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

1	model	top1	top1_err	top5	top5_err	param_count	img_size	cropt_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	81.627	18.373	94.880	5.120	305.67	512	1.000	bicubic	-16.933	-4.960	-2
5	beit_large_patch16_384	79.120	20.880	94.280	5.720	305.00	384	1.000	bicubic	-19.400	-5.540	-1
6	vit_large_patch16_384	71.240	28.760	89.853	10.147	304.72	384	1.000	bicubic	-26.980	-9.947	+2
7	convnext_xlarge_384_in22ft1k	70.787	29.213	90.400	9.600	350.20	384	1.000	bicubic	-27.563	-9.400	-1
8	volo_d5_512	69.653	30.347	90.413	9.587	296.09	512	1.150	bicubic	-28.117	-9.257	+11
9	swin_large_patch4_window12_384	69.600	30.400	89.560	10.440	196.74	384	1.000	bicubic	-28.440	-10.130	+1
10	beit_large_patch16_224	68.507	31.493	89.560	10.440	304.43	224	0.900	bicubic	-29.673	-10.200	-1
11	volo_d5_448	68.107	31.893	89.707	10.293	295.91	448	1.150	bicubic	-29.653	-9.913	+9
12	convnext_large_384_in22ft1k	67.947	32.053	89.200	10.800	197.77	384	1.000	bicubic	-30.273	-10.530	-5
13	tf_efficientnet_b7_ns	67.040	32.960	88.667	11.333	66.35	600	0.949	bicubic	-30.870	-11.053	0
14	tf_efficientnetv2_xl_in21ft1k	67.000	33.000	86.867	13.133	208.12	512	1.000	bicubic	-30.650	-12.623	+10
15	volo_d4_448	66.653	33.347	89.000	11.000	193.41	448	1.150	bicubic	-31.017	-10.610	+7
16	tf_efficientnetv2_l_in21ft1k	66.320	33.680	87.840	12.160	118.52	480	1.000	bicubic	-31.380	-11.830	+5
17	beit_base_patch16_384	65.880	34.120	88.507	11.493	86.74	384	1.000	bicubic	-31.930	-11.193	+1
18	volo_d3_448	65.440	34.560	87.560	12.440	86.63	448	1.000	bicubic	-32.110	-11.990	+13
19	convnext_base_384_in22ft1k	65.000	35.000	87.867	12.133	88.59	384	1.000	bicubic	-32.950	-11.783	-8
20	swin_base_patch4_window12_384	64.467	35.533	87.507	12.493	87.90	384	1.000	bicubic	-33.423	-12.203	-6
21	vit_base_patch16_384	63.693	36.307	86.707	13.293	86.86	384	1.000	bicubic	-34.147	-12.963	-5
22	convnext_xlarge_in22ft1k	62.613	37.387	86.000	14.000	350.20	224	0.875	bicubic	-35.307	-13.680	-10
23	cait_m48_448	62.333	37.667	86.440	13.560	356.46	448	1.000	bicubic	-35.147	-13.090	+15
24	tf_efficientnet_b6_ns	62.267	37.733	85.173	14.827	43.04	528	0.942	bicubic	-35.363	-14.407	+2
25	vit_large_r50_s32_384	61.507	38.493	83.973	16.027	329.09	384	1.000	bicubic	-36.353	-15.697	-10
26	tf_efficientnetv2_m_in21ft1k	61.373	38.627	85.413	14.587	54.14	480	1.000	bicubic	-36.107	-14.137	+11
27	ig_resnext101_32x48d	61.053	38.947	83.320	16.680	828.41	224	0.875	bilinear	-36.567	-16.390	0
28	swin_large_patch4_window7_224	60.907	39.093	85.867	14.133	196.53	224	0.900	bicubic	-36.743	-13.713	-5
29	resnetv2_152x4_bitm	60.787	39.213	83.560	16.440	936.53	480	1.000	bilinear	-36.703	-16.050	+7
30	tf_efficientnet_b5_ns	60.307	39.693	84.467	15.533	30.39	456	0.934	bicubic	-37.193	-15.163	+5
31	xcit_large_24_p8_384_dist	59.880	40.120	85.480	14.520	188.93	384	1.000	bicubic	-37.640	-14.060	+2
32	convnext_large_in22ft1k	59.773	40.227	84.040	15.960	197.77	224	0.875	bicubic	-38.057	-15.650	-15
33	dm_nfnet_f6	59.173	40.827	82.333	17.667	438.36	576	0.956	bicubic	-38.427	-17.217	-5
34	vit_base_patch8_224	58.920	41.080	82.733	17.267	86.58	224	0.900	bicubic	-38.660	-16.937	-4
35	volo_d2_384	58.600	41.400	84.253	15.747	58.87	384	1.000	bicubic	-38.710	-15.347	+10
36	dm_nfnet_f5	58.560	41.440	82.773	17.227	377.21	544	0.954	bicubic	-38.980	-16.797	-4
37	dm_nfnet_f4	58.107	41.893	81.973	18.027	316.07	512	0.951	bicubic	-39.473	-17.537	-8
38	ig_resnext101_32x32d	58.053	41.947	80.600	19.400	468.53	224	0.875	bilinear	-39.317	-19.080	+4
39	cait_m36_384	57.813	42.187	84.813	15.187	271.22	384	1.000	bicubic	-39.587	-14.697	+1
40	volo_d5_224	57.120	42.880	82.720	17.280	295.46	224	0.960	bicubic	-40.270	-16.850	+1
41	xcit_medium_24_p8_384_dist	56.680	43.320	83.400	16.600	84.32	384	1.000	bicubic	-40.610	-16.110	+6
42	dm_nfnet_f3	55.827	44.173	80.933	19.067	254.92	416	0.940	bicubic	-41.523	-18.627	+1
43	vit_large_patch16_224	55.627	44.373	80.080	19.920	304.33	224	0.900	bicubic	-42.013	-19.510	-18
44	convnext_base_in22ft1k	54.640	45.360	82.173	17.827	88.59	224	0.875	bicubic	-42.830	-17.427	-5
45	vit_base_r50_s16_384	54.627	45.373	81.227	18.773	98.95	384	1.000	bicubic	-42.553	-18.333	+12
46	cait_s36_384	54.413	45.587	81.360	18.640	68.37	384	1.000	bicubic	-42.917	-18.170	-2
47	volo_d1_384	54.333	45.667	80.973	19.027	26.78	384	1.000	bicubic	-42.587	-18.547	+31
48	xcit_small_24_p8_384_dist	54.253	45.747	81.533	18.467	47.63	384	1.000	bicubic	-42.987	-18.077	+3
49	resnetv2_101x3_bitm	54.027	45.973	81.027	18.973	387.93	448	1.000	bilinear	-42.963	-18.463	+23
50	resnetv2_152x2_bitm	54.013	45.987	82.013	17.987	236.34	448	1.000	bilinear	-42.997	-17.577	+19
51	tf_efficientnetv2_l	53.173	46.827	79.147	20.853	118.52	480	1.000	bicubic	-44.107	-20.403	-3
52	ig_resnext101_32x16d	53.080	46.920	76.933	23.067	194.03	224	0.875	bilinear	-43.730	-22.667	+32
53	volo_d4_224	52.933	47.067	80.453	19.547	192.96	224	0.960	bicubic	-44.367	-19.067	-7
54	xcit_large_24_p16_384_dist	52.827	47.173	81.827	18.173	189.10	384	1.000	bicubic	-44.693	-17.653	-20
55	swin_base_patch4_window7_224	51.427	48.573	79.973	20.027	87.77	224	0.900	bicubic	-45.823	-19.557	-5
56	swsl_resnext101_32x8d	51.227	48.773	78.240	21.760	88.79	224	0.875	bilinear	-45.973	-21.300	-1
57	tf_efficientnet_b4_ns	51.227	48.773	79.187	20.813	19.34	380	0.922	bicubic	-45.723	-20.393	+18
58	resnetv2_152x2_bit_teacher_384	51.187	48.813	78.480	21.520	236.34	384	1.000	bicubic	-45.643	-20.970	+25
59	beit_base_patch16_224	50.693	49.307	79.693	20.307	86.53	224	0.900	bicubic	-46.397	-19.917	+2
60	xcit_small_12_p8_384_dist	50.573	49.427	79.587	20.413	26.21	384	1.000	bicubic	-46.657	-19.893	-8
61	volo_d3_224	50.253	49.747	78.173	21.827	86.33	224	0.960	bicubic	-46.837	-21.297	+2
62	cait_s24_384	49.733	50.267	78.760	21.240	47.06	384	1.000	bicubic	-47.347	-20.860	+4
63	deit_base_distilled_patch16_384	49.333	50.667	79.253	20.747	87.63	384	1.000	bicubic	-47.627	-20.227	+11
64	xcit_medium_24_p16_384_dist	49.333	50.667	79.827	20.173	84.40	384	1.000	bicubic	-47.947	-19.633	-15
65	tf_efficientnet_b8	48.947	51.053	77.240	22.760	87.41	672	0.954	bicubic	-48.253	-22.330	-11
66	dm_nfnet_f2	48.920	51.080	77.147	22.853	193.78	352	0.920	bicubic	-48.110	-22.293	+2
67	tf_efficientnetv2_s_in21ft1k	48.507	51.493	77.907	22.093	21.46	384	1.000	bicubic	-48.223	-21.513	+24
68	resnest269e	48.200	51.800	74.333	25.667	110.93	416	0.928	bicubic	-48.320	-25.017	+50
69	xcit_large_24_p8_224_dist	48.120	51.880	79.107	20.893	188.93	224	1.000	bicubic	-48.950	-20.313	-2
70	regnetz_e8	47.827	52.173	76.200	23.800	57.70	320	1.000	bicubic	-49.373	-23.300	-14
71	resnetv2_50x3_bitm	47.280	52.720	77.333	22.667	217.32	448	1.000	bilinear	-49.430	-22.137	+22
72	xcit_large_24_p8_224	47.160	52.840	74.400	25.600	188.93	224	1.000	bicubic	-49.250	-24.580	+53
73	xcit_small_24_p16_384_dist	46.960	53.040	77.173	22.827	47.67	384	1.000	bicubic	-50.160	-22.287	-14
74	tf_efficientnet_b8_ap	46.893	53.107	76.507	23.493	87.41	672	0.954	bicubic	-50.217	-23.153	-14
75	efficientnetv2_rw_m	46.280	53.720	75.707	24.293	53.24	416	1.000	bicubic	-50.700	-23.823	-2
76	swsl_resnext101_32x16d	46.120	53.880	72.253	27.747	194.03	224	0.875	bilinear	-50.480	-27.277	+34
77	volo_d2_224	46.080	53.920	75.267	24.733	58.68	224	0.960	bicubic	-50.920	-24.123	-6
78	vit_small_patch16_384	45.907	54.093	76.707	23.293	22.20	384	1.000	bicubic	-50.793	-22.773	+20
79	ecaresnet269d	45.880	54.120	75.133	24.867	102.09	352	1.000	bicubic	-51.200	-24.337	-14
80	vit_small_r26_s32_384	45.747	54.253	76.040	23.960	36.47	384	1.000	bicubic	-50.933	-23.540	+21
81	tf_efficientnetv2_m	45.533	54.467	74.547	25.453	54.14	480	1.000	bicubic	-51.607	-24.863	-23
82	tf_efficientnet_b7_ap	45.373	54.627	74.200	25.800	66.35	600	0.949	bicubic	-51.827	-25.300	-29
83	dm_nfnet_f1	45.307	54.693	74.107	25.893	132.63	320	0.910	bicubic	-51.603	-25.303	-3
84	ig_resnext101_32x8d	45.293	54.707	70.853	29.147	88.79	224	0.875	bilinear	-51.017	-28.577	+53
85	xcit_medium_24_p8_224_dist	45.213	54.787	76.693	23.307	84.32	224	1.000	bicubic	-51.707	-22.697	-6
86	eca_nfnet_l2	44.960	55.040	75.893	24.107	56.72	384	1.000	bicubic	-52.130	-23.617	-24
87	crossvit_18_dagger_408	44.280	55.720	73.813	26.187	44.61	408	1.000	bicubic	-52.250	-25.447	+29
88	resnest200e	44.147	55.853	73.467	26.533	70.20	320	0.909	bicubic	-52.463	-25.883	+20
89	cait_xs24_384	43.947	56.053	75.160	24.840	26.67	384	1.000	bicubic	-52.603	-24.260	+24
90	resnetrs200	43.747	56.253	72.813	27.187	93.21	320	1.000	bicubic	-52.953	-26.557	+7
91	tresnet_xl_448	43.467	56.533	72.440	27.560	78.44	448	0.875	bilinear	-52.503	-26.750	+75
92	xcit_small_12_p16_384_dist	43.280	56.720	73.867	26.133	26.25	384	1.000	bicubic	-53.650	-25.533	-16
93	vit_base_patch16_224	43.253	56.747	72.920	27.080	86.57	224	0.900	bicubic	-53.627	-26.610	-12
94	resnetrs420	43.147	56.853	70.440	29.560	191.89	416	1.000	bicubic	-53.773	-29.020	-17
95	xcit_medium_24_p8_224	43.093	56.907	70.347	29.653	84.32	224	1.000	bicubic	-53.017	-28.543	+61
96	tf_efficientnet_b7	42.960	57.040	73.120	26.880	66.35	600	0.949	bicubic	-54.050	-26.400	-26
97	xcit_tiny_24_p8_384_dist	42.467	57.533	72.867	27.133	12.11	384	1.000	bicubic	-54.073	-26.493	+17
98	crossvit_15_dagger_408	41.907	58.093	72.053	27.947	28.50	408	1.000	bicubic	-54.483	-27.107	+29
99	xcit_small_24_p8_224_dist	41.893	58.107	73.693	26.307	47.63	224	1.000	bicubic	-54.977	-25.787	-17
100	xcit_small_24_p8_224	41.733	58.267	71.013	28.987	47.63	224	1.000	bicubic	-54.667	-28.137	+26
101	vit_large_r50_s32_224	41.627	58.373	70.240	29.760	328.99	224	0.900	bicubic	-55.163	-29.110	-15
102	swsl_resnext101_32x4d	41.547	58.453	71.760	28.240	44.18	224	0.875	bilinear	-54.883	-27.710	+21
103	convnext_large	41.373	58.627	73.293	26.707	197.77	224	0.875	bicubic	-55.387	-26.007	-14
104	tf_efficientnet_b6_ap	40.800	59.200	71.627	28.373	43.04	528	0.942	bicubic	-56.280	-27.803	-40
105	resmlp_big_24_224_in22ft1k	40.373	59.627	74.773	25.227	129.14	224	0.875	bicubic	-56.247	-24.737	+1
106	tresnet_l_448	40.213	59.787	69.893	30.107	55.99	448	0.875	bilinear	-55.647	-29.317	+69
107	deit_base_patch16_384	40.187	59.813	70.760	29.240	86.86	384	1.000	bicubic	-55.963	-28.380	+42
108	regnetz_d8_evos	40.093	59.907	72.187	27.813	23.46	320	0.950	bicubic	-56.517	-27.253	-1
109	regnetz_040h	39.987	60.013	71.333	28.667	28.94	320	1.000	bicubic	-56.723	-28.167	-15
110	resnetrs350	39.947	60.053	68.920	31.080	163.96	384	1.000	bicubic	-56.813	-30.450	-20
111	regnetz_d8	39.933	60.067	71.640	28.360	23.37	320	1.000	bicubic	-56.687	-27.810	-6
112	swin_s3_base_224	39.800	60.200	70.453	29.547	71.13	224	0.900	bicubic	-56.450	-28.687	+28
113	seresnext101_32x8d	39.547	60.453	69.467	30.533	93.57	288	1.000	bicubic	-57.223	-29.883	-25
114	volo_d1_224	38.960	61.040	70.267	29.733	26.63	224	0.960	bicubic	-57.370	-29.043	+22
115	resnetv2_101x1_bitm	38.947	61.053	71.040	28.960	44.54	448	1.000	bilinear	-57.153	-28.240	+43
116	vit_large_patch32_384	38.947	61.053	68.933	31.067	306.63	384	1.000	bicubic	-56.883	-30.217	+62
117	regnetz_040	38.747	61.253	70.413	29.587	27.12	320	1.000	bicubic	-57.963	-29.137	-22
118	xcit_small_12_p8_224_dist	38.213	61.787	71.293	28.707	26.21	224	1.000	bicubic	-58.487	-28.097	-19
119	resnet200d	38.160	61.840	68.627	31.373	64.69	320	1.000	bicubic	-58.560	-30.703	-27
120	xcit_large_24_p16_224_dist	37.680	62.320	71.573	28.427	189.10	224	1.000	bicubic	-59.120	-27.777	-35
121	seresnet152d	37.640	62.360	69.493	30.507	66.84	320	1.000	bicubic	-59.130	-29.957	-34
122	xcit_small_12_p8_224	37.533	62.467	68.187	31.813	26.21	224	1.000	bicubic	-58.577	-30.973	+34
123	eca_nfnet_l1	37.533	62.467	70.947	29.053	41.41	320	1.000	bicubic	-59.167	-28.343	-26
124	twins_svt_large	37.213	62.787	69.253	30.747	99.27	224	0.900	bicubic	-59.057	-29.917	+15
125	regnetz_d32	37.133	62.867	70.480	29.520	27.58	320	0.950	bicubic	-59.467	-28.900	-16
126	vit_base_patch32_384	37.107	62.893	69.787	30.213	88.30	384	1.000	bicubic	-59.383	-29.623	-7
127	regnety_064	36.973	63.027	68.173	31.827	30.58	288	1.000	bicubic	-59.387	-31.217	+4
128	swin_s3_small_224	36.867	63.133	68.213	31.787	49.74	224	0.900	bicubic	-59.363	-30.877	+14
129	efficientnetv2_rw_s	36.800	63.200	68.320	31.680	23.94	384	1.000	bicubic	-59.740	-31.000	-14
130	regnety_160	36.773	63.227	69.093	30.907	83.59	288	1.000	bicubic	-59.577	-30.237	+2
131	convnext_base	36.760	63.240	70.413	29.587	88.59	224	0.875	bicubic	-59.710	-28.817	-11
132	resnext101_64x4d	36.733	63.267	66.640	33.360	83.46	288	1.000	bicubic	-59.347	-32.600	+29
133	cait_xxs36_384	36.200	63.800	67.787	32.213	17.37	384	1.000	bicubic	-59.640	-31.303	+44
134	jx_nest_base	36.067	63.933	66.773	33.227	67.72	224	0.875	bicubic	-60.173	-32.437	+7
135	pit_b_distilled_224	35.627	64.373	69.120	30.880	74.79	224	0.900	bicubic	-61.043	-30.250	-31
136	regnety_080	35.573	64.427	67.227	32.773	39.18	288	1.000	bicubic	-60.957	-32.093	-19
137	tf_efficientnet_b3_ns	35.520	64.480	67.760	32.240	12.23	300	0.904	bicubic	-60.870	-31.590	-9
138	tf_efficientnet_b6	35.213	64.787	67.733	32.267	43.04	528	0.942	bicubic	-61.457	-31.617	-36
139	resnetrs270	35.013	64.987	65.480	34.520	129.86	352	1.000	bicubic	-61.677	-33.870	-39
140	tf_efficientnet_b5_ap	34.800	65.200	67.467	32.533	30.39	456	0.934	bicubic	-61.870	-31.993	-37
141	xcit_tiny_12_p8_384_dist	34.627	65.373	66.307	33.693	6.71	384	1.000	bicubic	-61.453	-32.833	+21
142	vit_base_patch16_224_miil	34.533	65.467	65.000	35.000	86.54	224	0.875	bilinear	-61.917	-34.300	-20
143	xcit_medium_24_p16_224_dist	34.347	65.653	67.893	32.107	84.40	224	1.000	bicubic	-62.243	-31.377	-32
144	resnet152d	34.333	65.667	65.907	34.093	60.21	320	1.000	bicubic	-62.027	-33.323	-14
145	tresnet_m_448	34.107	65.893	64.507	35.493	31.39	448	0.875	bilinear	-60.883	-34.473	+115
146	resmlp_big_24_distilled_224	34.067	65.933	69.587	30.413	129.14	224	0.875	bicubic	-62.383	-29.723	-25
147	regnetv_064	33.973	66.027	67.853	32.147	30.58	288	1.000	bicubic	-62.437	-31.507	-23
148	xcit_tiny_24_p16_384_dist	33.827	66.173	65.373	34.627	12.12	384	1.000	bicubic	-62.103	-33.847	+21
149	twins_pcpvt_large	33.413	66.587	67.947	32.053	60.99	224	0.900	bicubic	-62.737	-31.303	+1
150	twins_svt_base	33.173	66.827	65.773	34.227	56.07	224	0.900	bicubic	-62.987	-33.287	-2
151	pit_b_224	33.133	66.867	62.320	37.680	73.76	224	0.900	bicubic	-62.507	-36.870	+43
152	resnetv2_152x2_bit_teacher	33.053	66.947	64.267	35.733	236.34	224	0.875	bicubic	-63.047	-35.003	+7
153	swsl_resnext50_32x4d	33.040	66.960	65.080	34.920	25.03	224	0.875	bilinear	-62.830	-34.170	+21
154	xception65	32.773	67.227	62.973	37.027	39.92	299	0.940	bicubic	-63.577	-36.267	-20
155	xcit_large_24_p16_224	32.773	67.227	62.107	37.893	189.10	224	1.000	bicubic	-62.647	-36.513	+64
156	ssl_resnext101_32x16d	32.653	67.347	64.027	35.973	194.03	224	0.875	bilinear	-63.137	-35.153	+25
157	swin_small_patch4_window7_224	32.600	67.400	65.440	34.560	49.61	224	0.900	bicubic	-63.310	-33.580	+13
158	jx_nest_small	32.267	67.733	63.760	36.240	38.35	224	0.875	bicubic	-63.703	-35.370	+9
159	tf_efficientnet_b5	31.840	68.160	65.293	34.707	30.39	456	0.934	bicubic	-64.510	-34.017	-26
160	regnetz_c16_evos	31.493	68.507	66.280	33.720	13.49	320	0.950	bicubic	-64.637	-33.080	-7
161	resnest101e	31.400	68.600	64.373	35.627	48.28	256	0.875	bilinear	-64.460	-34.747	+15
162	crossvit_base_240	31.347	68.653	61.293	38.707	105.03	240	0.875	bicubic	-64.173	-37.527	+44
163	regnetv_040	31.333	68.667	64.667	35.333	20.64	288	1.000	bicubic	-64.857	-34.663	-18
164	convnext_small	31.307	68.693	66.027	33.973	50.22	224	0.875	bicubic	-64.863	-33.073	-18
165	cait_s24_224	31.200	68.800	64.573	35.427	46.92	224	1.000	bicubic	-65.180	-34.577	-36
166	efficientnet_b4	30.840	69.160	64.600	35.400	19.34	384	1.000	bicubic	-65.310	-34.580	-14
167	regnety_040	30.600	69.400	63.813	36.187	20.65	288	1.000	bicubic	-65.420	-35.377	-3
168	crossvit_18_240	30.573	69.427	61.960	38.040	43.27	240	0.875	bicubic	-64.867	-37.170	+47
169	dm_nfnet_f0	30.547	69.453	62.867	37.133	71.49	256	0.900	bicubic	-65.603	-36.323	-18
170	crossvit_18_dagger_240	30.520	69.480	61.813	38.187	44.27	240	0.875	bicubic	-65.050	-37.247	+28
171	xcit_small_24_p16_224_dist	30.440	69.560	64.693	35.307	47.67	224	1.000	bicubic	-65.780	-34.517	-28
172	xcit_medium_24_p16_224	30.200	69.800	59.320	40.680	84.40	224	1.000	bicubic	-65.330	-39.730	+31
173	cait_xxs24_384	30.027	69.973	63.933	36.067	12.03	384	1.000	bicubic	-65.243	-35.027	+56
174	twins_pcpvt_base	29.960	70.040	64.587	35.413	43.83	224	0.900	bicubic	-65.830	-34.543	+8
175	swsl_resnet50	29.853	70.147	63.813	36.187	25.56	224	0.875	bilinear	-65.547	-35.487	+47
176	deit_base_distilled_patch16_224	29.600	70.400	64.427	35.573	87.34	224	0.900	bicubic	-66.490	-34.763	-16
177	convit_base	29.520	70.480	61.760	38.240	86.54	224	0.875	bicubic	-66.030	-37.110	+22
178	ssl_resnext101_32x8d	29.120	70.880	61.013	38.987	88.79	224	0.875	bilinear	-66.370	-38.107	+33
179	tf_efficientnetv2_s	29.040	70.960	61.227	38.773	21.46	384	1.000	bicubic	-67.300	-37.973	-44
180	resnet101d	29.000	71.000	62.053	37.947	44.57	320	1.000	bicubic	-67.300	-37.177	-42
181	xception65p	28.973	71.027	59.920	40.080	39.82	299	0.940	bicubic	-67.227	-39.260	-37
182	resnetrs152	28.920	71.080	60.507	39.493	86.62	320	1.000	bicubic	-67.660	-38.733	-70
183	regnetz_c16	28.907	71.093	63.347	36.653	13.46	320	0.940	bicubic	-66.893	-35.753	-3
184	xcit_tiny_24_p8_224_dist	28.720	71.280	61.400	38.600	12.11	224	1.000	bicubic	-67.090	-37.810	-5
185	xcit_tiny_24_p8_224	28.707	71.293	60.453	39.547	12.11	224	1.000	bicubic	-66.963	-38.597	+6
186	crossvit_15_dagger_240	28.533	71.467	60.333	39.667	28.21	240	0.875	bicubic	-67.157	-38.497	+3
187	xcit_small_24_p16_224	28.333	71.667	58.813	41.187	47.67	224	1.000	bicubic	-67.197	-40.317	+15
188	coat_lite_small	27.547	72.453	58.533	41.467	19.84	224	0.900	bicubic	-67.993	-40.327	+13
189	deit_base_patch16_224	27.440	72.560	58.893	41.107	86.57	224	0.900	bicubic	-68.000	-40.157	+27
190	resnetv2_50x1_bitm	27.307	72.693	62.853	37.147	25.55	448	1.000	bilinear	-67.703	-36.207	+68
191	xcit_small_12_p16_224_dist	27.120	72.880	59.813	40.187	26.25	224	1.000	bicubic	-68.910	-39.327	-28
192	vit_small_patch16_224	27.013	72.987	59.187	40.813	22.05	224	0.900	bicubic	-68.357	-39.963	+32
193	swin_s3_tiny_224	26.493	73.507	60.333	39.667	28.33	224	0.900	bicubic	-68.667	-38.607	+43
194	tf_efficientnet_b4	26.293	73.707	60.107	39.893	19.34	380	0.922	bicubic	-69.607	-39.063	-22
195	tf_efficientnet_b4_ap	26.253	73.747	60.213	39.787	19.34	380	0.922	bicubic	-69.917	-39.067	-48
196	nfnet_l0	26.227	73.773	61.747	38.253	35.07	288	1.000	bicubic	-69.893	-37.493	-42
197	regnety_032	26.213	73.787	60.987	39.013	19.44	288	1.000	bicubic	-69.757	-38.043	-32
198	ecaresnet50t	26.107	73.893	60.013	39.987	25.57	320	0.950	bicubic	-69.403	-39.107	+11
199	fbnetv3_g	26.093	73.907	61.040	38.960	16.62	288	0.950	bilinear	-69.417	-37.950	+11
200	ecaresnet101d	26.013	73.987	59.000	41.000	44.57	224	0.875	bicubic	-69.517	-39.760	+5
201	visformer_small	25.840	74.160	58.880	41.120	40.22	224	0.900	bicubic	-69.650	-40.020	+11
202	halo2botnet50ts_256	25.587	74.413	56.840	43.160	22.64	256	0.950	bicubic	-69.823	-42.170	+19
203	coat_mini	25.493	74.507	57.693	42.307	10.34	224	0.900	bicubic	-69.477	-41.087	+58
204	crossvit_15_240	25.453	74.547	57.573	42.427	27.53	240	0.875	bicubic	-69.687	-41.277	+37
205	xcit_small_12_p16_224	25.107	74.893	56.027	43.973	26.25	224	1.000	bicubic	-70.313	-42.813	+14
206	resnetv2_50x1_bit_distilled	25.107	74.893	59.640	40.360	25.55	224	0.875	bicubic	-71.013	-39.640	-50
207	convit_small	25.080	74.920	57.267	42.733	27.78	224	0.875	bicubic	-70.120	-41.633	+26
208	gc_efficientnetv2_rw_t	25.040	74.960	57.707	42.293	13.68	288	1.000	bicubic	-70.700	-41.313	-23
209	eca_nfnet_l0	24.827	75.173	60.093	39.907	24.14	288	1.000	bicubic	-71.123	-39.117	-41
210	xception41p	24.800	75.200	55.187	44.813	26.91	299	0.940	bicubic	-70.720	-43.723	-3
211	tnt_s_patch16_224	24.747	75.253	58.187	41.813	23.76	224	0.900	bicubic	-70.293	-40.653	+43
212	resnetv2_50d_evos	24.493	75.507	56.360	43.640	25.59	288	0.950	bicubic	-71.117	-42.670	-15
213	xcit_tiny_12_p16_384_dist	24.467	75.533	57.093	42.907	6.72	384	1.000	bicubic	-70.663	-41.927	+29
214	efficientnetv2_rw_t	24.333	75.667	57.400	42.600	13.65	288	1.000	bicubic	-71.277	-41.670	-18
215	convnext_tiny	24.253	75.747	59.333	40.667	28.59	224	0.875	bicubic	-71.297	-39.667	-15
216	ssl_resnext101_32x4d	24.173	75.827	57.387	42.613	44.18	224	0.875	bilinear	-71.267	-41.403	-3
217	twins_svt_small	24.107	75.893	57.160	42.840	24.06	224	0.900	bicubic	-71.093	-41.720	+17
218	vit_small_r26_s32_224	24.080	75.920	56.173	43.827	36.43	224	0.900	bicubic	-71.560	-42.767	-25
219	poolformer_m48	24.053	75.947	57.280	42.720	73.47	224	0.950	bicubic	-71.587	-41.390	-27
220	tf_efficientnet_b2_ns	24.013	75.987	57.293	42.707	9.11	260	0.890	bicubic	-71.757	-41.827	-36
221	resnetv2_50d_gn	23.920	76.080	56.307	43.693	25.57	288	0.950	bicubic	-71.510	-42.733	-3
222	vit_small_patch32_384	23.800	76.200	57.307	42.693	22.92	384	1.000	bicubic	-71.260	-41.723	+28
223	lamhalobotnet50ts_256	23.587	76.413	55.280	44.720	22.57	256	0.950	bicubic	-71.563	-43.600	+16
224	resnet152	23.533	76.467	53.667	46.333	60.19	224	0.950	bicubic	-72.367	-45.413	-53
225	nasnetalarge	23.480	76.520	55.013	44.987	88.75	331	0.911	bicubic	-72.200	-43.917	-35
226	crossvit_small_240	23.440	76.560	56.787	43.213	26.86	240	0.875	bicubic	-71.390	-42.233	+47
227	levit_384	23.413	76.587	56.373	43.627	39.13	224	0.900	bicubic	-72.117	-42.367	-23
228	pnasnet5large	23.347	76.653	53.640	46.360	86.06	331	0.911	bicubic	-72.363	-45.390	-40
229	convnext_tiny_hnf	23.240	76.760	55.187	44.813	28.59	224	0.950	bicubic	-72.270	-43.833	-21
230	efficientnet_b3	23.213	76.787	55.960	44.040	12.23	320	1.000	bicubic	-72.497	-43.080	-44
231	jx_nest_tiny	23.173	76.827	56.213	43.787	17.06	224	0.875	bicubic	-72.067	-42.837	0
232	resnet61q	22.987	77.013	55.760	44.240	36.85	288	1.000	bicubic	-72.793	-43.230	-49
233	halonet50ts	22.920	77.080	53.987	46.013	22.73	256	0.940	bicubic	-72.230	-44.783	+5
234	resmlp_big_24_224	22.853	77.147	54.307	45.693	129.14	224	0.875	bicubic	-71.817	-44.173	+49
235	twins_pcpvt_small	22.707	77.293	56.853	43.147	24.11	224	0.900	bicubic	-72.503	-42.027	-3
236	poolformer_m36	22.507	77.493	55.280	44.720	56.17	224	0.950	bicubic	-72.873	-43.570	-13
237	vit_base_patch32_224	22.387	77.613	54.000	46.000	88.22	224	0.900	bicubic	-72.613	-45.030	+22
238	pit_s_distilled_224	22.373	77.627	57.093	42.907	24.04	224	0.900	bicubic	-72.867	-41.887	-8
239	xcit_tiny_12_p8_224_dist	22.067	77.933	54.320	45.680	6.71	224	1.000	bicubic	-73.023	-44.590	+7
240	tresnet_m	21.680	78.320	53.840	46.160	31.39	224	0.875	bilinear	-74.030	-45.080	-53
241	convmixer_1536_20	21.200	78.800	55.520	44.480	51.63	224	0.960	bicubic	-73.860	-43.530	+10
242	swin_tiny_patch4_window7_224	21.160	78.840	55.987	44.013	28.29	224	0.900	bicubic	-73.980	-42.943	-2
243	pit_s_224	21.093	78.907	53.560	46.440	23.46	224	0.900	bicubic	-73.497	-45.140	+47
244	xcit_tiny_12_p8_224	21.040	78.960	52.440	47.560	6.71	224	1.000	bicubic	-73.650	-46.390	+38
245	regnetz_b16	20.960	79.040	53.840	46.160	9.72	288	0.940	bicubic	-74.100	-45.150	+7
246	resnet51q	20.960	79.040	55.693	44.307	35.70	288	1.000	bilinear	-74.910	-43.427	-73
247	resnetrs101	20.880	79.120	52.813	47.187	63.62	288	0.940	bicubic	-74.550	-46.217	-30
248	sebotnet33ts_256	20.747	79.253	48.800	51.200	13.70	256	0.940	bicubic	-73.823	-49.700	+44
249	deit_small_distilled_patch16_224	20.693	79.307	55.147	44.853	22.44	224	0.900	bicubic	-74.017	-43.883	+31
250	resnest50d_4s2x40d	20.373	79.627	52.827	47.173	30.42	224	0.875	bicubic	-74.587	-46.243	+12
251	ssl_resnext50_32x4d	20.027	79.973	53.613	46.387	25.03	224	0.875	bilinear	-74.843	-45.277	+18
252	haloregnetz_b	20.000	80.000	50.000	50.000	11.68	224	0.940	bicubic	-74.700	-48.660	+29
253	resnetv2_101	19.880	80.120	49.213	50.787	44.54	224	0.950	bicubic	-75.750	-49.777	-58
254	xcit_nano_12_p8_384_dist	19.773	80.227	50.587	49.413	3.05	384	1.000	bicubic	-73.727	-48.143	+142
255	tresnet_xl	19.640	80.360	53.147	46.853	78.44	224	0.875	bilinear	-75.800	-45.693	-41
256	gluon_senet154	19.333	80.667	47.560	52.440	115.09	224	0.875	bicubic	-75.587	-51.200	+8
257	resnet101	19.320	80.680	49.600	50.400	44.55	224	0.950	bicubic	-76.040	-49.260	-32
258	levit_256	19.200	80.800	50.053	49.947	18.89	224	0.900	bicubic	-75.820	-48.837	-2
259	rexnet_200	19.200	80.800	52.720	47.280	16.37	224	0.875	bicubic	-75.750	-46.290	+4
260	repvgg_b3	19.133	80.867	50.307	49.693	123.09	224	0.875	bilinear	-75.437	-48.473	+31
261	lambda_resnet50ts	19.107	80.893	49.280	50.720	21.54	256	0.950	bicubic	-75.683	-49.180	+13
262	legacy_senet154	19.040	80.960	47.960	52.040	115.09	224	0.875	bilinear	-76.030	-50.870	-14
263	mixer_b16_224_miil	19.040	80.960	51.240	48.760	59.88	224	0.875	bilinear	-76.270	-47.630	-36
264	gluon_seresnext101_64x4d	18.920	81.080	49.173	50.827	88.23	224	0.875	bicubic	-76.000	-49.657	+2
265	deit_small_patch16_224	18.907	81.093	51.387	48.613	22.05	224	0.900	bicubic	-75.483	-47.303	+51
266	tf_efficientnet_b1_ns	18.693	81.307	51.693	48.307	7.79	240	0.882	bicubic	-76.477	-47.427	-31
267	poolformer_s36	18.400	81.600	51.853	48.147	30.86	224	0.900	bicubic	-76.690	-47.057	-22
268	seresnext50_32x4d	18.373	81.627	50.973	49.027	27.56	224	0.875	bicubic	-76.657	-47.907	-13
269	cait_xxs36_224	18.280	81.720	49.440	50.560	17.30	224	1.000	bicubic	-75.980	-49.280	+58
270	ecaresnet50d	18.240	81.760	51.853	48.147	25.58	224	0.875	bicubic	-76.390	-46.907	+17
271	sehalonet33ts	18.227	81.773	47.800	52.200	13.69	256	0.940	bicubic	-76.543	-50.770	+5
272	tf_efficientnet_lite4	18.147	81.853	50.720	49.280	13.01	380	0.920	bilinear	-76.743	-48.300	-5
273	vit_tiny_patch16_384	18.027	81.973	50.333	49.667	5.79	384	1.000	bicubic	-75.633	-48.267	+112
274	resnest50d_1s4x24d	17.693	82.307	49.787	50.213	25.68	224	0.875	bicubic	-77.067	-49.193	+3
275	gluon_seresnext101_32x4d	17.373	82.627	46.387	53.613	48.96	224	0.875	bicubic	-77.547	-52.423	-10
276	resnest50d	17.360	82.640	50.747	49.253	27.48	224	0.875	bilinear	-77.490	-48.133	-5
277	efficientnet_el	17.320	82.680	50.027	49.973	10.59	300	0.904	bicubic	-77.800	-48.953	-34
278	inception_v4	17.280	82.720	45.933	54.067	42.68	299	0.875	bicubic	-77.100	-52.647	+39
279	tf_efficientnet_b3_ap	17.213	82.787	49.680	50.320	12.23	300	0.904	bicubic	-78.107	-49.220	-53
280	xcit_tiny_24_p16_224_dist	17.187	82.813	47.493	52.507	12.12	224	1.000	bicubic	-77.353	-51.287	+20
281	xception71	17.000	83.000	45.533	54.467	42.34	299	0.903	bicubic	-77.280	-53.107	+45
282	tf_efficientnet_b3	16.987	83.013	49.267	50.733	12.23	300	0.904	bicubic	-78.033	-49.643	-25
283	gluon_resnext101_64x4d	16.893	83.107	44.147	55.853	83.46	224	0.875	bicubic	-77.767	-54.503	+2
284	resmlp_36_distilled_224	16.880	83.120	51.480	48.520	44.69	224	0.875	bicubic	-78.000	-47.360	-16
285	tf_efficientnetv2_b3	16.653	83.347	48.680	51.320	14.36	300	0.904	bicubic	-78.507	-50.140	-48
286	tresnet_l	16.587	83.413	49.933	50.067	55.99	224	0.875	bilinear	-78.703	-49.077	-58
287	gluon_resnet152_v1s	16.573	83.427	44.520	55.480	60.32	224	0.875	bicubic	-78.467	-54.410	-34
288	inception_resnet_v2	16.573	83.427	44.947	55.053	55.84	299	0.897	bicubic	-77.977	-53.803	+9
289	gluon_resnet152_v1d	16.560	83.440	44.267	55.733	60.21	224	0.875	bicubic	-78.180	-54.473	-11
290	gmlp_s16_224	16.547	83.453	45.107	54.893	19.42	224	0.875	bicubic	-77.603	-53.393	+53
291	resmlp_24_distilled_224	16.453	83.547	50.387	49.613	30.02	224	0.875	bicubic	-78.007	-48.383	+19
292	gluon_xception65	16.427	83.573	46.053	53.947	39.92	299	0.903	bicubic	-77.833	-52.517	+36
293	gcresnet50t	16.360	83.640	48.227	51.773	25.90	256	0.900	bicubic	-78.490	-50.563	-23
294	gernet_l	16.307	83.693	47.200	52.800	31.08	256	0.875	bilinear	-78.793	-51.700	-50
295	wide_resnet50_2	16.307	83.693	48.413	51.587	68.88	224	0.875	bicubic	-78.763	-50.557	-46
296	xcit_tiny_24_p16_224	16.293	83.707	45.973	54.027	12.12	224	1.000	bicubic	-77.777	-52.487	+54
297	repvgg_b3g4	16.240	83.760	47.640	52.360	83.83	224	0.875	bilinear	-78.280	-51.330	+3
298	ens_adv_inception_resnet_v2	16.240	83.760	43.640	56.360	55.84	299	0.897	bicubic	-77.920	-54.960	+44
299	gcresnext50ts	16.227	83.773	46.533	53.467	15.67	256	0.900	bicubic	-78.263	-52.137	+4
300	ssl_resnet50	15.920	84.080	49.387	50.613	25.56	224	0.875	bilinear	-78.530	-49.533	+11
301	regnety_320	15.627	84.373	44.827	55.173	145.05	224	0.875	bicubic	-78.913	-54.023	-2
302	ecaresnet101d_pruned	15.600	84.400	48.013	51.987	24.88	224	0.875	bicubic	-79.480	-50.967	-55
303	convmixer_768_32	15.533	84.467	47.960	52.040	21.11	224	0.960	bicubic	-78.967	-50.890	-1
304	ecaresnet26t	15.467	84.533	47.933	52.067	16.01	320	0.950	bicubic	-78.843	-50.787	+19
305	coat_tiny	15.400	84.600	45.613	54.387	5.50	224	0.900	bicubic	-78.190	-52.807	+85
306	skresnext50_32x4d	15.360	84.640	44.507	55.493	27.48	224	0.875	bicubic	-78.900	-53.953	+24
307	ecaresnetlight	15.173	84.827	45.827	54.173	30.16	224	0.875	bicubic	-79.597	-52.973	-32
308	cait_xxs24_224	15.160	84.840	44.947	55.053	11.96	224	1.000	bicubic	-78.440	-53.503	+80
309	levit_192	14.893	85.107	44.973	55.027	10.95	224	0.900	bicubic	-79.277	-53.577	+31
310	rexnet_150	14.720	85.280	46.920	53.080	9.73	224	0.875	bicubic	-79.760	-51.870	-4
311	resnext50_32x4d	14.533	85.467	44.173	55.827	25.03	224	0.950	bicubic	-80.017	-54.617	-17
312	efficientnet_el_pruned	14.507	85.493	46.093	53.907	10.59	300	0.904	bicubic	-79.893	-52.617	+3
313	coat_lite_mini	14.493	85.507	44.507	55.493	11.01	224	0.900	bicubic	-79.557	-54.053	+39
314	efficientnet_b2	14.440	85.560	46.080	53.920	9.11	288	1.000	bicubic	-80.170	-52.630	-25
315	seresnet33ts	14.427	85.573	46.133	53.867	19.78	256	0.900	bicubic	-80.423	-52.657	-43
316	poolformer_s24	14.267	85.733	47.240	52.760	21.39	224	0.900	bicubic	-80.283	-51.540	-23
317	legacy_seresnext101_32x4d	14.160	85.840	43.000	57.000	48.96	224	0.875	bilinear	-80.200	-55.650	+1
318	seresnet50	14.147	85.853	45.507	54.493	28.09	224	0.875	bicubic	-80.403	-53.373	-23
319	fbnetv3_d	14.120	85.880	46.453	53.547	10.31	256	0.950	bilinear	-79.810	-52.287	+43
320	eca_resnet33ts	14.093	85.907	47.373	52.627	19.68	256	0.900	bicubic	-80.097	-51.397	+17
321	gernet_m	14.080	85.920	46.053	53.947	21.14	224	0.875	bilinear	-80.540	-52.807	-33
322	gluon_resnext101_32x4d	13.867	86.133	41.667	58.333	44.18	224	0.875	bicubic	-80.673	-56.963	-24
323	gcresnet33ts	13.760	86.240	45.040	54.960	19.88	256	0.900	bicubic	-80.710	-53.730	-15
324	gluon_seresnext50_32x4d	13.613	86.387	43.720	56.280	27.56	224	0.875	bicubic	-80.717	-54.890	-2
325	resmlp_36_224	13.507	86.493	46.693	53.307	44.69	224	0.875	bicubic	-80.693	-51.967	+10
326	resnet50_gn	13.453	86.547	42.760	57.240	25.56	224	0.940	bicubic	-80.897	-55.950	-6
327	repvgg_b2g4	13.413	86.587	43.827	56.173	61.76	224	0.875	bilinear	-80.427	-54.983	+41
328	eca_botnext26ts_256	13.373	86.627	42.160	57.840	10.59	256	0.950	bicubic	-80.407	-56.340	+46
329	regnetx_320	13.333	86.667	40.707	59.293	107.81	224	0.875	bicubic	-81.127	-58.033	-20
330	ese_vovnet39b	13.320	86.680	43.813	56.187	24.57	224	0.875	bicubic	-80.770	-54.847	+19
331	pit_xs_distilled_224	13.253	86.747	44.560	55.440	11.00	224	0.900	bicubic	-80.567	-54.110	+40
332	efficientnet_b3_pruned	13.173	86.827	45.227	54.773	9.86	300	0.904	bicubic	-81.457	-53.663	-46
333	gluon_resnet101_v1d	13.173	86.827	41.493	58.507	44.57	224	0.875	bicubic	-81.057	-57.237	-1
334	mixnet_xl	13.107	86.893	43.253	56.747	11.90	224	0.875	bicubic	-81.083	-55.087	+4
335	nf_regnet_b1	12.947	87.053	44.400	55.600	10.22	288	0.900	bicubic	-81.173	-54.220	+12
336	eca_halonext26ts	12.933	87.067	42.773	57.227	10.76	256	0.940	bicubic	-81.117	-55.717	+17
337	mobilevit_s	12.880	87.120	40.827	59.173	5.58	256	0.900	bicubic	-80.290	-57.613	+87
338	pit_xs_224	12.827	87.173	42.827	57.173	10.62	224	0.900	bicubic	-80.283	-55.503	+90
339	gluon_inception_v3	12.640	87.360	40.507	59.493	23.83	299	0.875	bicubic	-80.810	-58.063	+63
340	crossvit_9_dagger_240	12.560	87.440	41.787	58.213	8.78	240	0.875	bicubic	-80.330	-56.463	+100
341	coat_lite_tiny	12.533	87.467	41.120	58.880	5.72	224	0.900	bicubic	-80.697	-57.140	+79
342	resmlp_24_224	12.493	87.507	43.427	56.573	30.02	224	0.875	bicubic	-81.527	-54.903	+13
343	regnety_120	12.400	87.600	42.200	57.800	51.82	224	0.875	bicubic	-82.080	-56.610	-38
344	efficientnet_em	12.360	87.640	43.867	56.133	6.90	240	0.882	bicubic	-81.480	-54.723	+25
345	cspdarknet53	12.027	87.973	43.253	56.747	27.64	256	0.887	bilinear	-82.633	-55.547	-61
346	hrnet_w64	12.013	87.987	40.800	59.200	128.06	224	0.875	bilinear	-81.997	-57.810	+10
347	xcit_tiny_12_p16_224_dist	11.987	88.013	40.093	59.907	6.72	224	1.000	bicubic	-81.413	-58.257	+60
348	gluon_resnet101_v1s	11.880	88.120	40.987	59.013	44.67	224	0.875	bicubic	-82.840	-57.833	-69
349	gmixer_24_224	11.867	88.133	37.787	62.213	24.72	224	0.875	bicubic	-80.963	-60.393	+95
350	nf_resnet50	11.760	88.240	45.947	54.053	25.56	288	0.940	bicubic	-82.790	-52.663	-54
351	fbnetv3_b	11.747	88.253	44.387	55.613	8.60	256	0.950	bilinear	-82.223	-54.243	+7
352	resnet50d	11.693	88.307	42.453	57.547	25.58	224	0.875	bicubic	-82.567	-56.267	-23
353	dpn92	11.613	88.387	40.293	59.707	37.67	224	0.875	bicubic	-82.617	-58.267	-20
354	xception41	11.600	88.400	39.147	60.853	26.97	299	0.903	bicubic	-81.830	-59.283	+50
355	botnet26t_256	11.587	88.413	40.133	59.867	12.49	256	0.950	bicubic	-81.923	-58.167	+39
356	dla102x2	11.560	88.440	41.307	58.693	41.28	224	0.875	bilinear	-82.400	-57.183	+3
357	vit_small_patch32_224	11.480	88.520	39.533	60.467	22.88	224	0.900	bicubic	-80.560	-58.757	+133
358	levit_128	11.440	88.560	40.173	59.827	9.21	224	0.900	bicubic	-81.880	-58.217	+58
359	lambda_resnet26t	11.373	88.627	40.187	59.813	10.96	256	0.940	bicubic	-82.457	-58.463	+11
360	efficientnet_b2_pruned	11.333	88.667	42.027	57.973	8.31	260	0.890	bicubic	-82.807	-56.503	-16
361	tf_efficientnet_el	11.320	88.680	42.040	57.960	10.59	300	0.904	bicubic	-83.080	-56.700	-47
362	xcit_nano_12_p16_384_dist	11.253	88.747	39.907	60.093	3.05	384	1.000	bicubic	-80.577	-58.113	+141
363	halonet26t	11.107	88.893	38.813	61.187	12.48	256	0.950	bicubic	-82.913	-59.687	-9
364	gluon_resnet152_v1c	11.093	88.907	37.133	62.867	60.21	224	0.875	bicubic	-83.067	-61.507	-22
365	vit_tiny_r_s16_p8_384	11.093	88.907	40.013	59.987	6.36	384	1.000	bicubic	-80.947	-58.217	+124
366	hrnet_w48	11.067	88.933	40.307	59.693	77.47	224	0.875	bilinear	-82.853	-58.303	-3
367	dpn107	11.053	88.947	38.640	61.360	86.92	224	0.875	bicubic	-83.247	-59.830	-43
368	adv_inception_v3	11.013	88.987	36.733	63.267	23.83	299	0.875	bicubic	-81.877	-61.407	+71
369	ecaresnet50d_pruned	11.013	88.987	41.947	58.053	19.94	224	0.875	bicubic	-83.207	-56.783	-35
370	tf_efficientnetv2_b2	11.013	88.987	39.760	60.240	10.10	260	0.890	bicubic	-83.407	-58.810	-57
371	xcit_tiny_12_p16_224	10.973	89.027	37.013	62.987	6.72	224	1.000	bicubic	-81.527	-61.227	+97
372	resnetv2_50	10.960	89.040	39.347	60.653	25.55	224	0.950	bicubic	-83.470	-59.393	-60
373	tf_efficientnet_b0_ns	10.947	89.053	40.093	59.907	5.29	224	0.875	bicubic	-82.693	-58.547	+13
374	tf_inception_v3	10.827	89.173	36.840	63.160	23.83	299	0.875	bicubic	-82.493	-61.540	+38
375	xcit_nano_12_p8_224_dist	10.787	89.213	38.133	61.867	3.05	224	1.000	bicubic	-81.313	-60.027	+112
376	dpn131	10.720	89.280	37.173	62.827	79.25	224	0.875	bicubic	-83.270	-61.547	-19
377	tf_efficientnet_b2_ap	10.533	89.467	40.107	59.893	9.11	260	0.890	bicubic	-83.957	-58.513	-73
378	resnext50d_32x4d	10.400	89.600	39.720	60.280	25.05	224	0.875	bicubic	-83.780	-58.850	-39
379	rexnet_130	10.400	89.600	41.547	58.453	7.56	224	0.875	bicubic	-83.500	-56.853	-14
380	hrnet_w44	10.320	89.680	39.493	60.507	67.06	224	0.875	bilinear	-83.230	-59.207	+11
381	xcit_nano_12_p8_224	10.293	89.707	37.000	63.000	3.05	224	1.000	bicubic	-80.727	-60.790	+143
382	lambda_resnet26rpt_256	10.253	89.747	38.107	61.893	10.99	256	0.940	bicubic	-83.457	-60.403	-1
383	resnext101_32x8d	10.173	89.827	37.800	62.200	88.79	224	0.875	bilinear	-83.647	-60.780	-11
384	cspresnext50	10.133	89.867	40.307	59.693	20.57	224	0.875	bilinear	-84.337	-58.373	-77
385	dpn98	10.133	89.867	36.613	63.387	61.57	224	0.875	bicubic	-83.977	-61.967	-37
386	regnetx_160	10.133	89.867	38.000	62.000	54.28	224	0.875	bicubic	-83.997	-60.740	-40
387	resnet50	10.133	89.867	37.907	62.093	25.56	224	0.950	bicubic	-84.207	-60.533	-66
388	legacy_seresnext50_32x4d	10.107	89.893	39.200	60.800	27.56	224	0.875	bilinear	-83.623	-59.380	-9
389	resnetrs50	10.080	89.920	37.520	62.480	35.69	224	0.910	bicubic	-84.220	-61.120	-64
390	inception_v3	10.027	89.973	35.227	64.773	23.83	299	0.875	bicubic	-82.693	-62.743	+63
391	efficientnet_b1	10.000	90.000	37.560	62.440	7.79	256	1.000	bicubic	-83.250	-60.730	+28
392	xception	9.960	90.040	38.040	61.960	22.86	299	0.897	bicubic	-83.510	-60.490	+9
393	dpn68b	9.787	90.213	38.027	61.973	12.61	224	0.875	bicubic	-83.903	-60.493	-11
394	gluon_resnet152_v1b	9.733	90.267	36.067	63.933	60.19	224	0.875	bicubic	-84.337	-62.443	-43
395	tf_efficientnet_b2	9.653	90.347	38.880	61.120	9.11	260	0.890	bicubic	-84.707	-59.730	-76
396	tf_efficientnet_lite3	9.653	90.347	38.987	61.013	8.20	300	0.904	bilinear	-84.547	-59.653	-60
397	tf_efficientnet_cc_b1_8e	9.600	90.400	36.760	63.240	39.72	240	0.882	bicubic	-84.310	-61.500	-33
398	res2net101_26w_4s	9.520	90.480	35.027	64.973	45.21	224	0.875	bilinear	-84.230	-63.283	-21
399	legacy_seresnet152	9.333	90.667	37.413	62.587	66.82	224	0.875	bilinear	-84.067	-61.067	+9
400	cspresnet50	9.267	90.733	39.653	60.347	21.62	256	0.887	bilinear	-84.473	-58.987	-22
401	hrnet_w40	9.240	90.760	36.907	63.093	57.56	224	0.875	bilinear	-84.250	-61.673	-3
402	resnet33ts	9.227	90.773	38.693	61.307	19.68	256	0.900	bicubic	-84.373	-59.847	-13
403	regnetx_120	9.187	90.813	37.187	62.813	46.11	224	0.875	bicubic	-85.053	-61.463	-72
404	seresnext26d_32x4d	9.147	90.853	36.840	63.160	16.81	224	0.875	bicubic	-83.553	-61.310	+50
405	crossvit_tiny_240	9.080	90.920	34.600	65.400	7.01	240	0.875	bicubic	-81.160	-62.990	+137
406	resnest26d	9.080	90.920	37.840	62.160	17.07	224	0.875	bilinear	-84.240	-60.190	+9
407	vit_tiny_patch16_224	9.040	90.960	34.640	65.360	5.72	224	0.900	bicubic	-82.730	-63.400	+98
408	vit_base_patch16_224_sam	8.987	91.013	36.173	63.827	86.57	224	0.900	bicubic	-85.153	-62.497	-63
409	gluon_resnext50_32x4d	8.973	91.027	36.307	63.693	25.03	224	0.875	bicubic	-84.837	-62.103	-36
410	rexnet_100	8.907	91.093	36.387	63.613	4.80	224	0.875	bicubic	-84.123	-61.803	+23
411	seresnext26t_32x4d	8.893	91.107	36.920	63.080	16.81	224	0.875	bicubic	-83.927	-61.450	+34
412	bat_resnext26ts	8.867	91.133	36.413	63.587	10.73	256	0.900	bicubic	-84.463	-61.937	-2
413	mobilenetv3_large_100_miil	8.853	91.147	32.987	67.013	5.48	224	0.875	bilinear	-83.417	-64.653	+67
414	mixnet_l	8.840	91.160	36.200	63.800	7.33	224	0.875	bicubic	-84.610	-62.020	-11
415	convit_tiny	8.813	91.187	34.347	65.653	5.71	224	0.875	bicubic	-81.837	-63.393	+122
416	resnet32ts	8.760	91.240	37.227	62.773	17.96	256	0.900	bicubic	-84.710	-61.263	-16
417	levit_128s	8.720	91.280	33.120	66.880	7.78	224	0.900	bicubic	-83.230	-64.950	+77
418	gcresnext26ts	8.680	91.320	35.707	64.293	10.48	256	0.900	bicubic	-84.090	-62.553	+30
419	dla169	8.640	91.360	36.053	63.947	53.39	224	0.875	bilinear	-84.700	-62.537	-10
420	mixer_b16_224	8.600	91.400	29.413	70.587	59.88	224	0.875	bicubic	-83.270	-68.507	+80
421	hrnet_w30	8.587	91.413	37.040	62.960	37.71	224	0.875	bilinear	-84.603	-61.370	0
422	legacy_seresnet101	8.533	91.467	36.013	63.987	49.33	224	0.875	bilinear	-84.767	-62.497	-5
423	tf_efficientnet_b1_ap	8.453	91.547	35.253	64.747	7.79	240	0.882	bicubic	-85.237	-63.107	-40
424	repvgg_b2	8.427	91.573	36.453	63.547	89.02	224	0.875	bilinear	-85.073	-62.087	-27
425	resmlp_12_distilled_224	8.307	91.693	36.853	63.147	15.35	224	0.875	bicubic	-84.523	-61.027	+17
426	resnetblur50	8.253	91.747	37.347	62.653	25.56	224	0.875	bicubic	-85.687	-61.233	-67
427	crossvit_9_240	8.253	91.747	34.120	65.880	8.55	240	0.875	bicubic	-82.397	-63.620	+110
428	dla102x	8.200	91.800	37.013	62.987	26.31	224	0.875	bilinear	-85.310	-61.497	-33
429	eca_resnext26ts	8.080	91.920	35.960	64.040	10.30	256	0.900	bicubic	-84.530	-62.300	+33
430	hrnet_w32	8.040	91.960	37.493	62.507	41.23	224	0.875	bilinear	-85.490	-60.967	-37
431	gluon_resnet101_v1c	7.987	92.013	33.360	66.640	44.57	224	0.875	bicubic	-85.683	-65.060	-47
432	gluon_resnet50_v1d	7.933	92.067	34.987	65.013	25.58	224	0.875	bicubic	-85.837	-63.403	-57
433	res2net50_26w_8s	7.853	92.147	33.747	66.253	48.40	224	0.875	bilinear	-85.557	-64.533	-28
434	dla60_res2next	7.773	92.227	34.973	65.027	17.03	224	0.875	bilinear	-85.407	-63.437	-11
435	densenetblur121d	7.733	92.267	34.747	65.253	8.00	224	0.875	bicubic	-84.177	-63.323	+62
436	mobilevit_xs	7.733	92.267	32.573	67.427	2.32	256	0.900	bicubic	-83.107	-65.347	+95
437	deit_tiny_distilled_patch16_224	7.693	92.307	33.573	66.427	5.91	224	0.900	bicubic	-83.017	-63.997	+96
438	tf_efficientnetv2_b1	7.693	92.307	34.627	65.373	8.14	240	0.882	bicubic	-86.247	-63.993	-77
439	dla60_res2net	7.560	92.440	34.627	65.373	20.85	224	0.875	bilinear	-85.620	-63.793	-17
440	efficientnet_b1_pruned	7.427	92.573	34.493	65.507	6.33	240	0.882	bicubic	-85.343	-63.547	+7
441	wide_resnet101_2	7.360	92.640	34.133	65.867	126.89	224	0.875	bilinear	-86.360	-64.407	-61
442	regnetx_064	7.347	92.653	34.347	65.653	26.21	224	0.875	bicubic	-86.543	-64.283	-76
443	deit_tiny_patch16_224	7.320	92.680	30.680	69.320	5.72	224	0.900	bicubic	-82.360	-66.770	+108
444	hardcorenas_e	7.240	92.760	33.293	66.707	8.07	224	0.875	bilinear	-85.340	-64.817	+19
445	gluon_resnet101_v1b	7.240	92.760	32.747	67.253	44.55	224	0.875	bicubic	-86.510	-65.633	-68
446	efficientnet_b0	7.213	92.787	34.013	65.987	5.29	224	0.875	bicubic	-85.477	-64.057	+9
447	gluon_resnet50_v1s	7.213	92.787	33.480	66.520	25.68	224	0.875	bicubic	-86.407	-64.980	-60
448	tf_efficientnet_b1	7.147	92.853	33.040	66.960	7.79	240	0.882	bicubic	-86.343	-65.320	-49
449	tf_mixnet_l	7.147	92.853	31.600	68.400	7.33	224	0.875	bicubic	-86.173	-66.430	-35
450	tf_efficientnet_cc_b0_8e	7.120	92.880	31.787	68.213	24.01	224	0.875	bicubic	-85.710	-66.353	-7
451	convmixer_1024_20_ks9_p14	7.080	92.920	33.053	66.947	24.38	224	0.960	bicubic	-85.340	-65.217	+21
452	seresnext26ts	7.053	92.947	34.933	65.067	10.39	256	0.900	bicubic	-85.637	-63.357	+4
453	resmlp_12_224	7.000	93.000	33.933	66.067	15.35	224	0.875	bicubic	-85.210	-64.227	+30
454	hardcorenas_f	6.827	93.173	34.120	65.880	8.20	224	0.875	bilinear	-86.123	-64.040	-17
455	ese_vovnet19b_dw	6.733	93.267	33.400	66.600	6.54	224	0.875	bicubic	-85.547	-64.690	+23
456	selecsls60b	6.720	93.280	33.293	66.707	32.77	224	0.875	bicubic	-86.570	-64.987	-38
457	res2net50_26w_6s	6.707	93.293	31.627	68.373	37.05	224	0.875	bilinear	-86.703	-66.553	-51
458	efficientnet_es	6.680	93.320	33.840	66.160	5.44	224	0.875	bicubic	-86.460	-64.580	-33
459	legacy_seresnext26_32x4d	6.627	93.373	33.240	66.760	16.79	224	0.875	bicubic	-86.013	-64.890	0
460	mixnet_m	6.627	93.373	32.053	67.947	5.01	224	0.875	bicubic	-85.803	-65.817	+11
461	pit_ti_distilled_224	6.627	93.373	30.720	69.280	5.10	224	0.900	bicubic	-84.273	-67.000	+68
462	tinynet_a	6.627	93.373	32.213	67.787	6.19	192	0.875	bicubic	-85.813	-65.867	+8
463	poolformer_s12	6.560	93.440	34.467	65.533	11.92	224	0.900	bicubic	-86.060	-63.733	-3
464	skresnet34	6.480	93.520	31.573	68.427	22.28	224	0.875	bicubic	-85.910	-66.577	+11
465	repvgg_b1	6.453	93.547	33.787	66.213	57.42	224	0.875	bilinear	-86.877	-64.723	-54
466	hardcorenas_d	6.427	93.573	32.213	67.787	7.50	224	0.875	bilinear	-85.973	-65.857	+7
467	dla60x	6.413	93.587	34.093	65.907	17.35	224	0.875	bilinear	-86.697	-64.417	-40
468	resnet34d	6.400	93.600	31.480	68.520	21.82	224	0.875	bicubic	-86.280	-66.830	-11
469	regnetx_080	6.307	93.693	32.307	67.693	39.57	224	0.875	bicubic	-87.563	-66.213	-102
470	swsl_resnet18	6.240	93.760	31.600	68.400	11.69	224	0.875	bilinear	-84.450	-66.100	+65
471	legacy_seresnet50	6.187	93.813	32.653	67.347	28.09	224	0.875	bilinear	-86.773	-65.527	-35
472	resnet26t	6.107	93.893	32.240	67.760	16.01	256	0.940	bicubic	-86.643	-65.990	-23
473	pit_ti_224	6.107	93.893	30.213	69.787	4.85	224	0.900	bicubic	-83.843	-67.237	+76
474	tv_resnet152	6.027	93.973	32.053	67.947	60.19	224	0.875	bilinear	-87.293	-66.577	-61
475	regnetx_040	5.973	94.027	31.573	68.427	22.12	224	0.875	bicubic	-87.577	-66.977	-83
476	tf_efficientnet_cc_b0_4e	5.973	94.027	29.600	70.400	13.31	224	0.875	bicubic	-86.627	-68.480	-13
477	tf_efficientnetv2_b0	5.907	94.093	30.787	69.213	7.14	224	0.875	bicubic	-87.203	-67.603	-48
478	mixer_l16_224	5.880	94.120	18.533	81.467	208.20	224	0.875	bicubic	-81.270	-74.977	+95
479	dla102	5.867	94.133	32.747	67.253	33.27	224	0.875	bilinear	-87.193	-65.793	-49
480	regnety_016	5.680	94.320	30.440	69.560	11.20	224	0.875	bicubic	-87.350	-67.920	-48
481	selecsls60	5.653	94.347	32.493	67.507	30.67	224	0.875	bicubic	-87.367	-65.817	-47
482	hardcorenas_c	5.640	94.360	30.400	69.600	5.52	224	0.875	bilinear	-86.380	-67.440	+10
483	res2next50	5.640	94.360	30.853	69.147	24.67	224	0.875	bilinear	-87.220	-67.337	-42
484	hrnet_w18	5.493	94.507	30.947	69.053	21.30	224	0.875	bilinear	-86.827	-67.303	-7
485	resnest14d	5.467	94.533	28.547	71.453	10.61	224	0.875	bilinear	-86.253	-69.323	+22
486	tf_efficientnet_lite2	5.360	94.640	30.893	69.107	6.09	260	0.890	bicubic	-87.290	-67.337	-28
487	tf_efficientnet_em	5.347	94.653	31.107	68.893	6.90	240	0.882	bicubic	-87.583	-67.093	-49
488	gernet_s	5.307	94.693	30.120	69.880	8.17	224	0.875	bilinear	-86.833	-68.070	-2
489	tf_efficientnet_b0_ap	5.307	94.693	28.800	71.200	5.29	224	0.875	bicubic	-86.893	-69.220	-5
490	densenet121	5.293	94.707	29.880	70.120	7.98	224	0.875	bicubic	-86.287	-68.150	+18
491	repvgg_b1g4	5.280	94.720	30.813	69.187	39.97	224	0.875	bilinear	-87.700	-67.617	-56
492	xcit_nano_12_p16_224_dist	5.240	94.760	26.560	73.440	3.05	224	1.000	bicubic	-84.440	-70.530	+61
493	res2net50_26w_4s	5.160	94.840	29.373	70.627	25.70	224	0.875	bilinear	-87.330	-68.687	-24
494	tf_mixnet_m	5.080	94.920	28.133	71.867	5.01	224	0.875	bicubic	-87.250	-69.757	-18
495	vit_tiny_r_s16_p8_224	5.080	94.920	27.053	72.947	6.34	224	0.900	bicubic	-84.100	-70.177	+62
496	mobilenetv3_large_100	5.067	94.933	28.200	71.800	5.48	224	0.875	bicubic	-86.263	-69.510	+17
497	tf_efficientnet_b0	5.067	94.933	28.787	71.213	5.29	224	0.875	bicubic	-87.183	-69.213	-16
498	res2net50_14w_8s	5.040	94.960	28.773	71.227	25.06	224	0.875	bilinear	-87.700	-69.407	-46
499	hardcorenas_b	4.947	95.053	28.107	71.893	5.18	224	0.875	bilinear	-86.833	-69.673	+5
500	mixnet_s	4.907	95.093	28.573	71.427	4.13	224	0.875	bicubic	-86.923	-69.117	+2
501	mobilenetv3_rw	4.907	95.093	29.853	70.147	5.48	224	0.875	bicubic	-86.303	-67.807	+15
502	gluon_resnet50_v1c	4.893	95.107	28.133	71.867	25.58	224	0.875	bicubic	-88.137	-70.257	-71
503	hardcorenas_a	4.880	95.120	28.107	71.893	5.26	224	0.875	bilinear	-86.470	-69.753	+9
504	regnetx_032	4.853	95.147	30.280	69.720	15.30	224	0.875	bicubic	-88.267	-68.110	-78
505	tv_resnext50_32x4d	4.840	95.160	30.307	69.693	25.03	224	0.875	bilinear	-87.910	-67.963	-54
506	xcit_nano_12_p16_224	4.840	95.160	25.453	74.547	3.05	224	1.000	bicubic	-83.770	-71.337	+59
507	densenet161	4.720	95.280	29.533	70.467	28.68	224	0.875	bicubic	-87.780	-68.757	-40
508	tv_resnet101	4.693	95.307	29.373	70.627	44.55	224	0.875	bilinear	-88.127	-68.877	-63
509	resnext26ts	4.693	95.307	29.013	70.987	10.30	256	0.900	bicubic	-87.177	-68.237	-9
510	selecsls42b	4.667	95.333	28.587	71.413	32.46	224	0.875	bicubic	-87.613	-69.543	-31
511	tf_efficientnet_lite1	4.613	95.387	28.400	71.600	5.42	240	0.882	bicubic	-88.007	-69.680	-50
512	mobilenetv2_120d	4.533	95.467	29.280	70.720	5.83	224	0.875	bicubic	-87.867	-68.770	-38
513	vit_base_patch32_224_sam	4.333	95.667	24.387	75.613	88.22	224	0.900	bicubic	-85.417	-72.613	+37
514	efficientnet_es_pruned	4.213	95.787	26.533	73.467	5.44	224	0.875	bicubic	-86.967	-71.217	+4
515	tinynet_b	4.187	95.813	26.707	73.293	3.73	188	0.875	bicubic	-86.743	-70.963	+12
516	fbnetc_100	4.133	95.867	25.933	74.067	5.57	224	0.875	bilinear	-86.577	-71.277	+18
517	gluon_resnet50_v1b	4.120	95.880	26.920	73.080	25.56	224	0.875	bicubic	-88.420	-71.250	-52
518	densenet201	4.120	95.880	27.547	72.453	20.01	224	0.875	bicubic	-88.630	-70.683	-68
519	resnet26d	4.027	95.973	28.507	71.493	16.01	224	0.875	bicubic	-88.043	-69.463	-31
520	semnasnet_100	3.960	96.040	26.947	73.053	3.89	224	0.875	bicubic	-87.310	-70.613	-6
521	repvgg_a2	3.933	96.067	27.267	72.733	28.21	224	0.875	bilinear	-88.007	-70.883	-26
522	tf_mixnet_s	3.880	96.120	25.267	74.733	4.13	224	0.875	bicubic	-87.630	-72.353	-13
523	dpn68	3.853	96.147	26.053	73.947	12.61	224	0.875	bicubic	-88.177	-71.997	-32
524	semnasnet_075	3.853	96.147	27.013	72.987	2.91	224	0.875	bicubic	-86.217	-70.417	+22
525	mobilevit_xxs	3.840	96.160	21.760	78.240	1.27	256	0.900	bicubic	-83.350	-74.340	+47
526	regnety_008	3.813	96.187	27.133	72.867	6.26	224	0.875	bicubic	-87.907	-71.047	-20
527	tf_efficientnet_es	3.813	96.187	26.107	73.893	5.44	224	0.875	bicubic	-88.167	-71.753	-34
528	dla60	3.787	96.213	27.947	72.053	22.04	224	0.875	bilinear	-88.443	-70.163	-46
529	ssl_resnet18	3.747	96.253	25.440	74.560	11.69	224	0.875	bilinear	-86.473	-72.110	+14
530	mobilenetv2_140	3.720	96.280	26.760	73.240	6.11	224	0.875	bicubic	-88.120	-71.090	-29
531	densenet169	3.707	96.293	25.613	74.387	14.15	224	0.875	bicubic	-88.223	-72.487	-35
532	regnetx_016	3.627	96.373	26.293	73.707	9.19	224	0.875	bicubic	-88.533	-71.917	-47
533	res2net50_48w_2s	3.587	96.413	26.600	73.400	25.29	224	0.875	bilinear	-88.963	-71.480	-68
534	spnasnet_100	3.547	96.453	24.293	75.707	4.42	224	0.875	bilinear	-86.803	-72.897	+7
535	tf_mobilenetv3_large_100	3.547	96.453	25.053	74.947	5.48	224	0.875	bilinear	-87.693	-72.607	-20
536	regnety_006	3.467	96.533	24.907	75.093	6.06	224	0.875	bicubic	-87.913	-72.803	-25
537	legacy_seresnet34	3.333	96.667	23.813	76.187	21.96	224	0.875	bilinear	-87.567	-73.767	-9
538	efficientnet_lite0	3.253	96.747	25.853	74.147	4.65	224	0.875	bicubic	-87.867	-71.767	-18
539	dla34	3.240	96.760	23.573	76.427	15.74	224	0.875	bilinear	-87.530	-74.087	-7
540	ghostnet_100	3.213	96.787	24.853	75.147	5.18	224	0.875	bilinear	-86.817	-72.517	+7
541	regnety_004	3.200	96.800	22.653	77.347	4.34	224	0.875	bicubic	-87.290	-74.887	-2
542	mobilenetv2_110d	3.173	96.827	24.587	75.413	4.52	224	0.875	bicubic	-87.787	-72.973	-16
543	tinynet_c	3.120	96.880	21.520	78.480	2.46	184	0.875	bicubic	-84.650	-74.850	+25
544	mnasnet_100	3.107	96.893	24.227	75.773	4.38	224	0.875	bicubic	-87.403	-73.243	-6
545	tf_efficientnet_lite0	3.080	96.920	22.920	77.080	4.65	224	0.875	bicubic	-87.970	-74.670	-22
546	skresnet18	3.000	97.000	22.813	77.187	11.96	224	0.875	bicubic	-86.660	-74.417	+8
547	vgg19_bn	2.947	97.053	23.480	76.520	143.68	224	0.875	bilinear	-87.133	-74.100	-2
548	resnet34	2.920	97.080	23.680	76.320	21.80	224	0.875	bilinear	-88.210	-73.940	-29
549	tf_mobilenetv3_large_075	2.867	97.133	21.573	78.427	3.99	224	0.875	bilinear	-86.813	-75.637	+3
550	tinynet_d	2.867	97.133	17.800	82.200	2.34	152	0.875	bicubic	-81.883	-77.380	+31
551	hrnet_w18_small_v2	2.707	97.293	23.693	76.307	15.60	224	0.875	bilinear	-88.483	-74.207	-34
552	gluon_resnet34_v1b	2.667	97.333	21.667	78.333	21.80	224	0.875	bicubic	-88.293	-75.973	-27
553	regnetx_008	2.667	97.333	22.467	77.533	7.26	224	0.875	bicubic	-88.383	-75.243	-31
554	vgg16_bn	2.653	97.347	23.787	76.213	138.37	224	0.875	bilinear	-87.437	-73.583	-10
555	vgg16	2.627	97.373	20.427	79.573	138.36	224	0.875	bilinear	-85.923	-76.363	+10
556	lcnet_100	2.627	97.373	20.880	79.120	2.95	224	0.875	bicubic	-86.173	-75.850	+8
557	resnet18d	2.600	97.400	21.600	78.400	11.71	224	0.875	bicubic	-86.670	-75.540	-1
558	tv_densenet121	2.560	97.440	22.667	77.333	7.98	224	0.875	bicubic	-88.330	-75.043	-28
559	repvgg_b0	2.547	97.453	24.000	76.000	15.82	224	0.875	bilinear	-88.883	-73.990	-49
560	regnetx_006	2.507	97.493	20.627	79.373	6.20	224	0.875	bicubic	-87.843	-76.813	-20
561	legacy_seresnet18	2.493	97.507	20.080	79.920	11.78	224	0.875	bicubic	-86.387	-76.900	+1
562	resnet26	2.480	97.520	23.013	76.987	16.00	224	0.875	bicubic	-88.640	-74.737	-41
563	lcnet_075	2.320	97.680	17.133	82.867	2.36	224	0.875	bicubic	-83.670	-78.547	+15
564	mobilenetv3_small_075	2.307	97.693	15.907	84.093	2.04	224	0.875	bicubic	-80.733	-78.183	+23
565	regnety_002	2.160	97.840	18.893	81.107	3.16	224	0.875	bicubic	-85.220	-77.697	+6
566	mobilenetv2_100	2.147	97.853	19.907	80.093	3.50	224	0.875	bicubic	-87.463	-77.243	-11
567	vgg19	2.107	97.893	20.747	79.253	143.67	224	0.875	bilinear	-86.933	-76.123	-8
568	vgg13_bn	2.093	97.907	20.307	79.693	133.05	224	0.875	bilinear	-86.667	-76.663	-4
569	tf_mobilenetv3_small_100	2.013	97.987	15.853	84.147	2.54	224	0.875	bilinear	-83.197	-79.917	+11
570	mobilenetv3_small_100	2.000	98.000	17.080	82.920	2.54	224	0.875	bicubic	-83.220	-78.540	+9
571	tf_mobilenetv3_small_075	2.000	98.000	14.813	85.187	2.04	224	0.875	bilinear	-81.510	-79.987	+15
572	regnetx_004	1.960	98.040	19.160	80.840	5.16	224	0.875	bicubic	-86.940	-77.960	-11
573	vgg13	1.867	98.133	17.960	82.040	133.05	224	0.875	bilinear	-85.183	-78.360	0
574	tv_resnet34	1.867	98.133	20.000	80.000	21.80	224	0.875	bilinear	-88.063	-77.340	-24
575	tinynet_e	1.853	98.147	14.013	85.987	2.04	106	0.875	bicubic	-77.047	-78.547	+15
576	mobilenetv3_small_050	1.840	98.160	12.507	87.493	1.59	224	0.875	bicubic	-75.150	-78.793	+15
577	lcnet_050	1.813	98.187	13.880	86.120	1.88	224	0.875	bicubic	-79.967	-79.830	+11
578	dla46x_c	1.760	98.240	16.480	83.520	1.07	224	0.875	bilinear	-82.490	-78.790	+5
579	mnasnet_small	1.760	98.240	15.093	84.907	2.03	224	0.875	bicubic	-82.680	-80.087	+3
580	vgg11_bn	1.720	98.280	18.093	81.907	132.87	224	0.875	bilinear	-85.780	-78.727	-11
581	tf_mobilenetv3_large_minimal_100	1.627	98.373	17.120	82.880	3.92	224	0.875	bilinear	-87.333	-79.740	-21
582	mobilenetv2_050	1.613	98.387	14.200	85.800	1.97	224	0.875	bicubic	-82.277	-80.510	+1
583	dla60x_c	1.613	98.387	18.040	81.960	1.32	224	0.875	bilinear	-84.677	-78.120	-6
584	vgg11	1.560	98.440	16.227	83.773	132.86	224	0.875	bilinear	-84.990	-80.053	-9
585	gluon_resnet18_v1b	1.547	98.453	16.613	83.387	11.69	224	0.875	bicubic	-86.853	-80.067	-18
586	hrnet_w18_small	1.547	98.453	18.133	81.867	13.19	224	0.875	bilinear	-87.503	-78.977	-28
587	dla46_c	1.507	98.493	15.267	84.733	1.30	224	0.875	bilinear	-82.143	-79.653	-2
588	regnetx_002	1.373	98.627	15.027	84.973	2.68	224	0.875	bicubic	-84.817	-80.953	-11
589	resnet18	1.160	98.840	16.227	83.773	11.69	224	0.875	bilinear	-86.230	-80.063	-19
590	tf_mobilenetv3_small_minimal_100	1.013	98.987	11.493	88.507	2.04	224	0.875	bilinear	-80.367	-82.177	-1
591	tv_resnet50	0.000	100.000	14.453	85.547	25.56	224	0.875	bilinear	-91.890	-83.587	-93