pytorch-image-models/results/benchmark-train-amp-nhwc-pt110-cu113-rtx3090.csv

1	model	train_samples_per_sec	train_step_time	train_batch_size	train_img_size	param_count
2	mobilenetv3_small_050	10124.2	49.732	512	224	1.59
3	lcnet_035	9556.39	53.122	512	224	1.64
4	tinynet_e	9259.87	53.163	512	106	2.04
5	lcnet_050	8204.13	61.959	512	224	1.88
6	tf_mobilenetv3_small_minimal_100	8115.25	62.582	512	224	2.04
7	tinynet_d	7842.33	64.591	512	152	2.34
8	mobilenetv3_small_075	7645.76	66.298	512	224	2.04
9	mobilenetv3_small_100	7391.62	68.594	512	224	2.54
10	tf_mobilenetv3_small_075	7004.36	72.432	512	224	2.04
11	tf_mobilenetv3_small_100	6775.26	74.902	512	224	2.54
12	levit_128s	6249.41	81.115	512	224	7.78
13	lcnet_075	5706.1	89.275	512	224	2.36
14	lcnet_100	5288.36	96.356	512	224	2.95
15	mnasnet_small	4565.41	111.287	512	224	2.03
16	mnasnet_050	4479.4	113.569	512	224	2.22
17	levit_128	4339.94	116.946	512	224	9.21
18	mobilenetv2_035	4152.95	122.551	512	224	1.68
19	mixer_s32_224	4131.98	123.414	512	224	19.1
20	tinynet_c	4071.23	124.835	512	184	2.46
21	gernet_s	4039.7	126.102	512	224	8.17
22	semnasnet_050	3974.04	127.989	512	224	2.08
23	levit_192	3756.95	135.269	512	224	10.95
24	vit_small_patch32_224	3671.47	138.697	512	224	22.88
25	lcnet_150	3645.88	139.972	512	224	4.5
26	ssl_resnet18	3513.72	145.398	512	224	11.69
27	gluon_resnet18_v1b	3512.34	145.445	512	224	11.69
28	swsl_resnet18	3508.0	145.642	512	224	11.69
29	mobilenetv2_050	3501.31	145.498	512	224	1.97
30	resnet18	3496.86	146.104	512	224	11.69
31	vit_tiny_r_s16_p8_224	3335.03	152.754	512	224	6.34
32	mobilenetv3_large_075	3296.24	154.517	512	224	3.99
33	ese_vovnet19b_slim_dw	3204.84	159.295	512	224	1.9
34	tf_mobilenetv3_large_minimal_100	3175.97	160.546	512	224	3.92
35	seresnet18	3165.67	161.261	512	224	11.78
36	legacy_seresnet18	3081.19	165.707	512	224	11.78
37	mnasnet_075	3078.06	165.602	512	224	3.17
38	tf_mobilenetv3_large_075	3052.6	166.905	512	224	3.99
39	ghostnet_050	2997.88	169.549	512	224	2.59
40	mobilenetv3_rw	2978.91	171.068	512	224	5.48
41	mobilenetv3_large_100_miil	2954.41	172.485	512	224	5.48
42	mobilenetv3_large_100	2949.17	172.802	512	224	5.48
43	levit_256	2853.53	178.318	512	224	18.89
44	hardcorenas_a	2833.05	180.061	512	224	5.26
45	mnasnet_100	2794.45	182.489	512	224	4.38
46	mnasnet_b1	2793.42	182.553	512	224	4.38
47	resnet18d	2767.22	184.677	512	224	11.71
48	tf_mobilenetv3_large_100	2745.99	185.646	512	224	5.48
49	tinynet_b	2724.35	186.966	512	188	3.73
50	hardcorenas_b	2641.84	192.939	512	224	5.18
51	semnasnet_075	2627.64	193.989	512	224	2.91
52	hardcorenas_c	2601.15	195.937	512	224	5.52
53	ese_vovnet19b_slim	2546.07	200.754	512	224	3.17
54	mobilenetv2_075	2520.15	202.421	512	224	2.64
55	spnasnet_100	2483.13	205.29	512	224	4.42
56	tf_efficientnetv2_b0	2462.53	206.791	512	224	7.14
57	hardcorenas_d	2435.65	209.09	512	224	7.5
58	mnasnet_a1	2380.33	214.252	512	224	3.89
59	semnasnet_100	2377.81	214.477	512	224	3.89
60	mobilenetv2_100	2363.97	215.837	512	224	3.5
61	regnetx_002	2307.34	221.263	512	224	2.68
62	tinynet_a	2237.07	227.684	512	192	6.19
63	fbnetc_100	2225.25	229.187	512	224	5.57
64	ghostnet_100	2211.89	230.191	512	224	5.18
65	regnety_002	2204.25	231.393	512	224	3.16
66	efficientnet_lite0	2189.09	233.188	512	224	4.65
67	hardcorenas_f	2163.36	235.624	512	224	8.2
68	hardcorenas_e	2139.96	238.217	512	224	8.07
69	tf_efficientnet_lite0	2037.27	250.609	512	224	4.65
70	resnet34	2037.12	250.805	512	224	21.8
71	tv_resnet34	2035.85	250.969	512	224	21.8
72	gluon_resnet34_v1b	2035.71	250.984	512	224	21.8
73	skresnet18	2026.36	252.064	512	224	11.96
74	resnet26	1936.86	263.917	512	224	16.0
75	resnetblur18	1923.61	265.837	512	224	11.69
76	gernet_m	1870.52	273.071	512	224	21.14
77	ese_vovnet19b_dw	1864.29	274.174	512	224	6.54
78	nf_resnet26	1859.82	274.839	512	224	16.0
79	mnasnet_140	1826.42	279.575	512	224	7.12
80	hrnet_w18_small	1825.55	279.196	512	224	13.19
81	seresnet34	1821.14	280.321	512	224	21.96
82	legacy_seresnet34	1770.27	288.393	512	224	21.96
83	efficientnet_b0	1763.31	216.796	384	224	5.29
84	resnet34d	1762.59	289.926	512	224	21.82
85	mobilenetv2_110d	1752.61	218.148	384	224	4.52
86	levit_384	1748.52	291.817	512	224	39.13
87	rexnetr_100	1739.4	219.681	384	224	4.88
88	selecsls42	1711.06	298.631	512	224	30.35
89	selecsls42b	1703.95	299.892	512	224	32.46
90	vit_tiny_patch16_224	1668.2	306.156	512	224	5.72
91	deit_tiny_patch16_224	1666.4	306.494	512	224	5.72
92	tf_efficientnet_b0_ap	1660.27	230.299	384	224	5.29
93	tf_efficientnet_b0_ns	1659.78	230.359	384	224	5.29
94	tf_efficientnet_b0	1659.12	230.455	384	224	5.29
95	deit_tiny_distilled_patch16_224	1644.53	310.585	512	224	5.91
96	semnasnet_140	1620.0	315.219	512	224	6.11
97	efficientnet_es_pruned	1595.68	320.161	512	224	5.44
98	efficientnet_es	1595.53	320.205	512	224	5.44
99	mixer_b32_224	1593.71	320.545	512	224	60.29
100	tf_efficientnet_es	1592.03	320.904	512	224	5.44
101	resnet26d	1580.82	323.426	512	224	16.01
102	tf_efficientnetv2_b1	1573.77	242.663	384	240	8.14
103	ghostnet_130	1567.24	325.459	512	224	7.36
104	repvgg_b0	1556.65	327.916	512	224	15.82
105	pit_ti_distilled_224	1537.82	332.146	512	224	5.1
106	pit_ti_224	1535.4	332.663	512	224	4.85
107	mobilenetv2_140	1525.48	250.968	384	224	6.11
108	resmlp_12_224	1516.23	336.972	512	224	15.35
109	resmlp_12_distilled_224	1515.94	336.996	512	224	15.35
110	vit_base_patch32_224	1491.42	342.538	512	224	88.22
111	vit_base_patch32_224_sam	1490.35	342.802	512	224	88.22
112	selecsls60	1450.31	352.185	512	224	30.67
113	selecsls60b	1447.33	352.935	512	224	32.77
114	nf_seresnet26	1446.95	353.243	512	224	17.4
115	xcit_nano_12_p16_224	1428.16	356.892	512	224	3.05
116	xcit_nano_12_p16_224_dist	1427.07	357.115	512	224	3.05
117	efficientnet_lite1	1402.56	181.634	256	240	5.42
118	mixer_s16_224	1387.35	368.544	512	224	18.53
119	efficientnet_b1_pruned	1356.21	376.138	512	240	6.33
120	dla46_c	1347.45	379.298	512	224	1.3
121	rexnetr_130	1335.58	190.622	256	224	7.61
122	nf_ecaresnet26	1333.44	383.458	512	224	16.0
123	tf_efficientnet_lite1	1330.92	191.449	256	240	5.42
124	mobilenetv2_120d	1299.02	195.983	256	224	5.83
125	resnetv2_50	1277.54	400.053	512	224	25.55
126	rexnet_100	1259.4	303.853	384	224	4.8
127	gernet_l	1250.61	408.582	512	256	31.08
128	pit_xs_224	1243.31	411.016	512	224	10.62
129	pit_xs_distilled_224	1243.18	411.013	512	224	11.0
130	gmixer_12_224	1232.53	414.68	512	224	12.7
131	resnet26t	1208.16	423.321	512	256	16.01
132	vit_small_patch32_384	1207.26	423.36	512	384	22.92
133	tv_resnet50	1193.37	321.016	384	224	25.56
134	ssl_resnet50	1193.18	321.076	384	224	25.56
135	gluon_resnet50_v1b	1192.95	321.138	384	224	25.56
136	resnet50	1192.59	321.245	384	224	25.56
137	swsl_resnet50	1191.64	321.479	384	224	25.56
138	rexnetr_150	1171.61	217.431	256	224	9.78
139	fbnetv3_b	1163.46	328.537	384	256	8.6
140	regnetx_004	1151.84	443.491	512	224	5.16
141	botnet26t_256	1146.74	334.32	384	256	12.49
142	skresnet34	1146.67	445.45	512	224	22.28
143	tf_efficientnetv2_b2	1137.18	223.699	256	260	10.1
144	fbnetv3_d	1123.37	226.192	256	256	10.31
145	resnetv2_50t	1114.22	458.774	512	224	25.57
146	gluon_resnet50_v1c	1114.01	343.942	384	224	25.58
147	repvgg_a2	1113.97	458.853	512	224	28.21
148	resnetv2_50d	1111.46	459.91	512	224	25.57
149	halonet26t	1094.74	350.238	384	256	12.48
150	efficientnet_lite2	1085.96	234.846	256	260	6.09
151	dla34	1074.06	476.134	512	224	15.74
152	mixnet_s	1060.15	481.782	512	224	4.13
153	resnet50d	1054.46	363.395	384	224	25.58
154	gluon_resnet50_v1d	1053.62	363.691	384	224	25.58
155	resnet50t	1052.26	364.133	384	224	25.57
156	vit_tiny_r_s16_p8_384	1046.6	366.108	384	384	6.36
157	xcit_tiny_12_p16_224_dist	1038.68	491.328	512	224	6.72
158	xcit_tiny_12_p16_224	1038.06	491.593	512	224	6.72
159	tf_efficientnet_lite2	1032.64	247.013	256	260	6.09
160	legacy_seresnext26_32x4d	1027.19	497.849	512	224	16.79
161	resnet32ts	1007.64	253.517	256	256	17.96
162	tf_efficientnet_b1_ap	1002.39	253.996	256	240	7.79
163	tf_efficientnet_b1	1001.08	254.315	256	240	7.79
164	tf_efficientnet_b1_ns	1000.92	254.412	256	240	7.79
165	res2net50_48w_2s	999.09	383.596	384	224	25.29
166	vit_small_resnet26d_224	998.6	383.579	384	224	63.61
167	resnet33ts	996.53	256.337	256	256	19.68
168	seresnext26d_32x4d	978.97	391.64	384	224	16.81
169	vovnet39a	977.19	523.377	512	224	22.6
170	seresnext26tn_32x4d	976.94	392.442	384	224	16.81
171	seresnext26t_32x4d	976.02	392.82	384	224	16.81
172	legacy_seresnet50	965.33	396.753	384	224	28.09
173	tf_efficientnet_em	961.83	265.228	256	240	6.9
174	efficientnet_em	961.29	265.407	256	240	6.9
175	tf_mixnet_s	959.89	532.224	512	224	4.13
176	dla46x_c	958.36	533.526	512	224	1.07
177	eca_resnet33ts	943.71	270.653	256	256	19.68
178	seresnet33ts	943.39	270.622	256	256	19.78
179	crossvit_tiny_240	940.57	406.823	384	240	7.01
180	crossvit_9_240	937.22	408.452	384	240	8.55
181	efficientnet_b1	935.15	272.379	256	256	7.79
182	seresnet50	934.74	409.786	384	224	28.09
183	regnety_004	931.71	548.466	512	224	4.34
184	gluon_resnet50_v1s	928.8	412.664	384	224	25.68
185	ecaresnetlight	928.23	550.753	512	224	30.16
186	resnetaa50d	926.64	413.614	384	224	25.58
187	dla60	926.01	413.77	384	224	22.04
188	ecaresnext26t_32x4d	925.94	414.209	384	224	15.41
189	ecaresnext50t_32x4d	924.8	414.714	384	224	15.41
190	ese_vovnet39b	919.92	555.952	512	224	24.57
191	convit_tiny	917.45	417.618	384	224	5.71
192	crossvit_9_dagger_240	912.87	419.313	384	240	8.78
193	gcresnet33ts	912.73	279.541	256	256	19.88
194	eca_vovnet39b	910.35	561.796	512	224	22.6
195	gmlp_ti16_224	908.97	421.011	384	224	5.87
196	dla60x_c	908.47	562.709	512	224	1.32
197	cspresnet50	908.32	421.991	384	256	21.62
198	vgg11	905.72	565.146	512	224	132.86
199	resnetblur50	901.02	425.435	384	224	25.56
200	ecaresnet50d_pruned	892.5	572.812	512	224	19.94
201	rexnetr_200	885.64	215.704	192	224	16.52
202	lambda_resnet26rpt_256	881.41	217.279	192	256	10.99
203	vit_small_patch16_224	879.33	435.939	384	224	22.05
204	deit_small_patch16_224	876.6	437.293	384	224	22.05
205	nf_seresnet50	866.69	441.953	384	224	28.09
206	dpn68b	864.02	443.325	384	224	12.61
207	cspresnext50	863.58	443.862	384	224	20.57
208	cspresnet50w	858.14	446.674	384	256	28.12
209	selecsls84	852.15	599.694	512	224	50.95
210	hrnet_w18_small_v2	849.12	600.799	512	224	15.6
211	cspresnet50d	847.29	452.406	384	256	21.64
212	deit_small_distilled_patch16_224	846.66	301.609	256	224	22.44
213	seresnet50t	844.69	453.54	384	224	28.1
214	resnetrs50	843.24	454.312	384	224	35.69
215	densenet121	835.01	304.929	256	224	7.98
216	tv_densenet121	832.77	305.766	256	224	7.98
217	rexnet_150	829.93	307.376	256	224	9.73
218	gluon_resnext50_32x4d	824.86	464.778	384	224	25.03
219	tv_resnext50_32x4d	824.06	465.237	384	224	25.03
220	ssl_resnext50_32x4d	823.91	465.298	384	224	25.03
221	swsl_resnext50_32x4d	823.16	465.728	384	224	25.03
222	resnext50_32x4d	823.01	465.815	384	224	25.03
223	dpn68	816.18	469.476	384	224	12.61
224	res2net50_26w_4s	812.07	314.023	256	224	25.7
225	efficientnet_b2_pruned	811.6	314.06	256	260	8.31
226	resnetblur50d	810.86	314.915	256	224	25.58
227	pit_s_224	809.09	315.601	256	224	23.46
228	pit_s_distilled_224	808.91	315.694	256	224	24.04
229	vovnet57a	808.86	473.9	384	224	36.64
230	skresnet50	802.36	317.782	256	224	25.8
231	densenet121d	795.36	320.183	256	224	8.0
232	vit_base_resnet26d_224	792.88	483.157	384	224	101.4
233	rexnet_130	792.23	322.087	256	224	7.56
234	tf_efficientnet_b2_ns	791.33	241.259	192	260	9.11
235	tf_efficientnet_b2_ap	790.24	241.588	192	260	9.11
236	regnetx_006	788.72	648.389	512	224	6.2
237	tf_efficientnet_b2	788.26	242.2	192	260	9.11
238	vgg11_bn	788.01	487.085	384	224	132.87
239	nf_ecaresnet50	787.45	486.772	384	224	25.56
240	regnety_006	779.2	656.099	512	224	6.06
241	gcresnet50t	776.26	328.367	256	256	25.9
242	ese_vovnet57b	765.66	500.673	384	224	38.61
243	ecaresnet50d	761.68	335.218	256	224	25.58
244	resnext50d_32x4d	757.82	337.002	256	224	25.05
245	adv_inception_v3	756.25	506.326	384	299	23.83
246	tf_inception_v3	754.65	507.545	384	299	23.83
247	gluon_inception_v3	754.57	507.572	384	299	23.83
248	inception_v3	753.64	508.224	384	299	23.83
249	seresnetaa50d	751.96	339.385	256	224	28.11
250	res2net50_14w_8s	748.86	339.851	256	224	25.06
251	resmlp_24_distilled_224	743.59	342.912	256	224	30.02
252	resmlp_24_224	743.53	342.937	256	224	30.02
253	resnetv2_101	742.52	343.363	256	224	44.54
254	skresnet50d	738.05	345.557	256	224	25.82
255	sehalonet33ts	731.23	349.345	256	256	13.69
256	dla60_res2net	730.56	349.091	256	224	20.85
257	densenetblur121d	729.66	349.185	256	224	8.0
258	resnet101	719.46	354.412	256	224	44.55
259	tv_resnet101	719.29	354.488	256	224	44.55
260	gluon_resnet101_v1b	719.28	354.459	256	224	44.55
261	efficientnet_b2a	707.95	269.81	192	288	9.11
262	efficientnet_b2	707.16	270.111	192	288	9.11
263	nf_resnet50	703.13	545.338	384	288	25.56
264	nf_resnet101	702.76	544.906	384	224	44.55
265	ecaresnet101d_pruned	698.97	730.858	512	224	24.88
266	densenet169	691.74	367.774	256	224	14.15
267	gluon_resnet101_v1c	690.21	369.47	256	224	44.57
268	gluon_seresnext50_32x4d	689.84	370.073	256	224	27.56
269	legacy_seresnext50_32x4d	688.18	370.947	256	224	27.56
270	seresnext50_32x4d	688.18	370.943	256	224	27.56
271	resnetv2_101d	686.94	371.274	256	224	44.56
272	darknet53	683.71	373.676	256	256	41.61
273	dla60x	680.87	375.081	256	224	17.35
274	nf_regnet_b0	680.47	751.331	512	256	8.76
275	efficientnetv2_rw_t	669.58	284.789	192	288	13.65
276	gluon_resnet101_v1d	666.43	382.723	256	224	44.57
277	regnety_008	657.21	778.104	512	224	6.26
278	rexnet_200	656.53	291.353	192	224	16.37
279	tf_efficientnetv2_b3	655.17	291.405	192	300	14.36
280	vit_small_r26_s32_224	652.39	391.27	256	224	36.43
281	sebotnet33ts_256	650.1	196.14	128	256	13.7
282	wide_resnet50_2	646.12	593.536	384	224	68.88
283	vgg13	645.37	594.836	384	224	133.05
284	dla102	640.56	398.166	256	224	33.27
285	vit_base_resnet50d_224	619.99	411.439	256	224	110.97
286	gluon_resnet101_v1s	614.53	415.124	256	224	44.67
287	resnext26ts	613.38	625.548	384	256	10.3
288	resnetaa101d	612.93	416.224	256	224	44.57
289	ecaresnet26t	610.98	418.477	256	320	16.01
290	gmixer_24_224	610.59	417.896	256	224	24.72
291	repvgg_b1	609.77	838.686	512	224	57.42
292	eca_botnext26ts_256	609.21	419.672	256	256	10.59
293	eca_halonext26ts	598.72	427.016	256	256	10.76
294	gc_efficientnetv2_rw_t	597.14	319.011	192	288	13.68
295	eca_resnext26ts	593.02	431.168	256	256	10.3
296	seresnext26ts	592.35	431.553	256	256	10.39
297	regnetx_008	587.44	870.811	512	224	7.26
298	convnext_tiny	584.52	437.049	256	224	28.59
299	coat_lite_tiny	583.0	657.845	384	224	5.72
300	convnext_tiny_hnf	582.18	438.813	256	224	28.59
301	gcresnext26ts	581.42	439.532	256	256	10.48
302	mixnet_m	576.71	664.443	384	224	5.01
303	resnetv2_50x1_bit_distilled	575.65	332.777	192	224	25.55
304	cspdarknet53	570.42	447.825	256	256	27.64
305	legacy_seresnet101	570.04	447.058	256	224	49.33
306	halonet50ts	568.71	336.701	192	256	22.73
307	res2net50_26w_6s	565.22	451.306	256	224	37.05
308	resnetblur101d	562.81	453.413	256	224	44.57
309	seresnet101	560.51	454.74	256	224	49.33
310	coat_lite_mini	559.21	685.884	384	224	11.01
311	xcit_small_12_p16_224	558.21	456.962	256	224	26.25
312	xcit_small_12_p16_224_dist	557.95	457.219	256	224	26.25
313	vgg13_bn	555.55	460.55	256	224	133.05
314	tf_efficientnet_lite3	555.29	229.476	128	300	8.2
315	efficientnet_lite3	554.26	229.924	128	300	8.2
316	tf_mixnet_m	541.25	708.06	384	224	5.01
317	ssl_resnext101_32x4d	539.66	472.944	256	224	44.18
318	gluon_resnext101_32x4d	539.41	473.189	256	224	44.18
319	xcit_tiny_24_p16_224_dist	538.89	472.126	256	224	12.12
320	resnext101_32x4d	538.71	473.739	256	224	44.18
321	xcit_tiny_24_p16_224	538.48	472.477	256	224	12.12
322	swsl_resnext101_32x4d	538.39	474.037	256	224	44.18
323	densenet201	535.33	355.953	192	224	20.01
324	bat_resnext26ts	534.3	478.021	256	256	10.73
325	twins_svt_small	529.33	482.243	256	224	24.06
326	mixer_b16_224	521.89	489.791	256	224	59.88
327	mixer_b16_224_miil	521.33	490.33	256	224	59.88
328	vgg16	519.79	738.569	384	224	138.36
329	nf_seresnet101	519.55	490.612	256	224	49.33
330	gmlp_s16_224	514.57	371.708	192	224	19.42
331	crossvit_small_240	514.25	371.914	192	240	26.86
332	resnetv2_152	514.07	495.927	256	224	60.19
333	res2net101_26w_4s	512.94	372.022	192	224	45.21
334	resnetv2_50d_gn	512.21	374.104	192	224	25.57
335	botnet50ts_256	511.02	249.57	128	256	22.74
336	vit_base_r26_s32_224	509.73	375.506	192	224	101.38
337	efficientnet_b3_pruned	508.52	501.852	256	300	9.86
338	nf_regnet_b3	507.41	502.895	256	320	18.59
339	res2next50	500.31	510.5	256	224	24.67
340	xcit_nano_12_p16_384_dist	497.26	513.197	256	384	3.05
341	dla102x	495.72	385.887	192	224	26.31
342	resnet50_gn	494.95	387.141	192	224	25.56
343	mixnet_l	494.74	516.045	256	224	7.33
344	resnet152	490.44	389.409	192	224	60.19
345	gluon_resnet152_v1b	490.37	389.44	192	224	60.19
346	tv_resnet152	490.23	389.552	192	224	60.19
347	resmlp_36_224	489.84	389.965	192	224	44.69
348	resmlp_36_distilled_224	489.66	390.129	192	224	44.69
349	cait_xxs24_224	487.15	523.231	256	224	11.96
350	mixer_l32_224	486.19	393.553	192	224	206.94
351	halo2botnet50ts_256	485.95	262.504	128	256	22.64
352	xception	485.66	262.809	128	299	22.86
353	visformer_tiny	484.78	1055.527	512	224	10.32
354	vit_large_patch32_224	484.04	527.472	256	224	306.54
355	vit_base_patch32_384	478.93	533.779	256	384	88.3
356	gluon_resnet152_v1c	476.8	400.507	192	224	60.21
357	resnetv2_152d	475.38	401.77	192	224	60.2
358	crossvit_15_240	472.73	404.523	192	240	27.53
359	res2net50_26w_8s	468.77	407.558	192	224	48.4
360	tf_mixnet_l	466.85	546.936	256	224	7.33
361	gluon_resnet152_v1d	465.06	410.759	192	224	60.21
362	ecaresnet101d	462.22	552.191	256	224	44.57
363	crossvit_15_dagger_240	459.76	415.927	192	240	28.21
364	vgg16_bn	457.66	559.065	256	224	138.37
365	nf_ecaresnet101	455.3	560.589	256	224	44.55
366	efficientnet_el	446.2	285.844	128	300	10.59
367	efficientnet_el_pruned	445.59	286.28	128	300	10.59
368	swin_tiny_patch4_window7_224	445.53	573.708	256	224	28.29
369	fbnetv3_g	442.28	287.506	128	288	16.62
370	gluon_resnet152_v1s	441.14	433.129	192	224	60.32
371	gluon_seresnext101_32x4d	437.16	437.191	192	224	48.96
372	tf_efficientnet_el	436.28	292.36	128	300	10.59
373	vgg19	436.15	880.196	384	224	143.67
374	seresnext101_32x4d	435.91	438.42	192	224	48.96
375	legacy_seresnext101_32x4d	435.08	439.246	192	224	48.96
376	ese_vovnet99b	434.62	587.614	256	224	63.2
377	skresnext50_32x4d	434.44	587.996	256	224	27.48
378	twins_pcpvt_small	433.1	589.648	256	224	24.11
379	dla60_res2next	431.53	591.928	256	224	17.03
380	dla169	427.18	447.18	192	224	53.39
381	hrnet_w32	426.75	445.609	192	224	41.23
382	hrnet_w18	413.83	614.275	256	224	21.3
383	convit_small	409.81	467.592	192	224	27.78
384	vit_tiny_patch16_384	409.3	311.972	128	384	5.79
385	vit_small_resnet50d_s16_224	407.06	470.553	192	224	57.53
386	vgg19_bn	388.74	658.182	256	224	143.68
387	ecaresnet50t	388.23	328.837	128	320	25.57
388	inception_v4	387.4	493.551	192	299	42.68
389	tf_efficientnet_b3_ap	384.58	331.269	128	300	12.23
390	tf_efficientnet_b3_ns	384.22	331.517	128	300	12.23
391	tf_efficientnet_b3	384.13	331.655	128	300	12.23
392	legacy_seresnet152	382.75	498.635	192	224	66.82
393	xcit_nano_12_p8_224	378.83	674.154	256	224	3.05
394	xcit_nano_12_p8_224_dist	378.65	674.433	256	224	3.05
395	convnext_small	375.68	509.406	192	224	50.22
396	regnetx_016	374.21	1367.378	512	224	9.19
397	haloregnetz_b	372.27	686.285	256	224	11.68
398	densenet161	371.62	342.252	128	224	28.68
399	repvgg_b2	368.23	1389.47	512	224	89.02
400	seresnet152	362.95	349.646	128	224	66.82
401	nest_tiny	356.9	357.853	128	224	17.06
402	dla102x2	355.19	358.924	128	224	41.28
403	vit_base_patch16_224_miil	354.79	360.089	128	224	86.54
404	jx_nest_tiny	353.97	360.795	128	224	17.06
405	gluon_resnext101_64x4d	352.72	361.493	128	224	83.46
406	resnext101_64x4d	352.52	361.632	128	224	83.46
407	wide_resnet101_2	350.85	545.834	192	224	126.89
408	regnety_016	350.64	1458.484	512	224	11.2
409	vit_base_patch16_224	349.4	365.598	128	224	86.57
410	deit_base_patch16_224	349.3	365.691	128	224	86.57
411	vit_base_patch16_224_sam	349.14	365.832	128	224	86.57
412	resnet200	348.81	364.208	128	224	64.67
413	resnest14d	348.25	1469.78	512	224	10.61
414	efficientnet_b3a	345.42	368.96	128	320	12.23
415	efficientnet_b3	345.06	369.413	128	320	12.23
416	deit_base_distilled_patch16_224	344.74	370.536	128	224	87.34
417	crossvit_18_240	343.92	370.408	128	240	43.27
418	hrnet_w30	341.47	745.312	256	224	37.71
419	crossvit_18_dagger_240	335.19	380.045	128	240	44.27
420	ens_adv_inception_resnet_v2	334.4	571.029	192	299	55.84
421	inception_resnet_v2	334.03	571.741	192	299	55.84
422	efficientnet_lite4	332.63	191.154	64	380	13.01
423	nf_regnet_b1	327.56	1561.741	512	288	10.22
424	coat_lite_small	324.96	589.506	192	224	19.84
425	dpn92	324.94	786.493	256	224	37.67
426	resnet101d	323.43	394.33	128	320	44.57
427	mixnet_xl	322.47	593.686	192	224	11.9
428	beit_base_patch16_224	320.26	398.682	128	224	86.53
429	tf_efficientnet_lite4	319.09	199.328	64	380	13.01
430	gcresnext50ts	314.79	608.558	192	256	15.67
431	resnetrs101	314.59	404.798	128	288	63.62
432	twins_pcpvt_base	313.15	610.712	192	224	43.83
433	cait_xxs36_224	311.89	407.079	128	224	17.3
434	gluon_seresnext101_64x4d	306.13	416.102	128	224	88.23
435	twins_svt_base	305.99	416.477	128	224	56.07
436	repvgg_b3	305.95	1254.102	384	224	123.09
437	regnetz_d8	301.65	210.668	64	320	23.37
438	xception41	300.49	424.83	128	299	26.97
439	efficientnetv2_s	292.99	325.601	96	384	21.46
440	ese_vovnet39b_evos	292.82	436.279	128	224	24.58
441	efficientnetv2_rw_s	289.9	218.715	64	384	23.94
442	tf_efficientnetv2_s	289.31	329.828	96	384	21.46
443	swin_small_patch4_window7_224	289.15	441.029	128	224	49.61
444	tf_efficientnetv2_s_in21ft1k	288.88	330.272	96	384	21.46
445	xcit_small_24_p16_224_dist	286.23	444.237	128	224	47.67
446	xcit_small_24_p16_224	286.12	444.416	128	224	47.67
447	hrnet_w40	285.91	667.227	192	224	57.56
448	pit_b_224	285.13	335.829	96	224	73.76
449	pit_b_distilled_224	284.45	336.631	96	224	74.79
450	nf_regnet_b2	282.04	1813.867	512	272	14.31
451	gluon_xception65	276.41	345.52	96	299	39.92
452	dpn98	275.63	462.928	128	224	61.57
453	xception65	275.32	346.928	96	299	39.92
454	resnet51q	274.2	699.442	192	288	35.7
455	convnext_base_in22ft1k	273.43	466.529	128	224	88.59
456	convnext_base	272.92	467.434	128	224	88.59
457	nf_regnet_b4	271.03	470.306	128	384	30.21
458	xcit_tiny_12_p8_224	270.45	471.679	128	224	6.71
459	xcit_tiny_12_p8_224_dist	270.45	471.621	128	224	6.71
460	cait_s24_224	268.53	474.373	128	224	46.92
461	hrnet_w48	262.05	484.085	128	224	77.47
462	resnest26d	254.99	1505.218	384	224	17.07
463	resnest50d_1s4x24d	252.9	1011.055	256	224	25.68
464	resnetv2_50d_evob	247.25	775.496	192	224	25.59
465	regnetz_c16	246.47	517.947	128	320	13.46
466	gmlp_b16_224	243.4	392.966	96	224	73.08
467	hrnet_w44	236.76	806.557	192	224	67.06
468	twins_svt_large	235.13	542.578	128	224	99.27
469	efficientnet_b4	234.85	270.618	64	384	19.34
470	nest_small	234.57	407.797	96	224	38.35
471	resnetv2_50d_evos	233.18	410.671	96	224	25.59
472	jx_nest_small	233.1	410.378	96	224	38.35
473	tf_efficientnet_b4_ap	230.34	275.916	64	380	19.34
474	tresnet_m	230.07	2222.819	512	224	31.39
475	tf_efficientnet_b4	229.98	276.378	64	380	19.34
476	tf_efficientnet_b4_ns	229.78	276.586	64	380	19.34
477	visformer_small	229.49	1672.652	384	224	40.22
478	crossvit_base_240	228.79	418.11	96	240	105.03
479	nfnet_l0	228.47	1119.415	256	288	35.07
480	coat_tiny	228.08	559.427	128	224	5.5
481	twins_pcpvt_large	223.01	570.431	128	224	60.99
482	eca_nfnet_l0	221.69	1153.795	256	288	24.14
483	vit_large_r50_s32_224	220.98	432.297	96	224	328.99
484	swin_base_patch4_window7_224	220.89	577.812	128	224	87.77
485	densenet264	217.72	437.317	96	224	72.69
486	hrnet_w64	216.27	587.374	128	224	128.06
487	convit_base	213.62	448.479	96	224	86.54
488	xception71	212.24	299.632	64	299	42.34
489	vit_small_r26_s32_384	211.98	300.724	64	384	36.47
490	resnet152d	211.82	451.04	96	320	60.21
491	vit_small_patch16_384	209.76	304.352	64	384	22.2
492	xcit_medium_24_p16_224	207.55	459.61	96	224	84.4
493	xcit_medium_24_p16_224_dist	207.03	460.529	96	224	84.4
494	resnet61q	206.68	618.373	128	288	36.85
495	dpn131	205.78	620.133	128	224	79.25
496	mixnet_xxl	204.23	624.949	128	224	23.96
497	vit_base_r50_s16_224	195.65	325.59	64	224	98.66
498	coat_mini	193.15	660.874	128	224	10.34
499	regnety_040	193.14	1986.785	384	224	20.65
500	xcit_small_12_p16_384_dist	191.88	498.659	96	384	26.25
501	xcit_tiny_24_p16_384_dist	186.09	512.939	96	384	12.12
502	seresnet200d	185.21	514.398	96	256	71.86
503	regnetz_b16	179.85	1066.235	192	288	9.72
504	repvgg_b1g4	177.2	2888.374	512	224	39.97
505	ecaresnet200d	176.34	541.265	96	256	64.69
506	nest_base	176.15	361.868	64	224	67.72
507	convmixer_768_32	176.07	543.988	96	224	21.11
508	resnest50d	175.35	1458.742	256	224	27.48
509	regnety_032	175.25	1459.459	256	288	19.44
510	jx_nest_base	174.95	364.333	64	224	67.72
511	regnetx_032	174.19	2203.311	384	224	15.3
512	senet154	172.45	553.616	96	224	115.09
513	gluon_senet154	172.38	553.858	96	224	115.09
514	legacy_senet154	171.96	555.183	96	224	115.09
515	seresnet152d	169.43	374.655	64	320	66.84
516	resnetrs152	167.98	377.927	64	320	86.62
517	dpn107	167.97	570.011	96	224	86.92
518	halonet_h1	167.27	381.366	64	256	8.1
519	resnest50d_4s2x40d	163.46	1564.906	256	224	30.42
520	resnet200d	163.41	388.892	64	320	64.69
521	mixer_l16_224	161.74	592.23	96	224	208.2
522	convnext_large_in22ft1k	160.8	595.418	96	224	197.77
523	convnext_large	160.72	595.739	96	224	197.77
524	regnetx_040	160.66	2389.077	384	224	22.12
525	tnt_s_patch16_224	157.73	809.855	128	224	23.76
526	regnetx_080	148.64	1721.236	256	224	39.57
527	efficientnetv2_m	147.13	323.331	48	416	54.14
528	resnext101_32x8d	145.87	876.049	128	224	88.79
529	ssl_resnext101_32x8d	145.3	879.52	128	224	88.79
530	vit_large_patch32_384	145.15	439.536	64	384	306.63
531	xcit_small_12_p8_224_dist	145.04	439.625	64	224	26.21
532	xcit_small_12_p8_224	144.99	439.796	64	224	26.21
533	ig_resnext101_32x8d	144.47	884.578	128	224	88.79
534	swsl_resnext101_32x8d	144.29	885.69	128	224	88.79
535	regnetz_e8	140.91	338.814	48	320	57.7
536	xcit_tiny_24_p8_224	139.28	686.242	96	224	12.11
537	xcit_tiny_24_p8_224_dist	139.16	686.889	96	224	12.11
538	resnetv2_50x1_bitm	137.88	347.358	48	448	25.55
539	seresnext101_32x8d	136.74	934.059	128	224	93.57
540	seresnet269d	134.18	471.701	64	256	113.67
541	swin_large_patch4_window7_224	132.61	480.998	64	224	196.53
542	xcit_nano_12_p8_384_dist	128.43	496.705	64	384	3.05
543	tnt_b_patch16_224	126.43	757.626	96	224	65.41
544	xcit_large_24_p16_224	124.67	510.437	64	224	189.1
545	xcit_large_24_p16_224_dist	124.62	510.639	64	224	189.1
546	efficientnetv2_rw_m	123.91	255.105	32	416	53.24
547	regnetx_064	123.53	2071.55	256	224	26.21
548	regnety_064	121.34	2108.152	256	224	30.58
549	resnetrs200	119.86	396.447	48	320	93.21
550	nfnet_f0	119.25	2145.698	256	256	71.49
551	nfnet_f0s	118.17	2165.276	256	256	71.49
552	ese_vovnet99b_iabn	116.31	3298.583	384	224	63.2
553	regnety_080	108.46	2359.307	256	224	39.18
554	tf_efficientnetv2_m_in21ft1k	107.43	294.9	32	480	54.14
555	vit_large_patch16_224	106.81	447.947	48	224	304.33
556	tf_efficientnetv2_m	106.77	296.673	32	480	54.14
557	convnext_xlarge_in22ft1k	104.57	610.376	64	224	350.2
558	crossvit_15_dagger_408	103.52	307.452	32	408	28.5
559	tresnet_l	102.9	4972.484	512	224	55.99
560	repvgg_b2g4	101.39	5048.708	512	224	61.76
561	eca_nfnet_l1	99.64	1282.96	128	320	41.41
562	xcit_small_24_p16_384_dist	98.62	483.709	48	384	47.67
563	beit_large_patch16_224	98.03	487.815	48	224	304.43
564	cspdarknet53_iabn	97.55	3934.064	384	256	27.64
565	efficientnet_b5	94.83	335.072	32	456	30.39
566	convnext_base_384_in22ft1k	93.76	510.323	48	384	88.59
567	tf_efficientnet_b5_ap	93.42	340.255	32	456	30.39
568	tf_efficientnet_b5_ns	93.39	340.338	32	456	30.39
569	tf_efficientnet_b5	93.26	340.852	32	456	30.39
570	xcit_tiny_12_p8_384_dist	92.1	519.585	48	384	6.71
571	tresnet_xl	89.9	4267.972	384	224	78.44
572	vit_base_patch16_384	89.9	355.185	32	384	86.86
573	deit_base_patch16_384	89.87	355.331	32	384	86.86
574	cspresnext50_iabn	89.4	4293.09	384	256	20.57
575	resnest101e	88.34	1446.581	128	256	48.28
576	deit_base_distilled_patch16_384	88.07	362.54	32	384	87.63
577	cait_xxs24_384	87.17	364.76	32	384	12.03
578	nf_regnet_b5	85.26	748.171	64	456	49.74
579	resnetv2_101x1_bitm	84.86	375.607	32	448	44.54
580	resnetv2_152x2_bit_teacher	84.71	375.537	32	224	236.34
581	repvgg_b3g4	83.61	4591.876	384	224	83.83
582	crossvit_18_dagger_408	77.92	306.154	24	408	44.61
583	regnetx_120	77.0	3323.571	256	224	46.11
584	beit_base_patch16_384	76.44	313.03	24	384	86.74
585	ecaresnet269d	75.74	418.332	32	352	102.09
586	regnety_120	75.43	2544.024	192	224	51.82
587	pnasnet5large	75.01	423.127	32	331	86.06
588	vit_large_r50_s32_384	73.58	432.769	32	384	329.09
589	xcit_small_24_p8_224_dist	73.31	433.498	32	224	47.63
590	xcit_small_24_p8_224	73.25	433.859	32	224	47.63
591	resnetrs270	73.04	432.615	32	352	129.86
592	regnetz_d32	71.19	897.484	64	320	27.58
593	dm_nfnet_f0	71.06	3601.578	256	256	71.49
594	xcit_medium_24_p16_384_dist	70.95	448.036	32	384	84.4
595	regnetz_d8_evob	68.84	695.406	48	320	23.41
596	regnety_320	66.69	1917.907	128	224	145.05
597	nasnetalarge	65.99	480.339	32	331	88.75
598	resmlp_big_24_distilled_224	65.96	483.761	32	224	129.14
599	resmlp_big_24_224	65.94	483.953	32	224	129.14
600	resmlp_big_24_224_in22ft1k	65.9	484.194	32	224	129.14
601	regnetx_160	65.04	2951.208	192	224	54.28
602	regnetz_d8_evos	62.47	510.384	32	320	23.46
603	cait_xs24_384	60.56	393.982	24	384	26.67
604	swin_base_patch4_window12_384	60.23	396.845	24	384	87.9
605	efficientnetv2_l	60.16	261.949	16	480	118.52
606	convmixer_1024_20_ks9_p14	59.76	4282.918	256	224	24.38
607	tf_efficientnetv2_l	59.73	263.768	16	480	118.52
608	tf_efficientnetv2_l_in21ft1k	59.31	265.732	16	480	118.52
609	vit_base_patch8_224	57.86	275.754	16	224	86.58
610	cait_xxs36_384	56.92	418.29	24	384	17.37
611	convnext_large_384_in22ft1k	54.87	581.624	32	384	197.77
612	xcit_medium_24_p8_224	54.52	584.052	32	224	84.32
613	xcit_medium_24_p8_224_dist	54.51	583.988	32	224	84.32
614	vit_base_resnet50_384	54.07	294.48	16	384	98.95
615	vit_base_r50_s16_384	54.05	294.543	16	384	98.95
616	tresnet_m_448	52.97	3622.14	192	448	31.39
617	xcit_small_12_p8_384_dist	49.7	481.259	24	384	26.21
618	regnety_160	48.21	1990.283	96	288	83.59
619	xcit_tiny_24_p8_384_dist	47.11	676.387	32	384	12.11
620	ssl_resnext101_32x16d	46.89	2045.721	96	224	194.03
621	swsl_resnext101_32x16d	46.82	2049.006	96	224	194.03
622	ig_resnext101_32x16d	46.52	2062.16	96	224	194.03
623	resnetrs350	46.21	512.496	24	384	163.96
624	regnetx_320	45.87	2789.512	128	224	107.81
625	cait_s24_384	45.29	350.995	16	384	47.06
626	eca_nfnet_l2	44.43	1438.009	64	384	56.72
627	xcit_large_24_p16_384_dist	43.19	552.749	24	384	189.1
628	efficientnet_b6	42.65	372.523	16	528	43.04
629	tf_efficientnet_b6	41.27	384.949	16	528	43.04
630	tf_efficientnet_b6_ap	41.07	386.945	16	528	43.04
631	tf_efficientnet_b6_ns	41.05	387.133	16	528	43.04
632	nfnet_f1	39.56	2424.624	96	320	132.63
633	nfnet_f1s	39.31	2439.907	96	320	132.63
634	vit_huge_patch14_224	38.12	417.919	16	224	632.05
635	dm_nfnet_f1	37.77	1692.371	64	320	132.63
636	swin_large_patch4_window12_384	36.73	433.938	16	384	196.74
637	efficientnet_b7	35.91	219.519	8	600	66.35
638	efficientnetv2_xl	35.88	329.245	12	512	208.12
639	tf_efficientnetv2_xl_in21ft1k	35.79	329.897	12	512	208.12
640	tf_efficientnet_b7	35.55	221.854	8	600	66.35
641	tf_efficientnet_b7_ns	35.4	222.801	8	600	66.35
642	tf_efficientnet_b7_ap	35.26	223.637	8	600	66.35
643	convnext_xlarge_384_in22ft1k	34.11	467.466	16	384	350.2
644	resnetrs420	31.93	492.311	16	416	191.89
645	xcit_large_24_p8_224_dist	31.85	499.415	16	224	188.93
646	xcit_large_24_p8_224	31.84	499.581	16	224	188.93
647	resnest200e	31.57	1515.738	48	320	70.2
648	densenet264d_iabn	31.46	4064.91	128	224	72.74
649	resnetv2_50x3_bitm	30.97	515.904	16	448	217.32
650	cait_s36_384	29.83	399.013	12	384	68.37
651	resnetv2_152x2_bit_teacher_384	29.16	409.309	12	384	236.34
652	vit_large_patch16_384	26.62	299.125	8	384	304.72
653	tresnet_l_448	25.11	5094.194	128	448	55.99
654	xcit_small_24_p8_384_dist	25.02	476.66	12	384	47.63
655	eca_nfnet_l3	23.96	1332.494	32	448	72.04
656	efficientnet_cc_b0_4e	23.7	40.469	1	224	13.31
657	efficientnet_cc_b0_8e	22.94	41.864	1	224	24.01
658	tresnet_xl_448	22.71	4223.097	96	448	78.44
659	beit_large_patch16_384	22.62	351.795	8	384	305.0
660	tf_efficientnet_cc_b0_8e	22.37	43.033	1	224	24.01
661	nfnet_f2	21.97	2181.861	48	352	193.78
662	nfnet_f2s	21.86	2193.026	48	352	193.78
663	vit_giant_patch14_224	21.57	368.599	8	224	1012.61
664	dm_nfnet_f2	21.42	1490.949	32	352	193.78
665	tf_efficientnet_cc_b0_4e	21.27	45.221	1	224	13.31
666	resnetv2_152x2_bitm	21.19	375.422	8	448	236.34
667	efficientnet_cc_b1_8e	18.42	52.102	1	240	39.72
668	xcit_medium_24_p8_384_dist	17.99	441.849	8	384	84.32
669	ig_resnext101_32x32d	17.78	1798.209	32	224	468.53
670	tf_efficientnet_cc_b1_8e	17.44	55.209	1	240	39.72
671	resnetv2_101x3_bitm	17.08	466.831	8	448	387.93
672	resnest269e	12.91	1852.797	24	416	110.93
673	nfnet_f3	11.98	1999.215	24	416	254.92
674	nfnet_f3s	11.88	2016.77	24	416	254.92
675	dm_nfnet_f3	11.64	2058.707	24	416	254.92
676	cait_m36_384	11.45	520.837	6	384	271.22
677	efficientnet_b8	11.27	528.827	6	672	87.41
678	tf_efficientnet_b8_ap	11.23	530.563	6	672	87.41
679	tf_efficientnet_b8	11.1	537.074	6	672	87.41
680	xcit_large_24_p8_384_dist	10.94	545.597	6	384	188.93
681	convmixer_1536_20	9.34	5136.027	48	224	51.63
682	tf_efficientnet_l2_ns_475	8.79	336.325	3	475	480.31
683	ig_resnext101_32x48d	8.38	1908.292	16	224	828.41
684	beit_large_patch16_512	8.36	357.133	3	512	305.67
685	nfnet_f4s	6.37	1879.688	12	512	316.07
686	nfnet_f4	6.34	1889.493	12	512	316.07
687	dm_nfnet_f4	6.16	1941.969	12	512	316.07
688	cait_m48_448	4.64	426.785	2	448	356.46
689	nfnet_f5	4.56	1747.564	8	544	377.21
690	nfnet_f5s	4.56	1750.367	8	544	377.21
691	dm_nfnet_f5	4.43	1800.804	8	544	377.21
692	nfnet_f6	3.47	1722.95	6	576	438.36
693	nfnet_f6s	3.47	1723.469	6	576	438.36
694	dm_nfnet_f6	3.34	1791.721	6	576	438.36
695	resnetv2_152x4_bitm	3.17	313.58	1	480	936.53
696	nfnet_f7	2.64	1507.256	4	608	499.5
697	nfnet_f7s	2.63	1515.779	4	608	499.5
698	efficientnet_l2	2.07	477.813	1	800	480.31
699	tf_efficientnet_l2_ns	2.03	488.22	1	800	480.31