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

1	model	top1	top1_err	top5	top5_err	param_count	img_size	crop_pct	interpolation
2	beit_large_patch16_512	88.602	11.398	98.656	1.344	305.67	512	1.000	bicubic
3	beit_large_patch16_384	88.406	11.594	98.606	1.394	305.00	384	1.000	bicubic
4	tf_efficientnet_l2_ns	88.350	11.650	98.650	1.350	480.31	800	0.960	bicubic
5	tf_efficientnet_l2_ns_475	88.232	11.768	98.546	1.454	480.31	475	0.936	bicubic
6	deit3_large_patch16_384_in21ft1k	87.716	12.284	98.512	1.488	304.76	384	1.000	bicubic
7	convnext_xlarge_384_in22ft1k	87.544	12.456	98.486	1.514	350.20	384	1.000	bicubic
8	beit_large_patch16_224	87.476	12.524	98.304	1.696	304.43	224	0.900	bicubic
9	swinv2_large_window12to24_192to384_22kft1k	87.456	12.544	98.252	1.748	196.74	384	1.000	bicubic
10	convnext_large_384_in22ft1k	87.396	12.604	98.366	1.634	197.77	384	1.000	bicubic
11	deit3_huge_patch14_224_in21ft1k	87.180	12.820	98.260	1.740	632.13	224	1.000	bicubic
12	swin_large_patch4_window12_384	87.152	12.848	98.240	1.760	196.74	384	1.000	bicubic
13	swinv2_base_window12to24_192to384_22kft1k	87.108	12.892	98.236	1.764	87.92	384	1.000	bicubic
14	vit_large_patch16_384	87.080	12.920	98.300	1.700	304.72	384	1.000	bicubic
15	volo_d5_512	87.040	12.960	97.968	2.032	296.09	512	1.150	bicubic
16	convnext_xlarge_in22ft1k	87.002	12.998	98.212	1.788	350.20	224	0.875	bicubic
17	deit3_large_patch16_224_in21ft1k	86.982	13.018	98.238	1.762	304.37	224	1.000	bicubic
18	volo_d5_448	86.954	13.046	97.940	2.060	295.91	448	1.150	bicubic
19	swinv2_large_window12to16_192to256_22kft1k	86.946	13.054	98.110	1.890	196.74	256	0.900	bicubic
20	tf_efficientnet_b7_ns	86.832	13.168	98.096	1.904	66.35	600	0.949	bicubic
21	beit_base_patch16_384	86.798	13.202	98.136	1.864	86.74	384	1.000	bicubic
22	volo_d4_448	86.792	13.208	97.882	2.118	193.41	448	1.150	bicubic
23	deit3_base_patch16_384_in21ft1k	86.742	13.258	98.112	1.888	86.88	384	1.000	bicubic
24	convnext_large_in22ft1k	86.636	13.364	98.028	1.972	197.77	224	0.875	bicubic
25	convnext_base_384_in22ft1k	86.542	13.458	98.190	1.810	88.59	384	1.000	bicubic
26	volo_d3_448	86.496	13.504	97.710	2.290	86.63	448	1.000	bicubic
27	cait_m48_448	86.488	13.512	97.750	2.250	356.46	448	1.000	bicubic
28	tf_efficientnet_b6_ns	86.450	13.550	97.886	2.114	43.04	528	0.942	bicubic
29	swin_base_patch4_window12_384	86.432	13.568	98.056	1.944	87.90	384	1.000	bicubic
30	tf_efficientnetv2_xl_in21ft1k	86.420	13.580	97.868	2.132	208.12	512	1.000	bicubic
31	swin_large_patch4_window7_224	86.320	13.680	97.892	2.108	196.53	224	0.900	bicubic
32	tf_efficientnetv2_l_in21ft1k	86.304	13.696	97.980	2.020	118.52	480	1.000	bicubic
33	swinv2_base_window12to16_192to256_22kft1k	86.270	13.730	97.896	2.104	87.92	256	0.900	bicubic
34	vit_large_r50_s32_384	86.180	13.820	97.920	2.080	329.09	384	1.000	bicubic
35	dm_nfnet_f6	86.142	13.858	97.730	2.270	438.36	576	0.956	bicubic
36	tf_efficientnet_b5_ns	86.088	13.912	97.752	2.248	30.39	456	0.934	bicubic
37	volo_d5_224	86.070	13.930	97.578	2.422	295.46	224	0.960	bicubic
38	cait_m36_384	86.054	13.946	97.730	2.270	271.22	384	1.000	bicubic
39	volo_d2_384	86.036	13.964	97.574	2.426	58.87	384	1.000	bicubic
40	vit_base_patch16_384	86.006	13.994	98.004	1.996	86.86	384	1.000	bicubic
41	xcit_large_24_p8_384_dist	85.998	14.002	97.684	2.316	188.93	384	1.000	bicubic
42	volo_d4_224	85.876	14.124	97.468	2.532	192.96	224	0.960	bicubic
43	vit_large_patch16_224	85.844	14.156	97.822	2.178	304.33	224	0.900	bicubic
44	convnext_base_in22ft1k	85.824	14.176	97.866	2.134	88.59	224	0.875	bicubic
45	xcit_medium_24_p8_384_dist	85.816	14.184	97.592	2.408	84.32	384	1.000	bicubic
46	dm_nfnet_f5	85.816	14.184	97.486	2.514	377.21	544	0.954	bicubic
47	deit3_large_patch16_384	85.806	14.194	97.596	2.404	304.76	384	1.000	bicubic
48	vit_base_patch8_224	85.790	14.210	97.792	2.208	86.58	224	0.900	bicubic
49	xcit_large_24_p16_384_dist	85.752	14.248	97.538	2.462	189.10	384	1.000	bicubic
50	convnext_small_384_in22ft1k	85.724	14.276	97.864	2.136	50.22	384	1.000	bicubic
51	deit3_base_patch16_224_in21ft1k	85.716	14.284	97.744	2.256	86.59	224	1.000	bicubic
52	dm_nfnet_f4	85.714	14.286	97.520	2.480	316.07	512	0.951	bicubic
53	tf_efficientnetv2_m_in21ft1k	85.586	14.414	97.746	2.254	54.14	480	1.000	bicubic
54	xcit_small_24_p8_384_dist	85.554	14.446	97.572	2.428	47.63	384	1.000	bicubic
55	dm_nfnet_f3	85.522	14.478	97.462	2.538	254.92	416	0.940	bicubic
56	tf_efficientnetv2_l	85.488	14.512	97.372	2.628	118.52	480	1.000	bicubic
57	cait_s36_384	85.460	14.540	97.478	2.522	68.37	384	1.000	bicubic
58	ig_resnext101_32x48d	85.436	14.564	97.576	2.424	828.41	224	0.875	bilinear
59	xcit_medium_24_p16_384_dist	85.422	14.578	97.406	2.594	84.40	384	1.000	bicubic
60	deit_base_distilled_patch16_384	85.422	14.578	97.332	2.668	87.63	384	1.000	bicubic
61	volo_d3_224	85.412	14.588	97.280	2.720	86.33	224	0.960	bicubic
62	xcit_large_24_p8_224_dist	85.398	14.602	97.410	2.590	188.93	224	1.000	bicubic
63	tf_efficientnet_b8_ap	85.372	14.628	97.294	2.706	87.41	672	0.954	bicubic
64	tf_efficientnet_b8	85.368	14.632	97.392	2.608	87.41	672	0.954	bicubic
65	swin_base_patch4_window7_224	85.250	14.750	97.562	2.438	87.77	224	0.900	bicubic
66	volo_d1_384	85.250	14.750	97.214	2.786	26.78	384	1.000	bicubic
67	beit_base_patch16_224	85.228	14.772	97.656	2.344	86.53	224	0.900	bicubic
68	deit3_huge_patch14_224	85.206	14.794	97.358	2.642	632.13	224	0.900	bicubic
69	volo_d2_224	85.194	14.806	97.188	2.812	58.68	224	0.960	bicubic
70	tf_efficientnet_b4_ns	85.160	14.840	97.470	2.530	19.34	380	0.922	bicubic
71	tf_efficientnet_b7_ap	85.120	14.880	97.252	2.748	66.35	600	0.949	bicubic
72	ig_resnext101_32x32d	85.100	14.900	97.434	2.566	468.53	224	0.875	bilinear
73	xcit_small_24_p16_384_dist	85.088	14.912	97.308	2.692	47.67	384	1.000	bicubic
74	xcit_small_12_p8_384_dist	85.080	14.920	97.280	2.720	26.21	384	1.000	bicubic
75	deit3_base_patch16_384	85.076	14.924	97.254	2.746	86.88	384	1.000	bicubic
76	xcit_medium_24_p8_224_dist	85.070	14.930	97.280	2.720	84.32	224	1.000	bicubic
77	dm_nfnet_f2	85.066	14.934	97.242	2.758	193.78	352	0.920	bicubic
78	cait_s24_384	85.050	14.950	97.348	2.652	47.06	384	1.000	bicubic
79	tf_efficientnetv2_m	85.036	14.964	97.278	2.722	54.14	480	1.000	bicubic
80	regnetz_e8	85.030	14.970	97.264	2.736	57.70	320	1.000	bicubic
81	resnetrs420	85.008	14.992	97.124	2.876	191.89	416	1.000	bicubic
82	vit_base_r50_s16_384	84.976	15.024	97.290	2.710	98.95	384	1.000	bicubic
83	ecaresnet269d	84.974	15.026	97.226	2.774	102.09	352	1.000	bicubic
84	tf_efficientnet_b7	84.934	15.066	97.206	2.794	66.35	600	0.949	bicubic
85	xcit_large_24_p16_224_dist	84.920	15.080	97.132	2.868	189.10	224	1.000	bicubic
86	resnetv2_152x4_bitm	84.918	15.082	97.442	2.558	936.53	480	1.000	bilinear
87	xcit_small_24_p8_224_dist	84.876	15.124	97.188	2.812	47.63	224	1.000	bicubic
88	deit3_small_patch16_384_in21ft1k	84.824	15.176	97.484	2.516	22.21	384	1.000	bicubic
89	efficientnetv2_rw_m	84.812	15.188	97.146	2.854	53.24	416	1.000	bicubic
90	tf_efficientnet_b6_ap	84.786	15.214	97.138	2.862	43.04	528	0.942	bicubic
91	deit3_large_patch16_224	84.762	15.238	97.038	2.962	304.37	224	0.900	bicubic
92	resnetrs350	84.712	15.288	96.990	3.010	163.96	384	1.000	bicubic
93	xcit_small_12_p16_384_dist	84.708	15.292	97.116	2.884	26.25	384	1.000	bicubic
94	eca_nfnet_l2	84.696	15.304	97.264	2.736	56.72	384	1.000	bicubic
95	dm_nfnet_f1	84.624	15.376	97.098	2.902	132.63	320	0.910	bicubic
96	swinv2_base_window16_256	84.592	15.408	97.074	2.926	87.92	256	0.900	bicubic
97	seresnextaa101d_32x8d	84.572	15.428	97.070	2.930	93.59	288	1.000	bicubic
98	convnext_small_in22ft1k	84.568	15.432	97.396	2.604	50.22	224	0.875	bicubic
99	vit_base_patch16_224	84.530	15.470	97.296	2.704	86.57	224	0.900	bicubic
100	resnest269e	84.518	15.482	96.986	3.014	110.93	416	0.928	bicubic
101	resnetv2_152x2_bitm	84.510	15.490	97.434	2.566	236.34	448	1.000	bilinear
102	regnetz_040h	84.496	15.504	97.006	2.994	28.94	320	1.000	bicubic
103	resnetv2_101x3_bitm	84.444	15.556	97.382	2.618	387.93	448	1.000	bilinear
104	resnetrs200	84.440	15.560	97.080	2.920	93.21	320	1.000	bicubic
105	resnetrs270	84.436	15.564	96.974	3.026	129.86	352	1.000	bicubic
106	vit_large_r50_s32_224	84.430	15.570	97.166	2.834	328.99	224	0.900	bicubic
107	resmlp_big_24_224_in22ft1k	84.398	15.602	97.118	2.882	129.14	224	0.875	bicubic
108	xcit_large_24_p8_224	84.392	15.608	96.658	3.342	188.93	224	1.000	bicubic
109	seresnet152d	84.364	15.636	97.044	2.956	66.84	320	1.000	bicubic
110	seresnext101d_32x8d	84.362	15.638	96.918	3.082	93.59	288	1.000	bicubic
111	tf_efficientnetv2_s_in21ft1k	84.296	15.704	97.254	2.746	21.46	384	1.000	bicubic
112	convnext_large	84.296	15.704	96.894	3.106	197.77	224	0.875	bicubic
113	swsl_resnext101_32x8d	84.290	15.710	97.182	2.818	88.79	224	0.875	bilinear
114	xcit_medium_24_p16_224_dist	84.278	15.722	96.940	3.060	84.40	224	1.000	bicubic
115	vit_base_patch16_224_miil	84.272	15.728	96.802	3.198	86.54	224	0.875	bilinear
116	swinv2_base_window8_256	84.262	15.738	96.922	3.078	87.92	256	0.900	bicubic
117	tf_efficientnet_b5_ap	84.254	15.746	96.978	3.022	30.39	456	0.934	bicubic
118	regnetz_040	84.236	15.764	96.932	3.068	27.12	320	1.000	bicubic
119	xcit_small_12_p8_224_dist	84.230	15.770	96.874	3.126	26.21	224	1.000	bicubic
120	swinv2_small_window16_256	84.210	15.790	96.870	3.130	49.73	256	0.900	bicubic
121	seresnext101_32x8d	84.204	15.796	96.874	3.126	93.57	288	1.000	bicubic
122	crossvit_18_dagger_408	84.194	15.806	96.818	3.182	44.61	408	1.000	bicubic
123	ig_resnext101_32x16d	84.170	15.830	97.198	2.802	194.03	224	0.875	bilinear
124	volo_d1_224	84.164	15.836	96.774	3.226	26.63	224	0.960	bicubic
125	pit_b_distilled_224	84.142	15.858	96.856	3.144	74.79	224	0.900	bicubic
126	tf_efficientnet_b6	84.108	15.892	96.888	3.112	43.04	528	0.942	bicubic
127	convnext_tiny_384_in22ft1k	84.076	15.924	97.158	2.842	28.59	384	1.000	bicubic
128	cait_xs24_384	84.064	15.936	96.890	3.110	26.67	384	1.000	bicubic
129	regnetz_d8	84.052	15.948	96.996	3.004	23.37	320	1.000	bicubic
130	regnetz_d8_evos	84.050	15.950	96.996	3.004	23.46	320	0.950	bicubic
131	vit_small_r26_s32_384	84.048	15.952	97.328	2.672	36.47	384	1.000	bicubic
132	tf_efficientnet_b3_ns	84.048	15.952	96.912	3.088	12.23	300	0.904	bicubic
133	regnetz_d32	84.024	15.976	96.868	3.132	27.58	320	0.950	bicubic
134	resnetv2_50x3_bitm	84.012	15.988	97.126	2.874	217.32	448	1.000	bilinear
135	eca_nfnet_l1	84.012	15.988	97.032	2.968	41.41	320	1.000	bicubic
136	resnet200d	83.960	16.040	96.824	3.176	64.69	320	1.000	bicubic
137	swin_s3_base_224	83.932	16.068	96.660	3.340	71.13	224	0.900	bicubic
138	regnety_080	83.928	16.072	96.888	3.112	39.18	288	1.000	bicubic
139	tf_efficientnetv2_s	83.884	16.116	96.698	3.302	21.46	384	1.000	bicubic
140	xcit_small_24_p16_224_dist	83.870	16.130	96.732	3.268	47.67	224	1.000	bicubic
141	swinv2_small_window8_256	83.854	16.146	96.642	3.358	49.73	256	0.900	bicubic
142	resnetv2_152x2_bit_teacher_384	83.844	16.156	97.116	2.884	236.34	384	1.000	bicubic
143	convnext_base	83.840	16.160	96.750	3.250	88.59	224	0.875	bicubic
144	xcit_small_24_p8_224	83.840	16.160	96.636	3.364	47.63	224	1.000	bicubic
145	crossvit_15_dagger_408	83.838	16.162	96.780	3.220	28.50	408	1.000	bicubic
146	resnest200e	83.828	16.172	96.892	3.108	70.20	320	0.909	bicubic
147	tf_efficientnet_b5	83.814	16.186	96.748	3.252	30.39	456	0.934	bicubic
148	efficientnetv2_rw_s	83.810	16.190	96.724	3.276	23.94	384	1.000	bicubic
149	vit_small_patch16_384	83.800	16.200	97.100	2.900	22.20	384	1.000	bicubic
150	deit3_base_patch16_224	83.792	16.208	96.584	3.416	86.59	224	0.900	bicubic
151	swin_s3_small_224	83.774	16.226	96.452	3.548	49.74	224	0.900	bicubic
152	xcit_tiny_24_p8_384_dist	83.746	16.254	96.712	3.288	12.11	384	1.000	bicubic
153	xcit_medium_24_p8_224	83.738	16.262	96.394	3.606	84.32	224	1.000	bicubic
154	regnety_064	83.720	16.280	96.726	3.274	30.58	288	1.000	bicubic
155	resnetrs152	83.714	16.286	96.614	3.386	86.62	320	1.000	bicubic
156	regnetv_064	83.712	16.288	96.746	3.254	30.58	288	1.000	bicubic
157	regnety_160	83.692	16.308	96.776	3.224	83.59	288	1.000	bicubic
158	twins_svt_large	83.680	16.320	96.594	3.406	99.27	224	0.900	bicubic
159	resnet152d	83.678	16.322	96.740	3.260	60.21	320	1.000	bicubic
160	resmlp_big_24_distilled_224	83.588	16.412	96.648	3.352	129.14	224	0.875	bicubic
161	jx_nest_base	83.554	16.446	96.364	3.636	67.72	224	0.875	bicubic
162	cs3se_edgenet_x	83.548	16.452	96.666	3.334	50.72	320	1.000	bicubic
163	swinv2_cr_small_ns_224	83.486	16.514	96.484	3.516	49.70	224	0.900	bicubic
164	cait_s24_224	83.458	16.542	96.562	3.438	46.92	224	1.000	bicubic
165	deit3_small_patch16_384	83.428	16.572	96.676	3.324	22.21	384	1.000	bicubic
166	efficientnet_b4	83.424	16.576	96.598	3.402	19.34	384	1.000	bicubic
167	sequencer2d_l	83.406	16.594	96.500	3.500	54.30	224	0.875	bicubic
168	mobilevitv2_200_384_in22ft1k	83.400	16.600	96.582	3.418	18.45	384	1.000	bicubic
169	deit_base_distilled_patch16_224	83.388	16.612	96.488	3.512	87.34	224	0.900	bicubic
170	dm_nfnet_f0	83.384	16.616	96.574	3.426	71.49	256	0.900	bicubic
171	vit_base_patch32_384	83.352	16.648	96.836	3.164	88.30	384	1.000	bicubic
172	swsl_resnext101_32x16d	83.350	16.650	96.844	3.156	194.03	224	0.875	bilinear
173	xcit_small_12_p16_224_dist	83.346	16.654	96.418	3.582	26.25	224	1.000	bicubic
174	xcit_small_12_p8_224	83.340	16.660	96.480	3.520	26.21	224	1.000	bicubic
175	tf_efficientnet_b4_ap	83.248	16.752	96.392	3.608	19.34	380	0.922	bicubic
176	swsl_resnext101_32x4d	83.240	16.760	96.760	3.240	44.18	224	0.875	bilinear
177	swin_small_patch4_window7_224	83.218	16.782	96.326	3.674	49.61	224	0.900	bicubic
178	regnetv_040	83.198	16.802	96.664	3.336	20.64	288	1.000	bicubic
179	xception65	83.174	16.826	96.592	3.408	39.92	299	0.940	bicubic
180	convnext_small	83.150	16.850	96.430	3.570	50.22	224	0.875	bicubic
181	resnext101_64x4d	83.144	16.856	96.374	3.626	83.46	288	1.000	bicubic
182	twins_svt_base	83.138	16.862	96.420	3.580	56.07	224	0.900	bicubic
183	swinv2_cr_small_224	83.138	16.862	96.098	3.902	49.70	224	0.900	bicubic
184	twins_pcpvt_large	83.136	16.864	96.604	3.396	60.99	224	0.900	bicubic
185	xception65p	83.130	16.870	96.480	3.520	39.82	299	0.940	bicubic
186	jx_nest_small	83.120	16.880	96.330	3.670	38.35	224	0.875	bicubic
187	deit_base_patch16_384	83.106	16.894	96.370	3.630	86.86	384	1.000	bicubic
188	deit3_small_patch16_224_in21ft1k	83.076	16.924	96.776	3.224	22.06	224	1.000	bicubic
189	tresnet_m	83.074	16.926	96.120	3.880	31.39	224	0.875	bilinear
190	tresnet_xl_448	83.048	16.952	96.170	3.830	78.44	448	0.875	bilinear
191	regnety_040	83.036	16.964	96.510	3.490	20.65	288	1.000	bicubic
192	tf_efficientnet_b4	83.024	16.976	96.300	3.700	19.34	380	0.922	bicubic
193	resnet101d	83.022	16.978	96.446	3.554	44.57	320	1.000	bicubic
194	mobilevitv2_175_384_in22ft1k	82.934	17.066	96.430	3.570	14.25	384	1.000	bicubic
195	convnext_tiny_in22ft1k	82.912	17.088	96.624	3.376	28.59	224	0.875	bicubic
196	xcit_large_24_p16_224	82.892	17.108	95.878	4.122	189.10	224	1.000	bicubic
197	resnest101e	82.888	17.112	96.320	3.680	48.28	256	0.875	bilinear
198	resnetv2_152x2_bit_teacher	82.868	17.132	96.568	3.432	236.34	224	0.875	bicubic
199	resnetv2_50x1_bit_distilled	82.822	17.178	96.522	3.478	25.55	224	0.875	bicubic
200	resnet152	82.818	17.182	96.132	3.868	60.19	224	0.950	bicubic
201	swinv2_tiny_window16_256	82.810	17.190	96.230	3.770	28.35	256	0.900	bicubic
202	sequencer2d_m	82.808	17.192	96.268	3.732	38.31	224	0.875	bicubic
203	pnasnet5large	82.782	17.218	96.042	3.958	86.06	331	0.911	bicubic
204	vit_relpos_base_patch16_clsgap_224	82.760	17.240	96.174	3.826	86.43	224	0.900	bicubic
205	nfnet_l0	82.752	17.248	96.518	3.482	35.07	288	1.000	bicubic
206	regnety_032	82.724	17.276	96.422	3.578	19.44	288	1.000	bicubic
207	cs3edgenet_x	82.722	17.278	96.376	3.624	47.82	288	1.000	bicubic
208	twins_pcpvt_base	82.708	17.292	96.350	3.650	43.83	224	0.900	bicubic
209	ig_resnext101_32x8d	82.698	17.302	96.632	3.368	88.79	224	0.875	bilinear
210	cs3sedarknet_x	82.654	17.346	96.346	3.654	35.40	288	1.000	bicubic
211	xcit_medium_24_p16_224	82.638	17.362	95.978	4.022	84.40	224	1.000	bicubic
212	regnetz_c16_evos	82.632	17.368	96.476	3.524	13.49	320	0.950	bicubic
213	nasnetalarge	82.618	17.382	96.044	3.956	88.75	331	0.911	bicubic
214	mobilevitv2_150_384_in22ft1k	82.590	17.410	96.316	3.684	10.59	384	1.000	bicubic
215	levit_384	82.588	17.412	96.018	3.982	39.13	224	0.900	bicubic
216	xcit_small_24_p16_224	82.584	17.416	96.000	4.000	47.67	224	1.000	bicubic
217	eca_nfnet_l0	82.578	17.422	96.490	3.510	24.14	288	1.000	bicubic
218	xcit_tiny_24_p16_384_dist	82.572	17.428	96.288	3.712	12.12	384	1.000	bicubic
219	vit_relpos_medium_patch16_cls_224	82.562	17.438	96.066	3.934	38.76	224	0.900	bicubic
220	xcit_tiny_24_p8_224_dist	82.560	17.440	96.168	3.832	12.11	224	1.000	bicubic
221	regnetz_c16	82.520	17.480	96.360	3.640	13.46	320	0.940	bicubic
222	crossvit_18_dagger_240	82.520	17.480	96.068	3.932	44.27	240	0.875	bicubic
223	resnet61q	82.518	17.482	96.130	3.870	36.85	288	1.000	bicubic
224	vit_relpos_base_patch16_224	82.486	17.514	96.142	3.858	86.43	224	0.900	bicubic
225	gc_efficientnetv2_rw_t	82.466	17.534	96.298	3.702	13.68	288	1.000	bicubic
226	vit_relpos_medium_patch16_224	82.462	17.538	96.086	3.914	38.75	224	0.900	bicubic
227	poolformer_m48	82.460	17.540	95.958	4.042	73.47	224	0.950	bicubic
228	pit_b_224	82.444	17.556	95.712	4.288	73.76	224	0.900	bicubic
229	crossvit_18_240	82.398	17.602	96.054	3.946	43.27	240	0.875	bicubic
230	xcit_tiny_12_p8_384_dist	82.386	17.614	96.222	3.778	6.71	384	1.000	bicubic
231	tf_efficientnet_b2_ns	82.384	17.616	96.246	3.754	9.11	260	0.890	bicubic
232	resnet51q	82.358	17.642	96.178	3.822	35.70	288	1.000	bilinear
233	ecaresnet50t	82.348	17.652	96.138	3.862	25.57	320	0.950	bicubic
234	efficientnetv2_rw_t	82.344	17.656	96.196	3.804	13.65	288	1.000	bicubic
235	sequencer2d_s	82.344	17.656	96.034	3.966	27.65	224	0.875	bicubic
236	mobilevitv2_200_in22ft1k	82.334	17.666	95.938	4.062	18.45	256	0.888	bicubic
237	resnetv2_101x1_bitm	82.332	17.668	96.516	3.484	44.54	448	1.000	bilinear
238	crossvit_15_dagger_240	82.326	17.674	95.956	4.044	28.21	240	0.875	bicubic
239	coat_lite_small	82.304	17.696	95.850	4.150	19.84	224	0.900	bicubic
240	mixer_b16_224_miil	82.304	17.696	95.720	4.280	59.88	224	0.875	bilinear
241	vit_relpos_medium_patch16_rpn_224	82.294	17.706	95.972	4.028	38.73	224	0.900	bicubic
242	convit_base	82.292	17.708	95.938	4.062	86.54	224	0.875	bicubic
243	resnetrs101	82.284	17.716	96.008	3.992	63.62	288	0.940	bicubic
244	tresnet_l_448	82.270	17.730	95.980	4.020	55.99	448	0.875	bilinear
245	efficientnet_b3	82.240	17.760	96.118	3.882	12.23	320	1.000	bicubic
246	vit_srelpos_medium_patch16_224	82.236	17.764	95.934	4.066	38.74	224	0.900	bicubic
247	cs3darknet_x	82.224	17.776	96.230	3.770	35.05	288	1.000	bicubic
248	convnext_tiny_hnf	82.220	17.780	95.866	4.134	28.59	224	0.950	bicubic
249	crossvit_base_240	82.216	17.784	95.832	4.168	105.03	240	0.875	bicubic
250	vit_base_patch16_rpn_224	82.200	17.800	95.996	4.004	86.54	224	0.900	bicubic
251	cait_xxs36_384	82.192	17.808	96.144	3.856	17.37	384	1.000	bicubic
252	swsl_resnext50_32x4d	82.176	17.824	96.232	3.768	25.03	224	0.875	bilinear
253	ecaresnet101d	82.170	17.830	96.048	3.952	44.57	224	0.875	bicubic
254	swin_s3_tiny_224	82.124	17.876	95.950	4.050	28.33	224	0.900	bicubic
255	visformer_small	82.108	17.892	95.876	4.124	40.22	224	0.900	bicubic
256	poolformer_m36	82.108	17.892	95.690	4.310	56.17	224	0.950	bicubic
257	halo2botnet50ts_256	82.068	17.932	95.642	4.358	22.64	256	0.950	bicubic
258	tresnet_xl	82.062	17.938	95.936	4.064	78.44	224	0.875	bilinear
259	convnext_tiny	82.062	17.938	95.854	4.146	28.59	224	0.875	bicubic
260	resnetv2_101	82.046	17.954	95.862	4.138	44.54	224	0.950	bicubic
261	fbnetv3_g	82.034	17.966	96.066	3.934	16.62	288	0.950	bilinear
262	pit_s_distilled_224	81.994	18.006	95.796	4.204	24.04	224	0.900	bicubic
263	deit_base_patch16_224	81.994	18.006	95.732	4.268	86.57	224	0.900	bicubic
264	resnetv2_50d_evos	81.978	18.022	95.912	4.088	25.59	288	0.950	bicubic
265	xcit_small_12_p16_224	81.972	18.028	95.812	4.188	26.25	224	1.000	bicubic
266	xception41p	81.968	18.032	95.794	4.206	26.91	299	0.940	bicubic
267	tf_efficientnetv2_b3	81.966	18.034	95.782	4.218	14.36	300	0.904	bicubic
268	mobilevitv2_175_in22ft1k	81.940	18.060	95.790	4.210	14.25	256	0.888	bicubic
269	resnet101	81.930	18.070	95.766	4.234	44.55	224	0.950	bicubic
270	xcit_tiny_24_p8_224	81.896	18.104	95.974	4.026	12.11	224	1.000	bicubic
271	vit_small_r26_s32_224	81.862	18.138	96.022	3.978	36.43	224	0.900	bicubic
272	ssl_resnext101_32x16d	81.856	18.144	96.096	3.904	194.03	224	0.875	bilinear
273	resnetv2_50d_gn	81.824	18.176	95.924	4.076	25.57	288	0.950	bicubic
274	tf_efficientnet_b3_ap	81.824	18.176	95.624	4.376	12.23	300	0.904	bicubic
275	swinv2_tiny_window8_256	81.810	18.190	95.994	4.006	28.35	256	0.900	bicubic
276	swinv2_cr_tiny_ns_224	81.786	18.214	95.822	4.178	28.33	224	0.900	bicubic
277	cs3sedarknet_l	81.776	18.224	95.970	4.030	21.91	288	0.950	bicubic
278	tresnet_m_448	81.706	18.294	95.572	4.428	31.39	448	0.875	bilinear
279	twins_svt_small	81.682	18.318	95.666	4.334	24.06	224	0.900	bicubic
280	halonet50ts	81.652	18.348	95.612	4.388	22.73	256	0.940	bicubic
281	tf_efficientnet_b3	81.638	18.362	95.718	4.282	12.23	300	0.904	bicubic
282	rexnet_200	81.628	18.372	95.668	4.332	16.37	224	0.875	bicubic
283	resnetaa50	81.618	18.382	95.810	4.190	25.56	288	1.000	bicubic
284	ssl_resnext101_32x8d	81.608	18.392	96.042	3.958	88.79	224	0.875	bilinear
285	edgenext_small	81.574	18.426	95.714	4.286	5.59	320	1.000	bicubic
286	lamhalobotnet50ts_256	81.552	18.448	95.504	4.496	22.57	256	0.950	bicubic
287	crossvit_15_240	81.544	18.456	95.690	4.310	27.53	240	0.875	bicubic
288	tf_efficientnet_lite4	81.534	18.466	95.666	4.334	13.01	380	0.920	bilinear
289	tnt_s_patch16_224	81.518	18.482	95.746	4.254	23.76	224	0.900	bicubic
290	levit_256	81.516	18.484	95.490	4.510	18.89	224	0.900	bicubic
291	vit_large_patch32_384	81.508	18.492	96.090	3.910	306.63	384	1.000	bicubic
292	tresnet_l	81.490	18.510	95.626	4.374	55.99	224	0.875	bilinear
293	convnext_nano	81.476	18.524	95.660	4.340	15.59	288	1.000	bicubic
294	mobilevitv2_150_in22ft1k	81.470	18.530	95.668	4.332	10.59	256	0.888	bicubic
295	wide_resnet50_2	81.456	18.544	95.530	4.470	68.88	224	0.875	bicubic
296	vit_relpos_small_patch16_224	81.454	18.546	95.828	4.172	21.98	224	0.900	bicubic
297	convit_small	81.428	18.572	95.742	4.258	27.78	224	0.875	bicubic
298	jx_nest_tiny	81.418	18.582	95.618	4.382	17.06	224	0.875	bicubic
299	poolformer_s36	81.418	18.582	95.448	4.552	30.86	224	0.900	bicubic
300	vit_small_patch16_224	81.396	18.604	96.138	3.862	22.05	224	0.900	bicubic
301	tf_efficientnet_b1_ns	81.386	18.614	95.736	4.264	7.79	240	0.882	bicubic
302	deit3_small_patch16_224	81.382	18.618	95.450	4.550	22.06	224	0.900	bicubic
303	swin_tiny_patch4_window7_224	81.376	18.624	95.542	4.458	28.29	224	0.900	bicubic
304	convmixer_1536_20	81.370	18.630	95.612	4.388	51.63	224	0.960	bicubic
305	gernet_l	81.350	18.650	95.536	4.464	31.08	256	0.875	bilinear
306	legacy_senet154	81.308	18.692	95.496	4.504	115.09	224	0.875	bilinear
307	efficientnet_el	81.306	18.694	95.534	4.466	10.59	300	0.904	bicubic
308	coat_mini	81.266	18.734	95.392	4.608	10.34	224	0.900	bicubic
309	seresnext50_32x4d	81.262	18.738	95.628	4.372	27.56	224	0.875	bicubic
310	gluon_senet154	81.230	18.770	95.346	4.654	115.09	224	0.875	bicubic
311	xcit_tiny_12_p8_224_dist	81.208	18.792	95.606	4.394	6.71	224	1.000	bicubic
312	deit_small_distilled_patch16_224	81.208	18.792	95.374	4.626	22.44	224	0.900	bicubic
313	swsl_resnet50	81.180	18.820	95.980	4.020	25.56	224	0.875	bilinear
314	resmlp_36_distilled_224	81.156	18.844	95.486	4.514	44.69	224	0.875	bicubic
315	sebotnet33ts_256	81.154	18.846	95.166	4.834	13.70	256	0.940	bicubic
316	lambda_resnet50ts	81.152	18.848	95.102	4.898	21.54	256	0.950	bicubic
317	mobilevitv2_200	81.140	18.860	95.368	4.632	18.45	256	0.888	bicubic
318	resnest50d_4s2x40d	81.108	18.892	95.562	4.438	30.42	224	0.875	bicubic
319	vit_srelpos_small_patch16_224	81.098	18.902	95.572	4.428	21.97	224	0.900	bicubic
320	pit_s_224	81.098	18.902	95.332	4.668	23.46	224	0.900	bicubic
321	resnext50_32x4d	81.096	18.904	95.326	4.674	25.03	224	0.950	bicubic
322	twins_pcpvt_small	81.090	18.910	95.642	4.358	24.11	224	0.900	bicubic
323	haloregnetz_b	81.044	18.956	95.198	4.802	11.68	224	0.940	bicubic
324	resmlp_big_24_224	81.030	18.970	95.020	4.980	129.14	224	0.875	bicubic
325	crossvit_small_240	81.016	18.984	95.456	4.544	26.86	240	0.875	bicubic
326	gluon_resnet152_v1s	81.014	18.986	95.414	4.586	60.32	224	0.875	bicubic
327	resnest50d_1s4x24d	80.984	19.016	95.324	4.676	25.68	224	0.875	bicubic
328	resnest50d	80.974	19.026	95.380	4.620	27.48	224	0.875	bilinear
329	sehalonet33ts	80.972	19.028	95.272	4.728	13.69	256	0.940	bicubic
330	cait_xxs24_384	80.962	19.038	95.644	4.356	12.03	384	1.000	bicubic
331	xcit_tiny_12_p16_384_dist	80.942	19.058	95.408	4.592	6.72	384	1.000	bicubic
332	gcresnet50t	80.934	19.066	95.454	4.546	25.90	256	0.900	bicubic
333	ssl_resnext101_32x4d	80.924	19.076	95.726	4.274	44.18	224	0.875	bilinear
334	gluon_seresnext101_32x4d	80.906	19.094	95.296	4.704	48.96	224	0.875	bicubic
335	cs3darknet_l	80.886	19.114	95.668	4.332	21.16	288	0.950	bicubic
336	gluon_seresnext101_64x4d	80.880	19.120	95.296	4.704	88.23	224	0.875	bicubic
337	cs3darknet_focus_l	80.874	19.126	95.692	4.308	21.15	288	0.950	bicubic
338	mobilevitv2_175	80.862	19.138	95.262	4.738	14.25	256	0.888	bicubic
339	efficientnet_b3_pruned	80.858	19.142	95.244	4.756	9.86	300	0.904	bicubic
340	ecaresnet101d_pruned	80.810	19.190	95.628	4.372	24.88	224	0.875	bicubic
341	regnety_320	80.804	19.196	95.244	4.756	145.05	224	0.875	bicubic
342	resmlp_24_distilled_224	80.764	19.236	95.222	4.778	30.02	224	0.875	bicubic
343	gernet_m	80.730	19.270	95.186	4.814	21.14	224	0.875	bilinear
344	vit_base_patch32_224	80.724	19.276	95.566	4.434	88.22	224	0.900	bicubic
345	regnetz_b16	80.712	19.288	95.474	4.526	9.72	288	0.940	bicubic
346	nf_resnet50	80.654	19.346	95.334	4.666	25.56	288	0.940	bicubic
347	efficientnet_b2	80.616	19.384	95.316	4.684	9.11	288	1.000	bicubic
348	gluon_resnext101_64x4d	80.604	19.396	94.992	5.008	83.46	224	0.875	bicubic
349	ecaresnet50d	80.598	19.402	95.318	4.682	25.58	224	0.875	bicubic
350	gcresnext50ts	80.578	19.422	95.170	4.830	15.67	256	0.900	bicubic
351	cspresnext50	80.544	19.456	95.324	4.676	20.57	256	0.887	bilinear
352	darknet53	80.538	19.462	95.420	4.580	41.61	288	1.000	bicubic
353	resnet50d	80.528	19.472	95.168	4.832	25.58	224	0.875	bicubic
354	darknetaa53	80.522	19.478	95.326	4.674	36.02	288	1.000	bilinear
355	repvgg_b3	80.496	19.504	95.264	4.736	123.09	224	0.875	bilinear
356	vit_small_patch32_384	80.490	19.510	95.600	4.400	22.92	384	1.000	bicubic
357	mixnet_xl	80.478	19.522	94.934	5.066	11.90	224	0.875	bicubic
358	gluon_resnet152_v1d	80.476	19.524	95.200	4.800	60.21	224	0.875	bicubic
359	inception_resnet_v2	80.460	19.540	95.306	4.694	55.84	299	0.897	bicubic
360	ecaresnetlight	80.456	19.544	95.246	4.754	30.16	224	0.875	bicubic
361	edgenext_small_rw	80.452	19.548	95.190	4.810	7.83	320	1.000	bicubic
362	xcit_tiny_24_p16_224_dist	80.448	19.552	95.212	4.788	12.12	224	1.000	bicubic
363	gluon_resnet101_v1d	80.418	19.582	95.014	4.986	44.57	224	0.875	bicubic
364	resnetv2_50	80.412	19.588	95.072	4.928	25.55	224	0.950	bicubic
365	regnety_120	80.376	19.624	95.122	4.878	51.82	224	0.875	bicubic
366	resnet50	80.374	19.626	94.614	5.386	25.56	224	0.950	bicubic
367	mobilevitv2_150	80.368	19.632	95.064	4.936	10.59	256	0.888	bicubic
368	seresnet33ts	80.354	19.646	95.106	4.894	19.78	256	0.900	bicubic
369	resnetv2_50x1_bitm	80.342	19.658	95.686	4.314	25.55	448	1.000	bilinear
370	gluon_resnext101_32x4d	80.340	19.660	94.926	5.074	44.18	224	0.875	bicubic
371	ssl_resnext50_32x4d	80.326	19.674	95.412	4.588	25.03	224	0.875	bilinear
372	poolformer_s24	80.316	19.684	95.042	4.958	21.39	224	0.900	bicubic
373	rexnet_150	80.314	19.686	95.166	4.834	9.73	224	0.875	bicubic
374	tf_efficientnet_b2_ap	80.302	19.698	95.028	4.972	9.11	260	0.890	bicubic
375	efficientnet_el_pruned	80.298	19.702	95.214	4.786	10.59	300	0.904	bicubic
376	gluon_resnet101_v1s	80.298	19.702	95.162	4.838	44.67	224	0.875	bicubic
377	seresnet50	80.266	19.734	95.070	4.930	28.09	224	0.875	bicubic
378	tf_efficientnet_el	80.254	19.746	95.128	4.872	10.59	300	0.904	bicubic
379	regnetx_320	80.244	19.756	95.020	4.980	107.81	224	0.875	bicubic
380	vit_base_patch16_224_sam	80.244	19.756	94.754	5.246	86.57	224	0.900	bicubic
381	legacy_seresnext101_32x4d	80.222	19.778	95.014	4.986	48.96	224	0.875	bilinear
382	repvgg_b3g4	80.216	19.784	95.108	4.892	83.83	224	0.875	bilinear
383	tf_efficientnetv2_b2	80.208	19.792	95.044	4.956	10.10	260	0.890	bicubic
384	inception_v4	80.168	19.832	94.964	5.036	42.68	299	0.875	bicubic
385	dpn107	80.168	19.832	94.906	5.094	86.92	224	0.875	bicubic
386	convmixer_768_32	80.164	19.836	95.072	4.928	21.11	224	0.960	bicubic
387	skresnext50_32x4d	80.154	19.846	94.646	5.354	27.48	224	0.875	bicubic
388	tf_efficientnet_b2	80.088	19.912	94.908	5.092	9.11	260	0.890	bicubic
389	eca_resnet33ts	80.080	19.920	94.972	5.028	19.68	256	0.900	bicubic
390	gcresnet33ts	80.076	19.924	94.994	5.006	19.88	256	0.900	bicubic
391	resnet50_gn	80.060	19.940	94.948	5.052	25.56	224	0.940	bicubic
392	cspdarknet53	80.056	19.944	95.086	4.914	27.64	256	0.887	bilinear
393	dpn92	80.020	19.980	94.830	5.170	37.67	224	0.875	bicubic
394	ens_adv_inception_resnet_v2	79.974	20.026	94.942	5.058	55.84	299	0.897	bicubic
395	efficientnet_b2_pruned	79.918	20.082	94.850	5.150	8.31	260	0.890	bicubic
396	gluon_resnet152_v1c	79.912	20.088	94.842	5.158	60.21	224	0.875	bicubic
397	gluon_seresnext50_32x4d	79.912	20.088	94.832	5.168	27.56	224	0.875	bicubic
398	resnetrs50	79.886	20.114	94.970	5.030	35.69	224	0.910	bicubic
399	xception71	79.870	20.130	94.924	5.076	42.34	299	0.903	bicubic
400	deit_small_patch16_224	79.864	20.136	95.048	4.952	22.05	224	0.900	bicubic
401	regnetx_160	79.854	20.146	94.830	5.170	54.28	224	0.875	bicubic
402	ecaresnet26t	79.852	20.148	95.084	4.916	16.01	320	0.950	bicubic
403	levit_192	79.836	20.164	94.790	5.210	10.95	224	0.900	bicubic
404	dpn131	79.826	20.174	94.708	5.292	79.25	224	0.875	bicubic
405	tf_efficientnet_lite3	79.818	20.182	94.914	5.086	8.20	300	0.904	bilinear
406	resmlp_36_224	79.770	20.230	94.886	5.114	44.69	224	0.875	bicubic
407	cait_xxs36_224	79.748	20.252	94.868	5.132	17.30	224	1.000	bicubic
408	gluon_xception65	79.722	20.278	94.860	5.140	39.92	299	0.903	bicubic
409	ecaresnet50d_pruned	79.718	20.282	94.876	5.124	19.94	224	0.875	bicubic
410	xcit_tiny_12_p8_224	79.694	20.306	95.048	4.952	6.71	224	1.000	bicubic
411	mobilevitv2_125	79.682	20.318	94.848	5.152	7.48	256	0.888	bicubic
412	gluon_resnet152_v1b	79.682	20.318	94.736	5.264	60.19	224	0.875	bicubic
413	fbnetv3_d	79.680	20.320	94.940	5.060	10.31	256	0.950	bilinear
414	resnext50d_32x4d	79.676	20.324	94.866	5.134	25.05	224	0.875	bicubic
415	dpn98	79.644	20.356	94.600	5.400	61.57	224	0.875	bicubic
416	gmlp_s16_224	79.640	20.360	94.624	5.376	19.42	224	0.875	bicubic
417	regnetx_120	79.592	20.408	94.734	5.266	46.11	224	0.875	bicubic
418	cspresnet50	79.582	20.418	94.708	5.292	21.62	256	0.887	bilinear
419	gluon_resnet101_v1c	79.536	20.464	94.578	5.422	44.57	224	0.875	bicubic
420	rexnet_130	79.502	20.498	94.682	5.318	7.56	224	0.875	bicubic
421	eca_halonext26ts	79.488	20.512	94.604	5.396	10.76	256	0.940	bicubic
422	vit_relpos_base_patch32_plus_rpn_256	79.486	20.514	94.140	5.860	119.42	256	0.900	bicubic
423	hrnet_w64	79.470	20.530	94.654	5.346	128.06	224	0.875	bilinear
424	tf_efficientnetv2_b1	79.466	20.534	94.722	5.278	8.14	240	0.882	bicubic
425	xcit_tiny_24_p16_224	79.444	20.556	94.888	5.112	12.12	224	1.000	bicubic
426	dla102x2	79.442	20.558	94.646	5.354	41.28	224	0.875	bilinear
427	resmlp_24_224	79.378	20.622	94.546	5.454	30.02	224	0.875	bicubic
428	repvgg_b2g4	79.366	20.634	94.688	5.312	61.76	224	0.875	bilinear
429	gluon_resnext50_32x4d	79.360	20.640	94.426	5.574	25.03	224	0.875	bicubic
430	resnext101_32x8d	79.316	20.684	94.518	5.482	88.79	224	0.875	bilinear
431	tf_efficientnet_cc_b1_8e	79.314	20.686	94.370	5.630	39.72	240	0.882	bicubic
432	ese_vovnet39b	79.312	20.688	94.714	5.286	24.57	224	0.875	bicubic
433	pit_xs_distilled_224	79.308	20.692	94.366	5.634	11.00	224	0.900	bicubic
434	gluon_resnet101_v1b	79.304	20.696	94.520	5.480	44.55	224	0.875	bicubic
435	nf_regnet_b1	79.300	20.700	94.754	5.246	10.22	288	0.900	bicubic
436	hrnet_w48	79.300	20.700	94.514	5.486	77.47	224	0.875	bilinear
437	resnetblur50	79.294	20.706	94.634	5.366	25.56	224	0.875	bicubic
438	eca_botnext26ts_256	79.276	20.724	94.616	5.384	10.59	256	0.950	bicubic
439	tf_efficientnet_b1_ap	79.274	20.726	94.308	5.692	7.79	240	0.882	bicubic
440	botnet26t_256	79.258	20.742	94.528	5.472	12.49	256	0.950	bicubic
441	efficientnet_em	79.252	20.748	94.792	5.208	6.90	240	0.882	bicubic
442	ssl_resnet50	79.224	20.776	94.830	5.170	25.56	224	0.875	bilinear
443	dpn68b	79.216	20.784	94.414	5.586	12.61	224	0.875	bicubic
444	resnet33ts	79.208	20.792	94.574	5.426	19.68	256	0.900	bicubic
445	regnetx_080	79.202	20.798	94.552	5.448	39.57	224	0.875	bicubic
446	res2net101_26w_4s	79.196	20.804	94.436	5.564	45.21	224	0.875	bilinear
447	fbnetv3_b	79.142	20.858	94.750	5.250	8.60	256	0.950	bilinear
448	halonet26t	79.112	20.888	94.314	5.686	12.48	256	0.950	bicubic
449	lambda_resnet26t	79.098	20.902	94.590	5.410	10.96	256	0.940	bicubic
450	coat_lite_mini	79.088	20.912	94.608	5.392	11.01	224	0.900	bicubic
451	legacy_seresnext50_32x4d	79.076	20.924	94.434	5.566	27.56	224	0.875	bilinear
452	regnetx_064	79.074	20.926	94.460	5.540	26.21	224	0.875	bicubic
453	gluon_resnet50_v1d	79.070	20.930	94.466	5.534	25.58	224	0.875	bicubic
454	xception	79.044	20.956	94.394	5.606	22.86	299	0.897	bicubic
455	resnet32ts	79.014	20.986	94.356	5.644	17.96	256	0.900	bicubic
456	mixnet_l	78.976	21.024	94.178	5.822	7.33	224	0.875	bicubic
457	lambda_resnet26rpt_256	78.964	21.036	94.426	5.574	10.99	256	0.940	bicubic
458	res2net50_26w_8s	78.952	21.048	94.306	5.694	48.40	224	0.875	bilinear
459	hrnet_w40	78.922	21.078	94.470	5.530	57.56	224	0.875	bilinear
460	hrnet_w44	78.896	21.104	94.370	5.630	67.06	224	0.875	bilinear
461	wide_resnet101_2	78.852	21.148	94.288	5.712	126.89	224	0.875	bilinear
462	tf_efficientnet_b1	78.828	21.172	94.198	5.802	7.79	240	0.882	bicubic
463	gluon_inception_v3	78.806	21.194	94.370	5.630	23.83	299	0.875	bicubic
464	repvgg_b2	78.794	21.206	94.418	5.582	89.02	224	0.875	bilinear
465	efficientnet_b1	78.788	21.212	94.346	5.654	7.79	256	1.000	bicubic
466	tf_mixnet_l	78.778	21.222	93.998	6.002	7.33	224	0.875	bicubic
467	gluon_resnet50_v1s	78.706	21.294	94.238	5.762	25.68	224	0.875	bicubic
468	dla169	78.682	21.318	94.336	5.664	53.39	224	0.875	bilinear
469	tf_efficientnet_b0_ns	78.664	21.336	94.376	5.624	5.29	224	0.875	bicubic
470	legacy_seresnet152	78.652	21.348	94.370	5.630	66.82	224	0.875	bilinear
471	xcit_tiny_12_p16_224_dist	78.578	21.422	94.198	5.802	6.72	224	1.000	bicubic
472	res2net50_26w_6s	78.570	21.430	94.124	5.876	37.05	224	0.875	bilinear
473	xception41	78.516	21.484	94.280	5.720	26.97	299	0.903	bicubic
474	dla102x	78.512	21.488	94.228	5.772	26.31	224	0.875	bilinear
475	regnetx_040	78.488	21.512	94.238	5.762	22.12	224	0.875	bicubic
476	resnest26d	78.484	21.516	94.294	5.706	17.07	224	0.875	bilinear
477	levit_128	78.482	21.518	94.012	5.988	9.21	224	0.900	bicubic
478	dla60_res2net	78.458	21.542	94.196	5.804	20.85	224	0.875	bilinear
479	dla60_res2next	78.456	21.544	94.146	5.854	17.03	224	0.875	bilinear
480	hrnet_w32	78.452	21.548	94.188	5.812	41.23	224	0.875	bilinear
481	coat_tiny	78.436	21.564	94.038	5.962	5.50	224	0.900	bicubic
482	vit_tiny_patch16_384	78.430	21.570	94.544	5.456	5.79	384	1.000	bicubic
483	selecsls60b	78.404	21.596	94.172	5.828	32.77	224	0.875	bicubic
484	cait_xxs24_224	78.386	21.614	94.308	5.692	11.96	224	1.000	bicubic
485	legacy_seresnet101	78.380	21.620	94.262	5.738	49.33	224	0.875	bilinear
486	repvgg_b1	78.368	21.632	94.094	5.906	57.42	224	0.875	bilinear
487	tf_efficientnetv2_b0	78.352	21.648	94.026	5.974	7.14	224	0.875	bicubic
488	tv_resnet152	78.320	21.680	94.034	5.966	60.19	224	0.875	bilinear
489	mobilevit_s	78.310	21.690	94.152	5.848	5.58	256	0.900	bicubic
490	res2next50	78.258	21.742	93.888	6.112	24.67	224	0.875	bilinear
491	bat_resnext26ts	78.248	21.752	94.096	5.904	10.73	256	0.900	bicubic
492	efficientnet_b1_pruned	78.244	21.756	93.834	6.166	6.33	240	0.882	bicubic
493	dla60x	78.228	21.772	94.024	5.976	17.35	224	0.875	bilinear
494	hrnet_w30	78.198	21.802	94.224	5.776	37.71	224	0.875	bilinear
495	pit_xs_224	78.190	21.810	94.166	5.834	10.62	224	0.900	bicubic
496	regnetx_032	78.184	21.816	94.088	5.912	15.30	224	0.875	bicubic
497	res2net50_14w_8s	78.144	21.856	93.852	6.148	25.06	224	0.875	bilinear
498	tf_efficientnet_em	78.126	21.874	94.046	5.954	6.90	240	0.882	bicubic
499	hardcorenas_f	78.102	21.898	93.802	6.198	8.20	224	0.875	bilinear
500	mobilevitv2_100	78.086	21.914	94.160	5.840	4.90	256	0.888	bicubic
501	efficientnet_es	78.058	21.942	93.944	6.056	5.44	224	0.875	bicubic
502	gmixer_24_224	78.036	21.964	93.670	6.330	24.72	224	0.875	bicubic
503	dla102	78.028	21.972	93.950	6.050	33.27	224	0.875	bilinear
504	gluon_resnet50_v1c	78.008	21.992	93.990	6.010	25.58	224	0.875	bicubic
505	selecsls60	77.984	22.016	93.832	6.168	30.67	224	0.875	bicubic
506	seresnext26t_32x4d	77.968	22.032	93.748	6.252	16.81	224	0.875	bicubic
507	res2net50_26w_4s	77.962	22.038	93.852	6.148	25.70	224	0.875	bilinear
508	resmlp_12_distilled_224	77.946	22.054	93.560	6.440	15.35	224	0.875	bicubic
509	mobilenetv3_large_100_miil	77.922	22.078	92.920	7.080	5.48	224	0.875	bilinear
510	tf_efficientnet_cc_b0_8e	77.900	22.100	93.658	6.342	24.01	224	0.875	bicubic
511	resnet26t	77.864	22.136	93.842	6.158	16.01	256	0.940	bicubic
512	rexnet_100	77.860	22.140	93.874	6.126	4.80	224	0.875	bicubic
513	seresnext26ts	77.858	22.142	93.790	6.210	10.39	256	0.900	bicubic
514	regnety_016	77.856	22.144	93.720	6.280	11.20	224	0.875	bicubic
515	tf_inception_v3	77.852	22.148	93.640	6.360	23.83	299	0.875	bicubic
516	xcit_nano_12_p8_384_dist	77.816	22.184	94.046	5.954	3.05	384	1.000	bicubic
517	gcresnext26ts	77.814	22.186	93.836	6.164	10.48	256	0.900	bicubic
518	hardcorenas_e	77.786	22.214	93.704	6.296	8.07	224	0.875	bilinear
519	efficientnet_b0	77.700	22.300	93.532	6.468	5.29	224	0.875	bicubic
520	tinynet_a	77.648	22.352	93.536	6.464	6.19	192	0.875	bicubic
521	legacy_seresnet50	77.632	22.368	93.750	6.250	28.09	224	0.875	bilinear
522	cs3darknet_m	77.626	22.374	94.014	5.986	9.31	288	0.950	bicubic
523	tv_resnext50_32x4d	77.618	22.382	93.700	6.300	25.03	224	0.875	bilinear
524	seresnext26d_32x4d	77.606	22.394	93.606	6.394	16.81	224	0.875	bicubic
525	repvgg_b1g4	77.588	22.412	93.830	6.170	39.97	224	0.875	bilinear
526	gluon_resnet50_v1b	77.584	22.416	93.720	6.280	25.56	224	0.875	bicubic
527	adv_inception_v3	77.578	22.422	93.738	6.262	23.83	299	0.875	bicubic
528	res2net50_48w_2s	77.524	22.476	93.550	6.450	25.29	224	0.875	bilinear
529	coat_lite_tiny	77.516	22.484	93.914	6.086	5.72	224	0.900	bicubic
530	tf_efficientnet_lite2	77.466	22.534	93.758	6.242	6.09	260	0.890	bicubic
531	eca_resnext26ts	77.458	22.542	93.568	6.432	10.30	256	0.900	bicubic
532	inception_v3	77.438	22.562	93.476	6.524	23.83	299	0.875	bicubic
533	hardcorenas_d	77.430	22.570	93.484	6.516	7.50	224	0.875	bilinear
534	tv_resnet101	77.380	22.620	93.544	6.456	44.55	224	0.875	bilinear
535	densenet161	77.354	22.646	93.636	6.364	28.68	224	0.875	bicubic
536	tf_efficientnet_cc_b0_4e	77.310	22.690	93.340	6.660	13.31	224	0.875	bicubic
537	mobilenetv2_120d	77.290	22.710	93.500	6.500	5.83	224	0.875	bicubic
538	densenet201	77.288	22.712	93.480	6.520	20.01	224	0.875	bicubic
539	cs3darknet_focus_m	77.282	22.718	93.972	6.028	9.30	288	0.950	bicubic
540	mixnet_m	77.262	22.738	93.422	6.578	5.01	224	0.875	bicubic
541	poolformer_s12	77.238	22.762	93.506	6.494	11.92	224	0.900	bicubic
542	selecsls42b	77.178	22.822	93.392	6.608	32.46	224	0.875	bicubic
543	xcit_tiny_12_p16_224	77.124	22.876	93.712	6.288	6.72	224	1.000	bicubic
544	resnet34d	77.116	22.884	93.382	6.618	21.82	224	0.875	bicubic
545	legacy_seresnext26_32x4d	77.104	22.896	93.316	6.684	16.79	224	0.875	bicubic
546	tf_efficientnet_b0_ap	77.088	22.912	93.258	6.742	5.29	224	0.875	bicubic
547	hardcorenas_c	77.052	22.948	93.160	6.840	5.52	224	0.875	bilinear
548	dla60	77.022	22.978	93.320	6.680	22.04	224	0.875	bilinear
549	crossvit_9_dagger_240	76.978	23.022	93.614	6.386	8.78	240	0.875	bicubic
550	tf_mixnet_m	76.946	23.054	93.152	6.848	5.01	224	0.875	bicubic
551	regnetx_016	76.942	23.058	93.424	6.576	9.19	224	0.875	bicubic
552	convmixer_1024_20_ks9_p14	76.942	23.058	93.358	6.642	24.38	224	0.960	bicubic
553	gernet_s	76.916	23.084	93.134	6.866	8.17	224	0.875	bilinear
554	skresnet34	76.904	23.096	93.320	6.680	22.28	224	0.875	bicubic
555	tf_efficientnet_b0	76.840	23.160	93.218	6.782	5.29	224	0.875	bicubic
556	ese_vovnet19b_dw	76.794	23.206	93.266	6.734	6.54	224	0.875	bicubic
557	resnext26ts	76.780	23.220	93.132	6.868	10.30	256	0.900	bicubic
558	hrnet_w18	76.760	23.240	93.444	6.556	21.30	224	0.875	bilinear
559	resnet26d	76.702	23.298	93.152	6.848	16.01	224	0.875	bicubic
560	resmlp_12_224	76.656	23.344	93.180	6.820	15.35	224	0.875	bicubic
561	tf_efficientnet_lite1	76.638	23.362	93.224	6.776	5.42	240	0.882	bicubic
562	mixer_b16_224	76.610	23.390	92.230	7.770	59.88	224	0.875	bicubic
563	tf_efficientnet_es	76.598	23.402	93.204	6.796	5.44	224	0.875	bicubic
564	densenetblur121d	76.580	23.420	93.188	6.812	8.00	224	0.875	bicubic
565	hardcorenas_b	76.536	23.464	92.754	7.246	5.18	224	0.875	bilinear
566	levit_128s	76.514	23.486	92.870	7.130	7.78	224	0.900	bicubic
567	mobilenetv2_140	76.512	23.488	92.998	7.002	6.11	224	0.875	bicubic
568	repvgg_a2	76.460	23.540	93.010	6.990	28.21	224	0.875	bilinear
569	xcit_nano_12_p8_224_dist	76.328	23.672	93.094	6.906	3.05	224	1.000	bicubic
570	regnety_008	76.314	23.686	93.070	6.930	6.26	224	0.875	bicubic
571	dpn68	76.310	23.690	92.978	7.022	12.61	224	0.875	bicubic
572	tv_resnet50	76.134	23.866	92.868	7.132	25.56	224	0.875	bilinear
573	mixnet_s	75.996	24.004	92.800	7.200	4.13	224	0.875	bicubic
574	vit_small_patch32_224	75.990	24.010	93.268	6.732	22.88	224	0.900	bicubic
575	vit_tiny_r_s16_p8_384	75.952	24.048	93.262	6.738	6.36	384	1.000	bicubic
576	hardcorenas_a	75.930	24.070	92.510	7.490	5.26	224	0.875	bilinear
577	densenet169	75.904	24.096	93.024	6.976	14.15	224	0.875	bicubic
578	mobilenetv3_large_100	75.776	24.224	92.540	7.460	5.48	224	0.875	bicubic
579	tf_mixnet_s	75.652	24.348	92.626	7.374	4.13	224	0.875	bicubic
580	mobilenetv3_rw	75.634	24.366	92.708	7.292	5.48	224	0.875	bicubic
581	mobilevitv2_075	75.608	24.392	92.758	7.242	2.87	256	0.888	bicubic
582	densenet121	75.580	24.420	92.648	7.352	7.98	224	0.875	bicubic
583	tf_mobilenetv3_large_100	75.512	24.488	92.606	7.394	5.48	224	0.875	bilinear
584	resnest14d	75.508	24.492	92.524	7.476	10.61	224	0.875	bilinear
585	efficientnet_lite0	75.468	24.532	92.516	7.484	4.65	224	0.875	bicubic
586	vit_tiny_patch16_224	75.464	24.536	92.844	7.156	5.72	224	0.900	bicubic
587	xcit_nano_12_p16_384_dist	75.456	24.544	92.690	7.310	3.05	384	1.000	bicubic
588	semnasnet_100	75.450	24.550	92.600	7.400	3.89	224	0.875	bicubic
589	resnet26	75.300	24.700	92.580	7.420	16.00	224	0.875	bicubic
590	regnety_006	75.252	24.748	92.532	7.468	6.06	224	0.875	bicubic
591	repvgg_b0	75.154	24.846	92.416	7.584	15.82	224	0.875	bilinear
592	fbnetc_100	75.116	24.884	92.386	7.614	5.57	224	0.875	bilinear
593	resnet34	75.112	24.888	92.284	7.716	21.80	224	0.875	bilinear
594	hrnet_w18_small_v2	75.110	24.890	92.416	7.584	15.60	224	0.875	bilinear
595	mobilenetv2_110d	75.036	24.964	92.192	7.808	4.52	224	0.875	bicubic
596	regnetx_008	75.034	24.966	92.340	7.660	7.26	224	0.875	bicubic
597	efficientnet_es_pruned	75.000	25.000	92.442	7.558	5.44	224	0.875	bicubic
598	tinynet_b	74.974	25.026	92.182	7.818	3.73	188	0.875	bicubic
599	edgenext_x_small	74.864	25.136	92.300	7.700	2.34	256	0.900	bicubic
600	tf_efficientnet_lite0	74.832	25.168	92.174	7.826	4.65	224	0.875	bicubic
601	legacy_seresnet34	74.810	25.190	92.126	7.874	21.96	224	0.875	bilinear
602	tv_densenet121	74.740	25.260	92.148	7.852	7.98	224	0.875	bicubic
603	mnasnet_100	74.650	25.350	92.114	7.886	4.38	224	0.875	bicubic
604	mobilevit_xs	74.634	25.366	92.346	7.654	2.32	256	0.900	bicubic
605	dla34	74.624	25.376	92.072	7.928	15.74	224	0.875	bilinear
606	gluon_resnet34_v1b	74.592	25.408	91.988	8.012	21.80	224	0.875	bicubic
607	pit_ti_distilled_224	74.534	25.466	92.096	7.904	5.10	224	0.900	bicubic
608	deit_tiny_distilled_patch16_224	74.512	25.488	91.890	8.110	5.91	224	0.900	bicubic
609	vgg19_bn	74.214	25.786	91.844	8.156	143.68	224	0.875	bilinear
610	spnasnet_100	74.090	25.910	91.816	8.184	4.42	224	0.875	bilinear
611	regnety_004	74.024	25.976	91.756	8.244	4.34	224	0.875	bicubic
612	ghostnet_100	73.980	26.020	91.458	8.542	5.18	224	0.875	bilinear
613	crossvit_9_240	73.960	26.040	91.964	8.036	8.55	240	0.875	bicubic
614	xcit_nano_12_p8_224	73.916	26.084	92.168	7.832	3.05	224	1.000	bicubic
615	regnetx_006	73.856	26.144	91.672	8.328	6.20	224	0.875	bicubic
616	vit_base_patch32_224_sam	73.692	26.308	91.012	8.988	88.22	224	0.900	bicubic
617	tf_mobilenetv3_large_075	73.440	26.560	91.348	8.652	3.99	224	0.875	bilinear
618	vgg16_bn	73.350	26.650	91.504	8.496	138.37	224	0.875	bilinear
619	crossvit_tiny_240	73.338	26.662	91.914	8.086	7.01	240	0.875	bicubic
620	tv_resnet34	73.308	26.692	91.424	8.576	21.80	224	0.875	bilinear
621	swsl_resnet18	73.274	26.726	91.736	8.264	11.69	224	0.875	bilinear
622	convit_tiny	73.114	26.886	91.720	8.280	5.71	224	0.875	bicubic
623	skresnet18	73.034	26.966	91.166	8.834	11.96	224	0.875	bicubic
624	semnasnet_075	72.974	27.026	91.134	8.866	2.91	224	0.875	bicubic
625	mobilenetv2_100	72.956	27.044	91.010	8.990	3.50	224	0.875	bicubic
626	pit_ti_224	72.912	27.088	91.406	8.594	4.85	224	0.900	bicubic
627	ssl_resnet18	72.604	27.396	91.424	8.576	11.69	224	0.875	bilinear
628	regnetx_004	72.396	27.604	90.838	9.162	5.16	224	0.875	bicubic
629	vgg19	72.366	27.634	90.872	9.128	143.67	224	0.875	bilinear
630	resnet14t	72.356	27.644	90.340	9.660	10.08	224	0.950	bilinear
631	hrnet_w18_small	72.336	27.664	90.680	9.320	13.19	224	0.875	bilinear
632	xcit_nano_12_p16_224_dist	72.302	27.698	90.862	9.138	3.05	224	1.000	bicubic
633	resnet18d	72.258	27.742	90.688	9.312	11.71	224	0.875	bicubic
634	tf_mobilenetv3_large_minimal_100	72.250	27.750	90.620	9.380	3.92	224	0.875	bilinear
635	deit_tiny_patch16_224	72.174	27.826	91.114	8.886	5.72	224	0.900	bicubic
636	lcnet_100	72.110	27.890	90.378	9.622	2.95	224	0.875	bicubic
637	mixer_l16_224	72.066	27.934	87.666	12.334	208.20	224	0.875	bicubic
638	vit_tiny_r_s16_p8_224	71.794	28.206	90.818	9.182	6.34	224	0.900	bicubic
639	legacy_seresnet18	71.740	28.260	90.330	9.670	11.78	224	0.875	bicubic
640	vgg13_bn	71.598	28.402	90.376	9.624	133.05	224	0.875	bilinear
641	vgg16	71.590	28.410	90.382	9.618	138.36	224	0.875	bilinear
642	tinynet_c	71.228	28.772	89.748	10.252	2.46	184	0.875	bicubic
643	edgenext_xx_small	71.106	28.894	90.032	9.968	1.33	256	0.900	bicubic
644	gluon_resnet18_v1b	70.838	29.162	89.762	10.238	11.69	224	0.875	bicubic
645	vgg11_bn	70.360	29.640	89.802	10.198	132.87	224	0.875	bilinear
646	regnety_002	70.256	29.744	89.534	10.466	3.16	224	0.875	bicubic
647	mobilevitv2_050	70.140	29.860	89.930	10.070	1.37	256	0.888	bicubic
648	xcit_nano_12_p16_224	69.954	30.046	89.756	10.244	3.05	224	1.000	bicubic
649	vgg13	69.926	30.074	89.246	10.754	133.05	224	0.875	bilinear
650	resnet18	69.748	30.252	89.084	10.916	11.69	224	0.875	bilinear
651	vgg11	69.028	30.972	88.628	11.372	132.86	224	0.875	bilinear
652	mobilevit_xxs	68.920	31.080	88.946	11.054	1.27	256	0.900	bicubic
653	lcnet_075	68.814	31.186	88.364	11.636	2.36	224	0.875	bicubic
654	regnetx_002	68.754	31.246	88.556	11.444	2.68	224	0.875	bicubic
655	resnet10t	68.308	31.692	88.080	11.920	5.44	224	0.950	bilinear
656	tf_mobilenetv3_small_100	67.926	32.074	87.668	12.332	2.54	224	0.875	bilinear
657	dla60x_c	67.880	32.120	88.434	11.566	1.32	224	0.875	bilinear
658	mobilenetv3_small_100	67.658	32.342	87.634	12.366	2.54	224	0.875	bicubic
659	tinynet_d	66.962	33.038	87.064	12.936	2.34	152	0.875	bicubic
660	mnasnet_small	66.206	33.794	86.506	13.494	2.03	224	0.875	bicubic
661	dla46x_c	65.952	34.048	86.986	13.014	1.07	224	0.875	bilinear
662	mobilenetv2_050	65.944	34.056	86.080	13.920	1.97	224	0.875	bicubic
663	tf_mobilenetv3_small_075	65.712	34.288	86.130	13.870	2.04	224	0.875	bilinear
664	mobilenetv3_small_075	65.238	34.762	85.440	14.560	2.04	224	0.875	bicubic
665	dla46_c	64.872	35.128	86.302	13.698	1.30	224	0.875	bilinear
666	lcnet_050	63.094	36.906	84.382	15.618	1.88	224	0.875	bicubic
667	tf_mobilenetv3_small_minimal_100	62.900	37.100	84.234	15.766	2.04	224	0.875	bilinear
668	tinynet_e	59.856	40.144	81.766	18.234	2.04	106	0.875	bicubic
669	mobilenetv3_small_050	57.890	42.110	80.194	19.806	1.59	224	0.875	bicubic