pytorch-image-models/results/benchmark-infer-amp-nchw-pt110-cu113-rtx3090.csv

1	model	infer_samples_per_sec	infer_step_time	infer_batch_size	infer_img_size	infer_gmacs	infer_macts	param_count
2	tinynet_e	38522.1	6.633	256	106	0.03	0.69	2.04
3	mobilenetv3_small_050	32214.84	7.935	256	224	0.03	0.92	1.59
4	lcnet_035	31434.42	8.133	256	224	0.03	1.04	1.64
5	lcnet_050	27990.74	9.135	256	224	0.05	1.26	1.88
6	tf_mobilenetv3_small_minimal_100	24613.65	10.389	256	224	0.06	1.41	2.04
7	mobilenetv3_small_075	23970.62	10.668	256	224	0.05	1.3	2.04
8	tinynet_d	22226.54	11.506	256	152	0.05	1.42	2.34
9	mobilenetv3_small_100	20961.66	12.202	256	224	0.06	1.42	2.54
10	tf_mobilenetv3_small_075	20346.43	12.57	256	224	0.05	1.3	2.04
11	tf_mobilenetv3_small_100	18514.72	13.814	256	224	0.06	1.42	2.54
12	lcnet_075	18250.57	14.016	256	224	0.1	1.99	2.36
13	levit_128s	17514.74	14.605	256	224	0.31	1.88	7.78
14	mnasnet_small	16174.2	15.817	256	224	0.07	2.16	2.03
15	mobilenetv2_035	16065.18	15.924	256	224	0.07	2.86	1.68
16	regnetx_002	15056.58	16.991	256	224	0.2	2.16	2.68
17	ghostnet_050	14915.33	17.152	256	224	0.05	1.77	2.59
18	lcnet_100	14745.93	17.35	256	224	0.16	2.52	2.95
19	regnety_002	13600.49	18.812	256	224	0.2	2.17	3.16
20	mobilenetv2_050	12921.59	19.8	256	224	0.1	3.64	1.97
21	mnasnet_050	12170.95	21.022	256	224	0.11	3.07	2.22
22	levit_128	12112.09	21.125	256	224	0.41	2.71	9.21
23	semnasnet_050	11653.92	21.956	256	224	0.11	3.44	2.08
24	tinynet_c	11441.66	22.362	256	184	0.11	2.87	2.46
25	levit_192	10512.15	24.341	256	224	0.66	3.2	10.95
26	gernet_s	10252.23	24.96	256	224	0.75	2.65	8.17
27	mixer_s32_224	9991.39	25.611	256	224	1.0	2.28	19.1
28	mobilenetv3_large_075	9848.53	25.983	256	224	0.16	4.0	3.99
29	ese_vovnet19b_slim_dw	9567.57	26.746	256	224	0.4	5.28	1.9
30	lcnet_150	9561.66	26.763	256	224	0.34	3.79	4.5
31	vit_small_patch32_224	9406.05	27.206	256	224	1.15	2.5	22.88
32	regnetx_004	9291.08	27.542	256	224	0.4	3.14	5.16
33	tf_mobilenetv3_large_minimal_100	9242.84	27.684	256	224	0.22	4.4	3.92
34	tf_mobilenetv3_large_075	8812.22	29.037	256	224	0.16	4.0	3.99
35	mobilenetv3_rw	8698.97	29.417	256	224	0.23	4.41	5.48
36	vit_tiny_r_s16_p8_224	8636.97	29.629	256	224	0.44	2.06	6.34
37	mobilenetv3_large_100	8617.52	29.696	256	224	0.23	4.41	5.48
38	mobilenetv3_large_100_miil	8613.51	29.709	256	224	0.23	4.41	5.48
39	ssl_resnet18	8520.11	30.036	256	224	1.82	2.48	11.69
40	gluon_resnet18_v1b	8514.08	30.057	256	224	1.82	2.48	11.69
41	resnet18	8481.72	30.171	256	224	1.82	2.48	11.69
42	swsl_resnet18	8383.36	30.526	256	224	1.82	2.48	11.69
43	ghostnet_100	8302.41	30.823	256	224	0.15	3.55	5.18
44	mobilenetv2_075	8284.54	30.89	256	224	0.22	5.86	2.64
45	mnasnet_075	8193.74	31.233	256	224	0.23	4.77	3.17
46	seresnet18	7935.21	32.25	256	224	1.82	2.49	11.78
47	levit_256	7830.25	32.682	256	224	1.13	4.23	18.89
48	tf_mobilenetv3_large_100	7782.64	32.881	256	224	0.23	4.41	5.48
49	legacy_seresnet18	7750.12	33.02	256	224	1.82	2.49	11.78
50	regnetx_006	7679.18	33.326	256	224	0.61	3.98	6.2
51	semnasnet_075	7673.81	33.35	256	224	0.23	5.54	2.91
52	mobilenetv2_100	7580.19	33.761	256	224	0.31	6.68	3.5
53	regnety_004	7520.0	34.031	256	224	0.41	3.89	4.34
54	tinynet_b	7462.13	34.294	256	188	0.21	4.44	3.73
55	hardcorenas_a	7310.63	35.006	256	224	0.23	4.38	5.26
56	hardcorenas_b	7243.65	35.33	256	224	0.26	5.09	5.18
57	mnasnet_100	7211.43	35.488	256	224	0.33	5.46	4.38
58	mnasnet_b1	7197.57	35.556	256	224	0.33	5.46	4.38
59	resnet18d	7139.78	35.845	256	224	2.06	3.29	11.71
60	mnasnet_a1	6803.23	37.618	256	224	0.32	6.23	3.89
61	ghostnet_130	6799.96	37.636	256	224	0.24	4.6	7.36
62	semnasnet_100	6798.37	37.645	256	224	0.32	6.23	3.89
63	hardcorenas_c	6791.21	37.684	256	224	0.28	5.01	5.52
64	spnasnet_100	6742.99	37.955	256	224	0.35	6.03	4.42
65	regnety_006	6741.6	37.962	256	224	0.61	4.33	6.06
66	ese_vovnet19b_slim	6727.44	38.04	256	224	1.69	3.52	3.17
67	hardcorenas_d	6616.74	38.678	256	224	0.3	4.93	7.5
68	tf_efficientnetv2_b0	6404.53	39.959	256	224	0.73	4.77	7.14
69	regnetx_008	6126.62	41.774	256	224	0.81	5.15	7.26
70	efficientnet_lite0	5820.53	43.971	256	224	0.4	6.74	4.65
71	dla46_c	5815.5	44.006	256	224	0.58	4.5	1.3
72	resnetblur18	5731.2	44.657	256	224	2.34	3.39	11.69
73	mobilenetv2_110d	5728.31	44.679	256	224	0.45	8.71	4.52
74	tinynet_a	5715.04	44.781	256	192	0.35	5.41	6.19
75	rexnet_100	5705.81	44.855	256	224	0.41	7.44	4.8
76	rexnetr_100	5702.38	44.882	256	224	0.43	7.72	4.88
77	hardcorenas_f	5633.4	45.432	256	224	0.35	5.57	8.2
78	regnety_008	5562.41	46.011	256	224	0.81	5.25	6.26
79	hardcorenas_e	5407.35	47.331	256	224	0.35	5.65	8.07
80	fbnetc_100	5335.41	47.97	256	224	0.4	6.51	5.57
81	skresnet18	5314.32	48.161	256	224	1.82	3.24	11.96
82	tf_efficientnet_lite0	5277.93	48.492	256	224	0.4	6.74	4.65
83	efficientnet_b0	5118.94	50.0	256	224	0.4	6.75	5.29
84	mobilenetv2_140	5111.46	50.073	256	224	0.6	9.57	6.11
85	ese_vovnet19b_dw	5070.62	50.475	256	224	1.34	8.25	6.54
86	mnasnet_140	5006.18	51.125	256	224	0.6	7.71	7.12
87	efficientnet_b1_pruned	5001.01	51.178	256	240	0.4	6.21	6.33
88	resnet34	4971.16	51.486	256	224	3.67	3.74	21.8
89	gluon_resnet34_v1b	4968.4	51.515	256	224	3.67	3.74	21.8
90	tv_resnet34	4947.3	51.734	256	224	3.67	3.74	21.8
91	visformer_tiny	4922.23	51.997	256	224	1.27	5.72	10.32
92	hrnet_w18_small	4823.01	53.067	256	224	1.61	5.72	13.19
93	semnasnet_140	4792.63	53.404	256	224	0.6	8.87	6.11
94	levit_384	4732.88	54.078	256	224	2.36	6.26	39.13
95	tf_efficientnet_b0_ns	4689.2	54.583	256	224	0.4	6.75	5.29
96	tf_efficientnet_b0_ap	4677.78	54.715	256	224	0.4	6.75	5.29
97	tf_efficientnet_b0	4677.33	54.72	256	224	0.4	6.75	5.29
98	seresnet34	4638.93	55.174	256	224	3.67	3.74	21.96
99	selecsls42b	4636.17	55.206	256	224	2.98	4.62	32.46
100	dla46x_c	4631.52	55.26	256	224	0.54	5.66	1.07
101	selecsls42	4604.3	55.589	256	224	2.94	4.62	30.35
102	deit_tiny_patch16_224	4580.12	55.882	256	224	1.26	5.97	5.72
103	vit_tiny_patch16_224	4575.68	55.937	256	224	1.26	5.97	5.72
104	gernet_m	4537.32	56.41	256	224	3.02	5.24	21.14
105	deit_tiny_distilled_patch16_224	4513.87	56.702	256	224	1.27	6.01	5.91
106	nf_regnet_b0	4512.73	56.717	256	256	0.64	5.58	8.76
107	legacy_seresnet34	4498.05	56.902	256	224	3.67	3.74	21.96
108	resnet34d	4471.13	57.245	256	224	3.91	4.54	21.82
109	rexnetr_130	4425.1	57.84	256	224	0.68	9.81	7.61
110	pit_ti_distilled_224	4357.18	58.742	256	224	0.71	6.23	5.1
111	pit_ti_224	4345.5	58.9	256	224	0.7	6.19	4.85
112	mixnet_s	4322.59	59.212	256	224	0.25	6.25	4.13
113	dla60x_c	4316.36	59.296	256	224	0.59	6.01	1.32
114	tf_efficientnetv2_b1	4297.02	59.563	256	240	1.21	7.34	8.14
115	rexnet_130	4232.23	60.476	256	224	0.68	9.71	7.56
116	xcit_nano_12_p16_224_dist	4222.67	60.614	256	224	0.56	4.17	3.05
117	xcit_nano_12_p16_224	4207.85	60.827	256	224	0.56	4.17	3.05
118	resnet26	4180.52	61.224	256	224	2.36	7.35	16.0
119	resmlp_12_distilled_224	4174.74	61.31	256	224	3.01	5.5	15.35
120	resmlp_12_224	4169.39	61.389	256	224	3.01	5.5	15.35
121	mobilenetv2_120d	4149.08	61.689	256	224	0.69	11.97	5.83
122	vit_base_patch32_224_sam	4128.66	61.994	256	224	4.41	5.01	88.22
123	vit_base_patch32_224	4107.27	62.317	256	224	4.41	5.01	88.22
124	tf_mixnet_s	4070.89	62.873	256	224	0.25	6.25	4.13
125	repvgg_b0	4034.35	63.443	256	224	3.41	6.15	15.82
126	mixer_b32_224	3992.12	64.115	256	224	3.24	6.29	60.29
127	selecsls60	3976.19	64.371	256	224	3.59	5.52	30.67
128	selecsls60b	3972.94	64.425	256	224	3.63	5.52	32.77
129	rexnetr_150	3836.3	66.719	256	224	0.89	11.13	9.78
130	efficientnet_lite1	3836.28	66.719	256	240	0.62	10.14	5.42
131	resnet26d	3798.91	67.377	256	224	2.6	8.15	16.01
132	dla34	3769.64	67.899	256	224	3.07	5.02	15.74
133	rexnet_150	3681.94	69.516	256	224	0.9	11.21	9.73
134	ecaresnet50d_pruned	3648.06	70.162	256	224	2.53	6.43	19.94
135	nf_resnet26	3644.75	70.227	256	224	2.41	7.35	16.0
136	tf_efficientnet_lite1	3554.59	72.006	256	240	0.62	10.14	5.42
137	pit_xs_224	3526.31	72.586	256	224	1.4	7.71	10.62
138	regnetx_016	3513.85	72.844	256	224	1.62	7.93	9.19
139	pit_xs_distilled_224	3500.42	73.123	256	224	1.41	7.76	11.0
140	fbnetv3_d	3391.58	75.47	256	256	0.68	11.1	10.31
141	efficientnet_es_pruned	3370.79	75.934	256	224	1.81	8.73	5.44
142	fbnetv3_b	3370.57	75.939	256	256	0.55	9.1	8.6
143	efficientnet_es	3367.33	76.013	256	224	1.81	8.73	5.44
144	efficientnet_b2_pruned	3361.3	76.15	256	260	0.73	9.13	8.31
145	efficientnet_cc_b0_8e	3277.21	78.103	256	224	0.42	9.42	24.01
146	mixer_s16_224	3266.14	78.369	256	224	3.79	5.97	18.53
147	efficientnet_cc_b0_4e	3265.3	78.389	256	224	0.41	9.42	13.31
148	tf_efficientnet_es	3259.95	78.516	256	224	1.81	8.73	5.44
149	tf_efficientnetv2_b2	3255.37	78.626	256	260	1.72	9.84	10.1
150	resnest14d	3217.37	79.556	256	224	2.76	7.33	10.61
151	nf_seresnet26	3202.97	79.914	256	224	2.41	7.36	17.4
152	nf_ecaresnet26	3189.01	80.265	256	224	2.41	7.36	16.0
153	gernet_l	3181.93	80.443	256	256	4.57	8.0	31.08
154	regnety_016	3102.97	82.489	256	224	1.63	8.04	11.2
155	tf_efficientnet_cc_b0_8e	3093.44	82.743	256	224	0.42	9.42	24.01
156	tf_efficientnet_cc_b0_4e	3085.55	82.954	256	224	0.41	9.42	13.31
157	mixnet_m	3056.44	83.746	256	224	0.36	8.19	5.01
158	skresnet34	3030.56	84.459	256	224	3.67	5.13	22.28
159	resnext26ts	3023.16	84.668	256	256	2.43	10.52	10.3
160	repvgg_a2	3004.59	85.192	256	224	5.7	6.26	28.21
161	vit_tiny_r_s16_p8_384	3002.92	85.238	256	384	1.34	6.49	6.36
162	legacy_seresnext26_32x4d	3001.06	85.291	256	224	2.49	9.39	16.79
163	vit_small_patch32_384	2997.9	85.382	256	384	3.45	8.25	22.92
164	xcit_tiny_12_p16_224_dist	2978.68	85.929	256	224	1.24	6.29	6.72
165	xcit_tiny_12_p16_224	2968.51	86.225	256	224	1.24	6.29	6.72
166	resnet26t	2964.54	86.343	256	256	3.35	10.52	16.01
167	gmixer_12_224	2952.25	86.702	256	224	2.67	7.26	12.7
168	seresnext26ts	2943.83	86.951	256	256	2.43	10.52	10.39
169	eca_resnext26ts	2943.35	86.964	256	256	2.43	10.52	10.3
170	efficientnet_lite2	2941.13	87.03	256	260	0.89	12.9	6.09
171	tf_efficientnet_b1_ap	2928.7	87.399	256	240	0.71	10.88	7.79
172	tf_efficientnet_b1	2924.32	87.53	256	240	0.71	10.88	7.79
173	tf_efficientnet_b1_ns	2924.08	87.537	256	240	0.71	10.88	7.79
174	tf_mixnet_m	2922.35	87.587	256	224	0.36	8.19	5.01
175	gcresnext26ts	2878.37	88.928	256	256	2.43	10.53	10.48
176	efficientnet_b1	2842.35	90.055	256	256	0.77	12.22	7.79
177	ecaresnet101d_pruned	2827.84	90.516	256	224	3.48	7.69	24.88
178	seresnext26tn_32x4d	2809.03	91.123	256	224	2.7	10.09	16.81
179	ecaresnext50t_32x4d	2808.18	91.151	256	224	2.7	10.09	15.41
180	seresnext26t_32x4d	2807.76	91.164	256	224	2.7	10.09	16.81
181	ecaresnext26t_32x4d	2799.26	91.441	256	224	2.7	10.09	15.41
182	seresnext26d_32x4d	2790.46	91.729	256	224	2.73	10.19	16.81
183	ecaresnetlight	2759.56	92.757	256	224	4.11	8.42	30.16
184	rexnetr_200	2747.9	93.151	256	224	1.59	15.11	16.52
185	nf_regnet_b2	2743.38	93.303	256	272	1.22	9.27	14.31
186	tf_efficientnet_lite2	2742.42	93.334	256	260	0.89	12.9	6.09
187	nf_regnet_b1	2740.87	93.389	256	288	1.02	9.2	10.22
188	crossvit_tiny_240	2729.62	93.771	256	240	1.57	9.08	7.01
189	resnetv2_50	2688.33	95.214	256	224	4.11	11.11	25.55
190	rexnet_200	2686.43	95.282	256	224	1.56	14.91	16.37
191	crossvit_9_240	2684.97	95.332	256	240	1.85	9.52	8.55
192	eca_botnext26ts_256	2675.06	95.687	256	256	2.46	11.6	10.59
193	vgg11	2663.05	96.12	256	224	7.61	7.44	132.86
194	botnet26t_256	2660.83	96.197	256	256	3.32	11.98	12.49
195	tresnet_m	2657.08	96.334	256	224	5.74	7.31	31.39
196	eca_halonext26ts	2619.52	97.716	256	256	2.44	11.46	10.76
197	halonet26t	2612.17	97.992	256	256	3.19	11.69	12.48
198	crossvit_9_dagger_240	2602.86	98.339	256	240	1.99	9.97	8.78
199	efficientnet_b3_pruned	2602.84	98.342	256	300	1.04	11.86	9.86
200	resnet50	2602.03	98.373	256	224	4.11	11.11	25.56
201	tv_resnet50	2597.64	98.539	256	224	4.11	11.11	25.56
202	gluon_resnet50_v1b	2593.37	98.702	256	224	4.11	11.11	25.56
203	ssl_resnet50	2588.68	98.881	256	224	4.11	11.11	25.56
204	swsl_resnet50	2588.5	98.887	256	224	4.11	11.11	25.56
205	convit_tiny	2557.96	100.066	256	224	1.26	7.94	5.71
206	vovnet39a	2552.48	100.283	256	224	7.09	6.73	22.6
207	resnetv2_50t	2536.73	100.905	256	224	4.32	11.82	25.57
208	resnetv2_50d	2523.31	101.442	256	224	4.35	11.92	25.57
209	resnet32ts	2520.72	101.547	256	256	4.63	11.58	17.96
210	resnet33ts	2487.04	102.921	256	256	4.76	11.66	19.68
211	bat_resnext26ts	2486.58	102.938	256	256	2.53	12.51	10.73
212	vit_small_resnet26d_224	2484.66	103.019	256	224	5.07	11.12	63.61
213	ese_vovnet39b	2483.84	103.055	256	224	7.09	6.74	24.57
214	cspresnet50	2476.24	103.369	256	256	4.54	11.5	21.62
215	eca_vovnet39b	2474.83	103.43	256	224	7.09	6.74	22.6
216	hrnet_w18_small_v2	2473.49	103.485	256	224	2.62	9.65	15.6
217	gluon_resnet50_v1c	2461.53	103.989	256	224	4.35	11.92	25.58
218	cspresnext50	2459.33	104.08	256	224	3.1	12.14	20.57
219	resnet50t	2452.68	104.364	256	224	4.32	11.82	25.57
220	gluon_resnet50_v1d	2447.81	104.572	256	224	4.35	11.92	25.58
221	resnet50d	2444.17	104.728	256	224	4.35	11.92	25.58
222	dpn68b	2437.01	105.034	256	224	2.35	10.47	12.61
223	legacy_seresnet50	2425.37	105.54	256	224	3.88	10.6	28.09
224	gmlp_ti16_224	2422.83	105.65	256	224	1.34	7.55	5.87
225	seresnet33ts	2418.32	105.847	256	256	4.76	11.66	19.78
226	eca_resnet33ts	2414.21	106.028	256	256	4.76	11.66	19.68
227	dpn68	2412.98	106.079	256	224	2.35	10.47	12.61
228	selecsls84	2409.11	106.251	256	224	5.9	7.57	50.95
229	vgg11_bn	2392.35	106.996	256	224	7.62	7.44	132.87
230	mixnet_l	2360.8	108.426	256	224	0.58	10.84	7.33
231	gcresnet33ts	2355.59	108.666	256	256	4.76	11.68	19.88
232	lambda_resnet26t	2353.44	108.765	256	256	3.02	11.87	10.96
233	pit_s_224	2338.74	109.449	256	224	2.88	11.56	23.46
234	dla60	2331.19	109.802	256	224	4.26	10.16	22.04
235	cspresnet50w	2330.53	109.833	256	256	5.04	12.19	28.12
236	seresnet50	2324.39	110.125	256	224	4.11	11.13	28.09
237	resnest26d	2321.38	110.267	256	224	3.64	9.97	17.07
238	pit_s_distilled_224	2320.78	110.295	256	224	2.9	11.64	24.04
239	cspresnet50d	2313.66	110.634	256	256	4.86	12.55	21.64
240	deit_small_patch16_224	2312.17	110.706	256	224	4.61	11.95	22.05
241	vit_small_patch16_224	2301.45	111.22	256	224	4.61	11.95	22.05
242	deit_small_distilled_patch16_224	2273.38	112.595	256	224	4.63	12.02	22.44
243	tf_efficientnet_b2_ap	2266.39	112.943	256	260	1.02	13.83	9.11
244	tf_efficientnet_b2	2265.35	112.996	256	260	1.02	13.83	9.11
245	tf_efficientnet_b2_ns	2264.55	113.035	256	260	1.02	13.83	9.11
246	tf_mixnet_l	2263.46	113.087	256	224	0.58	10.84	7.33
247	densenet121	2251.23	113.702	256	224	2.87	6.9	7.98
248	res2net50_48w_2s	2244.59	114.041	256	224	4.18	11.72	25.29
249	tv_densenet121	2243.68	114.087	256	224	2.87	6.9	7.98
250	resnetaa50d	2224.41	115.074	256	224	5.39	12.44	25.58
251	seresnet50t	2204.01	116.141	256	224	4.32	11.83	28.1
252	resnetblur50	2197.45	116.486	256	224	5.16	12.02	25.56
253	haloregnetz_b	2191.27	116.814	256	224	1.97	11.94	11.68
254	ecaresnet50d	2187.04	117.042	256	224	4.35	11.93	25.58
255	resnetrs50	2155.43	118.757	256	224	4.48	12.14	35.69
256	densenet121d	2152.18	118.936	256	224	3.11	7.7	8.0
257	gluon_resnet50_v1s	2129.0	120.233	256	224	5.47	13.52	25.68
258	visformer_small	2128.36	120.269	256	224	4.88	11.43	40.22
259	resmlp_24_224	2126.97	120.348	256	224	5.96	10.91	30.02
260	efficientnet_b2a	2125.57	120.427	256	288	1.12	16.2	9.11
261	resmlp_24_distilled_224	2124.32	120.497	256	224	5.96	10.91	30.02
262	efficientnet_b2	2121.96	120.632	256	288	1.12	16.2	9.11
263	regnetx_032	2121.9	120.635	256	224	3.2	11.37	15.3
264	adv_inception_v3	2116.52	120.939	256	299	5.73	8.97	23.83
265	gluon_inception_v3	2110.53	121.285	256	299	5.73	8.97	23.83
266	inception_v3	2106.47	121.518	256	299	5.73	8.97	23.83
267	tf_inception_v3	2102.15	121.765	256	299	5.73	8.97	23.83
268	vovnet57a	2101.83	121.786	256	224	8.95	7.52	36.64
269	resnetblur50d	2086.08	122.707	256	224	5.4	12.82	25.58
270	efficientnet_em	2080.04	123.062	256	240	3.04	14.34	6.9
271	efficientnet_cc_b1_8e	2060.35	124.238	256	240	0.75	15.44	39.72
272	cspresnext50_iabn	2046.67	125.068	256	256	4.02	15.86	20.57
273	densenetblur121d	2045.46	125.142	256	224	3.11	7.9	8.0
274	tf_efficientnet_em	2031.54	125.998	256	240	3.04	14.34	6.9
275	vit_base_resnet26d_224	2020.03	126.719	256	224	6.97	13.16	101.4
276	ese_vovnet57b	2017.2	126.896	256	224	8.95	7.52	38.61
277	ssl_resnext50_32x4d	2016.48	126.942	256	224	4.26	14.4	25.03
278	swsl_resnext50_32x4d	2014.9	127.042	256	224	4.26	14.4	25.03
279	seresnetaa50d	2014.43	127.071	256	224	5.4	12.46	28.11
280	gluon_resnext50_32x4d	2013.28	127.144	256	224	4.26	14.4	25.03
281	tv_resnext50_32x4d	2010.77	127.303	256	224	4.26	14.4	25.03
282	resnext50_32x4d	2010.4	127.325	256	224	4.26	14.4	25.03
283	tf_efficientnet_cc_b1_8e	1970.45	129.905	256	240	0.75	15.44	39.72
284	cspdarknet53_iabn	1958.85	130.675	256	256	6.53	16.81	27.64
285	dla60x	1947.14	131.46	256	224	3.54	13.8	17.35
286	regnetx_040	1940.97	131.881	256	224	3.99	12.2	22.12
287	skresnet50	1940.94	131.882	256	224	4.11	12.5	25.8
288	nf_seresnet50	1937.18	132.139	256	224	4.21	11.13	28.09
289	nf_ecaresnet50	1931.32	132.54	256	224	4.21	11.13	25.56
290	res2net50_26w_4s	1927.67	132.79	256	224	4.28	12.61	25.7
291	tf_efficientnetv2_b3	1921.68	133.203	256	300	3.04	15.74	14.36
292	resnext50d_32x4d	1917.13	133.521	256	224	4.5	15.2	25.05
293	regnety_040	1911.7	133.9	256	224	4.0	12.29	20.65
294	gcresnet50t	1897.82	134.88	256	256	5.42	14.67	25.9
295	efficientnetv2_rw_t	1893.97	135.153	256	288	3.19	16.42	13.65
296	sehalonet33ts	1881.49	136.051	256	256	3.55	14.7	13.69
297	lambda_resnet26rpt_256	1854.82	138.007	256	256	3.16	11.87	10.99
298	skresnet50d	1849.16	138.429	256	224	4.36	13.31	25.82
299	gcresnext50ts	1842.39	138.938	256	256	3.75	15.46	15.67
300	seresnext50_32x4d	1842.11	138.958	256	224	4.26	14.42	27.56
301	gluon_seresnext50_32x4d	1836.43	139.388	256	224	4.26	14.42	27.56
302	dla60_res2net	1834.89	139.503	256	224	4.15	12.34	20.85
303	legacy_seresnext50_32x4d	1833.54	139.608	256	224	4.26	14.42	27.56
304	resnest50d_1s4x24d	1830.82	139.816	256	224	4.43	13.57	25.68
305	repvgg_b1g4	1821.65	140.52	256	224	8.15	10.64	39.97
306	darknet53	1820.66	140.594	256	256	9.31	12.39	41.61
307	densenet169	1814.76	141.051	256	224	3.4	7.3	14.15
308	gc_efficientnetv2_rw_t	1812.58	141.223	256	288	3.2	16.45	13.68
309	res2net50_14w_8s	1809.09	141.495	256	224	4.21	13.28	25.06
310	coat_lite_tiny	1803.47	141.935	256	224	1.6	11.65	5.72
311	res2next50	1798.23	142.351	256	224	4.2	13.71	24.67
312	cspdarknet53	1759.27	145.502	256	256	6.57	16.81	27.64
313	ecaresnet26t	1753.56	145.977	256	320	5.24	16.44	16.01
314	dla60_res2next	1751.16	146.174	256	224	3.49	13.17	17.03
315	efficientnet_lite3	1747.68	146.468	256	300	1.65	21.85	8.2
316	nf_regnet_b3	1737.85	147.296	256	320	2.05	14.61	18.59
317	vgg13	1734.82	147.554	256	224	11.31	12.25	133.05
318	regnetz_b16	1724.03	148.477	256	288	2.39	16.43	9.72
319	coat_lite_mini	1717.28	149.059	256	224	2.0	12.25	11.01
320	mixnet_xl	1685.34	151.886	256	224	0.93	14.57	11.9
321	vit_small_r26_s32_224	1673.77	152.936	256	224	3.56	9.85	36.43
322	sebotnet33ts_256	1634.05	156.655	256	256	3.89	17.46	13.7
323	resnetv2_101	1630.31	157.012	256	224	7.83	16.23	44.54
324	tf_efficientnet_lite3	1628.65	157.171	256	300	1.65	21.85	8.2
325	convnext_tiny	1599.8	160.006	256	224	4.47	13.44	28.59
326	tv_resnet101	1599.73	160.015	256	224	7.83	16.23	44.55
327	gluon_resnet101_v1b	1599.19	160.07	256	224	7.83	16.23	44.55
328	convnext_tiny_hnf	1598.61	160.125	256	224	4.47	13.44	28.59
329	resnet101	1594.14	160.576	256	224	7.83	16.23	44.55
330	xcit_tiny_24_p16_224_dist	1587.39	161.257	256	224	2.34	11.82	12.12
331	xcit_tiny_24_p16_224	1582.27	161.779	256	224	2.34	11.82	12.12
332	repvgg_b1	1574.77	162.553	256	224	13.16	10.64	57.42
333	resnetv2_101d	1569.58	163.088	256	224	8.07	17.04	44.56
334	xcit_small_12_p16_224_dist	1568.96	163.153	256	224	4.82	12.58	26.25
335	xcit_small_12_p16_224	1566.49	163.411	256	224	4.82	12.58	26.25
336	vit_base_resnet50d_224	1557.57	164.346	256	224	8.73	16.92	110.97
337	resnest50d	1550.54	165.09	256	224	5.4	14.36	27.48
338	gluon_resnet101_v1c	1550.28	165.12	256	224	8.08	17.04	44.57
339	lambda_resnet50ts	1550.05	165.145	256	256	5.07	17.48	21.54
340	vgg13_bn	1545.09	165.675	256	224	11.33	12.25	133.05
341	gluon_resnet101_v1d	1542.32	165.972	256	224	8.08	17.04	44.57
342	dla102	1542.08	165.995	256	224	7.19	14.18	33.27
343	twins_svt_small	1526.51	167.691	256	224	2.94	13.75	24.06
344	wide_resnet50_2	1515.12	168.952	256	224	11.43	14.4	68.88
345	gmixer_24_224	1503.65	170.24	256	224	5.28	14.45	24.72
346	resnetv2_50x1_bit_distilled	1496.53	171.051	256	224	4.23	11.11	25.55
347	regnetx_080	1491.93	171.578	256	224	8.02	14.06	39.57
348	xcit_nano_12_p16_384_dist	1489.5	171.858	256	384	1.64	12.15	3.05
349	crossvit_small_240	1472.6	173.826	256	240	5.63	18.17	26.86
350	res2net50_26w_6s	1468.77	174.282	256	224	6.33	15.28	37.05
351	legacy_seresnet101	1466.72	174.527	256	224	7.61	15.74	49.33
352	halonet50ts	1459.14	175.434	256	256	5.3	19.2	22.73
353	resnetaa101d	1449.52	176.598	256	224	9.12	17.56	44.57
354	fbnetv3_g	1435.53	178.32	256	288	1.77	21.09	16.62
355	seresnet101	1425.31	179.597	256	224	7.84	16.27	49.33
356	resmlp_36_224	1423.79	179.791	256	224	8.91	16.33	44.69
357	resmlp_36_distilled_224	1422.98	179.892	256	224	8.91	16.33	44.69
358	regnetx_064	1422.54	179.948	256	224	6.49	16.37	26.21
359	resnetv2_50d_gn	1422.29	179.98	256	224	4.38	11.92	25.57
360	densenet201	1416.58	180.704	256	224	4.34	7.85	20.01
361	vit_large_patch32_224	1414.43	180.979	256	224	15.39	13.3	306.54
362	gluon_resnet101_v1s	1407.4	181.883	256	224	9.19	18.64	44.67
363	vgg16	1399.33	182.931	256	224	15.47	13.56	138.36
364	lamhalobotnet50ts_256	1392.5	183.829	256	256	5.02	18.44	22.57
365	resnetblur101d	1390.53	184.088	256	224	9.12	17.94	44.57
366	nf_resnet50	1387.13	184.542	256	288	6.88	18.37	25.56
367	nf_resnet101	1387.03	184.555	256	224	8.01	16.23	44.55
368	ecaresnet101d	1375.85	186.054	256	224	8.08	17.07	44.57
369	vit_base_r26_s32_224	1374.54	186.232	256	224	6.81	12.36	101.38
370	regnety_032	1353.73	189.095	256	288	5.29	18.61	19.44
371	crossvit_15_240	1351.08	189.465	256	240	5.81	19.77	27.53
372	tresnet_l	1350.23	189.586	256	224	10.88	11.9	55.99
373	gmlp_s16_224	1343.26	190.569	256	224	4.42	15.1	19.42
374	tf_efficientnet_b3	1341.98	190.75	256	300	1.87	23.83	12.23
375	tf_efficientnet_b3_ns	1340.42	190.973	256	300	1.87	23.83	12.23
376	tf_efficientnet_b3_ap	1339.36	191.124	256	300	1.87	23.83	12.23
377	resnet51q	1338.83	191.2	256	288	8.07	20.94	35.7
378	hrnet_w18	1335.83	191.629	256	224	4.32	16.31	21.3
379	vit_base_patch32_384	1328.33	192.713	256	384	13.06	16.5	88.3
380	resnet50_gn	1327.88	192.777	256	224	4.14	11.11	25.56
381	mixer_l32_224	1318.62	194.131	256	224	11.27	19.86	206.94
382	xception	1316.52	194.441	256	299	8.4	35.83	22.86
383	crossvit_15_dagger_240	1308.42	195.641	256	240	6.13	20.43	28.21
384	dla102x	1302.91	196.468	256	224	5.89	19.42	26.31
385	efficientnet_b3a	1302.53	196.528	256	320	2.01	26.52	12.23
386	efficientnet_b3	1301.42	196.696	256	320	2.01	26.52	12.23
387	botnet50ts_256	1288.18	198.716	256	256	5.54	22.23	22.74
388	cait_xxs24_224	1287.06	198.889	256	224	2.53	20.29	11.96
389	mixer_b16_224_miil	1283.42	199.455	256	224	12.62	14.53	59.88
390	mixer_b16_224	1283.22	199.487	256	224	12.62	14.53	59.88
391	skresnext50_32x4d	1276.26	200.574	256	224	4.5	17.18	27.48
392	regnety_064	1272.95	201.095	256	224	6.39	16.41	30.58
393	swsl_resnext101_32x4d	1266.33	202.147	256	224	8.01	21.23	44.18
394	ssl_resnext101_32x4d	1265.67	202.252	256	224	8.01	21.23	44.18
395	gluon_resnext101_32x4d	1265.25	202.319	256	224	8.01	21.23	44.18
396	resnext101_32x4d	1264.74	202.401	256	224	8.01	21.23	44.18
397	vgg16_bn	1261.15	202.977	256	224	15.5	13.56	138.37
398	repvgg_b2g4	1251.52	204.539	256	224	12.63	12.9	61.76
399	halo2botnet50ts_256	1248.54	205.028	256	256	5.02	21.78	22.64
400	swin_tiny_patch4_window7_224	1248.01	205.115	256	224	4.51	17.06	28.29
401	twins_pcpvt_small	1232.89	207.63	256	224	3.83	18.08	24.11
402	regnety_080	1232.57	207.684	256	224	8.0	17.97	39.18
403	resnest50d_4s2x40d	1216.47	210.433	256	224	4.4	17.94	30.42
404	resnet61q	1209.86	211.583	256	288	9.87	21.52	36.85
405	nf_seresnet101	1194.71	214.265	256	224	8.02	16.27	49.33
406	ese_vovnet99b_iabn	1193.74	214.438	256	224	16.49	11.27	63.2
407	nf_ecaresnet101	1193.13	214.55	256	224	8.01	16.27	44.55
408	res2net50_26w_8s	1192.34	214.692	256	224	8.37	17.95	48.4
409	eca_nfnet_l0	1189.26	215.246	256	288	7.12	17.29	24.14
410	res2net101_26w_4s	1189.12	215.272	256	224	8.1	18.45	45.21
411	nfnet_l0	1185.85	215.867	256	288	7.13	17.29	35.07
412	dpn92	1179.85	216.965	256	224	6.54	18.21	37.67
413	vit_tiny_patch16_384	1177.29	217.437	256	384	4.7	25.39	5.79
414	convit_small	1173.71	218.096	256	224	5.76	17.87	27.78
415	ese_vovnet99b	1158.79	220.908	256	224	16.51	11.27	63.2
416	vgg19	1152.83	222.048	256	224	19.63	14.86	143.67
417	seresnext101_32x4d	1152.16	222.18	256	224	8.02	21.26	48.96
418	resnetv2_50d_evob	1150.91	222.42	256	224	4.33	11.92	25.59
419	gluon_seresnext101_32x4d	1150.75	222.451	256	224	8.02	21.26	48.96
420	legacy_seresnext101_32x4d	1150.68	222.464	256	224	8.02	21.26	48.96
421	ese_vovnet39b_evos	1144.38	223.689	256	224	7.07	6.74	24.58
422	hrnet_w32	1140.5	224.45	256	224	8.97	22.02	41.23
423	resnetv2_152	1132.73	225.989	256	224	11.55	22.56	60.19
424	xcit_nano_12_p8_224_dist	1129.67	226.602	256	224	2.16	15.71	3.05
425	xcit_nano_12_p8_224	1124.18	227.71	256	224	2.16	15.71	3.05
426	hrnet_w30	1121.05	228.345	256	224	8.15	21.21	37.71
427	tv_resnet152	1117.27	229.117	256	224	11.56	22.56	60.19
428	resnet152	1114.93	229.598	256	224	11.56	22.56	60.19
429	gluon_resnet152_v1b	1112.41	230.118	256	224	11.56	22.56	60.19
430	ecaresnet50t	1109.44	230.735	256	320	8.82	24.13	25.57
431	regnetz_c16	1104.72	231.72	256	320	3.92	25.88	13.46
432	resnetv2_152d	1101.83	232.328	256	224	11.8	23.36	60.2
433	gluon_resnet152_v1c	1092.12	234.395	256	224	11.8	23.36	60.21
434	repvgg_b2	1089.82	234.89	256	224	20.45	12.9	89.02
435	gluon_resnet152_v1d	1082.98	236.373	256	224	11.8	23.36	60.21
436	vgg19_bn	1079.7	237.091	256	224	19.66	14.86	143.68
437	densenet161	1075.45	238.026	256	224	7.79	11.06	28.68
438	xception41	1067.64	239.769	256	299	9.28	39.86	26.97
439	mixnet_xxl	1054.35	242.792	256	224	2.04	23.43	23.96
440	inception_v4	1054.27	242.81	256	299	12.28	15.09	42.68
441	vit_small_resnet50d_s16_224	1053.44	243.001	256	224	13.48	24.82	57.53
442	convmixer_1024_20_ks9_p14	1045.16	244.926	256	224	5.55	5.51	24.38
443	dla169	1043.58	245.295	256	224	11.6	20.2	53.39
444	nfnet_f0s	1043.56	245.302	256	256	12.62	18.05	71.49
445	xcit_tiny_12_p16_384_dist	1043.38	245.342	256	384	3.64	18.26	6.72
446	convnext_small	1038.48	246.501	256	224	8.7	21.56	50.22
447	nfnet_f0	1038.01	246.613	256	256	12.62	18.05	71.49
448	regnetx_120	1028.4	248.918	256	224	12.13	21.37	46.11
449	nest_tiny	1021.17	250.679	256	224	5.83	25.48	17.06
450	gluon_resnet152_v1s	1020.83	250.763	256	224	12.92	24.96	60.32
451	coat_lite_small	1016.77	251.763	256	224	3.96	22.09	19.84
452	legacy_seresnet152	1013.05	252.688	256	224	11.33	22.08	66.82
453	repvgg_b3g4	1008.62	253.799	256	224	17.89	15.1	83.83
454	jx_nest_tiny	1008.04	253.946	256	224	5.83	25.48	17.06
455	vit_base_patch16_224_miil	1007.66	254.043	256	224	17.58	23.9	86.54
456	crossvit_18_240	995.59	257.12	256	240	9.05	26.26	43.27
457	seresnet152	990.73	258.382	256	224	11.57	22.61	66.82
458	resnetv2_50d_evos	987.09	259.336	256	224	4.33	11.92	25.59
459	vit_base_patch16_224_sam	982.02	260.673	256	224	17.58	23.9	86.57
460	tresnet_xl	981.28	260.87	256	224	15.17	15.34	78.44
461	regnety_120	981.1	260.919	256	224	12.14	21.38	51.82
462	deit_base_patch16_224	980.91	260.97	256	224	17.58	23.9	86.57
463	vit_base_patch16_224	978.17	261.701	256	224	17.58	23.9	86.57
464	deit_base_distilled_patch16_224	975.08	262.528	256	224	17.68	24.05	87.34
465	crossvit_18_dagger_240	969.31	264.09	256	240	9.5	27.03	44.27
466	efficientnet_el	926.41	276.325	256	300	8.0	30.7	10.59
467	efficientnet_el_pruned	925.7	276.536	256	300	8.0	30.7	10.59
468	tf_efficientnet_el	907.79	281.986	256	300	8.0	30.7	10.59
469	dm_nfnet_f0	904.97	282.867	256	256	12.62	18.05	71.49
470	beit_base_patch16_224	904.15	283.123	256	224	17.58	23.9	86.53
471	twins_pcpvt_base	902.77	283.561	256	224	6.68	25.25	43.83
472	dla102x2	892.56	286.801	256	224	9.34	29.91	41.28
473	efficientnetv2_s	884.22	289.51	256	384	8.44	35.77	21.46
474	twins_svt_base	881.96	290.252	256	224	8.59	26.33	56.07
475	wide_resnet101_2	875.33	292.449	256	224	22.8	21.23	126.89
476	tf_efficientnetv2_s_in21ft1k	864.32	296.172	256	384	8.44	35.77	21.46
477	cait_xxs36_224	863.8	296.351	256	224	3.77	30.34	17.3
478	tf_efficientnetv2_s	863.76	296.365	256	384	8.44	35.77	21.46
479	resnetrs101	852.6	300.247	256	288	13.56	28.53	63.62
480	repvgg_b3	844.81	303.013	256	224	29.16	15.1	123.09
481	efficientnetv2_rw_s	841.56	304.183	256	384	8.72	38.03	23.94
482	dpn98	838.93	305.139	256	224	11.73	25.2	61.57
483	pit_b_distilled_224	837.59	305.628	256	224	12.5	33.07	74.79
484	pit_b_224	836.04	306.193	256	224	12.42	32.94	73.76
485	regnetx_160	833.81	307.013	256	224	15.99	25.52	54.28
486	xcit_small_24_p16_224_dist	833.22	307.225	256	224	9.1	23.64	47.67
487	xcit_small_24_p16_224	831.56	307.841	256	224	9.1	23.64	47.67
488	inception_resnet_v2	830.74	308.147	256	299	13.18	25.06	55.84
489	ens_adv_inception_resnet_v2	830.17	308.358	256	299	13.18	25.06	55.84
490	regnetz_d8	827.41	309.386	256	320	6.19	37.08	23.37
491	nf_regnet_b4	822.49	311.237	256	384	4.7	28.61	30.21
492	swin_small_patch4_window7_224	808.44	316.649	256	224	8.77	27.47	49.61
493	efficientnet_lite4	804.5	318.199	256	380	4.04	45.66	13.01
494	gluon_resnext101_64x4d	802.95	318.813	256	224	15.52	31.21	83.46
495	resnext101_64x4d	801.6	319.349	256	224	15.52	31.21	83.46
496	resnet200	795.01	321.996	256	224	15.07	32.19	64.67
497	xcit_tiny_12_p8_224_dist	792.9	322.851	256	224	4.81	23.6	6.71
498	xcit_tiny_12_p8_224	791.66	323.355	256	224	4.81	23.6	6.71
499	gluon_xception65	782.06	327.33	256	299	13.96	52.48	39.92
500	convnext_base_in22ft1k	778.5	328.824	256	224	15.38	28.75	88.59
501	convnext_base	777.8	329.119	256	224	15.38	28.75	88.59
502	xception65	776.49	329.678	256	299	13.96	52.48	39.92
503	ssl_resnext101_32x8d	773.95	330.757	256	224	16.48	31.21	88.79
504	swsl_resnext101_32x8d	773.24	331.062	256	224	16.48	31.21	88.79
505	resnext101_32x8d	772.71	331.288	256	224	16.48	31.21	88.79
506	ig_resnext101_32x8d	772.07	331.562	256	224	16.48	31.21	88.79
507	resnet101d	769.32	332.747	256	320	16.48	34.77	44.57
508	hrnet_w40	767.4	333.582	256	224	12.75	25.29	57.56
509	tf_efficientnet_lite4	762.16	335.871	256	380	4.04	45.66	13.01
510	resnest101e	757.06	338.138	256	256	13.38	28.66	48.28
511	gluon_seresnext101_64x4d	754.82	339.139	256	224	15.53	31.25	88.23
512	seresnext101_32x8d	729.3	351.006	256	224	16.48	31.25	93.57
513	cait_s24_224	717.85	356.607	256	224	9.35	40.58	46.92
514	hrnet_w48	714.5	358.278	256	224	17.34	28.56	77.47
515	hrnet_w44	713.57	358.746	256	224	14.94	26.92	67.06
516	tresnet_m_448	711.59	359.746	256	448	22.94	29.21	31.39
517	regnetz_d32	706.63	362.269	256	320	9.33	37.08	27.58
518	coat_tiny	706.1	362.539	256	224	4.35	27.2	5.5
519	nest_small	681.35	375.712	256	224	10.35	40.04	38.35
520	vit_large_r50_s32_224	679.9	376.512	256	224	19.58	24.41	328.99
521	jx_nest_small	675.59	378.914	256	224	10.35	40.04	38.35
522	twins_svt_large	672.39	380.718	256	224	15.15	35.1	99.27
523	crossvit_base_240	669.47	382.378	256	240	21.22	36.33	105.03
524	efficientnet_b4	667.37	383.583	256	384	4.51	50.04	19.34
525	twins_pcpvt_large	655.12	390.752	256	224	9.84	35.82	60.99
526	gmlp_b16_224	643.01	398.116	256	224	15.78	30.21	73.08
527	densenet264d_iabn	638.28	401.062	256	224	13.47	14.0	72.74
528	tf_efficientnet_b4	637.3	401.68	256	380	4.49	49.49	19.34
529	tf_efficientnet_b4_ap	636.89	401.944	256	380	4.49	49.49	19.34
530	tf_efficientnet_b4_ns	636.28	402.323	256	380	4.49	49.49	19.34
531	convit_base	621.54	411.866	256	224	17.52	31.77	86.54
532	densenet264	620.68	412.433	256	224	12.95	12.8	72.69
533	dpn131	617.53	414.539	256	224	16.09	32.97	79.25
534	swin_base_patch4_window7_224	616.27	415.39	256	224	15.47	36.63	87.77
535	xcit_medium_24_p16_224_dist	612.37	418.035	256	224	16.13	31.71	84.4
536	xcit_medium_24_p16_224	612.25	418.117	256	224	16.13	31.71	84.4
537	vit_small_patch16_384	593.83	431.086	256	384	15.52	50.78	22.2
538	coat_mini	591.16	433.03	256	224	6.82	33.68	10.34
539	xception71	588.93	434.671	256	299	18.09	69.92	42.34
540	vit_small_r26_s32_384	574.79	445.365	256	384	10.43	29.85	36.47
541	hrnet_w64	567.27	451.268	256	224	28.97	35.09	128.06
542	dpn107	564.61	453.398	256	224	18.38	33.46	86.92
543	eca_nfnet_l1	558.87	458.051	256	320	14.92	34.42	41.41
544	senet154	557.21	459.42	256	224	20.77	38.69	115.09
545	vit_base_r50_s16_224	556.92	459.655	256	224	21.66	35.29	98.66
546	gluon_senet154	556.63	459.899	256	224	20.77	38.69	115.09
547	legacy_senet154	554.67	461.525	256	224	20.77	38.69	115.09
548	xcit_tiny_24_p16_384_dist	554.63	461.554	256	384	6.87	34.29	12.12
549	xcit_small_12_p16_384_dist	546.42	468.488	256	384	14.14	36.51	26.25
550	resnet152d	540.83	473.331	256	320	24.08	47.67	60.21
551	seresnet200d	537.6	476.175	256	256	20.01	43.15	71.86
552	ecaresnet200d	537.5	476.265	256	256	20.0	43.15	64.69
553	regnety_320	520.96	491.382	256	224	32.34	30.26	145.05
554	nest_base	514.48	497.58	256	224	17.96	53.39	67.72
555	regnety_160	513.33	498.688	256	288	26.37	38.07	83.59
556	jx_nest_base	510.61	501.344	256	224	17.96	53.39	67.72
557	tnt_s_patch16_224	491.14	521.218	256	224	5.24	24.37	23.76
558	seresnet152d	484.32	528.565	256	320	24.09	47.72	66.84
559	resnetrs152	479.63	533.736	256	320	24.34	48.14	86.62
560	convnext_large	469.79	544.914	256	224	34.4	43.13	197.77
561	convnext_large_in22ft1k	468.89	545.96	256	224	34.4	43.13	197.77
562	regnetx_320	458.91	557.836	256	224	31.81	36.3	107.81
563	halonet_h1	456.22	561.121	256	256	3.0	51.17	8.1
564	vit_large_patch32_384	455.24	562.325	256	384	45.31	43.86	306.63
565	efficientnetv2_m	448.05	571.353	256	416	18.6	67.5	54.14
566	regnetz_e8	441.39	579.972	256	320	15.46	63.94	57.7
567	mixer_l16_224	428.45	597.494	256	224	44.6	41.69	208.2
568	seresnet269d	419.5	610.23	256	256	26.59	53.6	113.67
569	nf_regnet_b5	418.97	611.004	256	456	11.7	61.95	49.74
570	xcit_tiny_24_p8_224	417.22	613.573	256	224	9.21	45.39	12.11
571	xcit_tiny_24_p8_224_dist	416.09	615.239	256	224	9.21	45.39	12.11
572	xcit_small_12_p8_224	415.7	615.812	256	224	18.69	47.21	26.21
573	xcit_small_12_p8_224_dist	414.47	617.648	256	224	18.69	47.21	26.21
574	efficientnetv2_rw_m	401.01	638.372	256	416	21.49	79.62	53.24
575	resnet200d	390.11	656.216	256	320	31.25	67.33	64.69
576	resnetv2_50x1_bitm	388.79	658.439	256	448	16.62	44.46	25.55
577	tnt_b_patch16_224	387.0	661.483	256	224	14.09	39.01	65.41
578	xcit_nano_12_p8_384_dist	385.68	663.749	256	384	6.34	46.08	3.05
579	swin_large_patch4_window7_224	383.12	668.188	256	224	34.53	54.94	196.53
580	nfnet_f1s	376.13	680.6	256	320	35.97	46.77	132.63
581	nfnet_f1	374.75	683.103	256	320	35.97	46.77	132.63
582	xcit_large_24_p16_224	373.32	685.729	256	224	35.86	47.27	189.1
583	xcit_large_24_p16_224_dist	372.9	686.493	256	224	35.86	47.27	189.1
584	ssl_resnext101_32x16d	364.85	701.653	256	224	36.27	51.18	194.03
585	ig_resnext101_32x16d	364.28	702.733	256	224	36.27	51.18	194.03
586	swsl_resnext101_32x16d	364.28	702.739	256	224	36.27	51.18	194.03
587	tresnet_l_448	351.48	728.329	256	448	43.5	47.56	55.99
588	resnetrs200	347.71	736.231	256	320	31.51	67.81	93.21
589	tf_efficientnetv2_m	339.44	754.17	256	480	24.76	89.84	54.14
590	tf_efficientnetv2_m_in21ft1k	338.69	755.846	256	480	24.76	89.84	54.14
591	regnetz_d8_evob	337.57	758.355	256	320	6.12	37.08	23.41
592	efficientnet_b5	330.43	774.739	256	456	10.46	98.86	30.39
593	vit_large_patch16_224	328.99	778.119	256	224	61.6	63.52	304.33
594	dm_nfnet_f1	328.44	779.437	256	320	35.97	46.77	132.63
595	convnext_xlarge_in22ft1k	319.16	802.079	256	224	60.97	57.5	350.2
596	tf_efficientnet_b5	318.33	804.192	256	456	10.46	98.86	30.39
597	tf_efficientnet_b5_ap	317.92	805.231	256	456	10.46	98.86	30.39
598	tf_efficientnet_b5_ns	317.77	805.609	256	456	10.46	98.86	30.39
599	crossvit_15_dagger_408	307.3	833.049	256	408	21.45	95.05	28.5
600	beit_large_patch16_224	302.42	846.497	256	224	61.6	63.52	304.43
601	xcit_small_24_p16_384_dist	290.22	882.071	256	384	26.72	68.58	47.67
602	convmixer_768_32	283.01	904.552	256	224	19.55	25.95	21.11
603	eca_nfnet_l2	276.43	926.087	256	384	30.05	68.28	56.72
604	regnetz_d8_evos	272.53	939.333	256	320	7.03	38.92	23.46
605	resnetv2_152x2_bit_teacher	270.79	945.382	256	224	46.95	45.11	236.34
606	xcit_tiny_12_p8_384_dist	269.38	950.319	256	384	14.13	69.14	6.71
607	convnext_base_384_in22ft1k	268.35	953.955	256	384	45.2	84.49	88.59
608	tresnet_xl_448	264.06	969.471	256	448	60.65	61.31	78.44
609	deit_base_patch16_384	258.82	989.071	256	384	55.54	101.56	86.86
610	vit_base_patch16_384	258.72	989.47	256	384	55.54	101.56	86.86
611	resnest200e	257.74	993.222	256	320	35.69	82.78	70.2
612	deit_base_distilled_patch16_384	255.57	1001.681	256	384	55.65	101.82	87.63
613	resnetv2_101x1_bitm	242.52	1055.587	256	448	31.65	64.93	44.54
614	cait_xxs24_384	236.82	1080.978	256	384	9.63	122.66	12.03
615	crossvit_18_dagger_408	228.68	559.729	128	408	32.47	124.87	44.61
616	ecaresnet269d	228.16	1122.012	256	352	50.25	101.25	102.09
617	vit_large_r50_s32_384	228.16	1121.984	256	384	57.43	76.52	329.09
618	nasnetalarge	224.77	1138.915	256	331	23.89	90.56	88.75
619	pnasnet5large	224.27	1141.456	256	331	25.04	92.89	86.06
620	beit_base_patch16_384	222.85	1148.718	256	384	55.54	101.56	86.74
621	resnetrs270	221.37	1156.398	256	352	51.13	105.48	129.86
622	xcit_small_24_p8_224	217.0	1179.688	256	224	35.81	90.78	47.63
623	xcit_small_24_p8_224_dist	216.72	1181.234	256	224	35.81	90.78	47.63
624	nfnet_f2s	212.63	1203.934	256	352	63.22	79.06	193.78
625	nfnet_f2	211.38	1211.098	256	352	63.22	79.06	193.78
626	xcit_medium_24_p16_384_dist	210.86	1214.056	256	384	47.39	91.64	84.4
627	resmlp_big_24_224	198.74	1288.096	256	224	100.23	87.31	129.14
628	resmlp_big_24_224_in22ft1k	197.93	1293.386	256	224	100.23	87.31	129.14
629	resmlp_big_24_distilled_224	197.54	1295.901	256	224	100.23	87.31	129.14
630	efficientnetv2_l	196.77	1301.027	256	480	56.4	157.99	118.52
631	tf_efficientnetv2_l	194.85	1313.812	256	480	56.4	157.99	118.52
632	tf_efficientnetv2_l_in21ft1k	194.51	1316.142	256	480	56.4	157.99	118.52
633	efficientnet_b6	189.94	673.894	128	528	19.4	167.39	43.04
634	dm_nfnet_f2	186.3	1374.105	256	352	63.22	79.06	193.78
635	tf_efficientnet_b6_ns	183.84	696.254	128	528	19.4	167.39	43.04
636	tf_efficientnet_b6_ap	183.67	696.899	128	528	19.4	167.39	43.04
637	tf_efficientnet_b6	183.44	697.757	128	528	19.4	167.39	43.04
638	swin_base_patch4_window12_384	171.35	746.981	128	384	47.19	134.78	87.9
639	vit_base_patch8_224	170.3	1503.253	256	224	78.22	161.69	86.58
640	cait_xs24_384	168.32	1520.881	256	384	19.28	183.98	26.67
641	vit_base_r50_s16_384	163.47	1566.011	256	384	67.43	135.03	98.95
642	vit_base_resnet50_384	163.26	1568.003	256	384	67.43	135.03	98.95
643	convmixer_1536_20	162.04	1579.822	256	224	48.68	33.03	51.63
644	convnext_large_384_in22ft1k	160.02	1599.775	256	384	101.09	126.74	197.77
645	cait_xxs36_384	158.26	1617.553	256	384	14.35	183.7	17.37
646	xcit_medium_24_p8_224	157.17	1628.769	256	224	63.53	121.23	84.32
647	xcit_medium_24_p8_224_dist	157.13	1629.205	256	224	63.53	121.23	84.32
648	eca_nfnet_l3	156.17	1639.21	256	448	52.55	118.4	72.04
649	resnetrs350	147.0	1741.501	256	384	77.59	154.74	163.96
650	ig_resnext101_32x32d	144.49	1771.686	256	224	87.29	91.12	468.53
651	xcit_tiny_24_p8_384_dist	141.04	1815.079	256	384	27.05	132.95	12.11
652	xcit_small_12_p8_384_dist	137.26	1865.112	256	384	54.92	138.29	26.21
653	vit_huge_patch14_224	131.97	1939.888	256	224	167.4	139.41	632.05
654	cait_s24_384	129.91	1970.595	256	384	32.17	245.31	47.06
655	xcit_large_24_p16_384_dist	127.3	2011.004	256	384	105.35	137.17	189.1
656	efficientnetv2_xl	125.14	2045.696	256	512	93.85	247.32	208.12
657	tf_efficientnetv2_xl_in21ft1k	124.18	2061.565	256	512	93.85	247.32	208.12
658	resnest269e	119.71	2138.483	256	416	77.69	171.98	110.93
659	nfnet_f3s	116.49	2197.633	256	416	115.58	141.78	254.92
660	nfnet_f3	115.68	2213.012	256	416	115.58	141.78	254.92
661	convnext_xlarge_384_in22ft1k	109.41	1169.883	128	384	179.18	168.99	350.2
662	efficientnet_b7	108.34	590.697	64	600	38.33	289.94	66.35
663	swin_large_patch4_window12_384	107.91	1186.161	128	384	104.08	202.16	196.74
664	resnetrs420	106.92	2394.315	256	416	108.45	213.79	191.89
665	tf_efficientnet_b7_ap	105.47	606.819	64	600	38.33	289.94	66.35
666	tf_efficientnet_b7_ns	105.47	606.797	64	600	38.33	289.94	66.35
667	tf_efficientnet_b7	105.43	607.002	64	600	38.33	289.94	66.35
668	dm_nfnet_f3	102.2	2504.865	256	416	115.58	141.78	254.92
669	xcit_large_24_p8_224_dist	94.99	2695.138	256	224	141.23	181.56	188.93
670	xcit_large_24_p8_224	94.97	2695.444	256	224	141.23	181.56	188.93
671	resnetv2_152x2_bit_teacher_384	94.51	2708.696	256	384	136.16	132.56	236.34
672	resnetv2_50x3_bitm	93.18	1373.716	128	448	145.7	133.37	217.32
673	vit_large_patch16_384	88.86	2880.826	256	384	191.21	270.24	304.72
674	vit_giant_patch14_224	87.24	2934.557	256	224	267.18	192.64	1012.61
675	cait_s36_384	87.06	2940.456	256	384	47.99	367.4	68.37
676	ig_resnext101_32x48d	85.45	1497.919	128	224	153.57	131.06	828.41
677	beit_large_patch16_384	77.25	3314.013	256	384	191.21	270.24	305.0
678	xcit_small_24_p8_384_dist	72.02	3554.648	256	384	105.24	265.91	47.63
679	resnetv2_152x2_bitm	69.3	1847.055	128	448	184.99	180.43	236.34
680	efficientnet_b8	67.89	942.729	64	672	63.48	442.89	87.41
681	tf_efficientnet_b8	66.48	962.617	64	672	63.48	442.89	87.41
682	tf_efficientnet_b8_ap	66.47	962.833	64	672	63.48	442.89	87.41
683	nfnet_f4s	65.05	3935.454	256	512	216.26	262.26	316.07
684	nfnet_f4	64.4	3975.384	256	512	216.26	262.26	316.07
685	resnetv2_101x3_bitm	57.01	2245.355	128	448	280.33	194.78	387.93
686	dm_nfnet_f4	56.77	4509.206	256	512	216.26	262.26	316.07
687	xcit_medium_24_p8_384_dist	53.32	4800.797	256	384	186.67	354.73	84.32
688	vit_gigantic_patch14_224	53.03	4827.242	256	224	483.95	275.37	1844.44
689	nfnet_f5s	47.06	5439.402	256	544	290.97	349.71	377.21
690	nfnet_f5	46.62	5491.767	256	544	290.97	349.71	377.21
691	dm_nfnet_f5	41.31	6196.83	256	544	290.97	349.71	377.21
692	tf_efficientnet_l2_ns_475	38.18	1676.113	64	475	172.11	609.89	480.31
693	nfnet_f6s	33.85	7563.356	256	576	378.69	452.2	438.36
694	nfnet_f6	33.53	7634.937	256	576	378.69	452.2	438.36
695	xcit_large_24_p8_384_dist	32.23	7943.828	256	384	415.0	531.82	188.93
696	beit_large_patch16_512	31.3	2044.665	64	512	362.24	656.39	305.67
697	cait_m36_384	30.09	8507.481	256	384	173.11	734.81	271.22
698	dm_nfnet_f6	30.02	8526.734	256	576	378.69	452.2	438.36
699	nfnet_f7s	26.4	9698.058	256	608	480.39	570.85	499.5
700	nfnet_f7	26.15	9791.252	256	608	480.39	570.85	499.5
701	resnetv2_152x4_bitm	18.07	3541.734	64	480	844.84	414.26	936.53
702	efficientnet_l2	13.68	2266.184	31	800	479.12	1707.39	480.31
703	tf_efficientnet_l2_ns	13.51	2295.302	31	800	479.12	1707.39	480.31
704	cait_m48_448	13.05	9810.688	128	448	329.41	1708.23	356.46