pytorch-image-models/results/results-imagenetv2-matched-frequency.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_475	80.460	19.540	95.730	4.270	480.31	475	0.936	bicubic	-7.772	-2.816	+3
3	tf_efficientnet_l2_ns	80.250	19.750	95.840	4.160	480.31	800	0.960	bicubic	-8.100	-2.810	+1
4	beit_large_patch16_512	79.940	20.060	95.350	4.650	305.67	512	1.000	bicubic	-8.662	-3.306	-2
5	beit_large_patch16_384	79.500	20.500	95.170	4.830	305.00	384	1.000	bicubic	-8.906	-3.436	-2
6	deit3_huge_patch14_224_in21ft1k	79.160	20.840	94.860	5.140	632.13	224	1.000	bicubic	-8.020	-3.400	+5
7	deit3_large_patch16_384_in21ft1k	79.100	20.900	94.880	5.120	304.76	384	1.000	bicubic	-8.616	-3.632	-1
8	beit_large_patch16_224	78.820	21.180	94.610	5.390	304.43	224	0.900	bicubic	-8.656	-3.694	0
9	deit3_large_patch16_224_in21ft1k	78.630	21.370	94.720	5.280	304.37	224	1.000	bicubic	-8.352	-3.518	+8
10	tf_efficientnet_b7_ns	78.520	21.480	94.390	5.610	66.35	600	0.949	bicubic	-8.312	-3.706	+10
11	volo_d5_512	77.970	22.030	94.160	5.840	296.09	512	1.150	bicubic	-9.070	-3.808	+4
12	vit_large_patch16_384	77.940	22.060	94.440	5.560	304.72	384	1.000	bicubic	-9.140	-3.860	+2
13	deit3_base_patch16_384_in21ft1k	77.880	22.120	94.030	5.970	86.88	384	1.000	bicubic	-8.862	-4.082	+10
14	volo_d5_448	77.770	22.230	94.050	5.950	295.91	448	1.150	bicubic	-9.184	-3.890	+4
15	volo_d4_448	77.750	22.250	93.930	6.070	193.41	448	1.150	bicubic	-9.042	-3.952	+7
16	convnext_large_384_in22ft1k	77.730	22.270	94.080	5.920	197.77	384	1.000	bicubic	-9.666	-4.286	-6
17	convnext_xlarge_384_in22ft1k	77.710	22.290	94.200	5.800	350.20	384	1.000	bicubic	-9.834	-4.286	-10
18	swinv2_large_window12to24_192to384_22kft1k	77.310	22.690	93.930	6.070	196.74	384	1.000	bicubic	-10.146	-4.322	-9
19	tf_efficientnet_b6_ns	77.280	22.720	93.890	6.110	43.04	528	0.942	bicubic	-9.170	-3.996	+9
20	swinv2_base_window12to24_192to384_22kft1k	77.170	22.830	94.260	5.740	87.92	384	1.000	bicubic	-9.938	-3.976	-7
21	volo_d3_448	77.070	22.930	94.110	5.890	86.63	448	1.000	bicubic	-9.426	-3.600	+4
22	vit_large_r50_s32_384	77.070	22.930	93.720	6.280	329.09	384	1.000	bicubic	-9.110	-4.200	+13
23	tf_efficientnetv2_xl_in21ft1k	77.040	22.960	93.270	6.730	208.12	512	1.000	bicubic	-9.380	-4.598	+7
24	swin_large_patch4_window12_384	77.030	22.970	93.750	6.250	196.74	384	1.000	bicubic	-10.122	-4.490	-12
25	tf_efficientnetv2_l_in21ft1k	76.940	23.060	93.960	6.040	118.52	480	1.000	bicubic	-9.364	-4.020	+7
26	swinv2_large_window12to16_192to256_22kft1k	76.930	23.070	93.540	6.460	196.74	256	0.900	bicubic	-10.016	-4.570	-7
27	beit_base_patch16_384	76.900	23.100	93.910	6.090	86.74	384	1.000	bicubic	-9.898	-4.226	-6
28	ig_resnext101_32x48d	76.880	23.120	93.310	6.690	828.41	224	0.875	bilinear	-8.556	-4.266	+30
29	cait_m48_448	76.870	23.130	93.370	6.630	356.46	448	1.000	bicubic	-9.618	-4.380	-2
30	ig_resnext101_32x32d	76.820	23.180	93.200	6.800	468.53	224	0.875	bilinear	-8.280	-4.234	+42
31	tf_efficientnet_b5_ns	76.810	23.190	93.580	6.420	30.39	456	0.934	bicubic	-9.278	-4.172	+5
32	convnext_xlarge_in22ft1k	76.770	23.230	93.550	6.450	350.20	224	0.875	bicubic	-10.232	-4.662	-16
33	deit3_large_patch16_384	76.690	23.310	93.350	6.650	304.76	384	1.000	bicubic	-9.116	-4.246	+14
34	xcit_large_24_p8_384_dist	76.620	23.380	93.090	6.910	188.93	384	1.000	bicubic	-9.378	-4.594	+7
35	convnext_base_384_in22ft1k	76.580	23.420	93.720	6.280	88.59	384	1.000	bicubic	-9.962	-4.470	-10
36	volo_d5_224	76.580	23.420	93.300	6.700	295.46	224	0.960	bicubic	-9.490	-4.278	+1
37	deit3_base_patch16_224_in21ft1k	76.540	23.460	93.560	6.440	86.59	224	1.000	bicubic	-9.176	-4.184	+14
38	vit_base_patch16_384	76.480	23.520	93.770	6.230	86.86	384	1.000	bicubic	-9.526	-4.234	+2
39	convnext_large_in22ft1k	76.430	23.570	93.470	6.530	197.77	224	0.875	bicubic	-10.206	-4.558	-15
40	swinv2_base_window12to16_192to256_22kft1k	76.430	23.570	93.690	6.310	87.92	256	0.900	bicubic	-9.840	-4.206	-7
41	cait_m36_384	76.330	23.670	93.050	6.950	271.22	384	1.000	bicubic	-9.724	-4.680	-3
42	vit_large_patch16_224	76.300	23.700	93.600	6.400	304.33	224	0.900	bicubic	-9.544	-4.222	+1
43	swin_base_patch4_window12_384	76.290	23.710	93.320	6.680	87.90	384	1.000	bicubic	-10.142	-4.736	-14
44	tf_efficientnetv2_l	76.280	23.720	92.970	7.030	118.52	480	1.000	bicubic	-9.208	-4.402	+12
45	swin_large_patch4_window7_224	76.270	23.730	93.410	6.590	196.53	224	0.900	bicubic	-10.050	-4.482	-14
46	cait_s36_384	76.210	23.790	92.970	7.030	68.37	384	1.000	bicubic	-9.250	-4.508	+11
47	xcit_medium_24_p8_384_dist	76.140	23.860	92.980	7.020	84.32	384	1.000	bicubic	-9.676	-4.612	-1
48	dm_nfnet_f6	76.130	23.870	93.110	6.890	438.36	576	0.956	bicubic	-10.012	-4.620	-13
49	tf_efficientnet_b7_ap	76.100	23.900	92.970	7.030	66.35	600	0.949	bicubic	-9.020	-4.282	+22
50	volo_d2_384	76.090	23.910	93.130	6.870	58.87	384	1.000	bicubic	-9.946	-4.444	-11
51	tf_efficientnet_b8_ap	76.080	23.920	92.730	7.270	87.41	672	0.954	bicubic	-9.292	-4.564	+12
52	vit_base_patch8_224	76.010	23.990	93.370	6.630	86.58	224	0.900	bicubic	-9.780	-4.422	-4
53	volo_d4_224	76.010	23.990	93.010	6.990	192.96	224	0.960	bicubic	-9.866	-4.458	-11
54	xcit_large_24_p8_224_dist	75.990	24.010	92.730	7.270	188.93	224	1.000	bicubic	-9.408	-4.680	+8
55	tf_efficientnetv2_m_in21ft1k	75.920	24.080	93.280	6.720	54.14	480	1.000	bicubic	-9.666	-4.466	-2
56	dm_nfnet_f4	75.850	24.150	92.970	7.030	316.07	512	0.951	bicubic	-9.864	-4.550	-4
57	xcit_large_24_p16_384_dist	75.820	24.180	92.750	7.250	189.10	384	1.000	bicubic	-9.932	-4.788	-8
58	deit3_huge_patch14_224	75.790	24.210	92.760	7.240	632.13	224	0.900	bicubic	-9.416	-4.598	+10
59	xcit_small_24_p8_384_dist	75.770	24.230	92.970	7.030	47.63	384	1.000	bicubic	-9.784	-4.602	-5
60	ig_resnext101_32x16d	75.750	24.250	92.880	7.120	194.03	224	0.875	bilinear	-8.420	-4.318	+63
61	tf_efficientnet_b4_ns	75.670	24.330	93.050	6.950	19.34	380	0.922	bicubic	-9.490	-4.420	+9
62	volo_d1_384	75.620	24.380	93.060	6.940	26.78	384	1.000	bicubic	-9.630	-4.154	+4
63	volo_d3_224	75.610	24.390	93.000	7.000	86.33	224	0.960	bicubic	-9.802	-4.280	-2
64	convnext_base_in22ft1k	75.580	24.420	93.130	6.870	88.59	224	0.875	bicubic	-10.244	-4.736	-21
65	vit_base_r50_s16_384	75.580	24.420	92.790	7.210	98.95	384	1.000	bicubic	-9.396	-4.500	+18
66	deit_base_distilled_patch16_384	75.550	24.450	92.500	7.500	87.63	384	1.000	bicubic	-9.872	-4.832	-7
67	tf_efficientnetv2_m	75.520	24.480	92.620	7.380	54.14	480	1.000	bicubic	-9.516	-4.658	+12
68	regnetz_e8	75.490	24.510	92.710	7.290	57.70	320	1.000	bicubic	-9.540	-4.554	+12
69	cait_s24_384	75.480	24.520	92.600	7.400	47.06	384	1.000	bicubic	-9.570	-4.748	+9
70	xcit_medium_24_p8_224_dist	75.470	24.530	92.900	7.100	84.32	224	1.000	bicubic	-9.600	-4.380	+6
71	swsl_resnext101_32x8d	75.420	24.580	92.750	7.250	88.79	224	0.875	bilinear	-8.870	-4.432	+42
72	tf_efficientnet_b6_ap	75.380	24.620	92.440	7.560	43.04	528	0.942	bicubic	-9.406	-4.698	+18
73	beit_base_patch16_224	75.370	24.630	93.040	6.960	86.53	224	0.900	bicubic	-9.858	-4.616	-6
74	volo_d2_224	75.300	24.700	92.510	7.490	58.68	224	0.960	bicubic	-9.894	-4.678	-5
75	dm_nfnet_f3	75.200	24.800	92.940	7.060	254.92	416	0.940	bicubic	-10.322	-4.522	-20
76	efficientnetv2_rw_m	75.160	24.840	92.570	7.430	53.24	416	1.000	bicubic	-9.652	-4.576	+13
77	deit3_large_patch16_224	75.140	24.860	92.280	7.720	304.37	224	0.900	bicubic	-9.622	-4.758	+14
78	ecaresnet269d	75.120	24.880	92.840	7.160	102.09	352	1.000	bicubic	-9.854	-4.386	+5
79	xcit_medium_24_p16_384_dist	75.110	24.890	92.440	7.560	84.40	384	1.000	bicubic	-10.312	-4.966	-19
80	deit3_small_patch16_384_in21ft1k	75.090	24.910	92.800	7.200	22.21	384	1.000	bicubic	-9.734	-4.684	+8
81	convnext_small_384_in22ft1k	75.050	24.950	93.010	6.990	50.22	384	1.000	bicubic	-10.674	-4.854	-31
82	dm_nfnet_f5	75.010	24.990	92.600	7.400	377.21	544	0.954	bicubic	-10.806	-4.886	-37
83	xcit_small_24_p8_224_dist	74.980	25.020	92.300	7.700	47.63	224	1.000	bicubic	-9.896	-4.888	+4
84	tf_efficientnet_b8	74.930	25.070	92.320	7.680	87.41	672	0.954	bicubic	-10.438	-5.072	-20
85	xcit_small_12_p8_384_dist	74.860	25.140	92.460	7.540	26.21	384	1.000	bicubic	-10.220	-4.820	-11
86	eca_nfnet_l2	74.830	25.170	92.650	7.350	56.72	384	1.000	bicubic	-9.866	-4.614	+8
87	deit3_base_patch16_384	74.790	25.210	92.240	7.760	86.88	384	1.000	bicubic	-10.286	-5.014	-12
88	tf_efficientnet_b7	74.720	25.280	92.220	7.780	66.35	600	0.949	bicubic	-10.214	-4.986	-4
89	xcit_large_24_p16_224_dist	74.670	25.330	91.860	8.140	189.10	224	1.000	bicubic	-10.250	-5.272	-4
90	dm_nfnet_f2	74.620	25.380	92.250	7.750	193.78	352	0.920	bicubic	-10.446	-4.992	-13
91	tf_efficientnet_b5_ap	74.590	25.410	91.990	8.010	30.39	456	0.934	bicubic	-9.664	-4.988	+26
92	xcit_small_24_p16_384_dist	74.580	25.420	92.450	7.550	47.67	384	1.000	bicubic	-10.508	-4.858	-19
93	dm_nfnet_f1	74.570	25.430	92.260	7.740	132.63	320	0.910	bicubic	-10.054	-4.838	+2
94	swin_base_patch4_window7_224	74.540	25.460	92.560	7.440	87.77	224	0.900	bicubic	-10.710	-5.002	-29
95	seresnet152d	74.520	25.480	92.080	7.920	66.84	320	1.000	bicubic	-9.844	-4.964	+14
96	regnetz_040	74.460	25.540	91.900	8.100	27.12	320	1.000	bicubic	-9.776	-5.032	+22
97	resnest200e	74.460	25.540	91.860	8.140	70.20	320	0.909	bicubic	-9.368	-5.032	+49
98	tf_efficientnetv2_s_in21ft1k	74.450	25.550	92.500	7.500	21.46	384	1.000	bicubic	-9.846	-4.754	+14
99	regnetz_040h	74.440	25.560	92.240	7.760	28.94	320	1.000	bicubic	-10.056	-4.766	+3
100	resnetrs200	74.360	25.640	91.940	8.060	93.21	320	1.000	bicubic	-10.080	-5.140	+4
101	seresnextaa101d_32x8d	74.320	25.680	91.720	8.280	93.59	288	1.000	bicubic	-10.252	-5.350	-4
102	convnext_small_in22ft1k	74.210	25.790	92.550	7.450	50.22	224	0.875	bicubic	-10.358	-4.846	-4
103	seresnext101d_32x8d	74.210	25.790	91.860	8.140	93.59	288	1.000	bicubic	-10.152	-5.058	+7
104	efficientnetv2_rw_s	74.180	25.820	91.710	8.290	23.94	384	1.000	bicubic	-9.630	-5.014	+44
105	cait_xs24_384	74.170	25.830	91.910	8.090	26.67	384	1.000	bicubic	-9.894	-4.980	+22
106	resnest269e	74.170	25.830	91.930	8.070	110.93	416	0.928	bicubic	-10.348	-5.056	-5
107	pit_b_distilled_224	74.160	25.840	91.660	8.340	74.79	224	0.900	bicubic	-9.982	-5.196	+18
108	swsl_resnext101_32x4d	74.140	25.860	91.990	8.010	44.18	224	0.875	bilinear	-9.100	-4.770	+67
109	eca_nfnet_l1	74.120	25.880	92.070	7.930	41.41	320	1.000	bicubic	-9.892	-4.962	+26
110	vit_large_r50_s32_224	74.120	25.880	92.380	7.620	328.99	224	0.900	bicubic	-10.310	-4.786	-4
111	volo_d1_224	74.120	25.880	92.030	7.970	26.63	224	0.960	bicubic	-10.044	-4.744	+13
112	xcit_small_12_p16_384_dist	74.120	25.880	92.070	7.930	26.25	384	1.000	bicubic	-10.588	-5.046	-19
113	convnext_large	74.070	25.930	91.550	8.450	197.77	224	0.875	bicubic	-10.226	-5.344	-2
114	xcit_large_24_p8_224	74.070	25.930	90.890	9.110	188.93	224	1.000	bicubic	-10.322	-5.768	-6
115	vit_base_patch16_224_miil	74.040	25.960	91.700	8.300	86.54	224	0.875	bilinear	-10.232	-5.102	0
116	resnetv2_152x4_bitm	74.010	25.990	92.340	7.660	936.53	480	1.000	bilinear	-10.908	-5.102	-31
117	swinv2_base_window16_256	74.010	25.990	91.750	8.250	87.92	256	0.900	bicubic	-10.582	-5.324	-20
118	tf_efficientnetv2_s	74.000	26.000	91.530	8.470	21.46	384	1.000	bicubic	-9.884	-5.168	+21
119	vit_base_patch16_224	74.000	26.000	92.470	7.530	86.57	224	0.900	bicubic	-10.530	-4.826	-20
120	swsl_resnext101_32x16d	73.990	26.010	92.180	7.820	194.03	224	0.875	bilinear	-9.360	-4.664	+51
121	crossvit_18_dagger_408	73.970	26.030	91.410	8.590	44.61	408	1.000	bicubic	-10.224	-5.408	+1
122	regnetz_d32	73.970	26.030	91.950	8.050	27.58	320	0.950	bicubic	-10.054	-4.918	+11
123	seresnext101_32x8d	73.940	26.060	91.450	8.550	93.57	288	1.000	bicubic	-10.264	-5.424	-2
124	resnetrs420	73.920	26.080	91.760	8.240	191.89	416	1.000	bicubic	-11.088	-5.364	-43
125	resnetv2_152x2_bitm	73.920	26.080	92.670	7.330	236.34	448	1.000	bilinear	-10.590	-4.764	-24
126	xcit_small_12_p8_224_dist	73.920	26.080	91.720	8.280	26.21	224	1.000	bicubic	-10.310	-5.154	-7
127	resmlp_big_24_224_in22ft1k	73.900	26.100	91.750	8.250	129.14	224	0.875	bicubic	-10.498	-5.368	-20
128	tf_efficientnet_b6	73.890	26.110	91.750	8.250	43.04	528	0.942	bicubic	-10.218	-5.138	-2
129	tf_efficientnet_b3_ns	73.880	26.120	91.870	8.130	12.23	300	0.904	bicubic	-10.168	-5.042	+2
130	convnext_base	73.870	26.130	91.320	8.680	88.59	224	0.875	bicubic	-9.970	-5.430	+13
131	deit3_small_patch16_224_in21ft1k	73.840	26.160	91.960	8.040	22.06	224	1.000	bicubic	-9.236	-4.816	+56
132	vit_small_r26_s32_384	73.800	26.200	92.290	7.710	36.47	384	1.000	bicubic	-10.248	-5.038	0
133	regnetz_d8	73.760	26.240	92.020	7.980	23.37	320	1.000	bicubic	-10.292	-4.976	-4
134	regnety_080	73.730	26.270	91.790	8.210	39.18	288	1.000	bicubic	-10.198	-5.098	+4
135	resnetrs270	73.690	26.310	91.570	8.430	129.86	352	1.000	bicubic	-10.746	-5.404	-30
136	resnetv2_101x3_bitm	73.680	26.320	92.470	7.530	387.93	448	1.000	bilinear	-10.764	-4.912	-33
137	resnet200d	73.680	26.320	91.570	8.430	64.69	320	1.000	bicubic	-10.280	-5.254	-1
138	ig_resnext101_32x8d	73.660	26.340	92.160	7.840	88.79	224	0.875	bilinear	-9.038	-4.472	+69
139	xcit_medium_24_p16_224_dist	73.650	26.350	91.580	8.420	84.40	224	1.000	bicubic	-10.628	-5.360	-25
140	regnety_064	73.590	26.410	91.350	8.650	30.58	288	1.000	bicubic	-10.130	-5.376	+14
141	tf_efficientnet_b5	73.560	26.440	91.460	8.540	30.39	456	0.934	bicubic	-10.254	-5.288	+6
142	swinv2_base_window8_256	73.540	26.460	91.520	8.480	87.92	256	0.900	bicubic	-10.722	-5.402	-26
143	resnet152d	73.530	26.470	91.230	8.770	60.21	320	1.000	bicubic	-10.148	-5.510	+16
144	regnetv_064	73.490	26.510	91.590	8.410	30.58	288	1.000	bicubic	-10.222	-5.156	+12
145	deit3_base_patch16_224	73.480	26.520	91.290	8.710	86.59	224	0.900	bicubic	-10.312	-5.294	+5
146	sequencer2d_l	73.480	26.520	91.100	8.900	54.30	224	0.875	bicubic	-9.926	-5.400	+20
147	xcit_tiny_24_p8_384_dist	73.420	26.580	91.560	8.440	12.11	384	1.000	bicubic	-10.326	-5.152	+5
148	resnetrs350	73.400	26.600	91.310	8.690	163.96	384	1.000	bicubic	-11.312	-5.680	-56
149	twins_svt_large	73.390	26.610	90.910	9.090	99.27	224	0.900	bicubic	-10.290	-5.684	+9
150	regnetz_d8_evos	73.370	26.630	91.640	8.360	23.46	320	0.950	bicubic	-10.680	-5.356	-20
151	regnety_160	73.360	26.640	91.700	8.300	83.59	288	1.000	bicubic	-10.332	-5.076	+6
152	swin_s3_base_224	73.320	26.680	91.190	8.810	71.13	224	0.900	bicubic	-10.612	-5.470	-15
153	efficientnet_b4	73.310	26.690	91.280	8.720	19.34	384	1.000	bicubic	-10.114	-5.318	+12
154	vit_small_patch16_384	73.300	26.700	92.000	8.000	22.20	384	1.000	bicubic	-10.500	-5.100	-5
155	resmlp_big_24_distilled_224	73.290	26.710	91.160	8.840	129.14	224	0.875	bicubic	-10.298	-5.488	+5
156	swinv2_small_window16_256	73.270	26.730	91.270	8.730	49.73	256	0.900	bicubic	-10.940	-5.600	-36
157	xcit_small_24_p16_224_dist	73.260	26.740	91.460	8.540	47.67	224	1.000	bicubic	-10.610	-5.272	-17
158	deit_base_distilled_patch16_224	73.240	26.760	91.000	9.000	87.34	224	0.900	bicubic	-10.148	-5.488	+10
159	resnetrs152	73.200	26.800	91.260	8.740	86.62	320	1.000	bicubic	-10.514	-5.354	-4
160	xcit_medium_24_p8_224	73.150	26.850	90.280	9.720	84.32	224	1.000	bicubic	-10.588	-6.114	-7
161	vit_base_patch32_384	73.130	26.870	91.240	8.760	88.30	384	1.000	bicubic	-10.222	-5.596	+9
162	jx_nest_base	73.120	26.880	91.060	8.940	67.72	224	0.875	bicubic	-10.434	-5.304	-1
163	swinv2_small_window8_256	73.110	26.890	90.930	9.070	49.73	256	0.900	bicubic	-10.744	-5.712	-22
164	deit3_small_patch16_384	73.090	26.910	91.240	8.760	22.21	384	1.000	bicubic	-10.338	-5.436	0
165	xcit_small_24_p8_224	73.080	26.920	91.140	8.860	47.63	224	1.000	bicubic	-10.760	-5.496	-21
166	cait_s24_224	73.070	26.930	91.120	8.880	46.92	224	1.000	bicubic	-10.388	-5.442	-3
167	crossvit_15_dagger_408	72.950	27.050	91.090	8.910	28.50	408	1.000	bicubic	-10.888	-5.690	-22
168	resnetv2_152x2_bit_teacher_384	72.900	27.100	91.550	8.450	236.34	384	1.000	bicubic	-10.944	-5.566	-26
169	tf_efficientnet_b4_ap	72.880	27.120	90.980	9.020	19.34	380	0.922	bicubic	-10.368	-5.412	+5
170	regnetv_040	72.880	27.120	91.110	8.890	20.64	288	1.000	bicubic	-10.318	-5.554	+7
171	dm_nfnet_f0	72.880	27.120	91.080	8.920	71.49	256	0.900	bicubic	-10.504	-5.494	-2
172	convnext_tiny_384_in22ft1k	72.850	27.150	91.560	8.440	28.59	384	1.000	bicubic	-11.226	-5.598	-45
173	swinv2_cr_small_ns_224	72.800	27.200	90.800	9.200	49.70	224	0.900	bicubic	-10.686	-5.684	-11
174	xception65p	72.790	27.210	90.910	9.090	39.82	299	0.940	bicubic	-10.340	-5.570	+10
175	regnety_032	72.760	27.240	90.960	9.040	19.44	288	1.000	bicubic	-9.964	-5.462	+30
176	regnety_040	72.720	27.280	90.730	9.270	20.65	288	1.000	bicubic	-10.316	-5.780	+14
177	swin_s3_small_224	72.690	27.310	90.560	9.440	49.74	224	0.900	bicubic	-11.084	-5.892	-26
178	xcit_small_12_p8_224	72.620	27.380	90.670	9.330	26.21	224	1.000	bicubic	-10.720	-5.810	-6
179	resnext101_64x4d	72.620	27.380	90.840	9.160	83.46	288	1.000	bicubic	-10.524	-5.534	+2
180	pnasnet5large	72.610	27.390	90.510	9.490	86.06	331	0.911	bicubic	-10.172	-5.532	+22
181	nfnet_l0	72.610	27.390	91.000	9.000	35.07	288	1.000	bicubic	-10.142	-5.518	+23
182	xception65	72.600	27.400	90.820	9.180	39.92	299	0.940	bicubic	-10.574	-5.772	-4
183	resnest101e	72.580	27.420	90.820	9.180	48.28	256	0.875	bilinear	-10.308	-5.500	+13
184	twins_pcpvt_large	72.570	27.430	90.700	9.300	60.99	224	0.900	bicubic	-10.566	-5.904	-1
185	swsl_resnext50_32x4d	72.560	27.440	90.850	9.150	25.03	224	0.875	bilinear	-9.616	-5.382	+64
186	gc_efficientnetv2_rw_t	72.550	27.450	90.830	9.170	13.68	288	1.000	bicubic	-9.916	-5.468	+36
187	tresnet_xl_448	72.550	27.450	90.310	9.690	78.44	448	0.875	bilinear	-10.498	-5.860	+2
188	twins_svt_base	72.550	27.450	90.450	9.550	56.07	224	0.900	bicubic	-10.588	-5.970	-6
189	deit_base_patch16_384	72.540	27.460	90.270	9.730	86.86	384	1.000	bicubic	-10.566	-6.100	-3
190	resnetv2_50x3_bitm	72.520	27.480	91.760	8.240	217.32	448	1.000	bilinear	-11.492	-5.366	-56
191	xcit_small_12_p16_224_dist	72.500	27.500	91.110	8.890	26.25	224	1.000	bicubic	-10.846	-5.308	-19
192	xcit_tiny_24_p8_224_dist	72.430	27.570	90.920	9.080	12.11	224	1.000	bicubic	-10.130	-5.248	+25
193	resnet101d	72.420	27.580	90.650	9.350	44.57	320	1.000	bicubic	-10.602	-5.796	-1
194	sequencer2d_m	72.410	27.590	90.710	9.290	38.31	224	0.875	bicubic	-10.398	-5.558	+7
195	jx_nest_small	72.360	27.640	90.690	9.310	38.35	224	0.875	bicubic	-10.760	-5.640	-10
196	convnext_small	72.330	27.670	90.850	9.150	50.22	224	0.875	bicubic	-10.820	-5.580	-17
197	regnetz_c16	72.310	27.690	90.820	9.180	13.46	320	0.940	bicubic	-10.210	-5.540	+22
198	tf_efficientnet_b4	72.290	27.710	90.590	9.410	19.34	380	0.922	bicubic	-10.734	-5.710	-7
199	tf_efficientnet_b2_ns	72.280	27.720	91.090	8.910	9.11	260	0.890	bicubic	-10.104	-5.156	+29
200	tresnet_m	72.260	27.740	90.230	9.770	31.39	224	0.875	bilinear	-10.814	-5.890	-12
201	crossvit_18_240	72.250	27.750	90.270	9.730	43.27	240	0.875	bicubic	-10.148	-5.784	+25
202	resnetv2_50x1_bit_distilled	72.250	27.750	91.010	8.990	25.55	224	0.875	bicubic	-10.572	-5.512	-4
203	efficientnetv2_rw_t	72.230	27.770	90.410	9.590	13.65	288	1.000	bicubic	-10.114	-5.624	+29
204	nasnetalarge	72.230	27.770	90.460	9.540	88.75	331	0.911	bicubic	-10.388	-5.584	+6
205	regnetz_c16_evos	72.230	27.770	91.230	8.770	13.49	320	0.950	bicubic	-10.402	-5.246	+4
206	cait_xxs36_384	72.200	27.800	90.840	9.160	17.37	384	1.000	bicubic	-9.992	-5.304	+42
207	twins_pcpvt_base	72.190	27.810	90.510	9.490	43.83	224	0.900	bicubic	-10.518	-5.840	-1
208	crossvit_18_dagger_240	72.130	27.870	90.070	9.930	44.27	240	0.875	bicubic	-10.390	-5.998	+10
209	xcit_tiny_24_p16_384_dist	72.080	27.920	90.590	9.410	12.12	384	1.000	bicubic	-10.492	-5.698	+6
210	resnet152	72.060	27.940	90.340	9.660	60.19	224	0.950	bicubic	-10.758	-5.792	-11
211	vit_relpos_base_patch16_clsgap_224	72.000	28.000	90.250	9.750	86.43	224	0.900	bicubic	-10.760	-5.924	-8
212	mobilevitv2_200_384_in22ft1k	72.000	28.000	90.630	9.370	18.45	384	1.000	bicubic	-11.400	-5.952	-45
213	vit_relpos_medium_patch16_cls_224	71.990	28.010	90.290	9.710	38.76	224	0.900	bicubic	-10.572	-5.776	+3
214	sequencer2d_s	71.940	28.060	90.490	9.510	27.65	224	0.875	bicubic	-10.404	-5.706	+17
215	swinv2_cr_small_224	71.880	28.120	90.260	9.740	49.70	224	0.900	bicubic	-11.258	-5.838	-34
216	eca_nfnet_l0	71.840	28.160	91.110	8.890	24.14	288	1.000	bicubic	-10.738	-5.380	-2
217	convnext_tiny_in22ft1k	71.830	28.170	90.920	9.080	28.59	224	0.875	bicubic	-11.082	-5.704	-23
218	vit_relpos_base_patch16_224	71.830	28.170	90.260	9.740	86.43	224	0.900	bicubic	-10.656	-5.882	+3
219	mobilevitv2_175_384_in22ft1k	71.810	28.190	90.780	9.220	14.25	384	1.000	bicubic	-11.124	-5.650	-26
220	swin_small_patch4_window7_224	71.750	28.250	90.240	9.760	49.61	224	0.900	bicubic	-11.468	-6.086	-44
221	pit_b_224	71.710	28.290	89.250	10.750	73.76	224	0.900	bicubic	-10.734	-6.462	+4
222	xcit_large_24_p16_224	71.700	28.300	89.170	10.830	189.10	224	1.000	bicubic	-11.192	-6.708	-27
223	swsl_resnet50	71.690	28.310	90.470	9.530	25.56	224	0.875	bilinear	-9.490	-5.510	+86
224	resnet61q	71.670	28.330	90.270	9.730	36.85	288	1.000	bicubic	-10.848	-5.860	-4
225	tresnet_xl	71.660	28.340	89.630	10.370	78.44	224	0.875	bilinear	-10.402	-6.306	+31
226	tresnet_l_448	71.610	28.390	90.060	9.940	55.99	448	0.875	bilinear	-10.660	-5.920	+15
227	convit_base	71.590	28.410	90.160	9.840	86.54	224	0.875	bicubic	-10.702	-5.778	+12
228	xcit_tiny_12_p8_384_dist	71.580	28.420	90.710	9.290	6.71	384	1.000	bicubic	-10.806	-5.512	-1
229	swinv2_tiny_window16_256	71.570	28.430	90.350	9.650	28.35	256	0.900	bicubic	-11.240	-5.880	-29
230	poolformer_m48	71.550	28.450	89.760	10.240	73.47	224	0.950	bicubic	-10.910	-6.198	-6
231	crossvit_15_dagger_240	71.520	28.480	89.860	10.140	28.21	240	0.875	bicubic	-10.806	-6.096	+3
232	fbnetv3_g	71.520	28.480	90.380	9.620	16.62	288	0.950	bilinear	-10.514	-5.686	+27
233	ssl_resnext101_32x8d	71.510	28.490	90.470	9.530	88.79	224	0.875	bilinear	-10.098	-5.572	+48
234	efficientnet_b3	71.480	28.520	90.060	9.940	12.23	320	1.000	bicubic	-10.760	-6.058	+8
235	ecaresnet101d	71.470	28.530	90.330	9.670	44.57	224	0.875	bicubic	-10.700	-5.718	+15
236	mobilevitv2_150_384_in22ft1k	71.460	28.540	90.420	9.580	10.59	384	1.000	bicubic	-11.130	-5.896	-25
237	ssl_resnext101_32x16d	71.430	28.570	90.520	9.480	194.03	224	0.875	bilinear	-10.426	-5.576	+32
238	resnet51q	71.420	28.580	90.180	9.820	35.70	288	1.000	bilinear	-10.938	-5.998	-9
239	vit_relpos_medium_patch16_224	71.370	28.630	89.950	10.050	38.75	224	0.900	bicubic	-11.092	-6.136	-16
240	pit_s_distilled_224	71.360	28.640	89.780	10.220	24.04	224	0.900	bicubic	-10.634	-6.016	+19
241	xcit_tiny_24_p8_224	71.330	28.670	90.240	9.760	12.11	224	1.000	bicubic	-10.566	-5.734	+26
242	mixer_b16_224_miil	71.310	28.690	89.650	10.350	59.88	224	0.875	bilinear	-10.994	-6.070	-5
243	resnetv2_152x2_bit_teacher	71.290	28.710	90.430	9.570	236.34	224	0.875	bicubic	-11.578	-6.138	-46
244	convnext_tiny_hnf	71.280	28.720	89.400	10.600	28.59	224	0.950	bicubic	-10.940	-6.466	+1
245	resnetv2_101	71.280	28.720	89.940	10.060	44.54	224	0.950	bicubic	-10.766	-5.922	+12
246	ecaresnet50t	71.260	28.740	90.420	9.580	25.57	320	0.950	bicubic	-11.088	-5.718	-16
247	convmixer_1536_20	71.230	28.770	89.440	10.560	51.63	224	0.960	bicubic	-10.140	-6.172	+53
248	deit_base_patch16_224	71.200	28.800	89.200	10.800	86.57	224	0.900	bicubic	-10.794	-6.532	+12
249	xcit_small_12_p16_224	71.200	28.800	89.750	10.250	26.25	224	1.000	bicubic	-10.772	-6.062	+13
250	crossvit_base_240	71.180	28.820	89.840	10.160	105.03	240	0.875	bicubic	-11.036	-5.992	-4
251	vit_relpos_medium_patch16_rpn_224	71.170	28.830	90.090	9.910	38.73	224	0.900	bicubic	-11.124	-5.882	-13
252	mobilevitv2_200_in22ft1k	71.140	28.860	89.680	10.320	18.45	256	0.888	bicubic	-11.194	-6.258	-19
253	swin_s3_tiny_224	71.120	28.880	89.720	10.280	28.33	224	0.900	bicubic	-11.004	-6.230	-3
254	resnetv2_50d_evos	71.120	28.880	90.030	9.970	25.59	288	0.950	bicubic	-10.858	-5.882	+8
255	halo2botnet50ts_256	71.110	28.890	89.630	10.370	22.64	256	0.950	bicubic	-10.958	-6.012	-1
256	cs3darknet_x	71.080	28.920	90.150	9.850	35.05	288	1.000	bicubic	-11.144	-6.080	-12
257	cs3sedarknet_l	71.070	28.930	90.350	9.650	21.91	288	0.950	bicubic	-10.706	-5.620	+17
258	xcit_small_24_p16_224	71.040	28.960	89.700	10.300	47.67	224	1.000	bicubic	-11.544	-6.300	-45
259	xcit_tiny_12_p8_224_dist	71.030	28.970	89.890	10.110	6.71	224	1.000	bicubic	-10.178	-5.716	+49
260	xcit_medium_24_p16_224	71.010	28.990	89.520	10.480	84.40	224	1.000	bicubic	-11.628	-6.458	-52
261	visformer_small	71.000	29.000	89.450	10.550	40.22	224	0.900	bicubic	-11.108	-6.426	-8
262	edgenext_small	70.990	29.010	89.870	10.130	5.59	320	1.000	bicubic	-10.584	-5.844	+16
263	tresnet_m_448	70.990	29.010	88.690	11.310	31.39	448	0.875	bilinear	-10.716	-6.882	+10
264	resnetv2_101x1_bitm	70.990	29.010	91.090	8.910	44.54	448	1.000	bilinear	-11.342	-5.426	-30
265	resnetv2_50d_gn	70.990	29.010	89.770	10.230	25.57	288	0.950	bicubic	-10.834	-6.154	+7
266	lamhalobotnet50ts_256	70.990	29.010	89.070	10.930	22.57	256	0.950	bicubic	-10.562	-6.434	+21
267	tnt_s_patch16_224	70.950	29.050	89.600	10.400	23.76	224	0.900	bicubic	-10.568	-6.146	+19
268	resnest50d_4s2x40d	70.950	29.050	89.720	10.280	30.42	224	0.875	bicubic	-10.158	-5.842	+46
269	wide_resnet50_2	70.940	29.060	89.230	10.770	68.88	224	0.875	bicubic	-10.516	-6.300	+22
270	convnext_tiny	70.930	29.070	89.750	10.250	28.59	224	0.875	bicubic	-11.132	-6.104	-15
271	tf_efficientnet_b3_ap	70.920	29.080	89.430	10.570	12.23	300	0.904	bicubic	-10.904	-6.194	0
272	vit_small_patch16_224	70.910	29.090	90.150	9.850	22.05	224	0.900	bicubic	-10.486	-5.988	+23
273	vit_srelpos_medium_patch16_224	70.910	29.090	89.960	10.040	38.74	224	0.900	bicubic	-11.326	-5.974	-29
274	resnet101	70.870	29.130	89.510	10.490	44.55	224	0.950	bicubic	-11.060	-6.256	-8
275	vit_base_patch16_rpn_224	70.870	29.130	89.770	10.230	86.54	224	0.900	bicubic	-11.330	-6.226	-28
276	tf_efficientnet_b1_ns	70.860	29.140	90.140	9.860	7.79	240	0.882	bicubic	-10.526	-5.596	+21
277	jx_nest_tiny	70.860	29.140	89.940	10.060	17.06	224	0.875	bicubic	-10.558	-5.678	+17
278	resnetrs101	70.860	29.140	89.830	10.170	63.62	288	0.940	bicubic	-11.424	-6.178	-38
279	vit_large_patch32_384	70.860	29.140	90.570	9.430	306.63	384	1.000	bicubic	-10.648	-5.520	+9
280	rexnet_200	70.850	29.150	89.710	10.290	16.37	224	0.875	bicubic	-10.778	-5.958	-1
281	tresnet_l	70.840	29.160	89.630	10.370	55.99	224	0.875	bilinear	-10.650	-5.996	+8
282	tf_efficientnetv2_b3	70.830	29.170	89.510	10.490	14.36	300	0.904	bicubic	-11.136	-6.272	-18
283	poolformer_m36	70.800	29.200	89.510	10.490	56.17	224	0.950	bicubic	-11.308	-6.180	-31
284	coat_lite_small	70.780	29.220	89.580	10.420	19.84	224	0.900	bicubic	-11.524	-6.270	-48
285	deit3_small_patch16_224	70.760	29.240	89.440	10.560	22.06	224	0.900	bicubic	-10.622	-6.010	+13
286	levit_384	70.760	29.240	89.290	10.710	39.13	224	0.900	bicubic	-11.828	-6.728	-74
287	swinv2_cr_tiny_ns_224	70.720	29.280	89.380	10.620	28.33	224	0.900	bicubic	-11.066	-6.442	-14
288	vit_relpos_small_patch16_224	70.710	29.290	90.000	10.000	21.98	224	0.900	bicubic	-10.744	-5.828	+4
289	mobilevitv2_175_in22ft1k	70.660	29.340	89.710	10.290	14.25	256	0.888	bicubic	-11.280	-6.080	-24
290	tf_efficientnet_b3	70.640	29.360	89.450	10.550	12.23	300	0.904	bicubic	-10.998	-6.268	-12
291	gluon_senet154	70.620	29.380	88.920	11.080	115.09	224	0.875	bicubic	-10.610	-6.426	+15
292	crossvit_small_240	70.610	29.390	89.360	10.640	26.86	240	0.875	bicubic	-10.406	-6.096	+29
293	cait_xxs24_384	70.600	29.400	89.720	10.280	12.03	384	1.000	bicubic	-10.362	-5.924	+33
294	convit_small	70.590	29.410	89.580	10.420	27.78	224	0.875	bicubic	-10.838	-6.162	-1
295	twins_pcpvt_small	70.560	29.440	89.070	10.930	24.11	224	0.900	bicubic	-10.530	-6.572	+23
296	swinv2_tiny_window8_256	70.540	29.460	89.490	10.510	28.35	256	0.900	bicubic	-11.270	-6.504	-24
297	ssl_resnext101_32x4d	70.530	29.470	89.760	10.240	44.18	224	0.875	bilinear	-10.394	-5.966	+32
298	deit_small_distilled_patch16_224	70.520	29.480	89.470	10.530	22.44	224	0.900	bicubic	-10.688	-5.904	+9
299	vit_small_r26_s32_224	70.520	29.480	90.110	9.890	36.43	224	0.900	bicubic	-11.342	-5.912	-31
300	legacy_senet154	70.500	29.500	89.010	10.990	115.09	224	0.875	bilinear	-10.808	-6.486	+2
301	halonet50ts	70.490	29.510	89.330	10.670	22.73	256	0.940	bicubic	-11.162	-6.282	-24
302	regnetz_b16	70.460	29.540	89.540	10.460	9.72	288	0.940	bicubic	-10.252	-5.934	+39
303	crossvit_15_240	70.450	29.550	89.530	10.470	27.53	240	0.875	bicubic	-11.094	-6.160	-19
304	gluon_seresnext101_64x4d	70.440	29.560	89.360	10.640	88.23	224	0.875	bicubic	-10.440	-5.936	+28
305	twins_svt_small	70.440	29.560	89.350	10.650	24.06	224	0.900	bicubic	-11.242	-6.316	-29
306	tf_efficientnet_lite4	70.430	29.570	89.110	10.890	13.01	380	0.920	bilinear	-11.104	-6.556	-21
307	resnetaa50	70.410	29.590	89.970	10.030	25.56	288	1.000	bicubic	-11.208	-5.840	-27
308	resnest50d	70.410	29.590	88.760	11.240	27.48	224	0.875	bilinear	-10.564	-6.620	+16
309	resnest50d_1s4x24d	70.400	29.600	89.240	10.760	25.68	224	0.875	bicubic	-10.584	-6.084	+14
310	seresnext50_32x4d	70.390	29.610	89.110	10.890	27.56	224	0.875	bicubic	-10.872	-6.518	-5
311	cs3darknet_l	70.370	29.630	89.750	10.250	21.16	288	0.950	bicubic	-10.516	-5.918	+20
312	gernet_l	70.360	29.640	88.980	11.020	31.08	256	0.875	bilinear	-10.990	-6.556	-11
313	vit_srelpos_small_patch16_224	70.290	29.710	89.580	10.420	21.97	224	0.900	bicubic	-10.808	-5.992	+2
314	gluon_resnet152_v1s	70.290	29.710	88.850	11.150	60.32	224	0.875	bicubic	-10.724	-6.564	+9
315	repvgg_b3	70.250	29.750	88.740	11.260	123.09	224	0.875	bilinear	-10.246	-6.524	+36
316	coat_mini	70.210	29.790	89.450	10.550	10.34	224	0.900	bicubic	-11.056	-5.942	-12
317	xception41p	70.200	29.800	89.090	10.910	26.91	299	0.940	bicubic	-11.768	-6.704	-54
318	sebotnet33ts_256	70.150	29.850	88.800	11.200	13.70	256	0.940	bicubic	-11.004	-6.366	-7
319	efficientnet_el	70.120	29.880	89.290	10.710	10.59	300	0.904	bicubic	-11.186	-6.244	-16
320	inception_resnet_v2	70.120	29.880	88.700	11.300	55.84	299	0.897	bicubic	-10.340	-6.606	+35
321	resmlp_36_distilled_224	70.110	29.890	89.100	10.900	44.69	224	0.875	bicubic	-11.046	-6.386	-11
322	ecaresnet101d_pruned	70.100	29.900	89.580	10.420	24.88	224	0.875	bicubic	-10.710	-6.048	+14
323	haloregnetz_b	70.070	29.930	88.870	11.130	11.68	224	0.940	bicubic	-10.974	-6.328	-4
324	poolformer_s36	70.030	29.970	89.190	10.810	30.86	224	0.900	bicubic	-11.388	-6.258	-30
325	gluon_seresnext101_32x4d	70.030	29.970	88.910	11.090	48.96	224	0.875	bicubic	-10.876	-6.386	+6
326	sehalonet33ts	70.020	29.980	88.710	11.290	13.69	256	0.940	bicubic	-10.952	-6.562	-1
327	regnety_320	70.010	29.990	88.890	11.110	145.05	224	0.875	bicubic	-10.794	-6.354	+10
328	gluon_resnet152_v1d	69.970	30.030	88.490	11.510	60.21	224	0.875	bicubic	-10.506	-6.710	+26
329	levit_256	69.950	30.050	89.240	10.760	18.89	224	0.900	bicubic	-11.566	-6.250	-42
330	pit_s_224	69.890	30.110	88.930	11.070	23.46	224	0.900	bicubic	-11.208	-6.402	-15
331	ecaresnet50d	69.840	30.160	89.390	10.610	25.58	224	0.875	bicubic	-10.758	-5.928	+14
332	mobilevitv2_150_in22ft1k	69.830	30.170	89.160	10.840	10.59	256	0.888	bicubic	-11.640	-6.508	-42
333	mobilevitv2_200	69.760	30.240	88.620	11.380	18.45	256	0.888	bicubic	-11.380	-6.748	-20
334	ssl_resnext50_32x4d	69.730	30.270	89.430	10.570	25.03	224	0.875	bilinear	-10.596	-5.982	+33
335	gluon_resnext101_64x4d	69.710	30.290	88.270	11.730	83.46	224	0.875	bicubic	-10.894	-6.722	+9
336	xcit_tiny_24_p16_224_dist	69.700	30.300	88.710	11.290	12.12	224	1.000	bicubic	-10.748	-6.502	+21
337	lambda_resnet50ts	69.700	30.300	88.820	11.180	21.54	256	0.950	bicubic	-11.452	-6.282	-24
338	xcit_tiny_12_p16_384_dist	69.690	30.310	89.010	10.990	6.72	384	1.000	bicubic	-11.252	-6.398	-11
339	resnext50_32x4d	69.680	30.320	88.660	11.340	25.03	224	0.950	bicubic	-11.416	-6.666	-22
340	resmlp_24_distilled_224	69.670	30.330	89.050	10.950	30.02	224	0.875	bicubic	-11.094	-6.172	-2
341	efficientnet_b3_pruned	69.590	30.410	88.980	11.020	9.86	300	0.904	bicubic	-11.268	-6.264	-6
342	gernet_m	69.560	30.440	88.700	11.300	21.14	224	0.875	bilinear	-11.170	-6.486	-3
343	nf_resnet50	69.540	30.460	88.730	11.270	25.56	288	0.940	bicubic	-11.114	-6.604	-1
344	gcresnext50ts	69.530	30.470	88.840	11.160	15.67	256	0.900	bicubic	-11.048	-6.330	+2
345	efficientnet_el_pruned	69.520	30.480	88.930	11.070	10.59	300	0.904	bicubic	-10.778	-6.284	+25
346	repvgg_b3g4	69.520	30.480	88.450	11.550	83.83	224	0.875	bilinear	-10.696	-6.658	+33
347	gcresnet50t	69.510	30.490	89.050	10.950	25.90	256	0.900	bicubic	-11.424	-6.404	-19
348	ens_adv_inception_resnet_v2	69.510	30.490	88.520	11.480	55.84	299	0.897	bicubic	-10.464	-6.422	+42
349	efficientnet_b2	69.490	30.510	88.690	11.310	9.11	288	1.000	bicubic	-11.126	-6.626	-6
350	rexnet_150	69.460	30.540	88.980	11.020	9.73	224	0.875	bicubic	-10.854	-6.186	+19
351	regnetx_320	69.450	30.550	88.270	11.730	107.81	224	0.875	bicubic	-10.794	-6.484	+24
352	swin_tiny_patch4_window7_224	69.440	30.560	89.020	10.980	28.29	224	0.900	bicubic	-11.936	-6.522	-53
353	vit_base_patch32_224	69.420	30.580	89.430	10.570	88.22	224	0.900	bicubic	-11.304	-6.136	-13
354	cspresnext50	69.420	30.580	88.610	11.390	20.57	256	0.887	bilinear	-11.124	-6.714	-7
355	convmixer_768_32	69.400	30.600	88.870	11.130	21.11	224	0.960	bicubic	-10.764	-6.202	+27
356	darknet53	69.370	30.630	88.760	11.240	41.61	288	1.000	bicubic	-11.168	-6.660	-8
357	legacy_seresnext101_32x4d	69.370	30.630	88.060	11.940	48.96	224	0.875	bilinear	-10.852	-6.954	+20
358	inception_v4	69.360	30.640	88.780	11.220	42.68	299	0.875	bicubic	-10.808	-6.184	+23
359	ecaresnetlight	69.350	30.650	89.230	10.770	30.16	224	0.875	bicubic	-11.106	-6.016	-3
360	resnet50d	69.350	30.650	88.230	11.770	25.58	224	0.875	bicubic	-11.178	-6.938	-11
361	cs3darknet_focus_l	69.330	30.670	89.440	10.560	21.15	288	0.950	bicubic	-11.544	-6.252	-28
362	xception71	69.320	30.680	88.270	11.730	42.34	299	0.903	bicubic	-10.550	-6.654	+33
363	mobilevitv2_175	69.300	30.700	88.940	11.060	14.25	256	0.888	bicubic	-11.562	-6.322	-29
364	vit_small_patch32_384	69.290	30.710	89.820	10.180	22.92	384	1.000	bicubic	-11.200	-5.780	-12
365	edgenext_small_rw	69.210	30.790	88.760	11.240	7.83	320	1.000	bicubic	-11.242	-6.430	-8
366	gluon_xception65	69.160	30.840	88.080	11.920	39.92	299	0.903	bicubic	-10.562	-6.780	+38
367	gluon_resnet152_v1c	69.150	30.850	87.870	12.130	60.21	224	0.875	bicubic	-10.762	-6.972	+25
368	mixnet_xl	69.110	30.890	88.310	11.690	11.90	224	0.875	bicubic	-11.368	-6.624	-15
369	tf_efficientnetv2_b2	69.100	30.900	88.220	11.780	10.10	260	0.890	bicubic	-11.108	-6.824	+10
370	seresnet33ts	69.100	30.900	88.490	11.510	19.78	256	0.900	bicubic	-11.254	-6.616	-6
371	resnetv2_50	69.070	30.930	88.440	11.560	25.55	224	0.950	bicubic	-11.342	-6.632	-11
372	gcresnet33ts	69.010	30.990	88.470	11.530	19.88	256	0.900	bicubic	-11.066	-6.524	+14
373	gluon_resnet101_v1d	69.010	30.990	88.100	11.900	44.57	224	0.875	bicubic	-11.408	-6.914	-14
374	repvgg_b2g4	69.000	31.000	88.340	11.660	61.76	224	0.875	bilinear	-10.366	-6.348	+50
375	seresnet50	68.950	31.050	88.700	11.300	28.09	224	0.875	bicubic	-11.316	-6.370	-3
376	gluon_resnext101_32x4d	68.950	31.050	88.370	11.630	44.18	224	0.875	bicubic	-11.390	-6.556	-9
377	tf_efficientnet_b2_ap	68.930	31.070	88.350	11.650	9.11	260	0.890	bicubic	-11.372	-6.678	-7
378	cspdarknet53	68.930	31.070	88.600	11.400	27.64	256	0.887	bilinear	-11.126	-6.486	+10
379	regnety_120	68.870	31.130	88.330	11.670	51.82	224	0.875	bicubic	-11.506	-6.792	-18
380	mobilevitv2_150	68.850	31.150	88.080	11.920	10.59	256	0.888	bicubic	-11.518	-6.984	-17
381	resnet50_gn	68.840	31.160	88.420	11.580	25.56	224	0.940	bicubic	-11.220	-6.528	+6
382	gluon_resnet152_v1b	68.820	31.180	87.720	12.280	60.19	224	0.875	bicubic	-10.862	-7.128	+26
383	eca_resnet33ts	68.800	31.200	88.580	11.420	19.68	256	0.900	bicubic	-11.280	-6.392	+2
384	dpn131	68.760	31.240	87.460	12.540	79.25	224	0.875	bicubic	-11.066	-7.248	+16
385	gmlp_s16_224	68.760	31.240	88.080	11.920	19.42	224	0.875	bicubic	-10.880	-6.544	+27
386	poolformer_s24	68.750	31.250	88.210	11.790	21.39	224	0.900	bicubic	-11.566	-6.832	-18
387	resnet50	68.740	31.260	87.680	12.320	25.56	224	0.950	bicubic	-11.634	-6.934	-25
388	darknetaa53	68.740	31.260	88.720	11.280	36.02	288	1.000	bilinear	-11.782	-6.606	-38
389	tf_efficientnet_b2	68.740	31.260	87.980	12.020	9.11	260	0.890	bicubic	-11.348	-6.928	-5
390	resnext50d_32x4d	68.730	31.270	88.300	11.700	25.05	224	0.875	bicubic	-10.946	-6.566	+20
391	deit_small_patch16_224	68.710	31.290	88.200	11.800	22.05	224	0.900	bicubic	-11.154	-6.848	+5
392	gluon_resnet101_v1s	68.710	31.290	87.910	12.090	44.67	224	0.875	bicubic	-11.588	-7.252	-20
393	dpn107	68.700	31.300	88.140	11.860	86.92	224	0.875	bicubic	-11.468	-6.766	-13
394	gluon_seresnext50_32x4d	68.680	31.320	88.330	11.670	27.56	224	0.875	bicubic	-11.232	-6.502	-1
395	hrnet_w64	68.630	31.370	88.050	11.950	128.06	224	0.875	bilinear	-10.840	-6.604	+24
396	dpn98	68.600	31.400	87.660	12.340	61.57	224	0.875	bicubic	-11.044	-6.940	+15
397	xcit_tiny_12_p8_224	68.570	31.430	88.690	11.310	6.71	224	1.000	bicubic	-11.124	-6.358	+9
398	regnetx_160	68.530	31.470	88.440	11.560	54.28	224	0.875	bicubic	-11.324	-6.390	-1
399	xcit_tiny_24_p16_224	68.440	31.560	88.290	11.710	12.12	224	1.000	bicubic	-11.004	-6.598	+22
400	rexnet_130	68.440	31.560	88.040	11.960	7.56	224	0.875	bicubic	-11.062	-6.642	+16
401	tf_efficientnet_el	68.430	31.570	88.210	11.790	10.59	300	0.904	bicubic	-11.824	-6.918	-27
402	cspresnet50	68.420	31.580	87.970	12.030	21.62	256	0.887	bilinear	-11.162	-6.738	+12
403	ecaresnet50d_pruned	68.400	31.600	88.370	11.630	19.94	224	0.875	bicubic	-11.318	-6.506	+2
404	cait_xxs36_224	68.400	31.600	88.640	11.360	17.30	224	1.000	bicubic	-11.348	-6.228	-1
405	dla102x2	68.380	31.620	87.890	12.110	41.28	224	0.875	bilinear	-11.062	-6.756	+17
406	skresnext50_32x4d	68.370	31.630	87.560	12.440	27.48	224	0.875	bicubic	-11.784	-7.086	-23
407	ssl_resnet50	68.360	31.640	88.530	11.470	25.56	224	0.875	bilinear	-10.864	-6.300	+31
408	fbnetv3_d	68.350	31.650	88.450	11.550	10.31	256	0.950	bilinear	-11.330	-6.490	+1
409	efficientnet_b2_pruned	68.320	31.680	88.100	11.900	8.31	260	0.890	bicubic	-11.598	-6.750	-18
410	resmlp_big_24_224	68.320	31.680	87.520	12.480	129.14	224	0.875	bicubic	-12.710	-7.500	-90
411	gluon_resnext50_32x4d	68.310	31.690	87.300	12.700	25.03	224	0.875	bicubic	-11.050	-7.126	+14
412	vit_base_patch16_224_sam	68.270	31.730	87.730	12.270	86.57	224	0.900	bicubic	-11.974	-7.290	-36
413	tf_efficientnet_lite3	68.230	31.770	87.740	12.260	8.20	300	0.904	bilinear	-11.588	-7.174	-12
414	ecaresnet26t	68.230	31.770	88.800	11.200	16.01	320	0.950	bicubic	-11.622	-6.284	-16
415	ese_vovnet39b	68.200	31.800	88.260	11.740	24.57	224	0.875	bicubic	-11.112	-6.454	+13
416	fbnetv3_b	68.190	31.810	87.930	12.070	8.60	256	0.950	bilinear	-10.952	-6.820	+27
417	regnetx_120	68.170	31.830	87.660	12.340	46.11	224	0.875	bicubic	-11.422	-7.074	-4
418	resmlp_36_224	68.060	31.940	88.190	11.810	44.69	224	0.875	bicubic	-11.710	-6.696	-16
419	resnetrs50	68.030	31.970	87.710	12.290	35.69	224	0.910	bicubic	-11.856	-7.260	-25
420	pit_xs_distilled_224	68.000	32.000	87.720	12.280	11.00	224	0.900	bicubic	-11.308	-6.646	+9
421	nf_regnet_b1	67.970	32.030	88.190	11.810	10.22	288	0.900	bicubic	-11.330	-6.564	+11
422	dpn92	67.970	32.030	87.540	12.460	37.67	224	0.875	bicubic	-12.050	-7.290	-33
423	gluon_resnet50_v1d	67.950	32.050	87.130	12.870	25.58	224	0.875	bicubic	-11.120	-7.336	+26
424	resnetv2_50x1_bitm	67.930	32.070	89.290	10.710	25.55	448	1.000	bilinear	-12.412	-6.396	-59
425	levit_192	67.900	32.100	87.900	12.100	10.95	224	0.900	bicubic	-11.936	-6.890	-26
426	tf_efficientnetv2_b1	67.890	32.110	87.800	12.200	8.14	240	0.882	bicubic	-11.576	-6.922	-6
427	regnetx_080	67.880	32.120	86.990	13.010	39.57	224	0.875	bicubic	-11.322	-7.562	+14
428	resnext101_32x8d	67.860	32.140	87.490	12.510	88.79	224	0.875	bilinear	-11.456	-7.028	-2
429	efficientnet_em	67.840	32.160	88.120	11.880	6.90	240	0.882	bicubic	-11.412	-6.672	+8
430	legacy_seresnext50_32x4d	67.840	32.160	87.620	12.380	27.56	224	0.875	bilinear	-11.236	-6.814	+17
431	lambda_resnet26t	67.810	32.190	87.780	12.220	10.96	256	0.940	bicubic	-11.288	-6.810	+14
432	resmlp_24_224	67.800	32.200	87.600	12.400	30.02	224	0.875	bicubic	-11.578	-6.946	-9
433	hrnet_w48	67.770	32.230	87.410	12.590	77.47	224	0.875	bilinear	-11.530	-7.104	-2
434	hrnet_w44	67.740	32.260	87.550	12.450	67.06	224	0.875	bilinear	-11.156	-6.820	+22
435	tf_efficientnet_b0_ns	67.720	32.280	88.060	11.940	5.29	224	0.875	bicubic	-10.944	-6.316	+30
436	coat_lite_mini	67.720	32.280	87.700	12.300	11.01	224	0.900	bicubic	-11.368	-6.908	+10
437	eca_botnext26ts_256	67.690	32.310	87.050	12.950	10.59	256	0.950	bicubic	-11.586	-7.566	-3
438	xception	67.680	32.320	87.580	12.420	22.86	299	0.897	bicubic	-11.364	-6.814	+12
439	regnetx_064	67.670	32.330	87.540	12.460	26.21	224	0.875	bicubic	-11.404	-6.920	+9
440	halonet26t	67.620	32.380	87.260	12.740	12.48	256	0.950	bicubic	-11.492	-7.054	+4
441	dpn68b	67.610	32.390	87.670	12.330	12.61	224	0.875	bicubic	-11.606	-6.744	-2
442	dla169	67.600	32.400	87.550	12.450	53.39	224	0.875	bilinear	-11.082	-6.786	+22
443	gluon_inception_v3	67.590	32.410	87.470	12.530	23.83	299	0.875	bicubic	-11.216	-6.900	+16
444	gluon_resnet101_v1c	67.580	32.420	87.180	12.820	44.57	224	0.875	bicubic	-11.956	-7.398	-29
445	hrnet_w40	67.550	32.450	87.140	12.860	57.56	224	0.875	bilinear	-11.372	-7.330	+10
446	legacy_seresnet152	67.530	32.470	87.400	12.600	66.82	224	0.875	bilinear	-11.122	-6.970	+20
447	tf_efficientnet_b1_ap	67.520	32.480	87.760	12.240	7.79	240	0.882	bicubic	-11.754	-6.548	-12
448	eca_halonext26ts	67.480	32.520	87.240	12.760	10.76	256	0.940	bicubic	-12.008	-7.364	-31
449	efficientnet_b1	67.470	32.530	87.500	12.500	7.79	256	1.000	bicubic	-11.318	-6.846	+12
450	gluon_resnet101_v1b	67.470	32.530	87.230	12.770	44.55	224	0.875	bicubic	-11.834	-7.290	-20
451	resnetblur50	67.460	32.540	87.440	12.560	25.56	224	0.875	bicubic	-11.834	-7.194	-18
452	mobilevitv2_125	67.460	32.540	87.570	12.430	7.48	256	0.888	bicubic	-12.222	-7.166	-45
453	res2net101_26w_4s	67.460	32.540	87.010	12.990	45.21	224	0.875	bilinear	-11.736	-7.426	-11
454	tf_efficientnet_cc_b1_8e	67.460	32.540	87.310	12.690	39.72	240	0.882	bicubic	-11.854	-7.060	-27
455	res2net50_26w_8s	67.430	32.570	87.270	12.730	48.40	224	0.875	bilinear	-11.522	-7.036	-1
456	resnet33ts	67.380	32.620	87.590	12.410	19.68	256	0.900	bicubic	-11.828	-6.984	-16
457	cait_xxs24_224	67.350	32.650	87.520	12.480	11.96	224	1.000	bicubic	-11.036	-6.788	+23
458	regnetx_032	67.290	32.710	87.000	13.000	15.30	224	0.875	bicubic	-10.894	-7.088	+34
459	xception41	67.250	32.750	87.210	12.790	26.97	299	0.903	bicubic	-11.266	-7.070	+10
460	coat_tiny	67.240	32.760	87.280	12.720	5.50	224	0.900	bicubic	-11.196	-6.758	+17
461	resnest26d	67.190	32.810	87.170	12.830	17.07	224	0.875	bilinear	-11.294	-7.124	+11
462	repvgg_b2	67.160	32.840	87.330	12.670	89.02	224	0.875	bilinear	-11.634	-7.088	-2
463	legacy_seresnet101	67.140	32.860	87.040	12.960	49.33	224	0.875	bilinear	-11.240	-7.222	+18
464	botnet26t_256	67.130	32.870	87.530	12.470	12.49	256	0.950	bicubic	-12.128	-6.998	-28
465	vit_relpos_base_patch32_plus_rpn_256	67.130	32.870	86.500	13.500	119.42	256	0.900	bicubic	-12.356	-7.640	-47
466	dla60x	67.080	32.920	87.180	12.820	17.35	224	0.875	bilinear	-11.148	-6.844	+23
467	gluon_resnet50_v1s	67.060	32.940	86.860	13.140	25.68	224	0.875	bicubic	-11.646	-7.378	-4
468	tv_resnet152	67.030	32.970	87.550	12.450	60.19	224	0.875	bilinear	-11.290	-6.484	+15
469	dla60_res2net	67.030	32.970	87.160	12.840	20.85	224	0.875	bilinear	-11.428	-7.036	+6
470	xcit_tiny_12_p16_224_dist	67.010	32.990	87.410	12.590	6.72	224	1.000	bicubic	-11.568	-6.788	-3
471	dla102x	66.980	33.020	86.770	13.230	26.31	224	0.875	bilinear	-11.532	-7.458	-1
472	lambda_resnet26rpt_256	66.960	33.040	87.130	12.870	10.99	256	0.940	bicubic	-12.004	-7.296	-19
473	mixnet_l	66.960	33.040	86.920	13.080	7.33	224	0.875	bicubic	-12.016	-7.258	-21
474	res2net50_26w_6s	66.920	33.080	86.860	13.140	37.05	224	0.875	bilinear	-11.650	-7.264	-6
475	pit_xs_224	66.920	33.080	87.290	12.710	10.62	224	0.900	bicubic	-11.270	-6.876	+16
476	repvgg_b1	66.900	33.100	86.790	13.210	57.42	224	0.875	bilinear	-11.468	-7.304	+6
477	tf_efficientnet_b1	66.890	33.110	87.020	12.980	7.79	240	0.882	bicubic	-11.938	-7.178	-19
478	xcit_nano_12_p8_384_dist	66.880	33.120	87.110	12.890	3.05	384	1.000	bicubic	-10.936	-6.936	+34
479	efficientnet_es	66.870	33.130	86.730	13.270	5.44	224	0.875	bicubic	-11.188	-7.214	+18
480	mobilevit_s	66.860	33.140	87.080	12.920	5.58	256	0.900	bicubic	-11.450	-7.072	+5
481	resnet32ts	66.850	33.150	87.260	12.740	17.96	256	0.900	bicubic	-12.164	-7.096	-30
482	regnetx_040	66.830	33.170	86.740	13.260	22.12	224	0.875	bicubic	-11.658	-7.498	-11
483	tf_mixnet_l	66.780	33.220	86.460	13.540	7.33	224	0.875	bicubic	-11.998	-7.538	-21
484	hrnet_w32	66.770	33.230	87.310	12.690	41.23	224	0.875	bilinear	-11.682	-6.878	-8
485	hrnet_w30	66.770	33.230	86.790	13.210	37.71	224	0.875	bilinear	-11.428	-7.434	+5
486	selecsls60b	66.750	33.250	86.530	13.470	32.77	224	0.875	bicubic	-11.654	-7.642	-7
487	wide_resnet101_2	66.720	33.280	87.020	12.980	126.89	224	0.875	bilinear	-12.132	-7.268	-30
488	tf_efficientnetv2_b0	66.690	33.310	86.710	13.290	7.14	224	0.875	bicubic	-11.662	-7.316	-5
489	adv_inception_v3	66.650	33.350	86.540	13.460	23.83	299	0.875	bicubic	-10.928	-7.198	+34
490	dla60_res2next	66.640	33.360	87.030	12.970	17.03	224	0.875	bilinear	-11.816	-7.116	-15
491	mobilevitv2_100	66.590	33.410	87.020	12.980	4.90	256	0.888	bicubic	-11.496	-7.140	+5
492	vit_tiny_patch16_384	66.570	33.430	87.270	12.730	5.79	384	1.000	bicubic	-11.860	-7.274	-14
493	levit_128	66.570	33.430	86.750	13.250	9.21	224	0.900	bicubic	-11.912	-7.262	-20
494	gluon_resnet50_v1c	66.560	33.440	86.180	13.820	25.58	224	0.875	bicubic	-11.448	-7.810	+6
495	cs3darknet_m	66.560	33.440	87.180	12.820	9.31	288	0.950	bicubic	-11.066	-6.834	+23
496	dla102	66.520	33.480	86.910	13.090	33.27	224	0.875	bilinear	-11.508	-7.040	+3
497	gmixer_24_224	66.430	33.570	86.160	13.840	24.72	224	0.875	bicubic	-11.606	-7.510	+1
498	tf_inception_v3	66.410	33.590	86.660	13.340	23.83	299	0.875	bicubic	-11.442	-6.980	+13
499	bat_resnext26ts	66.380	33.620	86.830	13.170	10.73	256	0.900	bicubic	-11.868	-7.266	-13
500	hardcorenas_f	66.380	33.620	86.190	13.810	8.20	224	0.875	bilinear	-11.722	-7.612	-4
501	coat_lite_tiny	66.310	33.690	86.980	13.020	5.72	224	0.900	bicubic	-11.206	-6.934	+24
502	efficientnet_b0	66.290	33.710	85.960	14.040	5.29	224	0.875	bicubic	-11.410	-7.572	+13
503	cs3darknet_focus_m	66.260	33.740	87.090	12.910	9.30	288	0.950	bicubic	-11.022	-6.882	+32
504	legacy_seresnet50	66.260	33.740	86.310	13.690	28.09	224	0.875	bilinear	-11.372	-7.440	+13
505	selecsls60	66.200	33.800	86.340	13.660	30.67	224	0.875	bicubic	-11.784	-7.492	-4
506	tf_efficientnet_cc_b0_8e	66.170	33.830	86.220	13.780	24.01	224	0.875	bicubic	-11.730	-7.438	0
507	tf_efficientnet_em	66.170	33.830	86.360	13.640	6.90	240	0.882	bicubic	-11.956	-7.686	-13
508	tv_resnext50_32x4d	66.160	33.840	86.040	13.960	25.03	224	0.875	bilinear	-11.458	-7.660	+11
509	inception_v3	66.150	33.850	86.330	13.670	23.83	299	0.875	bicubic	-11.288	-7.146	+19
510	resmlp_12_distilled_224	66.130	33.870	86.620	13.380	15.35	224	0.875	bicubic	-11.816	-6.940	-7
511	res2net50_26w_4s	66.130	33.870	86.590	13.410	25.70	224	0.875	bilinear	-11.832	-7.262	-7
512	regnety_016	66.100	33.900	86.380	13.620	11.20	224	0.875	bicubic	-11.756	-7.340	-2
513	gluon_resnet50_v1b	66.080	33.920	86.260	13.740	25.56	224	0.875	bicubic	-11.504	-7.460	+9
514	efficientnet_b1_pruned	66.080	33.920	86.570	13.430	6.33	240	0.882	bicubic	-12.164	-7.264	-26
515	rexnet_100	66.060	33.940	86.490	13.510	4.80	224	0.875	bicubic	-11.800	-7.384	-7
516	tinynet_a	66.020	33.980	85.790	14.210	6.19	192	0.875	bicubic	-11.628	-7.746	0
517	res2net50_14w_8s	66.010	33.990	86.250	13.750	25.06	224	0.875	bilinear	-12.134	-7.602	-24
518	gcresnext26ts	65.970	34.030	85.910	14.090	10.48	256	0.900	bicubic	-11.844	-7.926	-5
519	seresnext26t_32x4d	65.880	34.120	85.670	14.330	16.81	224	0.875	bicubic	-12.088	-8.078	-17
520	res2next50	65.850	34.150	85.830	14.170	24.67	224	0.875	bilinear	-12.408	-8.058	-34
521	repvgg_b1g4	65.840	34.160	86.110	13.890	39.97	224	0.875	bilinear	-11.748	-7.720	0
522	densenet161	65.830	34.170	86.450	13.550	28.68	224	0.875	bicubic	-11.524	-7.186	+9
523	hardcorenas_e	65.810	34.190	85.980	14.020	8.07	224	0.875	bilinear	-11.976	-7.724	-9
524	resnet34d	65.790	34.210	86.720	13.280	21.82	224	0.875	bicubic	-11.326	-6.662	+16
525	eca_resnext26ts	65.770	34.230	85.840	14.160	10.30	256	0.900	bicubic	-11.688	-7.728	+2
526	xcit_tiny_12_p16_224	65.770	34.230	86.230	13.770	6.72	224	1.000	bicubic	-11.354	-7.482	+13
527	mobilenetv3_large_100_miil	65.740	34.260	85.170	14.830	5.48	224	0.875	bilinear	-12.182	-7.750	-22
528	skresnet34	65.740	34.260	85.960	14.040	22.28	224	0.875	bicubic	-11.164	-7.360	+22
529	tv_resnet101	65.690	34.310	85.980	14.020	44.55	224	0.875	bilinear	-11.690	-7.564	+1
530	seresnext26ts	65.650	34.350	86.150	13.850	10.39	256	0.900	bicubic	-12.208	-7.640	-21
531	hardcorenas_d	65.620	34.380	85.470	14.530	7.50	224	0.875	bilinear	-11.810	-8.014	-2
532	selecsls42b	65.600	34.400	85.790	14.210	32.46	224	0.875	bicubic	-11.578	-7.602	+6
533	poolformer_s12	65.580	34.420	86.130	13.870	11.92	224	0.900	bicubic	-11.658	-7.376	+4
534	tf_efficientnet_b0_ap	65.500	34.500	85.580	14.420	5.29	224	0.875	bicubic	-11.588	-7.678	+8
535	convmixer_1024_20_ks9_p14	65.410	34.590	85.590	14.410	24.38	224	0.960	bicubic	-11.532	-7.768	+12
536	seresnext26d_32x4d	65.410	34.590	85.960	14.040	16.81	224	0.875	bicubic	-12.196	-7.646	-16
537	resnet26t	65.400	34.600	86.110	13.890	16.01	256	0.940	bicubic	-12.464	-7.732	-30
538	tf_efficientnet_lite2	65.390	34.610	85.990	14.010	6.09	260	0.890	bicubic	-12.076	-7.768	-12
539	res2net50_48w_2s	65.370	34.630	85.960	14.040	25.29	224	0.875	bilinear	-12.154	-7.590	-15
540	densenet201	65.290	34.710	85.670	14.330	20.01	224	0.875	bicubic	-11.998	-7.810	-7
541	densenetblur121d	65.290	34.710	85.700	14.300	8.00	224	0.875	bicubic	-11.290	-7.488	+20
542	dla60	65.210	34.790	85.740	14.260	22.04	224	0.875	bilinear	-11.812	-7.580	+2
543	crossvit_9_dagger_240	65.200	34.800	86.590	13.410	8.78	240	0.875	bicubic	-11.778	-7.024	+2
544	ese_vovnet19b_dw	65.190	34.810	85.460	14.540	6.54	224	0.875	bicubic	-11.604	-7.806	+8
545	tf_efficientnet_cc_b0_4e	65.140	34.860	85.160	14.840	13.31	224	0.875	bicubic	-12.170	-8.180	-13
546	gernet_s	65.130	34.870	85.520	14.480	8.17	224	0.875	bilinear	-11.786	-7.614	+3
547	legacy_seresnext26_32x4d	65.070	34.930	85.640	14.360	16.79	224	0.875	bicubic	-12.034	-7.676	-6
548	mobilenetv2_120d	65.000	35.000	85.960	14.040	5.83	224	0.875	bicubic	-12.290	-7.540	-15
549	hrnet_w18	64.920	35.080	85.740	14.260	21.30	224	0.875	bilinear	-11.840	-7.704	+5
550	hardcorenas_c	64.880	35.120	85.260	14.740	5.52	224	0.875	bilinear	-12.172	-7.900	-7
551	densenet169	64.750	35.250	85.260	14.740	14.15	224	0.875	bicubic	-11.154	-7.764	+22
552	mixnet_m	64.710	35.290	85.450	14.550	5.01	224	0.875	bicubic	-12.552	-7.972	-16
553	resnet26d	64.680	35.320	85.100	14.900	16.01	224	0.875	bicubic	-12.022	-8.052	+2
554	levit_128s	64.590	35.410	84.730	15.270	7.78	224	0.900	bicubic	-11.924	-8.140	+8
555	resnext26ts	64.590	35.410	85.120	14.880	10.30	256	0.900	bicubic	-12.190	-8.012	-2
556	xcit_nano_12_p8_224_dist	64.550	35.450	85.990	14.010	3.05	224	1.000	bicubic	-11.778	-7.104	+9
557	repvgg_a2	64.430	35.570	85.130	14.870	28.21	224	0.875	bilinear	-12.030	-7.880	+7
558	xcit_nano_12_p16_384_dist	64.420	35.580	85.310	14.690	3.05	384	1.000	bicubic	-11.036	-7.380	+25
559	hardcorenas_b	64.410	35.590	84.900	15.100	5.18	224	0.875	bilinear	-12.126	-7.854	+2
560	tf_efficientnet_lite1	64.400	35.600	85.490	14.510	5.42	240	0.882	bicubic	-12.238	-7.734	-3
561	regnetx_016	64.370	35.630	85.450	14.550	9.19	224	0.875	bicubic	-12.572	-7.974	-13
562	resmlp_12_224	64.350	35.650	85.580	14.420	15.35	224	0.875	bicubic	-12.306	-7.600	-6
563	tf_efficientnet_b0	64.320	35.680	85.280	14.720	5.29	224	0.875	bicubic	-12.520	-7.938	-12
564	tf_mixnet_m	64.270	35.730	85.100	14.900	5.01	224	0.875	bicubic	-12.676	-8.052	-18
565	dpn68	64.240	35.760	85.180	14.820	12.61	224	0.875	bicubic	-12.070	-7.798	+2
566	tf_efficientnet_es	64.230	35.770	84.740	15.260	5.44	224	0.875	bicubic	-12.368	-8.464	-7
567	regnety_008	64.140	35.860	85.280	14.720	6.26	224	0.875	bicubic	-12.174	-7.790	-1
568	vit_small_patch32_224	64.070	35.930	85.570	14.430	22.88	224	0.900	bicubic	-11.920	-7.698	+2
569	mobilenetv2_140	64.040	35.960	85.040	14.960	6.11	224	0.875	bicubic	-12.472	-7.958	-6
570	densenet121	63.740	36.260	84.610	15.390	7.98	224	0.875	bicubic	-11.840	-8.038	+8
571	hardcorenas_a	63.710	36.290	84.400	15.600	5.26	224	0.875	bilinear	-12.220	-8.110	+1
572	resnest14d	63.610	36.390	84.250	15.750	10.61	224	0.875	bilinear	-11.898	-8.274	+8
573	mobilevitv2_075	63.590	36.410	84.950	15.050	2.87	256	0.888	bicubic	-12.018	-7.808	+4
574	tf_mixnet_s	63.560	36.440	84.280	15.720	4.13	224	0.875	bicubic	-12.092	-8.346	+1
575	resnet26	63.450	36.550	84.250	15.750	16.00	224	0.875	bicubic	-11.850	-8.330	+10
576	mixnet_s	63.390	36.610	84.750	15.250	4.13	224	0.875	bicubic	-12.606	-8.050	-7
577	mobilenetv3_large_100	63.360	36.640	84.060	15.940	5.48	224	0.875	bicubic	-12.416	-8.480	-3
578	vit_tiny_r_s16_p8_384	63.340	36.660	85.270	14.730	6.36	384	1.000	bicubic	-12.612	-7.992	-7
579	tv_resnet50	63.340	36.660	84.650	15.350	25.56	224	0.875	bilinear	-12.794	-8.218	-11
580	efficientnet_es_pruned	63.300	36.700	84.960	15.040	5.44	224	0.875	bicubic	-11.700	-7.482	+13
581	efficientnet_lite0	63.270	36.730	84.440	15.560	4.65	224	0.875	bicubic	-12.198	-8.076	0
582	mixer_b16_224	63.250	36.750	83.310	16.690	59.88	224	0.875	bicubic	-13.360	-8.920	-24
583	mobilenetv3_rw	63.240	36.760	84.500	15.500	5.48	224	0.875	bicubic	-12.394	-8.208	-7
584	semnasnet_100	63.160	36.840	84.540	15.460	3.89	224	0.875	bicubic	-12.290	-8.060	0
585	pit_ti_distilled_224	63.140	36.860	83.950	16.050	5.10	224	0.900	bicubic	-11.394	-8.146	+18
586	vit_tiny_patch16_224	63.100	36.900	84.850	15.150	5.72	224	0.900	bicubic	-12.364	-7.994	-4
587	regnety_006	63.090	36.910	84.260	15.740	6.06	224	0.875	bicubic	-12.162	-8.272	-1
588	tv_densenet121	62.930	37.070	84.250	15.750	7.98	224	0.875	bicubic	-11.810	-7.898	+10
589	mobilevit_xs	62.930	37.070	84.830	15.170	2.32	256	0.900	bicubic	-11.704	-7.516	+11
590	resnet34	62.860	37.140	84.130	15.870	21.80	224	0.875	bilinear	-12.252	-8.154	-1
591	legacy_seresnet34	62.840	37.160	84.220	15.780	21.96	224	0.875	bilinear	-11.970	-7.906	+6
592	mobilenetv2_110d	62.840	37.160	84.500	15.500	4.52	224	0.875	bicubic	-12.196	-7.692	-1
593	hrnet_w18_small_v2	62.800	37.200	83.970	16.030	15.60	224	0.875	bilinear	-12.310	-8.446	-4
594	deit_tiny_distilled_patch16_224	62.800	37.200	83.920	16.080	5.91	224	0.900	bicubic	-11.712	-7.970	+11
595	swsl_resnet18	62.760	37.240	84.300	15.700	11.69	224	0.875	bilinear	-10.514	-7.436	+22
596	repvgg_b0	62.730	37.270	83.880	16.120	15.82	224	0.875	bilinear	-12.424	-8.536	-9
597	tinynet_b	62.730	37.270	84.250	15.750	3.73	188	0.875	bicubic	-12.244	-7.932	-3
598	gluon_resnet34_v1b	62.570	37.430	83.990	16.010	21.80	224	0.875	bicubic	-12.022	-7.998	+4
599	xcit_nano_12_p8_224	62.570	37.430	84.200	15.800	3.05	224	1.000	bicubic	-11.346	-7.968	+11
600	tf_efficientnet_lite0	62.550	37.450	84.230	15.770	4.65	224	0.875	bicubic	-12.282	-7.944	-4
601	regnetx_008	62.490	37.510	84.020	15.980	7.26	224	0.875	bicubic	-12.544	-8.320	-9
602	fbnetc_100	62.470	37.530	83.380	16.620	5.57	224	0.875	bilinear	-12.646	-9.006	-14
603	dla34	62.470	37.530	83.900	16.100	15.74	224	0.875	bilinear	-12.154	-8.172	-2
604	tf_mobilenetv3_large_100	62.450	37.550	83.950	16.050	5.48	224	0.875	bilinear	-13.062	-8.656	-25
605	crossvit_9_240	62.270	37.730	84.240	15.760	8.55	240	0.875	bicubic	-11.690	-7.724	+4
606	edgenext_x_small	62.160	37.840	84.050	15.950	2.34	256	0.900	bicubic	-12.704	-8.250	-11
607	crossvit_tiny_240	62.070	37.930	83.610	16.390	7.01	240	0.875	bicubic	-11.268	-8.304	+8
608	mnasnet_100	61.920	38.080	83.690	16.310	4.38	224	0.875	bicubic	-12.730	-8.424	-9
609	regnety_004	61.860	38.140	83.410	16.590	4.34	224	0.875	bicubic	-12.164	-8.346	-2
610	vgg19_bn	61.850	38.150	83.450	16.550	143.68	224	0.875	bilinear	-12.364	-8.394	-5
611	convit_tiny	61.560	38.440	84.120	15.880	5.71	224	0.875	bicubic	-11.554	-7.600	+7
612	ssl_resnet18	61.470	38.530	83.300	16.700	11.69	224	0.875	bilinear	-11.134	-8.124	+11
613	regnetx_006	61.360	38.640	83.460	16.540	6.20	224	0.875	bicubic	-12.496	-8.212	-2
614	spnasnet_100	61.250	38.750	82.790	17.210	4.42	224	0.875	bilinear	-12.840	-9.026	-8
615	tv_resnet34	61.190	38.810	82.730	17.270	21.80	224	0.875	bilinear	-12.118	-8.694	+1
616	pit_ti_224	60.970	39.030	83.860	16.140	4.85	224	0.900	bicubic	-11.942	-7.546	+6
617	skresnet18	60.880	39.120	82.870	17.130	11.96	224	0.875	bicubic	-12.154	-8.296	+2
618	ghostnet_100	60.830	39.170	82.370	17.630	5.18	224	0.875	bilinear	-13.150	-9.088	-10
619	vgg16_bn	60.760	39.240	82.950	17.050	138.37	224	0.875	bilinear	-12.590	-8.554	-5
620	semnasnet_075	60.700	39.300	82.510	17.490	2.91	224	0.875	bicubic	-12.274	-8.624	0
621	tf_mobilenetv3_large_075	60.390	39.610	81.940	18.060	3.99	224	0.875	bilinear	-13.050	-9.408	-8
622	xcit_nano_12_p16_224_dist	60.260	39.740	82.500	17.500	3.05	224	1.000	bicubic	-12.042	-8.362	+6
623	mobilenetv2_100	60.190	39.810	82.220	17.780	3.50	224	0.875	bicubic	-12.766	-8.790	-2
624	resnet18d	60.170	39.830	82.300	17.700	11.71	224	0.875	bicubic	-12.088	-8.388	+5
625	vit_base_patch32_224_sam	60.010	39.990	81.240	18.760	88.22	224	0.900	bicubic	-13.682	-9.772	-13
626	deit_tiny_patch16_224	59.850	40.150	82.680	17.320	5.72	224	0.900	bicubic	-12.324	-8.434	+5
627	legacy_seresnet18	59.810	40.190	81.690	18.310	11.78	224	0.875	bicubic	-11.930	-8.640	+8
628	vgg19	59.710	40.290	81.450	18.550	143.67	224	0.875	bilinear	-12.656	-9.422	-3
629	regnetx_004	59.400	40.600	81.700	18.300	5.16	224	0.875	bicubic	-12.996	-9.138	-5
630	vit_tiny_r_s16_p8_224	59.070	40.930	81.770	18.230	6.34	224	0.900	bicubic	-12.724	-9.048	+4
631	tf_mobilenetv3_large_minimal_100	59.070	40.930	81.160	18.840	3.92	224	0.875	bilinear	-13.180	-9.460	-1
632	vgg13_bn	59.000	41.000	81.080	18.920	133.05	224	0.875	bilinear	-12.598	-9.296	+4
633	hrnet_w18_small	58.960	41.040	81.340	18.660	13.19	224	0.875	bilinear	-13.376	-9.340	-6
634	lcnet_100	58.880	41.120	81.180	18.820	2.95	224	0.875	bicubic	-13.230	-9.198	-2
635	vgg16	58.840	41.160	81.660	18.340	138.36	224	0.875	bilinear	-12.750	-8.722	+2
636	xcit_nano_12_p16_224	58.340	41.660	80.880	19.120	3.05	224	1.000	bicubic	-11.614	-8.876	+8
637	gluon_resnet18_v1b	58.330	41.670	80.970	19.030	11.69	224	0.875	bicubic	-12.508	-8.792	+3
638	edgenext_xx_small	58.170	41.830	81.350	18.650	1.33	256	0.900	bicubic	-12.936	-8.682	+1
639	tinynet_c	58.150	41.850	80.290	19.710	2.46	184	0.875	bicubic	-13.078	-9.458	-1
640	resnet14t	57.800	42.200	79.910	20.090	10.08	224	0.950	bilinear	-14.556	-10.430	-14
641	mobilevitv2_050	57.730	42.270	80.920	19.080	1.37	256	0.888	bicubic	-12.410	-9.010	+2
642	vgg11_bn	57.410	42.590	80.020	19.980	132.87	224	0.875	bilinear	-12.950	-9.782	-1
643	resnet18	57.170	42.830	80.200	19.800	11.69	224	0.875	bilinear	-12.578	-8.884	+3
644	vgg13	57.150	42.850	79.550	20.450	133.05	224	0.875	bilinear	-12.776	-9.696	+1
645	mobilevit_xxs	57.150	42.850	79.740	20.260	1.27	256	0.900	bicubic	-11.770	-9.206	+3
646	regnety_002	56.980	43.020	79.850	20.150	3.16	224	0.875	bicubic	-13.276	-9.684	-4
647	mixer_l16_224	56.690	43.310	75.990	24.010	208.20	224	0.875	bicubic	-15.376	-11.676	-14
648	regnetx_002	56.050	43.950	79.230	20.770	2.68	224	0.875	bicubic	-12.704	-9.326	+2
649	dla60x_c	56.030	43.970	78.920	21.080	1.32	224	0.875	bilinear	-11.850	-9.514	+4
650	vgg11	55.790	44.210	78.840	21.160	132.86	224	0.875	bilinear	-13.238	-9.788	-3
651	resnet10t	55.660	44.340	78.020	21.980	5.44	224	0.950	bilinear	-12.648	-10.060	0
652	lcnet_075	55.360	44.640	78.310	21.690	2.36	224	0.875	bicubic	-13.454	-10.054	-3
653	mobilenetv3_small_100	54.700	45.300	77.780	22.220	2.54	224	0.875	bicubic	-12.958	-9.854	+1
654	tf_mobilenetv3_small_100	54.510	45.490	77.070	22.930	2.54	224	0.875	bilinear	-13.416	-10.598	-2
655	tinynet_d	53.420	46.580	76.350	23.650	2.34	152	0.875	bicubic	-13.542	-10.714	0
656	mnasnet_small	53.270	46.730	75.890	24.110	2.03	224	0.875	bicubic	-12.936	-10.616	0
657	dla46x_c	53.060	46.940	76.850	23.150	1.07	224	0.875	bilinear	-12.892	-10.136	0
658	mobilenetv2_050	52.850	47.150	75.420	24.580	1.97	224	0.875	bicubic	-13.094	-10.660	0
659	tf_mobilenetv3_small_075	52.160	47.840	75.480	24.520	2.04	224	0.875	bilinear	-13.552	-10.650	0
660	dla46_c	52.120	47.880	75.680	24.320	1.30	224	0.875	bilinear	-12.752	-10.622	+1
661	mobilenetv3_small_075	51.890	48.110	74.730	25.270	2.04	224	0.875	bicubic	-13.348	-10.710	-1
662	lcnet_050	49.980	50.020	73.430	26.570	1.88	224	0.875	bicubic	-13.114	-10.952	0
663	tf_mobilenetv3_small_minimal_100	49.490	50.510	73.030	26.970	2.04	224	0.875	bilinear	-13.410	-11.204	0
664	tinynet_e	46.700	53.300	70.360	29.640	2.04	106	0.875	bicubic	-13.156	-11.406	0
665	mobilenetv3_small_050	44.890	55.110	67.670	32.330	1.59	224	0.875	bicubic	-13.000	-12.524	0