pytorch-image-models/results/model_benchmark_amp_nchw_rtx3090.csv

1	model	infer_samples_per_sec	infer_step_time	infer_batch_size	infer_img_size	infer_gmacs	infer_macts	param_count
2	tf_mobilenetv3_small_minimal_100	23813.47	10.741	256	224	0.06	1.41	2.04
3	tf_mobilenetv3_small_075	20226.39	12.646	256	224	0.05	1.3	2.04
4	tf_mobilenetv3_small_100	18228.81	14.034	256	224	0.06	1.42	2.54
5	levit_128s	17210.0	14.865	256	224	0.31	1.88	7.78
6	regnetx_002	14906.56	17.164	256	224	0.2	2.16	2.68
7	regnety_002	13464.5	19.003	256	224	0.2	2.17	3.16
8	levit_128	11979.62	21.36	256	224	0.41	2.71	9.21
9	levit_192	10405.48	24.593	256	224	0.66	3.2	10.95
10	gernet_s	10172.35	25.156	256	224	0.75	2.65	8.17
11	vit_small_patch32_224	9285.97	27.555	256	224	1.15	2.5	22.88
12	regnetx_004	9188.53	27.851	256	224	0.4	3.14	5.16
13	tf_mobilenetv3_large_minimal_100	9164.35	27.924	256	224	0.22	4.4	3.92
14	tf_mobilenetv3_large_075	8667.81	29.525	256	224	0.16	4.0	3.99
15	mobilenetv3_rw	8631.08	29.65	256	224	0.23	4.41	5.48
16	vit_tiny_r_s16_p8_224	8546.38	29.942	256	224	0.44	2.06	6.34
17	mobilenetv3_large_100_miil	8526.13	30.015	256	224	0.23	4.41	5.48
18	mobilenetv3_large_100	8496.93	30.118	256	224	0.23	4.41	5.48
19	gluon_resnet18_v1b	8461.63	30.244	256	224	1.82	2.48	11.69
20	ssl_resnet18	8460.21	30.249	256	224	1.82	2.48	11.69
21	resnet18	8386.36	30.514	256	224	1.82	2.48	11.69
22	swsl_resnet18	8382.52	30.528	256	224	1.82	2.48	11.69
23	ghostnet_100	8276.88	30.92	256	224	0.15	3.55	5.18
24	levit_256	7773.58	32.922	256	224	1.13	4.23	18.89
25	legacy_seresnet18	7701.78	33.229	256	224	1.82	2.49	11.78
26	tf_mobilenetv3_large_100	7680.05	33.323	256	224	0.23	4.41	5.48
27	regnetx_006	7603.45	33.658	256	224	0.61	3.98	6.2
28	mobilenetv2_100	7541.65	33.934	256	224	0.31	6.68	3.5
29	regnety_004	7368.29	34.733	256	224	0.41	3.89	4.34
30	hardcorenas_a	7264.93	35.227	256	224	0.23	4.38	5.26
31	hardcorenas_b	7208.11	35.505	256	224	0.26	5.09	5.18
32	mnasnet_100	7142.85	35.829	256	224	0.33	5.46	4.38
33	resnet18d	7065.39	36.221	256	224	2.06	3.29	11.71
34	semnasnet_100	6753.19	37.897	256	224	0.32	6.23	3.89
35	hardcorenas_c	6746.84	37.933	256	224	0.28	5.01	5.52
36	spnasnet_100	6739.75	37.973	256	224	0.35	6.03	4.42
37	regnety_006	6693.6	38.235	256	224	0.61	4.33	6.06
38	hardcorenas_d	6572.55	38.939	256	224	0.3	4.93	7.5
39	tf_efficientnetv2_b0	6314.13	40.533	256	224	0.73	4.77	7.14
40	regnetx_008	6079.04	42.101	256	224	0.81	5.15	7.26
41	efficientnet_lite0	5804.98	44.09	256	224	0.4	6.74	4.65
42	dla46_c	5780.94	44.273	256	224	0.58	4.5	1.3
43	mobilenetv2_110d	5723.57	44.717	256	224	0.45	8.71	4.52
44	rexnet_100	5717.93	44.761	256	224	0.41	7.44	4.8
45	hardcorenas_f	5617.23	45.564	256	224	0.35	5.57	8.2
46	regnety_008	5508.59	46.462	256	224	0.81	5.25	6.26
47	hardcorenas_e	5410.0	47.31	256	224	0.35	5.65	8.07
48	fbnetc_100	5329.99	48.02	256	224	0.4	6.51	5.57
49	skresnet18	5316.12	48.145	256	224	1.82	3.24	11.96
50	tf_efficientnet_lite0	5240.32	48.842	256	224	0.4	6.74	4.65
51	mobilenetv2_140	5070.12	50.481	256	224	0.6	9.57	6.11
52	efficientnet_b0	5059.78	50.585	256	224	0.4	6.75	5.29
53	ese_vovnet19b_dw	5050.16	50.68	256	224	1.34	8.25	6.54
54	gluon_resnet34_v1b	4958.52	51.618	256	224	3.67	3.74	21.8
55	efficientnet_b1_pruned	4954.57	51.658	256	240	0.4	6.21	6.33
56	tv_resnet34	4937.29	51.84	256	224	3.67	3.74	21.8
57	resnet34	4928.32	51.933	256	224	3.67	3.74	21.8
58	hrnet_w18_small	4869.58	52.561	256	224	1.61	5.72	13.19
59	levit_384	4654.29	54.993	256	224	2.36	6.26	39.13
60	tf_efficientnet_b0_ap	4650.22	55.039	256	224	0.4	6.75	5.29
61	tf_efficientnet_b0_ns	4646.91	55.076	256	224	0.4	6.75	5.29
62	tf_efficientnet_b0	4644.25	55.108	256	224	0.4	6.75	5.29
63	dla46x_c	4605.94	55.57	256	224	0.54	5.66	1.07
64	selecsls42b	4570.17	56.005	256	224	2.98	4.62	32.46
65	deit_tiny_patch16_224	4543.82	56.329	256	224	1.26	5.97	5.72
66	vit_tiny_patch16_224	4538.07	56.399	256	224	1.26	5.97	5.72
67	gernet_m	4516.03	56.676	256	224	3.02	5.24	21.14
68	deit_tiny_distilled_patch16_224	4481.69	57.11	256	224	1.27	6.01	5.91
69	legacy_seresnet34	4474.42	57.204	256	224	3.67	3.74	21.96
70	resnet34d	4448.37	57.538	256	224	3.91	4.54	21.82
71	pit_ti_distilled_224	4332.05	59.084	256	224	0.71	6.23	5.1
72	pit_ti_224	4322.46	59.215	256	224	0.7	6.19	4.85
73	dla60x_c	4302.12	59.495	256	224	0.59	6.01	1.32
74	mixnet_s	4297.51	59.559	256	224	0.25	6.25	4.13
75	rexnet_130	4236.61	60.415	256	224	0.68	9.71	7.56
76	tf_efficientnetv2_b1	4231.93	60.481	256	240	1.21	7.34	8.14
77	xcit_nano_12_p16_224_dist	4191.2	61.067	256	224	0.56	4.17	3.05
78	xcit_nano_12_p16_224	4188.12	61.112	256	224	0.56	4.17	3.05
79	resmlp_12_distilled_224	4137.96	61.855	256	224	3.01	5.5	15.35
80	resmlp_12_224	4137.2	61.867	256	224	3.01	5.5	15.35
81	resnet26	4135.23	61.895	256	224	2.36	7.35	16.0
82	vit_base_patch32_sam_224	4111.04	62.261	256	224	4.41	5.01	88.22
83	mobilenetv2_120d	4108.55	62.299	256	224	0.69	11.97	5.83
84	vit_base_patch32_224	4102.94	62.384	256	224	4.41	5.01	88.22
85	tf_mixnet_s	4033.2	63.462	256	224	0.25	6.25	4.13
86	repvgg_b0	4020.07	63.669	256	224	3.41	6.15	15.82
87	selecsls60b	3957.1	64.683	256	224	3.63	5.52	32.77
88	selecsls60	3955.58	64.708	256	224	3.59	5.52	30.67
89	resnet26d	3771.71	67.862	256	224	2.6	8.15	16.01
90	dla34	3751.8	68.222	256	224	3.07	5.02	15.74
91	rexnet_150	3693.73	69.295	256	224	0.9	11.21	9.73
92	ecaresnet50d_pruned	3635.83	70.4	256	224	2.53	6.43	19.94
93	tf_efficientnet_lite1	3541.96	72.266	256	240	0.62	10.14	5.42
94	pit_xs_224	3506.77	72.991	256	224	1.4	7.71	10.62
95	regnetx_016	3495.21	73.233	256	224	1.62	7.93	9.19
96	pit_xs_distilled_224	3481.48	73.522	256	224	1.41	7.76	11.0
97	efficientnet_es_pruned	3365.67	76.052	256	224	1.81	8.73	5.44
98	efficientnet_es	3358.26	76.219	256	224	1.81	8.73	5.44
99	efficientnet_b2_pruned	3344.4	76.535	256	260	0.73	9.13	8.31
100	tf_efficientnet_es	3248.35	78.797	256	224	1.81	8.73	5.44
101	tf_efficientnetv2_b2	3221.93	79.444	256	260	1.72	9.84	10.1
102	resnest14d	3200.62	79.966	256	224	2.76	7.33	10.61
103	gernet_l	3173.09	80.669	256	256	4.57	8.0	31.08
104	regnety_016	3082.19	83.046	256	224	1.63	8.04	11.2
105	tf_efficientnet_cc_b0_8e	3079.83	83.109	256	224	0.42	9.42	24.01
106	tf_efficientnet_cc_b0_4e	3072.34	83.31	256	224	0.41	9.42	13.31
107	mixnet_m	3041.78	84.15	256	224	0.36	8.19	5.01
108	skresnet34	3025.8	84.595	256	224	3.67	5.13	22.28
109	resnext26ts	2999.56	85.335	256	256	2.43	10.52	10.3
110	repvgg_a2	2997.36	85.397	256	224	5.7	6.26	28.21
111	legacy_seresnext26_32x4d	2982.2	85.832	256	224	2.49	9.39	16.79
112	vit_tiny_r_s16_p8_384	2981.27	85.856	256	384	1.34	6.49	6.36
113	vit_small_patch32_384	2975.01	86.035	256	384	3.45	8.25	22.92
114	xcit_tiny_12_p16_224_dist	2962.26	86.406	256	224	1.24	6.29	6.72
115	xcit_tiny_12_p16_224	2958.87	86.506	256	224	1.24	6.29	6.72
116	resnet26t	2949.15	86.793	256	256	3.35	10.52	16.01
117	seresnext26ts	2930.19	87.355	256	256	2.43	10.52	10.39
118	eca_resnext26ts	2927.39	87.439	256	256	2.43	10.52	10.3
119	tf_mixnet_m	2918.13	87.716	256	224	0.36	8.19	5.01
120	tf_efficientnet_b1_ap	2909.55	87.973	256	240	0.71	10.88	7.79
121	tf_efficientnet_b1_ns	2907.96	88.021	256	240	0.71	10.88	7.79
122	tf_efficientnet_b1	2906.46	88.066	256	240	0.71	10.88	7.79
123	gcresnext26ts	2860.35	89.489	256	256	2.43	10.53	10.48
124	ecaresnet101d_pruned	2832.39	90.373	256	224	3.48	7.69	24.88
125	efficientnet_b1	2816.51	90.881	256	256	0.77	12.22	7.79
126	seresnext26t_32x4d	2803.22	91.313	256	224	2.7	10.09	16.81
127	seresnext26d_32x4d	2791.34	91.701	256	224	2.73	10.19	16.81
128	ecaresnetlight	2748.62	93.127	256	224	4.11	8.42	30.16
129	tf_efficientnet_lite2	2734.03	93.624	256	260	0.89	12.9	6.09
130	nf_regnet_b1	2722.26	94.028	256	288	1.02	9.2	10.22
131	crossvit_tiny_240	2719.71	94.117	256	240	1.57	9.08	7.01
132	rexnet_200	2697.36	94.896	256	224	1.56	14.91	16.37
133	resnetv2_50	2678.82	95.552	256	224	4.11	11.11	25.55
134	crossvit_9_240	2675.71	95.665	256	240	1.85	9.52	8.55
135	eca_botnext26ts_256	2660.24	96.221	256	256	2.46	11.6	10.59
136	tresnet_m	2657.69	96.314	256	224	5.74	7.31	31.39
137	botnet26t_256	2648.39	96.646	256	256	3.32	11.98	12.49
138	halonet26t	2611.82	98.005	256	256	3.19	11.69	12.48
139	vgg11	2609.78	98.082	256	224	7.61	7.44	132.86
140	eca_halonext26ts	2603.27	98.327	256	256	2.44	11.46	10.76
141	gluon_resnet50_v1b	2595.8	98.61	256	224	4.11	11.11	25.56
142	ssl_resnet50	2595.55	98.619	256	224	4.11	11.11	25.56
143	efficientnet_b3_pruned	2594.03	98.677	256	300	1.04	11.86	9.86
144	tv_resnet50	2591.78	98.763	256	224	4.11	11.11	25.56
145	crossvit_9_dagger_240	2589.88	98.836	256	240	1.99	9.97	8.78
146	resnet50	2584.36	99.039	256	224	4.11	11.11	25.56
147	swsl_resnet50	2581.65	99.146	256	224	4.11	11.11	25.56
148	convit_tiny	2544.18	100.61	256	224	1.26	7.94	5.71
149	hrnet_w18_small_v2	2509.11	102.017	256	224	2.62	9.65	15.6
150	resnet32ts	2503.04	102.263	256	256	4.63	11.58	17.96
151	bat_resnext26ts	2479.68	103.219	256	256	2.53	12.51	10.73
152	resnet33ts	2467.72	103.728	256	256	4.76	11.66	19.68
153	gluon_resnet50_v1c	2464.02	103.884	256	224	4.35	11.92	25.58
154	ese_vovnet39b	2457.44	104.162	256	224	7.09	6.74	24.57
155	cspresnet50	2453.31	104.338	256	256	4.54	11.5	21.62
156	cspresnext50	2451.69	104.407	256	224	3.1	12.14	20.57
157	gluon_resnet50_v1d	2445.69	104.663	256	224	4.35	11.92	25.58
158	resnet50d	2441.21	104.85	256	224	4.35	11.92	25.58
159	dpn68b	2432.24	105.242	256	224	2.35	10.47	12.61
160	legacy_seresnet50	2426.52	105.49	256	224	3.88	10.6	28.09
161	dpn68	2406.35	106.374	256	224	2.35	10.47	12.61
162	eca_resnet33ts	2405.01	106.434	256	256	4.76	11.66	19.68
163	seresnet33ts	2402.61	106.54	256	256	4.76	11.66	19.78
164	vgg11_bn	2383.08	107.413	256	224	7.62	7.44	132.87
165	mixnet_l	2358.59	108.528	256	224	0.58	10.84	7.33
166	lambda_resnet26t	2358.23	108.545	256	256	3.02	11.87	10.96
167	gcresnet33ts	2347.52	109.04	256	256	4.76	11.68	19.88
168	pit_s_224	2332.08	109.763	256	224	2.88	11.56	23.46
169	dla60	2324.78	110.106	256	224	4.26	10.16	22.04
170	seresnet50	2316.85	110.484	256	224	4.11	11.13	28.09
171	resnest26d	2313.67	110.634	256	224	3.64	9.97	17.07
172	pit_s_distilled_224	2311.97	110.718	256	224	2.9	11.64	24.04
173	deit_small_patch16_224	2297.25	111.426	256	224	4.61	11.95	22.05
174	vit_small_patch16_224	2293.15	111.622	256	224	4.61	11.95	22.05
175	deit_small_distilled_patch16_224	2268.28	112.85	256	224	4.63	12.02	22.44
176	tf_mixnet_l	2264.19	113.053	256	224	0.58	10.84	7.33
177	tf_efficientnet_b2_ns	2256.47	113.438	256	260	1.02	13.83	9.11
178	tf_efficientnet_b2_ap	2256.28	113.446	256	260	1.02	13.83	9.11
179	tf_efficientnet_b2	2253.15	113.605	256	260	1.02	13.83	9.11
180	tv_densenet121	2246.15	113.963	256	224	2.87	6.9	7.98
181	densenet121	2241.22	114.212	256	224	2.87	6.9	7.98
182	res2net50_48w_2s	2234.19	114.57	256	224	4.18	11.72	25.29
183	ecaresnet50d	2188.72	116.953	256	224	4.35	11.93	25.58
184	resnetblur50	2181.37	117.342	256	224	5.16	12.02	25.56
185	haloregnetz_b	2181.01	117.365	256	224	1.97	11.94	11.68
186	resnetrs50	2148.74	119.126	256	224	4.48	12.14	35.69
187	gluon_resnet50_v1s	2124.85	120.469	256	224	5.47	13.52	25.68
188	visformer_small	2123.42	120.549	256	224	4.88	11.43	40.22
189	gluon_inception_v3	2118.5	120.829	256	299	5.73	8.97	23.83
190	regnetx_032	2117.36	120.894	256	224	3.2	11.37	15.3
191	resmlp_24_distilled_224	2109.62	121.337	256	224	5.96	10.91	30.02
192	efficientnet_b2	2109.39	121.351	256	288	1.12	16.2	9.11
193	inception_v3	2109.39	121.351	256	299	5.73	8.97	23.83
194	resmlp_24_224	2108.77	121.386	256	224	5.96	10.91	30.02
195	tf_inception_v3	2108.49	121.403	256	299	5.73	8.97	23.83
196	adv_inception_v3	2107.2	121.474	256	299	5.73	8.97	23.83
197	efficientnet_em	2078.91	123.131	256	240	3.04	14.34	6.9
198	densenetblur121d	2047.01	125.05	256	224	3.11	7.9	8.0
199	tf_efficientnet_em	2016.96	126.911	256	240	3.04	14.34	6.9
200	ssl_resnext50_32x4d	2014.12	127.092	256	224	4.26	14.4	25.03
201	tv_resnext50_32x4d	2011.71	127.243	256	224	4.26	14.4	25.03
202	gluon_resnext50_32x4d	2008.79	127.428	256	224	4.26	14.4	25.03
203	swsl_resnext50_32x4d	2003.89	127.736	256	224	4.26	14.4	25.03
204	resnext50_32x4d	2003.33	127.776	256	224	4.26	14.4	25.03
205	tf_efficientnet_cc_b1_8e	1964.78	130.28	256	240	0.75	15.44	39.72
206	dla60x	1943.55	131.706	256	224	3.54	13.8	17.35
207	regnetx_040	1936.18	132.208	256	224	3.99	12.2	22.12
208	resnext50d_32x4d	1913.78	133.755	256	224	4.5	15.2	25.05
209	res2net50_26w_4s	1909.57	134.046	256	224	4.28	12.61	25.7
210	tf_efficientnetv2_b3	1906.95	134.234	256	300	3.04	15.74	14.36
211	regnety_040	1904.74	134.39	256	224	4.0	12.29	20.65
212	gcresnet50t	1896.24	134.993	256	256	5.42	14.67	25.9
213	efficientnetv2_rw_t	1892.3	135.274	256	288	3.19	16.42	13.65
214	sehalonet33ts	1872.56	136.7	256	256	3.55	14.7	13.69
215	lambda_resnet26rpt_256	1852.61	138.171	256	256	3.16	11.87	10.99
216	seresnext50_32x4d	1837.91	139.277	256	224	4.26	14.42	27.56
217	gcresnext50ts	1836.72	139.369	256	256	3.75	15.46	15.67
218	dla60_res2net	1835.75	139.44	256	224	4.15	12.34	20.85
219	gluon_seresnext50_32x4d	1834.84	139.511	256	224	4.26	14.42	27.56
220	legacy_seresnext50_32x4d	1831.03	139.801	256	224	4.26	14.42	27.56
221	resnest50d_1s4x24d	1825.82	140.197	256	224	4.43	13.57	25.68
222	repvgg_b1g4	1816.81	140.887	256	224	8.15	10.64	39.97
223	densenet169	1814.19	141.099	256	224	3.4	7.3	14.15
224	gc_efficientnetv2_rw_t	1807.69	141.606	256	288	3.2	16.45	13.68
225	coat_lite_tiny	1802.74	141.995	256	224	1.6	11.65	5.72
226	res2net50_14w_8s	1801.06	142.125	256	224	4.21	13.28	25.06
227	res2next50	1791.13	142.906	256	224	4.2	13.71	24.67
228	cspdarknet53	1752.54	146.063	256	256	6.57	16.81	27.64
229	ecaresnet26t	1748.79	146.375	256	320	5.24	16.44	16.01
230	dla60_res2next	1747.0	146.526	256	224	3.49	13.17	17.03
231	regnetz_b	1724.41	148.443	256	288	2.39	16.43	9.72
232	coat_lite_mini	1717.23	149.066	256	224	2.0	12.25	11.01
233	vgg13	1708.54	149.824	256	224	11.31	12.25	133.05
234	mixnet_xl	1689.17	151.542	256	224	0.93	14.57	11.9
235	vit_small_r26_s32_224	1664.97	153.742	256	224	3.56	9.85	36.43
236	resnetv2_101	1630.91	156.956	256	224	7.83	16.23	44.54
237	tf_efficientnet_lite3	1624.63	157.563	256	300	1.65	21.85	8.2
238	gluon_resnet101_v1b	1601.1	159.88	256	224	7.83	16.23	44.55
239	tv_resnet101	1599.29	160.06	256	224	7.83	16.23	44.55
240	repvgg_b1	1595.1	160.478	256	224	13.16	10.64	57.42
241	xcit_tiny_24_p16_224_dist	1586.68	161.331	256	224	2.34	11.82	12.12
242	xcit_tiny_24_p16_224	1585.43	161.458	256	224	2.34	11.82	12.12
243	xcit_small_12_p16_224_dist	1555.24	164.59	256	224	4.82	12.58	26.25
244	lambda_resnet50ts	1554.98	164.616	256	256	5.07	17.48	21.54
245	xcit_small_12_p16_224	1551.41	164.997	256	224	4.82	12.58	26.25
246	gluon_resnet101_v1c	1549.68	165.185	256	224	8.08	17.04	44.57
247	resnest50d	1546.83	165.485	256	224	5.4	14.36	27.48
248	vgg13_bn	1545.98	165.579	256	224	11.33	12.25	133.05
249	gluon_resnet101_v1d	1542.35	165.971	256	224	8.08	17.04	44.57
250	dla102	1540.91	166.124	256	224	7.19	14.18	33.27
251	twins_svt_small	1527.64	167.568	256	224	2.94	13.75	24.06
252	wide_resnet50_2	1520.69	168.321	256	224	11.43	14.4	68.88
253	gmixer_24_224	1499.34	170.73	256	224	5.28	14.45	24.72
254	resnetv2_50x1_bit_distilled	1491.85	171.586	256	224	4.23	11.11	25.55
255	regnetx_080	1490.15	171.784	256	224	8.02	14.06	39.57
256	xcit_nano_12_p16_384_dist	1485.24	172.347	256	384	1.64	12.15	3.05
257	crossvit_small_240	1471.27	173.987	256	240	5.63	18.17	26.86
258	legacy_seresnet101	1468.28	174.342	256	224	7.61	15.74	49.33
259	halonet50ts	1455.95	175.819	256	256	5.3	19.2	22.73
260	res2net50_26w_6s	1449.56	176.589	256	224	6.33	15.28	37.05
261	regnetx_064	1419.83	180.292	256	224	6.49	16.37	26.21
262	densenet201	1416.48	180.718	256	224	4.34	7.85	20.01
263	resmlp_36_224	1415.51	180.84	256	224	8.91	16.33	44.69
264	resmlp_36_distilled_224	1415.35	180.86	256	224	8.91	16.33	44.69
265	gluon_resnet101_v1s	1409.69	181.589	256	224	9.19	18.64	44.67
266	lamhalobotnet50ts_256	1390.79	184.054	256	256	5.02	18.44	22.57
267	nf_resnet50	1387.87	184.443	256	288	6.88	18.37	25.56
268	ecaresnet101d	1376.05	186.03	256	224	8.08	17.07	44.57
269	vgg16	1375.43	186.112	256	224	15.47	13.56	138.36
270	hrnet_w18	1354.53	188.983	256	224	4.32	16.31	21.3
271	regnety_032	1350.9	189.492	256	288	5.29	18.61	19.44
272	crossvit_15_240	1346.42	190.123	256	240	5.81	19.77	27.53
273	tresnet_l	1344.95	190.33	256	224	10.88	11.9	55.99
274	gmlp_s16_224	1341.95	190.757	256	224	4.42	15.1	19.42
275	tf_efficientnet_b3_ap	1337.77	191.35	256	300	1.87	23.83	12.23
276	tf_efficientnet_b3_ns	1337.21	191.429	256	300	1.87	23.83	12.23
277	tf_efficientnet_b3	1336.96	191.464	256	300	1.87	23.83	12.23
278	resnet51q	1335.36	191.695	256	288	8.07	20.94	35.7
279	vit_base_patch32_384	1326.76	192.939	256	384	13.06	16.5	88.3
280	xception	1314.05	194.804	256	299	8.4	35.83	22.86
281	crossvit_15_dagger_240	1305.29	196.113	256	240	6.13	20.43	28.21
282	dla102x	1302.51	196.531	256	224	5.89	19.42	26.31
283	efficientnet_b3	1297.94	197.224	256	320	2.01	26.52	12.23
284	mixer_b16_224	1285.59	199.119	256	224	12.62	14.53	59.88
285	mixer_b16_224_miil	1283.81	199.396	256	224	12.62	14.53	59.88
286	cait_xxs24_224	1283.41	199.457	256	224	2.53	20.29	11.96
287	skresnext50_32x4d	1277.72	200.346	256	224	4.5	17.18	27.48
288	regnety_064	1270.37	201.504	256	224	6.39	16.41	30.58
289	ssl_resnext101_32x4d	1267.29	201.994	256	224	8.01	21.23	44.18
290	gluon_resnext101_32x4d	1262.61	202.744	256	224	8.01	21.23	44.18
291	swsl_resnext101_32x4d	1261.41	202.934	256	224	8.01	21.23	44.18
292	vgg16_bn	1259.82	203.192	256	224	15.5	13.56	138.37
293	repvgg_b2g4	1250.78	204.659	256	224	12.63	12.9	61.76
294	halo2botnet50ts_256	1247.07	205.268	256	256	5.02	21.78	22.64
295	swin_tiny_patch4_window7_224	1247.03	205.273	256	224	4.51	17.06	28.29
296	twins_pcpvt_small	1237.18	206.911	256	224	3.83	18.08	24.11
297	regnety_080	1231.05	207.941	256	224	8.0	17.97	39.18
298	resnest50d_4s2x40d	1214.34	210.797	256	224	4.4	17.94	30.42
299	resnet61q	1207.53	211.987	256	288	9.87	21.52	36.85
300	eca_nfnet_l0	1191.71	214.805	256	288	7.12	17.29	24.14
301	nfnet_l0	1190.26	215.067	256	288	7.13	17.29	35.07
302	res2net101_26w_4s	1183.89	216.22	256	224	8.1	18.45	45.21
303	dpn92	1178.74	217.169	256	224	6.54	18.21	37.67
304	res2net50_26w_8s	1178.7	217.174	256	224	8.37	17.95	48.4
305	vit_tiny_patch16_384	1172.78	218.271	256	384	4.7	25.39	5.79
306	convit_small	1169.52	218.881	256	224	5.76	17.87	27.78
307	vgg19	1152.13	222.185	256	224	19.63	14.86	143.67
308	gluon_seresnext101_32x4d	1150.11	222.576	256	224	8.02	21.26	48.96
309	legacy_seresnext101_32x4d	1149.76	222.644	256	224	8.02	21.26	48.96
310	hrnet_w32	1142.24	224.109	256	224	8.97	22.02	41.23
311	xcit_nano_12_p8_224	1127.98	226.94	256	224	2.16	15.71	3.05
312	xcit_nano_12_p8_224_dist	1127.81	226.974	256	224	2.16	15.71	3.05
313	hrnet_w30	1123.84	227.778	256	224	8.15	21.21	37.71
314	tv_resnet152	1116.24	229.331	256	224	11.56	22.56	60.19
315	gluon_resnet152_v1b	1115.71	229.44	256	224	11.56	22.56	60.19
316	ecaresnet50t	1110.54	230.506	256	320	8.82	24.13	25.57
317	regnetz_c	1099.38	232.841	256	320	3.92	25.88	13.46
318	gluon_resnet152_v1c	1090.66	234.708	256	224	11.8	23.36	60.21
319	gluon_resnet152_v1d	1087.27	235.441	256	224	11.8	23.36	60.21
320	repvgg_b2	1087.24	235.444	256	224	20.45	12.9	89.02
321	xception41	1068.11	239.655	256	299	9.28	39.86	26.97
322	densenet161	1067.45	239.812	256	224	7.79	11.06	28.68
323	vgg19_bn	1061.8	241.089	256	224	19.66	14.86	143.68
324	inception_v4	1057.29	242.117	256	299	12.28	15.09	42.68
325	convmixer_1024_20_ks9_p14	1048.55	244.135	256	224	5.55	5.51	24.38
326	dla169	1043.9	245.223	256	224	11.6	20.2	53.39
327	xcit_tiny_12_p16_384_dist	1041.14	245.869	256	384	3.64	18.26	6.72
328	regnetx_120	1028.54	248.883	256	224	12.13	21.37	46.11
329	gluon_resnet152_v1s	1019.74	251.033	256	224	12.92	24.96	60.32
330	coat_lite_small	1019.01	251.211	256	224	3.96	22.09	19.84
331	vit_base_patch16_224_miil	1015.29	252.134	256	224	17.58	23.9	86.54
332	legacy_seresnet152	1014.16	252.414	256	224	11.33	22.08	66.82
333	repvgg_b3g4	1009.72	253.523	256	224	17.89	15.1	83.83
334	jx_nest_tiny	1009.0	253.705	256	224	5.83	25.48	17.06
335	crossvit_18_240	995.7	257.092	256	240	9.05	26.26	43.27
336	vit_base_patch16_224	987.74	259.165	256	224	17.58	23.9	86.57
337	vit_base_patch16_sam_224	983.41	260.307	256	224	17.58	23.9	86.57
338	tresnet_xl	983.24	260.352	256	224	15.17	15.34	78.44
339	deit_base_patch16_224	981.95	260.694	256	224	17.58	23.9	86.57
340	regnety_120	981.03	260.937	256	224	12.14	21.38	51.82
341	deit_base_distilled_patch16_224	972.1	263.335	256	224	17.68	24.05	87.34
342	crossvit_18_dagger_240	968.8	264.234	256	240	9.5	27.03	44.27
343	efficientnet_el_pruned	927.76	275.921	256	300	8.0	30.7	10.59
344	efficientnet_el	927.59	275.971	256	300	8.0	30.7	10.59
345	tf_efficientnet_el	908.45	281.783	256	300	8.0	30.7	10.59
346	beit_base_patch16_224	907.03	282.225	256	224	17.58	23.9	86.53
347	dm_nfnet_f0	906.74	282.318	256	256	12.62	18.05	71.49
348	beit_base_patch16_224_in22k	904.43	283.033	256	224	17.6	23.92	102.56
349	twins_pcpvt_base	903.59	283.303	256	224	6.68	25.25	43.83
350	dla102x2	892.39	286.858	256	224	9.34	29.91	41.28
351	twins_svt_base	884.1	289.548	256	224	8.59	26.33	56.07
352	wide_resnet101_2	879.83	290.95	256	224	22.8	21.23	126.89
353	tf_efficientnetv2_s_in21ft1k	867.65	295.037	256	384	8.44	35.77	21.46
354	tf_efficientnetv2_s	866.61	295.392	256	384	8.44	35.77	21.46
355	cait_xxs36_224	864.05	296.268	256	224	3.77	30.34	17.3
356	resnetrs101	850.72	300.905	256	288	13.56	28.53	63.62
357	repvgg_b3	845.91	302.619	256	224	29.16	15.1	123.09
358	efficientnetv2_rw_s	844.69	303.059	256	384	8.72	38.03	23.94
359	dpn98	840.2	304.675	256	224	11.73	25.2	61.57
360	pit_b_distilled_224	838.63	305.249	256	224	12.5	33.07	74.79
361	pit_b_224	837.02	305.836	256	224	12.42	32.94	73.76
362	ens_adv_inception_resnet_v2	834.35	306.814	256	299	13.18	25.06	55.84
363	regnetx_160	833.02	307.301	256	224	15.99	25.52	54.28
364	inception_resnet_v2	832.69	307.427	256	299	13.18	25.06	55.84
365	xcit_small_24_p16_224_dist	830.32	308.297	256	224	9.1	23.64	47.67
366	xcit_small_24_p16_224	828.74	308.886	256	224	9.1	23.64	47.67
367	swin_small_patch4_window7_224	809.9	316.074	256	224	8.77	27.47	49.61
368	gluon_resnext101_64x4d	803.65	318.536	256	224	15.52	31.21	83.46
369	xcit_tiny_12_p8_224_dist	791.87	323.27	256	224	4.81	23.6	6.71
370	xcit_tiny_12_p8_224	791.64	323.364	256	224	4.81	23.6	6.71
371	gluon_xception65	784.11	326.474	256	299	13.96	52.48	39.92
372	xception65	777.91	329.074	256	299	13.96	52.48	39.92
373	resnet101d	776.37	329.723	256	320	16.48	34.77	44.57
374	ig_resnext101_32x8d	775.21	330.222	256	224	16.48	31.21	88.79
375	swsl_resnext101_32x8d	773.83	330.808	256	224	16.48	31.21	88.79
376	resnext101_32x8d	773.08	331.13	256	224	16.48	31.21	88.79
377	ssl_resnext101_32x8d	769.28	332.765	256	224	16.48	31.21	88.79
378	tf_efficientnet_lite4	764.13	335.01	256	380	4.04	45.66	13.01
379	hrnet_w40	760.18	336.752	256	224	12.75	25.29	57.56
380	gluon_seresnext101_64x4d	756.43	338.418	256	224	15.53	31.25	88.23
381	resnest101e	755.07	339.024	256	256	13.38	28.66	48.28
382	hrnet_w48	716.4	357.329	256	224	17.34	28.56	77.47
383	cait_s24_224	714.86	358.098	256	224	9.35	40.58	46.92
384	tresnet_m_448	713.55	358.758	256	448	22.94	29.21	31.39
385	coat_tiny	707.04	362.062	256	224	4.35	27.2	5.5
386	regnetz_d	704.94	363.138	256	320	9.33	37.08	27.58
387	hrnet_w44	702.53	364.385	256	224	14.94	26.92	67.06
388	vit_large_r50_s32_224	680.11	376.394	256	224	19.58	24.41	328.99
389	jx_nest_small	676.97	378.142	256	224	10.35	40.04	38.35
390	twins_svt_large	673.22	380.252	256	224	15.15	35.1	99.27
391	crossvit_base_240	671.16	381.416	256	240	21.22	36.33	105.03
392	efficientnet_b4	667.18	383.692	256	384	4.51	50.04	19.34
393	twins_pcpvt_large	657.69	389.226	256	224	9.84	35.82	60.99
394	tf_efficientnet_b4	637.24	401.719	256	380	4.49	49.49	19.34
395	tf_efficientnet_b4_ap	636.68	402.068	256	380	4.49	49.49	19.34
396	tf_efficientnet_b4_ns	636.62	402.109	256	380	4.49	49.49	19.34
397	convit_base	621.76	411.725	256	224	17.52	31.77	86.54
398	dpn131	619.15	413.454	256	224	16.09	32.97	79.25
399	swin_base_patch4_window7_224	617.4	414.625	256	224	15.47	36.63	87.77
400	swin_base_patch4_window7_224_in22k	616.51	415.228	256	224	15.49	36.65	109.13
401	xcit_medium_24_p16_224_dist	613.3	417.401	256	224	16.13	31.71	84.4
402	xcit_medium_24_p16_224	612.89	417.675	256	224	16.13	31.71	84.4
403	vit_small_patch16_384	594.17	430.838	256	384	15.52	50.78	22.2
404	coat_mini	592.46	432.084	256	224	6.82	33.68	10.34
405	xception71	590.14	433.78	256	299	18.09	69.92	42.34
406	vit_small_r26_s32_384	574.75	445.396	256	384	10.43	29.85	36.47
407	hrnet_w64	570.22	448.937	256	224	28.97	35.09	128.06
408	dpn107	566.19	452.128	256	224	18.38	33.46	86.92
409	eca_nfnet_l1	559.71	457.367	256	320	14.92	34.42	41.41
410	gluon_senet154	559.51	457.529	256	224	20.77	38.69	115.09
411	legacy_senet154	558.72	458.178	256	224	20.77	38.69	115.09
412	xcit_tiny_24_p16_384_dist	556.09	460.342	256	384	6.87	34.29	12.12
413	xcit_small_12_p16_384_dist	546.87	468.099	256	384	14.14	36.51	26.25
414	resnet152d	546.29	468.597	256	320	24.08	47.67	60.21
415	regnety_320	522.26	490.163	256	224	32.34	30.26	145.05
416	jx_nest_base	511.39	500.584	256	224	17.96	53.39	67.72
417	regnety_160	509.43	502.501	256	288	26.37	38.07	83.59
418	tnt_s_patch16_224	497.77	514.282	256	224	5.24	24.37	23.76
419	seresnet152d	489.63	522.829	256	320	24.09	47.72	66.84
420	resnetrs152	483.98	528.928	256	320	24.34	48.14	86.62
421	regnetx_320	460.34	556.1	256	224	31.81	36.3	107.81
422	vit_large_patch32_384	457.67	559.348	256	384	45.31	43.86	306.63
423	mixer_l16_224	429.82	595.582	256	224	44.6	41.69	208.2
424	xcit_tiny_24_p8_224	417.75	612.797	256	224	9.21	45.39	12.11
425	xcit_tiny_24_p8_224_dist	417.56	613.068	256	224	9.21	45.39	12.11
426	xcit_small_12_p8_224	416.17	615.111	256	224	18.69	47.21	26.21
427	xcit_small_12_p8_224_dist	415.93	615.473	256	224	18.69	47.21	26.21
428	efficientnetv2_rw_m	404.25	633.263	256	416	21.49	79.62	53.24
429	resnet200d	391.43	653.991	256	320	31.25	67.33	64.69
430	resnetv2_50x1_bitm	388.67	658.636	256	448	16.62	44.46	25.55
431	xcit_nano_12_p8_384_dist	387.79	660.138	256	384	6.34	46.08	3.05
432	swin_large_patch4_window7_224	385.11	664.722	256	224	34.53	54.94	196.53
433	swin_large_patch4_window7_224_in22k	384.77	665.318	256	224	34.56	54.96	228.57
434	xcit_large_24_p16_224	374.96	682.722	256	224	35.86	47.27	189.1
435	xcit_large_24_p16_224_dist	374.65	683.281	256	224	35.86	47.27	189.1
436	ssl_resnext101_32x16d	366.28	698.897	256	224	36.27	51.18	194.03
437	ig_resnext101_32x16d	365.74	699.945	256	224	36.27	51.18	194.03
438	swsl_resnext101_32x16d	365.46	700.478	256	224	36.27	51.18	194.03
439	tresnet_l_448	350.13	731.146	256	448	43.5	47.56	55.99
440	resnetrs200	346.06	739.735	256	320	31.51	67.81	93.21
441	tf_efficientnetv2_m	339.58	753.868	256	480	24.76	89.84	54.14
442	tf_efficientnetv2_m_in21ft1k	339.57	753.879	256	480	24.76	89.84	54.14
443	vit_large_patch16_224	332.37	770.202	256	224	61.6	63.52	304.33
444	dm_nfnet_f1	329.67	776.526	256	320	35.97	46.77	132.63
445	tf_efficientnet_b5	319.74	800.623	256	456	10.46	98.86	30.39
446	tf_efficientnet_b5_ap	319.51	801.207	256	456	10.46	98.86	30.39
447	tf_efficientnet_b5_ns	319.48	801.287	256	456	10.46	98.86	30.39
448	crossvit_15_dagger_408	308.22	830.557	256	408	21.45	95.05	28.5
449	beit_large_patch16_224	304.41	840.964	256	224	61.6	63.52	304.43
450	beit_large_patch16_224_in22k	303.89	842.402	256	224	61.62	63.54	325.79
451	xcit_small_24_p16_384_dist	291.33	878.717	256	384	26.72	68.58	47.67
452	convmixer_768_32	284.41	900.105	256	224	19.55	25.95	21.11
453	eca_nfnet_l2	277.7	921.837	256	384	30.05	68.28	56.72
454	resnetv2_152x2_bit_teacher	272.08	940.888	256	224	46.95	45.11	236.34
455	xcit_tiny_12_p8_384_dist	271.29	943.618	256	384	14.13	69.14	6.71
456	tresnet_xl_448	265.72	963.421	256	448	60.65	61.31	78.44
457	vit_base_patch16_384	260.82	981.51	256	384	55.54	101.56	86.86
458	deit_base_patch16_384	260.27	983.563	256	384	55.54	101.56	86.86
459	resnest200e	257.06	995.856	256	320	35.69	82.78	70.2
460	deit_base_distilled_patch16_384	256.78	996.936	256	384	55.65	101.82	87.63
461	resnetv2_101x1_bitm	243.19	1052.661	256	448	31.65	64.93	44.54
462	cait_xxs24_384	238.44	1073.626	256	384	9.63	122.66	12.03
463	ecaresnet269d	229.27	1116.568	256	352	50.25	101.25	102.09
464	crossvit_18_dagger_408	229.17	558.535	128	408	32.47	124.87	44.61
465	vit_large_r50_s32_384	229.1	1117.419	256	384	57.43	76.52	329.09
466	nasnetalarge	226.47	1130.365	256	331	23.89	90.56	88.75
467	pnasnet5large	225.65	1134.478	256	331	25.04	92.89	86.06
468	beit_base_patch16_384	223.91	1143.322	256	384	55.54	101.56	86.74
469	resnetrs270	222.05	1152.857	256	352	51.13	105.48	129.86
470	xcit_small_24_p8_224	218.32	1172.571	256	224	35.81	90.78	47.63
471	xcit_small_24_p8_224_dist	218.2	1173.193	256	224	35.81	90.78	47.63
472	xcit_medium_24_p16_384_dist	212.67	1203.725	256	384	47.39	91.64	84.4
473	resmlp_big_24_224	199.99	1280.033	256	224	100.23	87.31	129.14
474	resmlp_big_24_224_in22ft1k	199.55	1282.862	256	224	100.23	87.31	129.14
475	resmlp_big_24_distilled_224	199.5	1283.208	256	224	100.23	87.31	129.14
476	tf_efficientnetv2_l	196.16	1305.054	256	480	56.4	157.99	118.52
477	tf_efficientnetv2_l_in21ft1k	195.97	1306.333	256	480	56.4	157.99	118.52
478	dm_nfnet_f2	187.32	1366.603	256	352	63.22	79.06	193.78
479	tf_efficientnet_b6_ns	184.64	693.239	128	528	19.4	167.39	43.04
480	tf_efficientnet_b6_ap	184.63	693.254	128	528	19.4	167.39	43.04
481	tf_efficientnet_b6	184.56	693.543	128	528	19.4	167.39	43.04
482	swin_base_patch4_window12_384	172.29	742.9	128	384	47.19	134.78	87.9
483	swin_base_patch4_window12_384_in22k	172.09	743.782	128	384	47.21	134.8	109.27
484	cait_xs24_384	168.76	1516.911	256	384	19.28	183.98	26.67
485	vit_base_r50_s16_384	164.61	1555.149	256	384	67.43	135.03	98.95
486	convmixer_1536_20	163.58	1564.936	256	224	48.68	33.03	51.63
487	cait_xxs36_384	159.38	1606.206	256	384	14.35	183.7	17.37
488	xcit_medium_24_p8_224	158.47	1615.434	256	224	63.53	121.23	84.32
489	xcit_medium_24_p8_224_dist	158.47	1615.404	256	224	63.53	121.23	84.32
490	resnetrs350	147.45	1736.143	256	384	77.59	154.74	163.96
491	ig_resnext101_32x32d	144.94	1766.221	256	224	87.29	91.12	468.53
492	xcit_tiny_24_p8_384_dist	140.02	1828.249	256	384	27.05	132.95	12.11
493	xcit_small_12_p8_384_dist	138.32	1850.769	256	384	54.92	138.29	26.21
494	cait_s24_384	130.37	1963.692	256	384	32.17	245.31	47.06
495	xcit_large_24_p16_384_dist	128.67	1989.551	256	384	105.35	137.17	189.1
496	tf_efficientnetv2_xl_in21ft1k	125.28	2043.358	256	512	93.85	247.32	208.12
497	resnest269e	119.95	2134.143	256	416	77.69	171.98	110.93
498	swin_large_patch4_window12_384	108.71	1177.454	128	384	104.08	202.16	196.74
499	swin_large_patch4_window12_384_in22k	108.63	1178.305	128	384	104.11	202.18	228.77
500	resnetrs420	107.0	2392.495	256	416	108.45	213.79	191.89
501	tf_efficientnet_b7_ns	106.07	603.375	64	600	38.33	289.94	66.35
502	tf_efficientnet_b7_ap	105.98	603.889	64	600	38.33	289.94	66.35
503	tf_efficientnet_b7	105.95	604.03	64	600	38.33	289.94	66.35
504	dm_nfnet_f3	102.63	2494.386	256	416	115.58	141.78	254.92
505	xcit_large_24_p8_224	95.99	2666.968	256	224	141.23	181.56	188.93
506	xcit_large_24_p8_224_dist	95.77	2673.153	256	224	141.23	181.56	188.93
507	resnetv2_152x2_bit_teacher_384	94.95	2696.08	256	384	136.16	132.56	236.34
508	resnetv2_50x3_bitm	93.71	1365.901	128	448	145.7	133.37	217.32
509	vit_large_patch16_384	89.71	2853.476	256	384	191.21	270.24	304.72
510	cait_s36_384	87.22	2935.166	256	384	47.99	367.4	68.37
511	ig_resnext101_32x48d	85.91	1489.933	128	224	153.57	131.06	828.41
512	beit_large_patch16_384	77.75	3292.734	256	384	191.21	270.24	305.0
513	xcit_small_24_p8_384_dist	72.45	3533.673	256	384	105.24	265.91	47.63
514	resnetv2_152x2_bitm	69.73	1835.714	128	448	184.99	180.43	236.34
515	tf_efficientnet_b8	66.92	956.333	64	672	63.48	442.89	87.41
516	tf_efficientnet_b8_ap	66.91	956.434	64	672	63.48	442.89	87.41
517	dm_nfnet_f4	57.01	4490.519	256	512	216.26	262.26	316.07
518	resnetv2_101x3_bitm	56.17	2278.772	128	448	280.33	194.78	387.93
519	xcit_medium_24_p8_384_dist	53.81	4757.31	256	384	186.67	354.73	84.32
520	dm_nfnet_f5	41.46	6174.452	256	544	290.97	349.71	377.21
521	tf_efficientnet_l2_ns_475	38.52	1661.585	64	475	172.11	609.89	480.31
522	xcit_large_24_p8_384_dist	32.44	7891.525	256	384	415.0	531.82	188.93
523	beit_large_patch16_512	31.38	2039.285	64	512	362.24	656.39	305.67
524	cait_m36_384	30.16	8488.214	256	384	173.11	734.81	271.22
525	dm_nfnet_f6	30.03	8525.766	256	576	378.69	452.2	438.36
526	resnetv2_152x4_bitm	18.21	3515.177	64	480	844.84	414.26	936.53
527	tf_efficientnet_l2_ns	13.56	1770.059	24	800	479.12	1707.39	480.31
528	cait_m48_448	13.08	9784.533	128	448	329.41	1708.23	356.46