46.133	53.867	19.78	256	0.900	bicubic	-80.433	-52.657	-51
380	poolformer_s24	14.267	85.733	47.227	52.773	21.39	224	0.900	bicubic	-80.283	-51.483	-23
381	legacy_seresnext101_32x4d	14.160	85.840	43.013	56.987	48.96	224	0.875	bilinear	-80.210	-55.637	0
382	seresnet50	14.147	85.853	45.507	54.493	28.09	224	0.875	bicubic	-80.403	-53.283	-24
383	fbnetv3_d	14.107	85.893	46.480	53.520	10.31	256	0.950	bilinear	-79.823	-52.260	+43
384	eca_resnet33ts	14.080	85.920	47.360	52.640	19.68	256	0.900	bicubic	-80.110	-51.400	+16
385	gernet_m	14.053	85.947	46.013	53.987	21.14	224	0.875	bilinear	-80.567	-52.847	-36
386	mobilevitv2_125	14.000	86.000	44.987	55.013	7.48	256	0.888	bicubic	-79.970	-53.573	+36
387	gluon_resnext101_32x4d	13.867	86.133	41.653	58.347	44.18	224	0.875	bicubic	-80.673	-56.977	-28
388	gcresnet33ts	13.760	86.240	45.053	54.947	19.88	256	0.900	bicubic	-80.710	-53.717	-17
389	gluon_seresnext50_32x4d	13.613	86.387	43.720	56.280	27.56	224	0.875	bicubic	-80.717	-54.890	-4
390	resmlp_36_224	13.520	86.480	46.693	53.307	44.69	224	0.875	bicubic	-80.680	-51.967	+9
391	resnet50_gn	13.467	86.533	42.747	57.253	25.56	224	0.940	bicubic	-80.883	-55.963	-8
392	repvgg_b2g4	13.427	86.573	43.827	56.173	61.76	224	0.875	bilinear	-80.413	-54.763	+40
393	eca_botnext26ts_256	13.373	86.627	42.173	57.827	10.59	256	0.950	bicubic	-80.407	-56.327	+45
394	ese_vovnet39b	13.333	86.667	43.813	56.187	24.57	224	0.875	bicubic	-80.757	-54.847	+18
395	regnetx_320	13.320	86.680	40.720	59.280	107.81	224	0.875	bicubic	-81.140	-58.020	-22
396	pit_xs_distilled_224	13.267	86.733	44.560	55.440	11.00	224	0.900	bicubic	-80.553	-54.110	+39
397	efficientnet_b3_pruned	13.173	86.827	45.227	54.773	9.86	300	0.904	bicubic	-81.457	-53.663	-50
398	gluon_resnet101_v1d	13.173	86.827	41.480	58.520	44.57	224	0.875	bicubic	-81.057	-57.070	-1
399	mixnet_xl	13.120	86.880	43.240	56.760	11.90	224	0.875	bicubic	-81.070	-55.100	+2
400	cspresnext50	13.053	86.947	45.000	55.000	20.57	256	0.887	bilinear	-81.777	-53.770	-68
401	nf_regnet_b1	12.947	87.053	44.387	55.613	10.22	288	0.900	bicubic	-81.163	-54.243	+10
402	eca_halonext26ts	12.933	87.067	42.800	57.200	10.76	256	0.940	bicubic	-81.107	-55.690	+14
403	mobilevit_s	12.880	87.120	40.787	59.213	5.58	256	0.900	bicubic	-80.300	-57.653	+86
404	pit_xs_224	12.813	87.187	42.827	57.173	10.62	224	0.900	bicubic	-80.307	-55.503	+90
405	gluon_inception_v3	12.640	87.360	40.493	59.507	23.83	299	0.875	bicubic	-80.810	-58.077	+63
406	crossvit_9_dagger_240	12.573	87.427	41.787	58.213	8.78	240	0.875	bicubic	-80.317	-56.463	+101
407	coat_lite_tiny	12.547	87.453	41.133	58.867	5.72	224	0.900	bicubic	-80.683	-57.127	+80
408	resmlp_24_224	12.507	87.493	43.427	56.573	30.02	224	0.875	bicubic	-81.513	-55.193	+10
409	regnety_120	12.400	87.600	42.213	57.787	51.82	224	0.875	bicubic	-82.080	-56.597	-41
410	efficientnet_em	12.360	87.640	43.853	56.147	6.90	240	0.882	bicubic	-81.480	-54.957	+23
411	cspdarknet53	12.027	87.973	43.280	56.720	27.64	256	0.887	bilinear	-82.633	-55.370	-68
412	hrnet_w64	12.000	88.000	40.813	59.187	128.06	224	0.875	bilinear	-82.020	-57.517	+5
413	xcit_tiny_12_p16_224_dist	11.973	88.027	40.107	59.893	6.72	224	1.000	bicubic	-81.427	-58.373	+59
414	gluon_resnet101_v1s	11.880	88.120	40.973	59.027	44.67	224	0.875	bicubic	-82.840	-57.847	-75
415	gmixer_24_224	11.867	88.133	37.787	62.213	24.72	224	0.875	bicubic	-80.963	-60.393	+96
416	nf_resnet50	11.760	88.240	45.933	54.067	25.56	288	0.940	bicubic	-82.790	-52.947	-60
417	fbnetv3_b	11.733	88.267	44.387	55.613	8.60	256	0.950	bilinear	-82.237	-54.243	+6
418	resnet50d	11.720	88.280	42.467	57.533	25.58	224	0.875	bicubic	-82.540	-56.253	-27
419	dpn92	11.613	88.387	40.293	59.707	37.67	224	0.875	bicubic	-82.617	-58.437	-24
420	dla102x2	11.600	88.400	41.267	58.733	41.28	224	0.875	bilinear	-82.370	-57.233	+1
421	xception41	11.600	88.400	39.147	60.853	26.97	299	0.903	bicubic	-81.830	-59.283	+48
422	botnet26t_256	11.587	88.413	40.133	59.867	12.49	256	0.950	bicubic	-81.923	-58.167	+39
423	vit_small_patch32_224	11.480	88.520	39.547	60.453	22.88	224	0.900	bicubic	-80.550	-58.683	+136
424	levit_128	11.387	88.613	40.240	59.760	9.21	224	0.900	bicubic	-81.943	-58.140	+52
425	lambda_resnet26t	11.373	88.627	40.173	59.827	10.96	256	0.940	bicubic	-82.457	-58.477	+9
426	tf_efficientnet_el	11.373	88.627	42.040	57.960	10.59	300	0.904	bicubic	-83.027	-56.670	-49
427	efficientnet_b2_pruned	11.347	88.653	42.013	57.987	8.31	260	0.890	bicubic	-82.803	-56.517	-20
428	xcit_nano_12_p16_384_dist	11.227	88.773	39.853	60.147	3.05	384	1.000	bicubic	-80.603	-58.167	+141
429	halonet26t	11.120	88.880	38.813	61.187	12.48	256	0.950	bicubic	-82.890	-59.687	-10
430	hrnet_w48	11.093	88.907	40.293	59.707	77.47	224	0.875	bilinear	-82.827	-58.317	-3
431	vit_tiny_r_s16_p8_384	11.093	88.907	39.973	60.027	6.36	384	1.000	bicubic	-80.947	-58.317	+126
432	gluon_resnet152_v1c	11.093	88.907	37.120	62.880	60.21	224	0.875	bicubic	-83.067	-61.520	-28
433	dpn107	11.053	88.947	38.640	61.360	86.92	224	0.875	bicubic	-83.257	-59.830	-46
434	mobilevitv2_100	11.013	88.987	40.653	59.347	4.90	256	0.888	bicubic	-82.287	-57.627	+49
435	ecaresnet50d_pruned	11.013	88.987	41.960	58.040	19.94	224	0.875	bicubic	-83.207	-56.770	-38
436	tf_efficientnetv2_b2	11.000	89.000	39.760	60.240	10.10	260	0.890	bicubic	-83.420	-58.810	-60
437	adv_inception_v3	11.000	89.000	36.720	63.280	23.83	299	0.875	bicubic	-81.880	-61.420	+71
438	xcit_tiny_12_p16_224	10.973	89.027	37.027	62.973	6.72	224	1.000	bicubic	-81.527	-61.213	+97
439	tf_efficientnet_b0_ns	10.973	89.027	40.067	59.933	5.29	224	0.875	bicubic	-82.657	-58.573	+13
440	resnetv2_50	10.960	89.040	39.333	60.667	25.55	224	0.950	bicubic	-83.470	-59.397	-65
441	tf_inception_v3	10.813	89.187	36.840	63.160	23.83	299	0.875	bicubic	-82.507	-61.190	+38
442	xcit_nano_12_p8_224_dist	10.800	89.200	38.120	61.880	3.05	224	1.000	bicubic	-81.300	-60.030	+113
443	dpn131	10.720	89.280	37.187	62.813	79.25	224	0.875	bicubic	-83.270	-61.533	-23
444	tf_efficientnet_b2_ap	10.533	89.467	40.107	59.893	9.11	260	0.890	bicubic	-83.957	-58.563	-78
445	resnext50d_32x4d	10.413	89.587	39.733	60.267	25.05	224	0.875	bicubic	-83.777	-58.827	-43
446	rexnet_130	10.400	89.600	41.547	58.453	7.56	224	0.875	bicubic	-83.500	-56.853	-17
447	hrnet_w44	10.307	89.693	39.480	60.520	67.06	224	0.875	bilinear	-83.243	-59.220	+10
448	xcit_nano_12_p8_224	10.293	89.707	37.000	63.000	3.05	224	1.000	bicubic	-80.727	-60.790	+146
449	lambda_resnet26rpt_256	10.253	89.747	38.107	61.893	10.99	256	0.940	bicubic	-83.467	-60.413	-4
450	resnext101_32x8d	10.173	89.827	37.800	62.200	88.79	224	0.875	bilinear	-83.647	-60.780	-14
451	regnetx_160	10.147	89.853	38.000	62.000	54.28	224	0.875	bicubic	-83.983	-60.740	-42
452	dpn98	10.133	89.867	36.587	63.413	61.57	224	0.875	bicubic	-83.987	-61.993	-42
453	resnet50	10.120	89.880	37.907	62.093	25.56	224	0.950	bicubic	-84.220	-60.533	-69
454	legacy_seresnext50_32x4d	10.093	89.907	39.200	60.800	27.56	224	0.875	bilinear	-83.637	-59.380	-10
455	resnetrs50	10.067	89.933	37.507	62.493	35.69	224	0.910	bicubic	-84.233	-61.133	-67
456	inception_v3	10.027	89.973	35.227	64.773	23.83	299	0.875	bicubic	-82.693	-62.743	+65
457	efficientnet_b1	9.987	90.013	37.560	62.440	7.79	256	1.000	bicubic	-83.253	-60.740	+29
458	xception	9.987	90.013	38.040	61.960	22.86	299	0.897	bicubic	-83.483	-60.490	+7
459	dpn68b	9.787	90.213	38.027	61.973	12.61	224	0.875	bicubic	-83.903	-60.493	-12
460	gluon_resnet152_v1b	9.747	90.253	36.080	63.920	60.19	224	0.875	bicubic	-84.323	-62.380	-46
461	tf_efficientnet_lite3	9.653	90.347	38.987	61.013	8.20	300	0.904	bilinear	-84.557	-59.653	-63
462	tf_efficientnet_b2	9.653	90.347	38.893	61.107	9.11	260	0.890	bicubic	-84.707	-59.717	-80
463	tf_efficientnet_cc_b1_8e	9.600	90.400	36.787	63.213	39.72	240	0.882	bicubic	-84.310	-61.473	-35
464	res2net101_26w_4s	9.520	90.480	35.027	64.973	45.21	224	0.875	bilinear	-84.230	-63.283	-23
465	legacy_seresnet152	9.333	90.667	37.427	62.573	66.82	224	0.875	bilinear	-84.057	-60.913	+8
466	cspresnet50	9.293	90.707	39.613	60.387	21.62	256	0.887	bilinear	-84.437	-59.027	-24
467	resnet33ts	9.240	90.760	38.667	61.333	19.68	256	0.900	bicubic	-84.360	-59.863	-14
468	hrnet_w40	9.227	90.773	36.880	63.120	57.56	224	0.875	bilinear	-84.263	-61.700	-4
469	regnetx_120	9.187	90.813	37.187	62.813	46.11	224	0.875	bicubic	-85.053	-61.463	-75
470	seresnext26d_32x4d	9.147	90.853	36.813	63.187	16.81	224	0.875	bicubic	-83.543	-61.257	+54
471	crossvit_tiny_240	9.107	90.893	34.600	65.400	7.01	240	0.875	bicubic	-81.133	-62.990	+141
472	resnest26d	9.067	90.933	37.840	62.160	17.07	224	0.875	bilinear	-84.263	-60.790	+6
473	vit_tiny_patch16_224	9.053	90.947	34.627	65.373	5.72	224	0.900	bicubic	-82.717	-63.413	+99
474	vit_base_patch16_224_sam	8.987	91.013	36.173	63.827	86.57	224	0.900	bicubic	-85.153	-62.497	-66
475	gluon_resnext50_32x4d	8.973	91.027	36.307	63.693	25.03	224	0.875	bicubic	-84.837	-62.103	-38
476	rexnet_100	8.907	91.093	36.373	63.627	4.80	224	0.875	bicubic	-84.123	-61.817	+24
477	seresnext26t_32x4d	8.893	91.107	36.893	63.107	16.81	224	0.875	bicubic	-83.927	-61.477	+37
478	bat_resnext26ts	8.867	91.133	36.413	63.587	10.73	256	0.900	bicubic	-84.463	-61.937	-1
479	mixnet_l	8.853	91.147	36.213	63.787	7.33	224	0.875	bicubic	-84.597	-62.007	-13
480	mobilenetv3_large_100_miil	8.853	91.147	33.080	66.920	5.48	224	0.875	bilinear	-83.417	-64.560	+69
481	convit_tiny	8.813	91.187	34.360	65.640	5.71	224	0.875	bicubic	-81.827	-63.380	+125
482	resnet32ts	8.760	91.240	37.227	62.773	17.96	256	0.900	bicubic	-84.700	-61.263	-16
483	gcresnext26ts	8.707	91.293	35.733	64.267	10.48	256	0.900	bicubic	-84.073	-62.527	+32
484	levit_128s	8.707	91.293	33.160	66.840	7.78	224	0.900	bicubic	-83.223	-64.910	+79
485	dla169	8.653	91.347	35.947	64.053	53.39	224	0.875	bilinear	-84.687	-62.643	-10
486	mixer_b16_224	8.600	91.400	29.440	70.560	59.88	224	0.875	bicubic	-83.270	-67.810	+81
487	hrnet_w30	8.600	91.400	37.027	62.973	37.71	224	0.875	bilinear	-84.600	-61.383	+1
488	legacy_seresnet101	8.533	91.467	36.013	63.987	49.33	224	0.875	bilinear	-84.757	-62.497	-4
489	tf_efficientnet_b1_ap	8.453	91.547	35.227	64.773	7.79	240	0.882	bicubic	-85.227	-63.133	-41
490	repvgg_b2	8.427	91.573	36.453	63.547	89.02	224	0.875	bilinear	-85.063	-62.277	-27
491	resmlp_12_distilled_224	8.307	91.693	36.840	63.160	15.35	224	0.875	bicubic	-84.533	-61.300	+19
492	resnetblur50	8.253	91.747	37.373	62.627	25.56	224	0.875	bicubic	-85.687	-61.207	-68
493	crossvit_9_240	8.253	91.747	34.107	65.893	8.55	240	0.875	bicubic	-82.377	-63.633	+114
494	dla102x	8.213	91.787	37.040	62.960	26.31	224	0.875	bilinear	-85.307	-61.500	-35
495	eca_resnext26ts	8.080	91.920	35.960	64.040	10.30	256	0.900	bicubic	-84.530	-62.300	+35
496	hrnet_w32	8.027	91.973	37.520	62.480	41.23	224	0.875	bilinear	-85.503	-60.940	-38
497	gluon_resnet101_v1c	7.987	92.013	33.360	66.640	44.57	224	0.875	bicubic	-85.683	-65.060	-48
498	cs3darknet_m	7.987	92.013	36.507	63.493	9.31	288	0.950	bicubic	-85.373	-62.093	-24
499	gluon_resnet50_v1d	7.933	92.067	35.000	65.000	25.58	224	0.875	bicubic	-85.837	-63.390	-60
500	dla60_res2next	7.827	92.173	34.987	65.013	17.03	224	0.875	bilinear	-85.343	-63.413	-12
501	res2net50_26w_8s	7.827	92.173	33.720	66.280	48.40	224	0.875	bilinear	-85.593	-64.450	-30
502	mobilevitv2_075	7.827	92.173	33.693	66.307	2.87	256	0.888	bicubic	-83.933	-64.087	+72
503	mobilevit_xs	7.747	92.253	32.533	67.467	2.32	256	0.900	bicubic	-83.073	-65.387	+98
504	densenetblur121d	7.733	92.267	34.773	65.227	8.00	224	0.875	bicubic	-84.177	-63.297	+61
505	tf_efficientnetv2_b1	7.707	92.293	34.653	65.347	8.14	240	0.882	bicubic	-86.233	-63.967	-80
506	deit_tiny_distilled_patch16_224	7.693	92.307	33.547	66.453	5.91	224	0.900	bicubic	-83.017	-64.023	+98
507	dla60_res2net	7.600	92.400	34.600	65.400	20.85	224	0.875	bilinear	-85.560	-63.800	-16
508	efficientnet_b1_pruned	7.427	92.573	34.507	65.493	6.33	240	0.882	bicubic	-85.343	-63.533	+8
509	wide_resnet101_2	7.360	92.640	34.160	65.840	126.89	224	0.875	bilinear	-86.350	-64.380	-63
510	regnetx_064	7.347	92.653	34.373	65.627	26.21	224	0.875	bicubic	-86.543	-64.257	-80
511	deit_tiny_patch16_224	7.320	92.680	30.707	69.293	5.72	224	0.900	bicubic	-82.340	-66.743	+112
512	hardcorenas_e	7.253	92.747	33.293	66.707	8.07	224	0.875	bilinear	-85.317	-64.807	+20
513	gluon_resnet101_v1b	7.240	92.760	32.773	67.227	44.55	224	0.875	bicubic	-86.510	-65.607	-73
514	efficientnet_b0	7.227	92.773	34.013	65.987	5.29	224	0.875	bicubic	-85.463	-64.277	+8
515	gluon_resnet50_v1s	7.213	92.787	33.493	66.507	25.68	224	0.875	bicubic	-86.407	-64.967	-63
516	tf_efficientnet_b1	7.147	92.853	33.053	66.947	7.79	240	0.882	bicubic	-86.353	-65.307	-54
517	tf_mixnet_l	7.147	92.853	31.627	68.373	7.33	224	0.875	bicubic	-86.173	-66.883	-36
518	tf_efficientnet_cc_b0_8e	7.120	92.880	31.827	68.173	24.01	224	0.875	bicubic	-85.710	-66.053	-6
519	convmixer_1024_20_ks9_p14	7.080	92.920	33.067	66.933	24.38	224	0.960	bicubic	-85.350	-65.203	+20
520	seresnext26ts	7.053	92.947	34.920	65.080	10.39	256	0.900	bicubic	-85.637	-63.230	+3
521	resmlp_12_224	7.013	92.987	33.947	66.053	15.35	224	0.875	bicubic	-85.197	-64.213	+29
522	cs3darknet_focus_m	6.947	93.053	34.640	65.360	9.30	288	0.950	bicubic	-86.023	-63.550	-19
523	hardcorenas_f	6.853	93.147	34.067	65.933	8.20	224	0.875	bilinear	-86.107	-64.093	-18
524	selecsls60b	6.733	93.267	33.253	66.747	32.77	224	0.875	bicubic	-86.557	-65.027	-39
525	res2net50_26w_6s	6.720	93.280	31.640	68.360	37.05	224	0.875	bilinear	-86.690	-66.640	-54
526	ese_vovnet19b_dw	6.707	93.293	33.400	66.600	6.54	224	0.875	bicubic	-85.573	-64.690	+21
527	efficientnet_es	6.680	93.320	33.827	66.173	5.44	224	0.875	bicubic	-86.460	-64.593	-35
528	mixnet_m	6.640	93.360	32.053	67.947	5.01	224	0.875	bicubic	-85.790	-65.807	+12
529	tinynet_a	6.640	93.360	32.227	67.773	6.19	192	0.875	bicubic	-85.800	-65.853	+9
530	pit_ti_distilled_224	6.627	93.373	30.747	69.253	5.10	224	0.900	bicubic	-84.273	-66.973	+68
531	legacy_seresnext26_32x4d	6.613	93.387	33.280	66.720	16.79	224	0.875	bicubic	-86.027	-64.850	-4
532	poolformer_s12	6.560	93.440	34.453	65.547	11.92	224	0.900	bicubic	-86.070	-63.747	-4
533	skresnet34	6.467	93.533	31.587	68.413	22.28	224	0.875	bicubic	-85.923	-66.493	+9
534	repvgg_b1	6.467	93.533	33.813	66.187	57.42	224	0.875	bilinear	-86.853	-64.217	-53
535	dla60x	6.427	93.573	34.120	65.880	17.35	224	0.875	bilinear	-86.693	-64.390	-42
536	hardcorenas_d	6.413	93.587	32.200	67.800	7.50	224	0.875	bilinear	-85.977	-65.950	+6
537	resnet34d	6.400	93.600	31.507	68.493	21.82	224	0.875	bicubic	-86.280	-66.803	-12
538	edgenext_x_small	6.373	93.627	29.720	70.280	2.34	256	0.900	bicubic	-84.717	-67.830	+53
539	regnetx_080	6.307	93.693	32.333	67.667	39.57	224	0.875	bicubic	-87.563	-66.187	-108
540	swsl_resnet18	6.253	93.747	31.600	68.400	11.69	224	0.875	bilinear	-84.437	-66.100	+65
541	legacy_seresnet50	6.187	93.813	32.653	67.347	28.09	224	0.875	bilinear	-86.783	-65.737	-37
542	resnet26t	6.133	93.867	32.227	67.773	16.01	256	0.940	bicubic	-86.617	-66.003	-25
543	pit_ti_224	6.107	93.893	30.240	69.760	4.85	224	0.900	bicubic	-83.843	-67.200	+75
544	tv_resnet152	6.027	93.973	32.067	67.933	60.19	224	0.875	bilinear	-87.283	-66.323	-62
545	tf_efficientnet_cc_b0_4e	5.987	94.013	29.587	70.413	13.31	224	0.875	bicubic	-86.603	-68.493	-14
546	regnetx_040	5.973	94.027	31.587	68.413	22.12	224	0.875	bicubic	-87.587	-66.963	-90
547	tf_efficientnetv2_b0	5.893	94.107	30.773	69.227	7.14	224	0.875	bicubic	-87.217	-67.617	-51
548	mixer_l16_224	5.867	94.133	18.533	81.467	208.20	224	0.875	bicubic	-81.273	-74.987	+98
549	dla102	5.853	94.147	32.720	67.280	33.27	224	0.875	bilinear	-87.207	-65.830	-52
550	selecsls60	5.667	94.333	32.493	67.507	30.67	224	0.875	bicubic	-87.353	-65.807	-49
551	regnety_016	5.653	94.347	30.440	69.560	11.20	224	0.875	bicubic	-87.377	-67.910	-53
552	hardcorenas_c	5.640	94.360	30.453	69.547	5.52	224	0.875	bilinear	-86.390	-67.387	+8
553	res2next50	5.640	94.360	30.867	69.133	24.67	224	0.875	bilinear	-87.220	-67.323	-44
554	hrnet_w18	5.493	94.507	30.987	69.013	21.30	224	0.875	bilinear	-86.827	-67.263	-10
555	resnest14d	5.467	94.533	28.547	71.453	10.61	224	0.875	bilinear	-86.253	-69.323	+20
556	tf_efficientnet_lite2	5.360	94.640	30.920	69.080	6.09	260	0.890	bicubic	-87.290	-67.310	-30
557	tf_efficientnet_em	5.347	94.653	31.107	68.893	6.90	240	0.882	bicubic	-87.583	-67.093	-51
558	tf_efficientnet_b0_ap	5.307	94.693	28.827	71.173	5.29	224	0.875	bicubic	-86.893	-69.193	-6
559	gernet_s	5.293	94.707	30.107	69.893	8.17	224	0.875	bilinear	-86.847	-68.093	-5
560	densenet121	5.293	94.707	29.893	70.107	7.98	224	0.875	bicubic	-86.287	-68.137	+17
561	repvgg_b1g4	5.280	94.720	30.800	69.200	39.97	224	0.875	bilinear	-87.700	-67.630	-59
562	xcit_nano_12_p16_224_dist	5.240	94.760	26.560	73.440	3.05	224	1.000	bicubic	-84.450	-70.540	+59
563	res2net50_26w_4s	5.160	94.840	29.373	70.627	25.70	224	0.875	bilinear	-87.330	-68.687	-26
564	vit_tiny_r_s16_p8_224	5.080	94.920	27.067	72.933	6.34	224	0.900	bicubic	-84.100	-70.163	+63
565	mobilenetv3_large_100	5.067	94.933	28.187	71.813	5.48	224	0.875	bicubic	-86.263	-69.533	+17
566	tf_mixnet_m	5.067	94.933	28.147	71.853	5.01	224	0.875	bicubic	-87.253	-69.743	-21
567	tf_efficientnet_b0	5.053	94.947	28.720	71.280	5.29	224	0.875	bicubic	-87.197	-69.270	-18
568	res2net50_14w_8s	5.040	94.960	28.773	71.227	25.06	224	0.875	bilinear	-87.700	-69.407	-48
569	hardcorenas_b	4.947	95.053	28.067	71.933	5.18	224	0.875	bilinear	-86.813	-69.793	+5
570	mixnet_s	4.920	95.080	28.547	71.453	4.13	224	0.875	bicubic	-86.900	-69.143	+1
571	mobilenetv3_rw	4.907	95.093	29.853	70.147	5.48	224	0.875	bicubic	-86.303	-67.807	+14
572	gluon_resnet50_v1c	4.893	95.107	28.147	71.853	25.58	224	0.875	bicubic	-88.137	-70.243	-73
573	hardcorenas_a	4.880	95.120	28.093	71.907	5.26	224	0.875	bilinear	-86.470	-69.767	+8
574	xcit_nano_12_p16_224	4.853	95.147	25.453	74.547	3.05	224	1.000	bicubic	-83.757	-71.337	+61
575	regnetx_032	4.853	95.147	30.253	69.747	15.30	224	0.875	bicubic	-88.267	-68.137	-79
576	tv_resnext50_32x4d	4.840	95.160	30.280	69.720	25.03	224	0.875	bilinear	-87.910	-68.000	-58
577	tv_resnet101	4.720	95.280	29.373	70.627	44.55	224	0.875	bilinear	-88.100	-68.877	-64
578	densenet161	4.720	95.280	29.560	70.440	28.68	224	0.875	bicubic	-87.780	-68.730	-43
579	resnext26ts	4.680	95.320	29.013	70.987	10.30	256	0.900	bicubic	-87.190	-68.907	-11
580	selecsls42b	4.667	95.333	28.613	71.387	32.46	224	0.875	bicubic	-87.613	-69.527	-34
581	tf_efficientnet_lite1	4.613	95.387	28.413	71.587	5.42	240	0.882	bicubic	-88.007	-69.667	-52
582	mobilenetv2_120d	4.533	95.467	29.293	70.707	5.83	224	0.875	bicubic	-87.867	-68.757	-41
583	vit_base_patch32_224_sam	4.333	95.667	24.387	75.613	88.22	224	0.900	bicubic	-85.417	-72.613	+37
584	efficientnet_es_pruned	4.187	95.813	26.547	73.453	5.44	224	0.875	bicubic	-86.993	-71.203	+2
585	tinynet_b	4.187	95.813	26.720	73.280	3.73	188	0.875	bicubic	-86.733	-70.950	+13
586	fbnetc_100	4.133	95.867	25.933	74.067	5.57	224	0.875	bilinear	-86.577	-71.277	+17
587	gluon_resnet50_v1b	4.120	95.880	26.920	73.080	25.56	224	0.875	bicubic	-88.420	-71.160	-54
588	densenet201	4.120	95.880	27.533	72.467	20.01	224	0.875	bicubic	-88.620	-70.697	-69
589	resnet26d	4.040	95.960	28.507	71.493	16.01	224	0.875	bicubic	-88.030	-69.463	-33
590	semnasnet_100	3.960	96.040	26.933	73.067	3.89	224	0.875	bicubic	-87.320	-70.627	-7
591	repvgg_a2	3.933	96.067	27.280	72.720	28.21	224	0.875	bilinear	-88.007	-70.870	-29
592	mobilevitv2_050	3.933	96.067	23.867	76.133	1.37	256	0.888	bicubic	-84.297	-73.123	+48
593	tf_mixnet_s	3.893	96.107	25.280	74.720	4.13	224	0.875	bicubic	-87.617	-72.330	-15
594	dpn68	3.867	96.133	26.067	73.933	12.61	224	0.875	bicubic	-88.163	-71.983	-37
595	semnasnet_075	3.867	96.133	27.000	73.000	2.91	224	0.875	bicubic	-86.193	-70.430	+22
596	mobilevit_xxs	3.827	96.173	21.707	78.293	1.27	256	0.900	bicubic	-83.363	-74.393	+49
597	tf_efficientnet_es	3.813	96.187	26.120	73.880	5.44	224	0.875	bicubic	-88.167	-71.740	-36
598	regnety_008	3.813	96.187	27.160	72.840	6.26	224	0.875	bicubic	-87.907	-71.020	-22
599	edgenext_xx_small	3.787	96.213	23.693	76.307	1.33	256	0.900	bicubic	-84.563	-72.827	+40
600	dla60	3.773	96.227	27.973	72.027	22.04	224	0.875	bilinear	-88.437	-70.127	-49
601	ssl_resnet18	3.747	96.253	25.440	74.560	11.69	224	0.875	bilinear	-86.463	-72.110	+12
602	mobilenetv2_140	3.720	96.280	26.747	73.253	6.11	224	0.875	bicubic	-88.110	-71.103	-32
603	densenet169	3.693	96.307	25.600	74.400	14.15	224	0.875	bicubic	-88.227	-72.500	-39
604	regnetx_016	3.613	96.387	26.253	73.747	9.19	224	0.875	bicubic	-88.547	-71.947	-51
605	res2net50_48w_2s	3.587	96.413	26.613	73.387	25.29	224	0.875	bilinear	-88.953	-71.557	-71
606	spnasnet_100	3.560	96.440	24.293	75.707	4.42	224	0.875	bilinear	-86.780	-72.897	+5
607	tf_mobilenetv3_large_100	3.560	96.440	25.093	74.907	5.48	224	0.875	bilinear	-87.660	-72.567	-23
608	regnety_006	3.467	96.533	24.893	75.107	6.06	224	0.875	bicubic	-87.903	-72.817	-28
609	legacy_seresnet34	3.333	96.667	23.813	76.187	21.96	224	0.875	bilinear	-87.567	-73.767	-10
610	dla34	3.253	96.747	23.613	76.387	15.74	224	0.875	bilinear	-87.527	-74.047	-8
611	efficientnet_lite0	3.253	96.747	25.880	74.120	4.65	224	0.875	bicubic	-87.857	-71.750	-21
612	ghostnet_100	3.227	96.773	24.867	75.133	5.18	224	0.875	bilinear	-86.803	-72.503	+5
613	regnety_004	3.200	96.800	22.667	77.333	4.34	224	0.875	bicubic	-87.310	-74.873	-5
614	mobilenetv2_110d	3.187	96.813	24.573	75.427	4.52	224	0.875	bicubic	-87.773	-73.067	-19
615	tinynet_c	3.107	96.893	21.533	78.467	2.46	184	0.875	bicubic	-84.673	-74.837	+25
616	mnasnet_100	3.107	96.893	24.200	75.800	4.38	224	0.875	bicubic	-87.403	-73.270	-6
617	tf_efficientnet_lite0	3.093	96.907	22.920	77.080	4.65	224	0.875	bicubic	-87.947	-74.670	-24
618	skresnet18	3.000	97.000	22.773	77.227	11.96	224	0.875	bicubic	-86.660	-74.467	+6
619	vgg19_bn	2.947	97.053	23.480	76.520	143.68	224	0.875	bilinear	-87.133	-74.100	-4
620	resnet34	2.920	97.080	23.693	76.307	21.80	224	0.875	bilinear	-88.210	-73.927	-32
621	tf_mobilenetv3_large_075	2.867	97.133	21.560	78.440	3.99	224	0.875	bilinear	-86.813	-75.650	+1
622	tinynet_d	2.867	97.133	17.787	82.213	2.34	152	0.875	bicubic	-81.893	-77.393	+33
623	resnet14t	2.760	97.240	19.280	80.720	10.08	224	0.950	bilinear	-86.280	-77.320	+6
624	hrnet_w18_small_v2	2.707	97.293	23.707	76.293	15.60	224	0.875	bilinear	-88.483	-74.193	-38
625	gluon_resnet34_v1b	2.667	97.333	21.667	78.333	21.80	224	0.875	bicubic	-88.293	-75.893	-30
626	regnetx_008	2.667	97.333	22.467	77.533	7.26	224	0.875	bicubic	-88.383	-75.243	-33
627	vgg16_bn	2.653	97.347	23.787	76.213	138.37	224	0.875	bilinear	-87.437	-73.583	-13
628	vgg16	2.627	97.373	20.427	79.573	138.36	224	0.875	bilinear	-85.923	-76.363	+9
629	lcnet_100	2.613	97.387	20.867	79.133	2.95	224	0.875	bicubic	-86.177	-75.863	+5
630	resnet18d	2.600	97.400	21.600	78.400	11.71	224	0.875	bicubic	-86.680	-75.540	-4
631	tv_densenet121	2.560	97.440	22.667	77.333	7.98	224	0.875	bicubic	-88.330	-75.043	-31
632	repvgg_b0	2.547	97.453	24.000	76.000	15.82	224	0.875	bilinear	-88.853	-73.990	-53
633	regnetx_006	2.507	97.493	20.627	79.373	6.20	224	0.875	bicubic	-87.853	-76.803	-23
634	legacy_seresnet18	2.493	97.507	20.080	79.920	11.78	224	0.875	bicubic	-86.387	-76.900	-1
635	resnet26	2.480	97.520	23.053	76.947	16.00	224	0.875	bicubic	-88.640	-74.697	-46
636	lcnet_075	2.307	97.693	17.160	82.840	2.36	224	0.875	bicubic	-83.683	-78.530	+16
637	mobilenetv3_small_075	2.293	97.707	15.907	84.093	2.04	224	0.875	bicubic	-80.747	-78.193	+24
638	regnety_002	2.160	97.840	18.893	81.107	3.16	224	0.875	bicubic	-85.220	-77.697	+6
639	mobilenetv2_100	2.147	97.853	19.907	80.093	3.50	224	0.875	bicubic	-87.463	-77.243	-14
640	vgg19	2.107	97.893	20.747	79.253	143.67	224	0.875	bilinear	-86.933	-76.123	-12
641	vgg13_bn	2.093	97.907	20.307	79.693	133.05	224	0.875	bilinear	-86.667	-76.663	-6
642	tf_mobilenetv3_small_100	2.013	97.987	15.853	84.147	2.54	224	0.875	bilinear	-83.177	-79.917	+12
643	mobilenetv3_small_100	2.000	98.000	17.080	82.920	2.54	224	0.875	bicubic	-83.220	-78.550	+10
644	tf_mobilenetv3_small_075	2.000	98.000	14.813	85.187	2.04	224	0.875	bilinear	-81.520	-79.987	+16
645	regnetx_004	1.947	98.053	19.160	80.840	5.16	224	0.875	bicubic	-86.953	-77.960	-13
646	tv_resnet34	1.867	98.133	20.000	80.000	21.80	224	0.875	bilinear	-88.063	-77.340	-28
647	vgg13	1.867	98.133	17.960	82.040	133.05	224	0.875	bilinear	-85.183	-78.360	+1
648	tinynet_e	1.853	98.147	14.013	85.987	2.04	106	0.875	bicubic	-77.047	-78.547	+16
649	mobilenetv3_small_050	1.840	98.160	12.507	87.493	1.59	224	0.875	bicubic	-75.150	-78.793	+16
650	lcnet_050	1.813	98.187	13.893	86.107	1.88	224	0.875	bicubic	-79.967	-79.827	+12
651	dla46x_c	1.760	98.240	16.493	83.507	1.07	224	0.875	bilinear	-82.490	-78.767	+6
652	mnasnet_small	1.760	98.240	15.093	84.907	2.03	224	0.875	bicubic	-82.680	-80.087	+4
653	resnet10t	1.733	98.267	15.813	84.187	5.44	224	0.950	bilinear	-84.477	-79.847	-3
654	vgg11_bn	1.720	98.280	18.080	81.920	132.87	224	0.875	bilinear	-85.780	-78.740	-12
655	dla60x_c	1.627	98.373	18.053	81.947	1.32	224	0.875	bilinear	-84.643	-78.117	-6
656	mobilenetv2_050	1.613	98.387	14.187	85.813	1.97	224	0.875	bicubic	-82.277	-80.533	+1
657	tf_mobilenetv3_large_minimal_100	1.613	98.387	17.120	82.880	3.92	224	0.875	bilinear	-87.357	-79.730	-25
658	vgg11	1.560	98.440	16.227	83.773	132.86	224	0.875	bilinear	-84.990	-80.053	-10
659	gluon_resnet18_v1b	1.547	98.453	16.613	83.387	11.69	224	0.875	bicubic	-86.853	-80.067	-21
660	hrnet_w18_small	1.533	98.467	18.133	81.867	13.19	224	0.875	bilinear	-87.497	-78.977	-30
661	dla46_c	1.520	98.480	15.253	84.747	1.30	224	0.875	bilinear	-82.120	-79.667	-2
662	regnetx_002	1.373	98.627	15.027	84.973	2.68	224	0.875	bicubic	-84.827	-80.953	-11
663	resnet18	1.160	98.840	16.227	83.773	11.69	224	0.875	bilinear	-86.230	-80.063	-20
664	tf_mobilenetv3_small_minimal_100	1.013	98.987	11.453	88.547	2.04	224	0.875	bilinear	-80.387	-82.227	-1
665	tv_resnet50	0.000	100.000	14.453	85.547	25.56	224	0.875	bilinear	-91.900	-83.587	-99