pytorch-image-models/results/benchmark-train-amp-nchw-pt112-cu113-rtx3090.csv

1	model	train_samples_per_sec	train_step_time	train_batch_size	train_img_size	param_count
2	tinynet_e	10001.12	50.423	512	106	2.04
3	mobilenetv3_small_050	7406.47	68.392	512	224	1.59
4	tf_mobilenetv3_small_minimal_100	6438.14	78.983	512	224	2.04
5	mobilenetv3_small_075	6186.83	82.006	512	224	2.04
6	tf_mobilenetv3_small_075	5783.46	87.782	512	224	2.04
7	mobilenetv3_small_100	5749.13	88.315	512	224	2.54
8	lcnet_035	5673.53	89.75	512	224	1.64
9	tf_mobilenetv3_small_100	5383.9	94.36	512	224	2.54
10	levit_128s	5298.88	95.701	512	224	7.78
11	lcnet_050	5280.37	96.452	512	224	1.88
12	tinynet_d	5161.83	98.416	512	152	2.34
13	mixer_s32_224	4696.33	108.475	512	224	19.1
14	resnet10t	4669.46	109.393	512	176	5.44
15	vit_small_patch32_224	4447.28	114.289	512	224	22.88
16	lcnet_075	4278.23	119.175	512	224	2.36
17	vit_tiny_r_s16_p8_224	4137.87	122.895	512	224	6.34
18	levit_128	3895.0	130.318	512	224	9.21
19	regnetx_002	3718.05	137.026	512	224	2.68
20	lcnet_100	3569.0	142.969	512	224	2.95
21	mnasnet_small	3450.28	147.453	512	224	2.03
22	regnety_002	3414.18	149.006	512	224	3.16
23	cs3darknet_focus_s	3251.91	156.949	512	256	3.27
24	mobilenetv2_035	3160.04	161.202	512	224	1.68
25	levit_192	3046.5	166.9	512	224	10.95
26	gernet_s	3034.31	168.028	512	224	8.17
27	tinynet_c	2919.98	174.314	512	184	2.46
28	mnasnet_050	2847.14	179.025	512	224	2.22
29	cs3darknet_s	2821.27	180.951	512	256	3.28
30	resnet18	2764.22	184.877	512	224	11.69
31	ssl_resnet18	2760.71	185.109	512	224	11.69
32	mobilenetv2_050	2751.58	185.257	512	224	1.97
33	swsl_resnet18	2742.47	186.338	512	224	11.69
34	semnasnet_050	2741.67	185.816	512	224	2.08
35	gluon_resnet18_v1b	2741.53	186.395	512	224	11.69
36	lcnet_150	2713.5	188.193	512	224	4.5
37	regnetx_004	2695.23	188.875	512	224	5.16
38	ese_vovnet19b_slim_dw	2588.37	197.313	512	224	1.9
39	seresnet18	2562.51	199.293	512	224	11.78
40	nf_regnet_b0	2561.76	198.646	512	192	8.76
41	legacy_seresnet18	2500.8	204.207	512	224	11.78
42	tf_efficientnetv2_b0	2483.22	204.949	512	192	7.14
43	levit_256	2482.39	205.091	512	224	18.89
44	mobilenetv3_large_075	2392.41	213.119	512	224	3.99
45	resnet14t	2385.69	214.281	512	176	10.08
46	tf_mobilenetv3_large_minimal_100	2347.68	217.368	512	224	3.92
47	vit_tiny_patch16_224	2293.54	222.408	512	224	5.72
48	regnetx_006	2293.09	222.433	512	224	6.2
49	deit_tiny_patch16_224	2290.53	222.68	512	224	5.72
50	tf_mobilenetv3_large_075	2259.6	225.688	512	224	3.99
51	deit_tiny_distilled_patch16_224	2253.36	226.358	512	224	5.91
52	edgenext_xx_small	2231.33	228.598	512	256	1.33
53	ghostnet_050	2189.91	232.414	512	224	2.59
54	mobilenetv3_rw	2184.31	233.512	512	224	5.48
55	mnasnet_075	2176.02	234.492	512	224	3.17
56	mobilenetv3_large_100	2167.29	235.344	512	224	5.48
57	mobilenetv3_large_100_miil	2165.63	235.504	512	224	5.48
58	levit_256d	2159.5	235.516	512	224	26.21
59	resnet18d	2129.12	240.084	512	224	11.71
60	hardcorenas_a	2118.32	240.968	512	224	5.26
61	regnety_004	2100.99	242.536	512	224	4.34
62	pit_ti_distilled_224	2086.5	244.504	512	224	5.1
63	pit_ti_224	2079.54	245.311	512	224	4.85
64	ese_vovnet19b_slim	2066.1	247.446	512	224	3.17
65	mnasnet_100	2053.84	248.477	512	224	4.38
66	tf_mobilenetv3_large_100	2053.63	248.437	512	224	5.48
67	mnasnet_b1	2053.54	248.485	512	224	4.38
68	semnasnet_075	2008.51	253.986	512	224	2.91
69	hardcorenas_b	2008.46	253.96	512	224	5.18
70	mobilenetv2_075	1983.69	257.32	512	224	2.64
71	hardcorenas_c	1977.37	257.94	512	224	5.52
72	xcit_nano_12_p16_224_dist	1970.62	258.036	512	224	3.05
73	xcit_nano_12_p16_224	1969.78	258.084	512	224	3.05
74	tinynet_b	1965.95	259.368	512	188	3.73
75	hardcorenas_d	1880.3	271.085	512	224	7.5
76	tf_efficientnetv2_b1	1876.23	271.395	512	192	8.14
77	resnetblur18	1872.21	273.11	512	224	11.69
78	spnasnet_100	1862.13	273.955	512	224	4.42
79	mnasnet_a1	1859.21	274.476	512	224	3.89
80	semnasnet_100	1857.75	274.693	512	224	3.89
81	mobilenetv2_100	1832.14	278.633	512	224	3.5
82	regnety_006	1809.24	281.912	512	224	6.06
83	visformer_tiny	1802.41	283.384	512	224	10.32
84	mixer_b32_224	1784.58	286.101	512	224	60.29
85	skresnet18	1730.13	295.275	512	224	11.96
86	tinynet_a	1710.13	298.117	512	192	6.19
87	vit_base_patch32_224_sam	1703.64	299.668	512	224	88.22
88	vit_base_patch32_224	1703.57	299.695	512	224	88.22
89	efficientnet_lite0	1674.68	304.971	512	224	4.65
90	cs3darknet_focus_m	1668.48	306.209	512	256	9.3
91	hardcorenas_e	1650.74	309.021	512	224	8.07
92	hardcorenas_f	1646.88	309.777	512	224	8.2
93	gluon_resnet34_v1b	1634.03	312.731	512	224	21.8
94	regnetx_008	1632.2	312.851	512	224	7.26
95	tv_resnet34	1630.02	313.513	512	224	21.8
96	resnet34	1622.41	314.992	512	224	21.8
97	ghostnet_100	1601.5	318.319	512	224	5.18
98	tf_efficientnet_lite0	1591.79	320.884	512	224	4.65
99	fbnetc_100	1567.77	325.605	512	224	5.57
100	pit_xs_distilled_224	1551.83	329.02	512	224	11.0
101	pit_xs_224	1549.02	329.642	512	224	10.62
102	mixer_s16_224	1543.23	331.197	512	224	18.53
103	dla46_c	1532.94	333.18	512	224	1.3
104	mnasnet_140	1525.17	334.879	512	224	7.12
105	seresnet34	1505.77	339.147	512	224	21.96
106	cs3darknet_m	1499.82	340.716	512	256	9.31
107	regnety_008	1498.63	340.596	512	224	6.26
108	levit_384	1491.26	342.207	512	224	39.13
109	edgenext_x_small	1481.71	344.446	512	256	2.34
110	ese_vovnet19b_dw	1466.46	348.623	512	224	6.54
111	legacy_seresnet34	1465.81	348.38	512	224	21.96
112	efficientnet_b0	1459.11	262.1	384	224	5.29
113	gernet_m	1456.76	350.74	512	224	21.14
114	vit_small_patch32_384	1448.56	352.604	512	384	22.92
115	regnetz_005	1448.06	352.165	512	224	7.12
116	rexnet_100	1447.81	264.049	384	224	4.8
117	rexnetr_100	1441.71	265.216	384	224	4.88
118	nf_resnet26	1422.76	359.346	512	224	16.0
119	hrnet_w18_small	1410.43	361.614	512	224	13.19
120	selecsls42	1405.04	363.736	512	224	30.35
121	selecsls42b	1401.22	364.735	512	224	32.46
122	mobilenetv2_110d	1400.15	273.199	384	224	4.52
123	tf_efficientnet_b0_ap	1398.67	273.43	384	224	5.29
124	mobilevitv2_050	1396.45	365.664	512	256	1.37
125	tf_efficientnet_b0_ns	1395.54	274.064	384	224	5.29
126	tf_efficientnet_b0	1395.32	274.114	384	224	5.29
127	tf_efficientnetv2_b2	1392.9	365.948	512	208	10.1
128	vit_tiny_r_s16_p8_384	1392.75	274.873	384	384	6.36
129	resnet34d	1379.64	370.514	512	224	21.82
130	ghostnet_130	1364.55	373.824	512	224	7.36
131	gmixer_12_224	1352.72	377.701	512	224	12.7
132	crossvit_tiny_240	1349.19	377.902	512	240	7.01
133	gmlp_ti16_224	1340.6	284.894	384	224	5.87
134	semnasnet_140	1340.57	380.992	512	224	6.11
135	dla46x_c	1338.33	381.81	512	224	1.07
136	xcit_tiny_12_p16_224	1323.84	384.926	512	224	6.72
137	xcit_tiny_12_p16_224_dist	1317.19	386.895	512	224	6.72
138	resnetrs50	1317.01	387.565	512	160	35.69
139	mobilevit_xxs	1316.84	290.489	384	256	1.27
140	resnet26	1312.7	389.566	512	224	16.0
141	efficientnet_b1_pruned	1301.95	391.798	512	240	6.33
142	mobilenetv2_140	1267.4	302.189	384	224	6.11
143	dla60x_c	1262.98	404.404	512	224	1.32
144	crossvit_9_240	1260.08	303.33	384	240	8.55
145	convnext_nano_hnf	1235.34	413.703	512	224	15.59
146	convnext_nano_ols	1234.94	413.902	512	224	15.6
147	poolformer_s12	1234.11	414.201	512	224	11.92
148	convnext_nano	1233.61	414.261	512	224	15.59
149	resmlp_12_distilled_224	1232.37	414.645	512	224	15.35
150	resmlp_12_224	1232.04	414.762	512	224	15.35
151	fbnetv3_b	1226.89	415.617	512	224	8.6
152	nf_regnet_b2	1219.45	418.235	512	240	14.31
153	repvgg_b0	1217.24	419.512	512	224	15.82
154	selecsls60b	1214.07	420.825	512	224	32.77
155	selecsls60	1211.7	421.663	512	224	30.67
156	nf_regnet_b1	1209.03	421.975	512	256	10.22
157	crossvit_9_dagger_240	1206.16	316.906	384	240	8.78
158	nf_seresnet26	1198.39	426.558	512	224	17.4
159	mixnet_s	1181.75	431.958	512	224	4.13
160	nf_ecaresnet26	1174.85	435.233	512	224	16.0
161	efficientnet_lite1	1171.46	217.556	256	240	5.42
162	darknet17	1164.06	439.537	512	256	14.3
163	efficientnet_es_pruned	1160.76	440.317	512	224	5.44
164	efficientnet_es	1160.37	440.47	512	224	5.44
165	regnetx_016	1139.3	448.473	512	224	9.19
166	fbnetv3_d	1138.14	335.598	384	224	10.31
167	tf_efficientnet_es	1136.29	449.83	512	224	5.44
168	rexnetr_130	1133.04	224.76	256	224	7.61
169	dla34	1132.96	451.315	512	224	15.74
170	resnet26d	1119.56	456.822	512	224	16.01
171	tf_mixnet_s	1118.11	456.605	512	224	4.13
172	tf_efficientnet_lite1	1110.94	229.444	256	240	5.42
173	edgenext_small	1109.37	460.388	512	256	5.59
174	convit_tiny	1095.04	466.531	512	224	5.71
175	rexnet_130	1094.78	232.699	256	224	7.56
176	mobilenetv2_120d	1078.49	236.158	256	224	5.83
177	darknet21	1073.87	476.43	512	256	20.86
178	ecaresnet50d_pruned	1067.01	478.899	512	224	19.94
179	deit_small_patch16_224	1053.64	363.563	384	224	22.05
180	vit_small_patch16_224	1052.92	363.872	384	224	22.05
181	deit_small_distilled_patch16_224	1032.61	370.971	384	224	22.44
182	sedarknet21	1031.46	495.893	512	256	20.95
183	gernet_l	1030.31	496.058	512	256	31.08
184	efficientnet_b1	1030.3	246.963	256	224	7.79
185	rexnetr_150	1022.06	249.288	256	224	9.78
186	repvgg_a2	1010.18	506.008	512	224	28.21
187	edgenext_small_rw	1009.52	506.183	512	256	7.83
188	skresnet34	1008.96	506.323	512	224	22.28
189	resnest14d	979.06	522.497	512	224	10.61
190	cs3darknet_focus_l	977.57	391.957	384	256	21.15
191	deit3_small_patch16_224	977.26	391.961	384	224	22.06
192	deit3_small_patch16_224_in21ft1k	976.5	392.276	384	224	22.06
193	rexnet_150	965.2	264.04	256	224	9.73
194	regnety_016	954.26	534.657	512	224	11.2
195	vit_base_patch32_plus_256	951.64	537.091	512	256	119.48
196	mobilevitv2_075	947.54	269.157	256	256	2.87
197	legacy_seresnext26_32x4d	946.21	405.17	384	224	16.79
198	pit_s_224	942.8	270.615	256	224	23.46
199	pit_s_distilled_224	939.97	271.455	256	224	24.04
200	vit_srelpos_small_patch16_224	922.29	415.451	384	224	21.97
201	vit_relpos_small_patch16_224	921.7	415.439	384	224	21.98
202	efficientnet_b0_g16_evos	909.42	421.149	384	224	8.11
203	resnext26ts	905.09	423.733	384	256	10.3
204	cs3darknet_l	902.18	282.891	256	256	21.16
205	coat_lite_tiny	893.97	428.624	384	224	5.72
206	resnet26t	890.89	574.188	512	256	16.01
207	efficientnet_b0_gn	881.54	289.263	256	224	5.29
208	resnetv2_50	880.1	580.976	512	224	25.55
209	efficientnet_b2_pruned	874.13	291.317	256	260	8.31
210	seresnext26ts	867.62	294.407	256	256	10.39
211	eca_resnext26ts	867.54	294.527	256	256	10.3
212	tf_efficientnet_b1	863.78	294.816	256	240	7.79
213	tf_efficientnet_b1_ap	863.54	294.906	256	240	7.79
214	tf_efficientnet_b1_ns	863.39	294.941	256	240	7.79
215	cs3sedarknet_l	861.38	444.523	384	256	21.91
216	tf_efficientnetv2_b3	855.0	297.539	256	240	14.36
217	efficientnet_lite2	852.1	299.402	256	260	6.09
218	twins_svt_small	851.73	449.18	384	224	24.06
219	gcresnext26ts	850.58	300.113	256	256	10.48
220	efficientnetv2_rw_t	850.16	298.981	256	224	13.65
221	botnet26t_256	849.43	451.465	384	256	12.49
222	ecaresnetlight	846.78	603.683	512	224	30.16
223	seresnext26t_32x4d	845.6	453.458	384	224	16.81
224	seresnext26tn_32x4d	845.31	453.612	384	224	16.81
225	seresnext26d_32x4d	844.96	453.775	384	224	16.81
226	coat_lite_mini	842.06	455.115	384	224	11.01
227	tf_efficientnet_cc_b0_8e	837.03	457.594	384	224	24.01
228	ecaresnet101d_pruned	837.02	609.921	512	224	24.88
229	ecaresnext26t_32x4d	835.25	459.196	384	224	15.41
230	ecaresnext50t_32x4d	834.39	459.653	384	224	15.41
231	cspresnet50	830.57	461.498	384	256	21.62
232	swsl_resnet50	829.79	616.192	512	224	25.56
233	ssl_resnet50	829.64	616.294	512	224	25.56
234	gluon_resnet50_v1b	829.63	616.32	512	224	25.56
235	visformer_small	828.8	462.625	384	224	40.22
236	tv_resnet50	826.55	618.618	512	224	25.56
237	resnet50	826.06	618.983	512	224	25.56
238	vgg11	825.98	619.706	512	224	132.86
239	halonet26t	824.96	464.902	384	256	12.48
240	vovnet39a	817.65	625.544	512	224	22.6
241	tf_efficientnet_lite2	816.76	312.458	256	260	6.09
242	convnext_tiny_hnf	815.48	312.97	256	224	28.59
243	convnext_tiny_hnfd	815.19	313.078	256	224	28.59
244	vit_small_resnet26d_224	813.66	470.891	384	224	63.61
245	convnext_tiny	813.16	313.859	256	224	28.59
246	efficientnet_cc_b0_8e	812.96	471.165	384	224	24.01
247	vit_relpos_base_patch32_plus_rpn_256	811.26	630.0	512	256	119.42
248	mixnet_m	810.2	630.361	512	224	5.01
249	efficientnet_cc_b0_4e	808.8	473.577	384	224	13.31
250	convnext_tiny_in22ft1k	808.5	315.666	256	224	28.59
251	efficientnet_b2a	800.27	318.401	256	256	9.11
252	efficientnet_b2	799.96	318.544	256	256	9.11
253	regnetz_b16	796.72	319.811	256	224	9.72
254	tresnet_m	792.8	643.233	512	224	31.39
255	mobilevit_xs	792.23	321.979	256	256	2.32
256	ecaresnet26t	791.55	484.557	384	256	16.01
257	gc_efficientnetv2_rw_t	791.43	320.691	256	224	13.68
258	resnetv2_50t	790.83	646.602	512	224	25.57
259	resnetv2_50d	790.11	647.216	512	224	25.57
260	regnetx_032	787.5	486.368	384	224	15.3
261	ese_vovnet39b	786.37	650.429	512	224	24.57
262	tf_efficientnet_cc_b0_4e	784.54	488.254	384	224	13.31
263	eca_botnext26ts_256	781.43	326.976	256	256	10.59
264	resnet32ts	781.02	327.191	256	256	17.96
265	tf_mixnet_m	777.93	492.059	384	224	5.01
266	resnet33ts	767.78	332.812	256	256	19.68
267	gluon_resnet50_v1c	763.32	502.196	384	224	25.58
268	eca_halonext26ts	763.09	334.836	256	256	10.76
269	rexnetr_200	762.4	250.686	192	224	16.52
270	dpn68b	756.57	506.252	384	224	12.61
271	lambda_resnet26t	751.39	510.429	384	256	10.96
272	vit_relpos_small_patch16_rpn_224	751.37	510.029	384	224	21.97
273	resnet50t	748.03	512.487	384	224	25.57
274	cspresnet50d	746.91	341.842	256	256	21.64
275	gluon_resnet50_v1d	746.5	513.543	384	224	25.58
276	resnet50d	744.99	514.575	384	224	25.58
277	legacy_seresnet50	744.88	514.356	384	224	28.09
278	cspresnet50w	744.04	343.166	256	256	28.12
279	eca_resnet33ts	743.27	343.735	256	256	19.68
280	efficientnet_b0_g8_gn	743.27	343.315	256	224	6.56
281	seresnet33ts	742.4	344.003	256	256	19.78
282	resnetaa50	741.95	516.711	384	224	25.56
283	selecsls84	740.99	689.736	512	224	50.95
284	dpn68	739.97	517.747	384	224	12.61
285	res2net50_48w_2s	738.06	519.427	384	224	25.29
286	vit_small_r26_s32_224	737.22	345.982	256	224	36.43
287	eca_vovnet39b	735.59	695.354	512	224	22.6
288	lambda_resnet26rpt_256	735.09	260.579	192	256	10.99
289	nf_regnet_b3	732.33	522.471	384	288	18.59
290	rexnet_200	731.68	261.239	192	224	16.37
291	densenet121	730.11	348.758	256	224	7.98
292	resnest26d	728.94	526.039	384	224	17.07
293	bat_resnext26ts	728.42	350.197	256	256	10.73
294	mobilevitv2_100	727.72	262.852	192	256	4.9
295	tv_densenet121	727.58	350.07	256	224	7.98
296	nf_seresnet50	727.17	526.884	384	224	28.09
297	gcresnet33ts	725.89	351.666	256	256	19.88
298	eca_nfnet_l0	723.69	706.434	512	224	24.14
299	nfnet_l0	719.96	532.162	384	224	35.07
300	seresnet50	714.65	536.208	384	224	28.09
301	twins_pcpvt_small	714.45	356.63	256	224	24.11
302	nf_ecaresnet50	713.69	537.063	384	224	25.56
303	dla60	709.61	540.13	384	224	22.04
304	efficientnet_em	708.33	360.423	256	240	6.9
305	hrnet_w18_small_v2	705.02	723.712	512	224	15.6
306	resnetblur50d	704.94	362.275	256	224	25.58
307	vgg11_bn	703.05	545.962	384	224	132.87
308	resnetblur50	698.61	548.824	384	224	25.56
309	regnety_032	696.58	549.77	384	224	19.44
310	nf_resnet50	696.17	550.716	384	256	25.56
311	efficientnet_b3_pruned	694.05	367.106	256	300	9.86
312	tf_efficientnet_em	690.66	369.697	256	240	6.9
313	skresnet50	685.67	371.92	256	224	25.8
314	xcit_tiny_24_p16_224	683.44	371.201	256	224	12.12
315	poolformer_s24	681.93	374.176	256	224	21.39
316	xcit_tiny_24_p16_224_dist	681.85	371.937	256	224	12.12
317	vit_base_resnet26d_224	680.96	562.594	384	224	101.4
318	vovnet57a	678.75	564.837	384	224	36.64
319	densenet121d	678.22	375.614	256	224	8.0
320	resnetaa50d	673.73	569.117	384	224	25.58
321	gluon_resnet50_v1s	669.16	573.001	384	224	25.68
322	gmixer_24_224	666.22	382.715	256	224	24.72
323	swsl_resnext50_32x4d	663.66	577.766	384	224	25.03
324	resnext50_32x4d	663.39	577.966	384	224	25.03
325	ssl_resnext50_32x4d	663.18	578.185	384	224	25.03
326	tv_resnext50_32x4d	662.37	578.888	384	224	25.03
327	gluon_resnext50_32x4d	662.06	579.185	384	224	25.03
328	haloregnetz_b	660.09	386.296	256	224	11.68
329	ese_vovnet57b	656.27	584.17	384	224	38.61
330	cspresnext50	656.07	389.365	256	256	20.57
331	seresnet50t	655.71	584.407	384	224	28.1
332	vit_relpos_medium_patch16_cls_224	654.69	389.857	256	224	38.76
333	seresnetaa50d	654.11	390.147	256	224	28.11
334	densenetblur121d	649.47	392.249	256	224	8.0
335	res2net50_26w_4s	648.76	590.62	384	224	25.7
336	fbnetv3_g	647.3	294.603	192	240	16.62
337	swin_tiny_patch4_window7_224	646.76	394.841	256	224	28.29
338	ecaresnet50d	643.9	595.437	384	224	25.58
339	regnety_040	640.15	598.298	384	224	20.65
340	gmlp_s16_224	638.67	299.017	192	224	19.42
341	crossvit_small_240	637.47	399.952	256	240	26.86
342	resnext50d_32x4d	635.21	402.121	256	224	25.05
343	nfnet_f0	634.03	806.334	512	192	71.49
344	vit_srelpos_medium_patch16_224	629.85	405.54	256	224	38.74
345	mobilevit_s	629.67	303.779	192	256	5.58
346	skresnet50d	628.92	405.574	256	224	25.82
347	vit_relpos_medium_patch16_224	628.2	406.369	256	224	38.75
348	resnest50d_1s4x24d	628.12	406.263	256	224	25.68
349	mixnet_l	627.47	406.445	256	224	7.33
350	tf_efficientnet_b2_ns	627.11	304.591	192	260	9.11
351	tf_efficientnet_b2_ap	626.79	304.757	192	260	9.11
352	tf_efficientnet_b2	626.11	305.153	192	260	9.11
353	regnetx_040	624.89	613.356	384	224	22.12
354	regnetv_040	622.71	409.581	256	224	20.64
355	darknetaa53	614.47	415.819	256	256	36.02
356	seresnext50_32x4d	613.62	416.021	256	224	27.56
357	gluon_seresnext50_32x4d	613.35	416.206	256	224	27.56
358	sehalonet33ts	613.13	416.664	256	256	13.69
359	legacy_seresnext50_32x4d	612.89	416.52	256	224	27.56
360	dla60x	612.79	416.731	256	224	17.35
361	gcresnet50t	611.79	626.12	384	256	25.9
362	xcit_nano_12_p16_384_dist	611.55	416.81	256	384	3.05
363	resmlp_24_224	609.69	418.351	256	224	30.02
364	resmlp_24_distilled_224	609.51	418.474	256	224	30.02
365	gcresnext50ts	606.82	314.923	192	256	15.67
366	tf_inception_v3	603.29	635.057	384	299	23.83
367	gluon_inception_v3	603.22	635.143	384	299	23.83
368	adv_inception_v3	603.01	635.347	384	299	23.83
369	inception_v3	602.27	636.205	384	299	23.83
370	tf_mixnet_l	600.24	424.956	256	224	7.33
371	dm_nfnet_f0	600.1	638.573	384	192	71.49
372	xcit_small_12_p16_224	598.44	425.955	256	224	26.25
373	xcit_small_12_p16_224_dist	598.22	426.013	256	224	26.25
374	semobilevit_s	597.07	320.258	192	256	5.74
375	densenet169	592.78	429.221	256	224	14.15
376	res2next50	591.98	431.144	256	224	24.67
377	resnetv2_101	590.74	431.806	256	224	44.54
378	darknet53	590.64	432.606	256	256	41.61
379	resnetv2_50x1_bit_distilled	587.0	326.262	192	224	25.55
380	res2net50_14w_8s	586.94	433.992	256	224	25.06
381	swin_s3_tiny_224	586.39	435.576	256	224	28.33
382	repvgg_b1g4	584.26	875.234	512	224	39.97
383	dla60_res2net	583.07	437.618	256	224	20.85
384	crossvit_15_240	576.62	331.16	192	240	27.53
385	cait_xxs24_224	576.52	441.46	256	224	11.96
386	cs3darknet_focus_x	569.86	448.292	256	256	35.02
387	resnet101	568.98	448.321	256	224	44.55
388	gluon_resnet101_v1b	568.4	448.834	256	224	44.55
389	tv_resnet101	566.24	450.547	256	224	44.55
390	resnetrs101	564.72	451.1	256	192	63.62
391	efficientnet_cc_b1_8e	564.18	452.061	256	240	39.72
392	crossvit_15_dagger_240	558.23	342.033	192	240	28.21
393	vit_base_resnet50d_224	557.61	457.501	256	224	110.97
394	mobilevitv2_125	557.38	343.473	192	256	7.48
395	xcit_nano_12_p8_224_dist	555.43	459.069	256	224	3.05
396	xcit_nano_12_p8_224	555.18	459.311	256	224	3.05
397	sebotnet33ts_256	554.49	230.012	128	256	13.7
398	resnet51q	551.31	463.504	256	256	35.7
399	resnetv2_101d	548.02	465.6	256	224	44.56
400	tf_efficientnet_cc_b1_8e	547.16	466.173	256	240	39.72
401	resnetv2_50d_gn	546.54	350.469	192	224	25.57
402	nf_resnet101	543.9	704.337	384	224	44.55
403	vit_base_patch32_384	542.76	470.804	256	384	88.3
404	gluon_resnet101_v1c	537.15	475.0	256	224	44.57
405	cspdarknet53	537.1	475.617	256	256	27.64
406	cs3darknet_x	534.86	477.64	256	256	35.05
407	vit_base_r26_s32_224	534.67	357.767	192	224	101.38
408	resnest50d	534.66	477.434	256	224	27.48
409	resnet50_gn	531.78	360.235	192	224	25.56
410	regnetz_c16	530.35	360.552	192	256	13.46
411	gluon_resnet101_v1d	528.59	482.76	256	224	44.57
412	mixer_b16_224	528.02	484.004	256	224	59.88
413	mixer_l32_224	527.33	362.504	192	224	206.94
414	mixer_b16_224_miil	526.58	485.347	256	224	59.88
415	vit_large_patch32_224	521.73	489.021	256	224	306.54
416	dla60_res2next	520.31	490.572	256	224	17.03
417	ecaresnet50t	516.29	494.896	256	256	25.57
418	cs3sedarknet_xdw	516.24	246.008	128	256	21.6
419	lambda_resnet50ts	515.16	371.658	192	256	21.54
420	vit_tiny_patch16_384	512.2	249.072	128	384	5.79
421	resnet61q	510.55	375.027	192	256	36.85
422	swinv2_cr_tiny_224	505.83	504.823	256	224	28.33
423	halonet50ts	503.76	380.122	192	256	22.73
424	repvgg_b1	503.57	1015.623	512	224	57.42
425	swinv2_cr_tiny_ns_224	502.5	508.144	256	224	28.33
426	cs3sedarknet_x	501.96	508.547	256	256	35.4
427	dla102	497.28	513.14	256	224	33.27
428	wide_resnet50_2	495.68	773.85	384	224	68.88
429	res2net50_26w_6s	493.57	516.914	256	224	37.05
430	resnetaa101d	490.51	520.338	256	224	44.57
431	convnext_small	489.81	390.224	192	224	50.22
432	convnext_small_in22ft1k	489.45	390.576	192	224	50.22
433	legacy_seresnet101	487.73	522.616	256	224	49.33
434	vit_relpos_medium_patch16_rpn_224	485.5	526.221	256	224	38.73
435	efficientnet_lite3	484.47	263.098	128	300	8.2
436	gluon_resnet101_v1s	483.47	527.891	256	224	44.67
437	seresnet101	480.65	530.38	256	224	49.33
438	cs3edgenet_x	477.59	535.019	256	256	47.82
439	nest_tiny	476.68	267.593	128	224	17.06
440	nf_seresnet101	474.46	537.213	256	224	49.33
441	mobilevitv2_150_in22ft1k	473.86	269.132	128	256	10.59
442	mobilevitv2_150	473.84	269.144	128	256	10.59
443	resnetblur101d	472.23	540.497	256	224	44.57
444	jx_nest_tiny	472.22	270.163	128	224	17.06
445	nf_ecaresnet101	469.53	543.375	256	224	44.55
446	vgg13_bn	468.37	546.3	256	224	133.05
447	twins_pcpvt_base	466.47	408.848	192	224	43.83
448	tf_efficientnet_lite3	465.4	273.895	128	300	8.2
449	vgg16	465.36	824.954	384	224	138.36
450	sequencer2d_s	462.43	412.819	192	224	27.65
451	mixnet_xl	460.21	554.308	256	224	11.9
452	coat_lite_small	457.06	418.568	192	224	19.84
453	efficientnet_b3a	456.95	278.403	128	288	12.23
454	efficientnet_b3	456.81	278.448	128	288	12.23
455	regnetx_080	454.56	843.629	384	224	39.57
456	regnetx_064	452.43	564.953	256	224	26.21
457	halo2botnet50ts_256	451.35	424.392	192	256	22.64
458	ecaresnet101d	447.44	570.33	256	224	44.57
459	densenet201	447.44	425.987	192	224	20.01
460	nf_regnet_b4	445.8	428.533	192	320	30.21
461	convit_small	443.63	431.737	192	224	27.78
462	efficientnetv2_s	433.27	293.157	128	288	21.46
463	skresnext50_32x4d	432.3	590.802	256	224	27.48
464	cs3se_edgenet_x	431.68	443.324	192	256	50.72
465	botnet50ts_256	428.8	297.529	128	256	22.74
466	ssl_resnext101_32x4d	427.28	447.74	192	224	44.18
467	resnext101_32x4d	427.18	447.921	192	224	44.18
468	swsl_resnext101_32x4d	427.16	447.915	192	224	44.18
469	gluon_resnext101_32x4d	427.13	447.97	192	224	44.18
470	poolformer_s36	425.0	449.906	192	224	30.86
471	ese_vovnet39b_evos	421.31	302.862	128	224	24.58
472	resnet101d	418.0	457.739	192	256	44.57
473	dla102x	417.16	458.658	192	224	26.31
474	res2net101_26w_4s	416.51	612.121	256	224	45.21
475	lamhalobotnet50ts_256	413.09	463.774	192	256	22.57
476	twins_svt_base	411.8	464.138	192	224	56.07
477	crossvit_18_240	406.79	312.611	128	240	43.27
478	tresnet_l	404.84	1261.389	512	224	55.99
479	efficientnetv2_rw_s	402.34	315.806	128	288	23.94
480	volo_d1_224	401.47	476.8	192	224	26.63
481	resmlp_36_224	401.06	476.505	192	224	44.69
482	res2net50_26w_8s	400.52	636.999	256	224	48.4
483	resmlp_36_distilled_224	400.14	477.557	192	224	44.69
484	swin_small_patch4_window7_224	399.67	478.499	192	224	49.61
485	resnest50d_4s2x40d	396.0	645.092	256	224	30.42
486	vit_base_patch16_224_miil	395.78	484.311	192	224	86.54
487	crossvit_18_dagger_240	394.08	322.72	128	240	44.27
488	deit_base_patch16_224	390.88	490.307	192	224	86.57
489	vit_base_patch16_224	390.86	490.391	192	224	86.57
490	vit_base_patch16_224_sam	390.67	490.608	192	224	86.57
491	mobilevitv2_175_in22ft1k	389.97	327.241	128	256	14.25
492	mobilevitv2_175	389.95	327.23	128	256	14.25
493	tf_efficientnetv2_s_in21ft1k	389.66	326.288	128	300	21.46
494	tf_efficientnetv2_s	389.1	326.713	128	300	21.46
495	vgg16_bn	388.69	658.276	256	224	138.37
496	regnety_064	388.46	657.256	256	224	30.58
497	regnety_080	385.84	662.273	256	224	39.18
498	deit_base_distilled_patch16_224	385.62	497.03	192	224	87.34
499	xception	385.56	331.194	128	299	22.86
500	regnety_040s_gn	384.97	330.927	128	224	20.65
501	repvgg_b2g4	379.42	1348.329	512	224	61.76
502	resnetv2_152	379.4	503.868	192	224	60.19
503	regnetz_d8	378.76	336.282	128	256	23.37
504	hrnet_w18	378.26	671.883	256	224	21.3
505	ese_vovnet99b	377.27	677.036	256	224	63.2
506	vit_small_resnet50d_s16_224	376.52	508.654	192	224	57.53
507	cait_xxs36_224	375.8	507.032	192	224	17.3
508	gluon_seresnext101_32x4d	375.02	509.78	192	224	48.96
509	regnetz_040	374.91	339.544	128	256	27.12
510	seresnext101_32x4d	374.73	510.176	192	224	48.96
511	regnetv_064	372.69	513.522	192	224	30.58
512	regnetz_040h	372.64	341.593	128	256	28.94
513	legacy_seresnext101_32x4d	372.06	513.705	192	224	48.96
514	deit3_base_patch16_224_in21ft1k	371.79	515.431	192	224	86.59
515	deit3_base_patch16_224	371.73	515.464	192	224	86.59
516	tf_efficientnet_b3	370.15	344.089	128	300	12.23
517	tf_efficientnet_b3_ap	370.14	344.111	128	300	12.23
518	tf_efficientnet_b3_ns	370.1	344.134	128	300	12.23
519	resnet152	370.08	516.516	192	224	60.19
520	vit_relpos_base_patch16_clsgap_224	369.76	518.105	192	224	86.43
521	vit_relpos_base_patch16_cls_224	369.34	518.67	192	224	86.43
522	resnetv2_50d_frn	369.16	345.594	128	224	25.59
523	gluon_resnet152_v1b	369.02	517.998	192	224	60.19
524	tv_resnet152	369.0	518.088	192	224	60.19
525	regnetz_b16_evos	365.3	348.518	128	224	9.74
526	sequencer2d_m	363.12	525.505	192	224	38.31
527	ese_vovnet99b_iabn	362.9	1055.043	384	224	63.2
528	resnetv2_152d	360.99	529.48	192	224	60.2
529	beit_base_patch16_224	358.29	534.776	192	224	86.53
530	xcit_tiny_12_p16_384_dist	357.91	534.55	192	384	6.72
531	vit_relpos_base_patch16_224	355.33	539.194	192	224	86.43
532	gluon_resnet152_v1c	354.77	538.797	192	224	60.21
533	regnetz_d32	354.52	359.397	128	256	27.58
534	swinv2_tiny_window8_256	354.35	540.569	192	256	28.35
535	resnetv2_50d_evos	353.36	270.506	96	224	25.59
536	dpn92	353.0	723.617	256	224	37.67
537	vgg19	352.0	1090.655	384	224	143.67
538	gluon_resnet152_v1d	351.06	544.563	192	224	60.21
539	densenet161	346.02	367.416	128	224	28.68
540	xception41p	344.85	370.318	128	299	26.91
541	gluon_resnet152_v1s	344.7	368.96	128	224	60.32
542	mobilevitv2_200	342.4	372.843	128	256	18.45
543	tnt_s_patch16_224	342.25	559.037	192	224	23.76
544	mobilevitv2_200_in22ft1k	342.08	373.147	128	256	18.45
545	eca_nfnet_l1	341.07	561.084	192	256	41.41
546	hrnet_w32	340.54	747.043	256	224	41.23
547	dla169	338.11	565.259	192	224	53.39
548	convnext_base_in22ft1k	337.76	377.102	128	224	88.59
549	convnext_base	336.98	378.091	128	224	88.59
550	repvgg_b2	335.01	1527.215	512	224	89.02
551	repvgg_b3g4	334.01	1148.557	384	224	83.83
552	vgg13	331.37	1544.923	512	224	133.05
553	pit_b_224	331.17	385.577	128	224	73.76
554	vgg19_bn	330.96	773.109	256	224	143.68
555	pit_b_distilled_224	329.46	387.568	128	224	74.79
556	regnetx_120	327.41	780.952	256	224	46.11
557	twins_pcpvt_large	322.96	392.17	128	224	60.99
558	hrnet_w30	321.86	790.607	256	224	37.71
559	legacy_seresnet152	319.56	397.245	128	224	66.82
560	inception_v4	316.87	603.734	192	299	42.68
561	seresnet152	313.75	608.677	192	224	66.82
562	vit_small_patch16_36x1_224	310.56	409.448	128	224	64.67
563	dla102x2	309.09	412.537	128	224	41.28
564	xcit_small_24_p16_224_dist	307.83	412.466	128	224	47.67
565	convmixer_1024_20_ks9_p14	307.81	830.813	256	224	24.38
566	vit_small_patch16_18x2_224	307.61	413.3	128	224	64.67
567	xcit_small_24_p16_224	307.46	412.867	128	224	47.67
568	regnety_120	307.05	623.971	192	224	51.82
569	poolformer_m36	303.34	420.132	128	224	56.17
570	efficientnet_el_pruned	301.49	423.464	128	300	10.59
571	efficientnet_el	301.45	423.5	128	300	10.59
572	swinv2_cr_small_ns_224	300.41	423.619	128	224	49.7
573	swinv2_cr_small_224	297.65	427.521	128	224	49.7
574	mixnet_xxl	297.33	428.503	128	224	23.96
575	cait_s24_224	296.96	428.341	128	224	46.92
576	nest_small	296.72	321.888	96	224	38.35
577	coat_tiny	296.44	429.708	128	224	5.5
578	tf_efficientnet_el	295.51	432.07	128	300	10.59
579	jx_nest_small	294.83	323.932	96	224	38.35
580	efficientnet_b4	293.1	325.442	96	320	19.34
581	xception41	293.07	435.505	128	299	26.97
582	xcit_tiny_12_p8_224_dist	291.52	437.287	128	224	6.71
583	tresnet_xl	291.4	875.028	256	224	78.44
584	resnext101_64x4d	291.33	437.816	128	224	83.46
585	gluon_resnext101_64x4d	291.25	437.881	128	224	83.46
586	swin_s3_small_224	289.76	439.818	128	224	49.74
587	wide_resnet101_2	289.62	661.356	192	224	126.89
588	xcit_tiny_12_p8_224	289.33	440.549	128	224	6.71
589	twins_svt_large	289.11	440.647	128	224	99.27
590	resnet152d	281.47	452.46	128	256	60.21
591	swin_base_patch4_window7_224	279.66	455.817	128	224	87.77
592	convnext_tiny_384_in22ft1k	278.8	343.389	96	384	28.59
593	resnet200	276.62	459.688	128	224	64.67
594	ssl_resnext101_32x8d	276.52	461.341	128	224	88.79
595	ig_resnext101_32x8d	276.39	461.582	128	224	88.79
596	resnext101_32x8d	276.22	461.854	128	224	88.79
597	swsl_resnext101_32x8d	276.22	461.764	128	224	88.79
598	repvgg_b3	271.93	1411.039	384	224	123.09
599	nfnet_f1	271.43	705.161	192	224	132.63
600	resnetv2_50d_evob	268.92	355.729	96	224	25.59
601	gmlp_b16_224	268.22	356.298	96	224	73.08
602	dpn98	267.62	476.602	128	224	61.57
603	regnetx_160	266.55	719.244	192	224	54.28
604	regnety_160	264.44	724.758	192	224	83.59
605	gluon_seresnext101_64x4d	264.12	482.344	128	224	88.23
606	ens_adv_inception_resnet_v2	261.47	730.952	192	299	55.84
607	inception_resnet_v2	261.44	730.919	192	299	55.84
608	xception65p	259.32	492.32	128	299	39.82
609	efficientnet_lite4	255.23	249.374	64	380	13.01
610	vit_base_patch16_rpn_224	254.51	753.593	192	224	86.54
611	resnest101e	253.9	501.575	128	256	48.28
612	crossvit_base_240	253.73	376.737	96	240	105.03
613	seresnext101_32x8d	251.44	506.792	128	224	93.57
614	vit_relpos_base_patch16_rpn_224	250.62	765.002	192	224	86.41
615	vit_base_patch16_plus_240	248.4	514.352	128	240	117.56
616	tf_efficientnet_lite4	247.32	257.437	64	380	13.01
617	efficientnet_b3_gn	245.44	258.998	64	288	11.73
618	dm_nfnet_f1	244.51	521.138	128	224	132.63
619	seresnext101d_32x8d	242.49	525.503	128	224	93.59
620	seresnet152d	242.25	392.75	96	256	66.84
621	xcit_tiny_24_p16_384_dist	241.62	526.318	128	384	12.12
622	vit_small_patch16_384	239.05	266.865	64	384	22.2
623	vit_relpos_base_patch16_plus_240	238.57	535.322	128	240	117.38
624	vit_large_r50_s32_224	237.94	401.033	96	224	328.99
625	resnetrs152	237.63	535.199	128	256	86.62
626	swinv2_tiny_window16_256	237.41	403.072	96	256	28.35
627	seresnextaa101d_32x8d	228.0	559.15	128	224	93.59
628	xcit_medium_24_p16_224_dist	227.91	558.239	128	224	84.4
629	deit3_small_patch16_384_in21ft1k	227.77	280.008	64	384	22.21
630	deit3_small_patch16_384	227.76	280.015	64	384	22.21
631	xcit_medium_24_p16_224	227.75	558.491	128	224	84.4
632	vit_small_r26_s32_384	227.25	280.302	64	384	36.47
633	convit_base	224.86	568.198	128	224	86.54
634	gluon_xception65	224.1	426.474	96	299	39.92
635	swin_s3_base_224	223.36	426.944	96	224	71.13
636	tnt_b_patch16_224	222.94	572.213	128	224	65.41
637	xception65	222.93	428.728	96	299	39.92
638	coat_mini	222.88	572.209	128	224	10.34
639	volo_d2_224	222.28	430.111	96	224	58.68
640	xcit_small_12_p16_384_dist	221.79	430.984	96	384	26.25
641	poolformer_m48	220.53	432.741	96	224	73.47
642	hrnet_w40	219.45	869.959	192	224	57.56
643	vit_base_r50_s16_224	215.41	443.988	96	224	98.66
644	swinv2_cr_base_ns_224	213.88	446.428	96	224	87.88
645	sequencer2d_l	213.86	444.098	96	224	54.3
646	swinv2_small_window8_256	212.59	449.01	96	256	49.73
647	swinv2_cr_base_224	211.39	451.682	96	224	87.88
648	mobilevitv2_150_384_in22ft1k	210.38	303.23	64	384	10.59
649	nest_base	210.2	302.774	64	224	67.72
650	tresnet_m_448	209.55	913.447	192	448	31.39
651	efficientnetv2_m	207.96	304.545	64	320	54.14
652	jx_nest_base	207.78	306.371	64	224	67.72
653	regnetz_c16_evos	207.35	306.824	64	256	13.49
654	hrnet_w44	206.45	925.026	192	224	67.06
655	resnet200d	204.47	623.017	128	256	64.69
656	efficientnet_b3_g8_gn	203.44	312.836	64	288	14.25
657	hrnet_w48	202.15	628.427	128	224	77.47
658	densenet264	202.1	470.789	96	224	72.69
659	dpn131	198.25	643.486	128	224	79.25
660	tf_efficientnet_b4	194.83	326.399	64	380	19.34
661	tf_efficientnet_b4_ap	194.65	326.738	64	380	19.34
662	tf_efficientnet_b4_ns	194.23	327.375	64	380	19.34
663	xcit_nano_12_p8_384_dist	187.76	338.965	64	384	3.05
664	efficientnetv2_rw_m	187.31	338.14	64	320	53.24
665	dpn107	187.14	682.151	128	224	86.92
666	convnext_large_in22ft1k	187.05	511.402	96	224	197.77
667	convnext_large	187.01	511.523	96	224	197.77
668	nf_regnet_b5	186.49	512.09	96	384	49.74
669	xcit_tiny_24_p8_224_dist	183.21	520.533	96	224	12.11
670	xcit_tiny_24_p8_224	183.21	520.609	96	224	12.11
671	halonet_h1	177.48	359.151	64	256	8.1
672	hrnet_w64	176.04	722.362	128	224	128.06
673	mobilevitv2_175_384_in22ft1k	175.76	363.135	64	384	14.25
674	senet154	174.83	545.792	96	224	115.09
675	regnety_320	174.41	732.528	128	224	145.05
676	gluon_senet154	174.03	548.162	96	224	115.09
677	regnetz_e8	173.89	365.999	64	256	57.7
678	legacy_senet154	170.27	560.493	96	224	115.09
679	xception71	168.81	376.911	64	299	42.34
680	xcit_small_12_p8_224	168.52	377.961	64	224	26.21
681	xcit_small_12_p8_224_dist	168.32	378.375	64	224	26.21
682	vit_large_patch32_384	168.05	569.595	96	384	306.63
683	convnext_small_384_in22ft1k	164.94	386.292	64	384	50.22
684	mixer_l16_224	164.43	582.335	96	224	208.2
685	ecaresnet200d	161.74	392.334	64	256	64.69
686	seresnet200d	161.56	391.892	64	256	71.86
687	resnetrs200	160.52	394.222	64	256	93.21
688	densenet264d_iabn	158.12	804.924	128	224	72.74
689	regnetx_320	155.94	819.702	128	224	107.81
690	swin_large_patch4_window7_224	153.79	414.255	64	224	196.53
691	volo_d3_224	152.73	416.584	64	224	86.33
692	mobilevitv2_200_384_in22ft1k	150.68	317.559	48	384	18.45
693	swinv2_base_window8_256	150.28	423.39	64	256	87.92
694	resnetv2_50x1_bitm	149.04	321.21	48	448	25.55
695	nfnet_f2	148.92	641.446	96	256	193.78
696	swinv2_small_window16_256	142.83	445.591	64	256	49.73
697	tf_efficientnetv2_m	142.41	333.833	48	384	54.14
698	eca_nfnet_l2	142.2	672.291	96	320	56.72
699	tf_efficientnetv2_m_in21ft1k	141.35	336.246	48	384	54.14
700	regnetz_d8_evos	132.2	360.995	48	256	23.46
701	swinv2_cr_tiny_384	131.5	485.388	64	384	28.33
702	ig_resnext101_32x16d	130.47	734.203	96	224	194.03
703	ssl_resnext101_32x16d	130.4	734.63	96	224	194.03
704	swsl_resnext101_32x16d	130.37	734.771	96	224	194.03
705	xcit_large_24_p16_224	126.98	500.577	64	224	189.1
706	xcit_large_24_p16_224_dist	126.97	500.662	64	224	189.1
707	seresnet269d	125.7	503.318	64	256	113.67
708	dm_nfnet_f2	125.2	507.681	64	256	193.78
709	swinv2_cr_large_224	124.7	510.736	64	224	196.68
710	xcit_tiny_12_p8_384_dist	122.38	390.412	48	384	6.71
711	resnetrs270	121.5	520.761	64	256	129.86
712	crossvit_15_dagger_408	117.57	270.29	32	408	28.5
713	vit_large_patch16_224	117.08	544.981	64	224	304.33
714	vit_base_patch16_18x2_224	116.55	546.378	64	224	256.73
715	convnext_base_384_in22ft1k	115.97	412.084	48	384	88.59
716	convnext_xlarge_in22ft1k	115.91	550.445	64	224	350.2
717	deit3_large_patch16_224_in21ft1k	113.19	563.501	64	224	304.37
718	deit3_large_patch16_224	113.17	563.634	64	224	304.37
719	xcit_small_24_p16_384_dist	112.88	421.839	48	384	47.67
720	beit_large_patch16_224	107.8	591.544	64	224	304.43
721	swinv2_base_window16_256	103.68	460.461	48	256	87.92
722	swinv2_base_window12to16_192to256_22kft1k	103.56	461.021	48	256	87.92
723	tresnet_l_448	103.2	1236.839	128	448	55.99
724	volo_d1_384	99.39	320.613	32	384	26.78
725	cait_xxs24_384	97.83	488.033	48	384	12.03
726	vit_base_patch16_384	96.96	329.192	32	384	86.86
727	deit_base_patch16_384	96.37	331.171	32	384	86.86
728	volo_d4_224	95.75	498.748	48	224	192.96
729	deit_base_distilled_patch16_384	94.83	336.556	32	384	87.63
730	efficientnet_b5	93.71	338.901	32	456	30.39
731	deit3_base_patch16_384	93.22	342.328	32	384	86.88
732	deit3_base_patch16_384_in21ft1k	92.68	344.327	32	384	86.88
733	tf_efficientnet_b5	92.16	344.785	32	456	30.39
734	tf_efficientnet_b5_ns	92.11	344.939	32	456	30.39
735	tf_efficientnet_b5_ap	91.98	345.405	32	456	30.39
736	resnetv2_152x2_bit_teacher	89.37	355.711	32	224	236.34
737	crossvit_18_dagger_408	88.76	358.492	32	408	44.61
738	xcit_small_24_p8_224	87.25	546.829	48	224	47.63
739	xcit_small_24_p8_224_dist	86.87	549.24	48	224	47.63
740	convmixer_768_32	85.53	1121.025	96	224	21.11
741	vit_large_patch14_224	85.27	561.239	48	224	304.2
742	eca_nfnet_l3	84.61	563.702	48	352	72.04
743	resnetv2_101x1_bitm	84.61	187.399	16	448	44.54
744	beit_base_patch16_384	83.67	381.291	32	384	86.74
745	resnest200e	83.33	570.802	48	320	70.2
746	tf_efficientnetv2_l_in21ft1k	83.27	379.678	32	384	118.52
747	efficientnetv2_l	83.27	379.867	32	384	118.52
748	tf_efficientnetv2_l	82.74	382.367	32	384	118.52
749	ecaresnet269d	82.15	579.477	48	320	102.09
750	tresnet_xl_448	78.31	1222.487	96	448	78.44
751	xcit_medium_24_p16_384_dist	77.9	407.346	32	384	84.4
752	vit_large_r50_s32_384	77.49	410.426	32	384	329.09
753	swinv2_cr_small_384	76.31	416.793	32	384	49.7
754	swin_base_patch4_window12_384	74.03	430.327	32	384	87.9
755	pnasnet5large	68.77	461.392	32	331	86.06
756	resnetrs350	68.24	460.967	32	288	163.96
757	nfnet_f3	67.87	703.087	48	320	254.92
758	nasnetalarge	67.38	469.785	32	331	88.75
759	resmlp_big_24_distilled_224	67.03	475.867	32	224	129.14
760	resmlp_big_24_224_in22ft1k	67.03	475.857	32	224	129.14
761	resmlp_big_24_224	67.02	475.97	32	224	129.14
762	cait_xs24_384	65.59	485.229	32	384	26.67
763	convnext_large_384_in22ft1k	63.62	501.159	32	384	197.77
764	vit_base_patch8_224	63.42	377.591	24	224	86.58
765	cait_xxs36_384	63.23	502.345	32	384	17.37
766	ig_resnext101_32x32d	62.72	508.666	32	224	468.53
767	xcit_tiny_24_p8_384_dist	62.14	511.676	32	384	12.11
768	volo_d5_224	61.58	516.467	32	224	295.46
769	vit_base_resnet50_384	61.06	391.43	24	384	98.95
770	vit_base_r50_s16_384	61.0	391.773	24	384	98.95
771	swinv2_large_window12to16_192to256_22kft1k	60.93	391.352	24	256	196.74
772	xcit_medium_24_p8_224	60.43	526.111	32	224	84.32
773	xcit_medium_24_p8_224_dist	60.03	529.652	32	224	84.32
774	xcit_small_12_p8_384_dist	57.75	413.763	24	384	26.21
775	dm_nfnet_f3	57.26	554.375	32	320	254.92
776	volo_d2_384	55.56	286.247	16	384	58.87
777	efficientnet_b6	54.98	288.003	16	528	43.04
778	swinv2_cr_base_384	54.71	436.265	24	384	87.88
779	tf_efficientnet_b6	54.38	291.338	16	528	43.04
780	tf_efficientnet_b6_ns	54.21	292.241	16	528	43.04
781	tf_efficientnet_b6_ap	54.17	292.479	16	528	43.04
782	efficientnetv2_xl	53.77	291.666	16	384	208.12
783	tf_efficientnetv2_xl_in21ft1k	53.07	295.611	16	384	208.12
784	convmixer_1536_20	50.1	957.271	48	224	51.63
785	swinv2_cr_huge_224	49.51	482.114	24	224	657.83
786	cait_s24_384	49.37	483.331	24	384	47.06
787	resnetrs420	48.12	489.4	24	320	191.89
788	xcit_large_24_p16_384_dist	45.6	522.909	24	384	189.1
789	swin_large_patch4_window12_384	41.65	382.145	16	384	196.74
790	convnext_xlarge_384_in22ft1k	40.18	595.51	24	384	350.2
791	vit_huge_patch14_224	39.94	398.436	16	224	632.05
792	deit3_huge_patch14_224_in21ft1k	38.36	414.578	16	224	632.13
793	deit3_huge_patch14_224	38.33	414.855	16	224	632.13
794	nfnet_f4	36.85	646.047	24	384	316.07
795	resnest269e	35.75	664.499	24	416	110.93
796	resnetv2_50x3_bitm	34.88	457.822	16	448	217.32
797	xcit_large_24_p8_224_dist	33.7	471.344	16	224	188.93
798	xcit_large_24_p8_224	33.68	471.512	16	224	188.93
799	resnetv2_152x2_bit_teacher_384	32.69	487.138	16	384	236.34
800	ig_resnext101_32x48d	32.39	492.417	16	224	828.41
801	swinv2_cr_large_384	32.36	491.839	16	384	196.68
802	cait_s36_384	31.92	497.404	16	384	68.37
803	efficientnet_b7	31.74	248.492	8	600	66.35
804	dm_nfnet_f4	31.4	758.349	24	384	316.07
805	tf_efficientnet_b7	31.4	251.12	8	600	66.35
806	tf_efficientnet_b7_ns	31.37	251.394	8	600	66.35
807	tf_efficientnet_b7_ap	31.35	251.548	8	600	66.35
808	xcit_small_24_p8_384_dist	29.2	544.65	16	384	47.63
809	vit_large_patch16_384	29.07	411.127	12	384	304.72
810	deit3_large_patch16_384	28.22	423.365	12	384	304.76
811	deit3_large_patch16_384_in21ft1k	28.19	423.825	12	384	304.76
812	swinv2_base_window12to24_192to384_22kft1k	28.14	423.938	12	384	87.92
813	beit_large_patch16_384	25.12	475.56	12	384	305.0
814	volo_d3_448	23.79	333.686	8	448	86.63
815	nfnet_f5	22.84	694.067	16	416	377.21
816	resnetv2_152x2_bitm	22.69	350.236	8	448	236.34
817	vit_giant_patch14_224	22.29	356.113	8	224	1012.61
818	dm_nfnet_f5	20.95	756.72	16	416	377.21
819	xcit_medium_24_p8_384_dist	19.97	397.272	8	384	84.32
820	efficientnet_b8	19.9	297.659	6	672	87.41
821	tf_efficientnet_b8_ap	19.66	301.198	6	672	87.41
822	tf_efficientnet_b8	19.65	301.246	6	672	87.41
823	nfnet_f6	18.5	641.193	12	448	438.36
824	resnetv2_101x3_bitm	18.0	442.742	8	448	387.93
825	volo_d4_448	16.87	353.154	6	448	193.41
826	swinv2_large_window12to24_192to384_22kft1k	16.59	359.187	6	384	196.74
827	dm_nfnet_f6	15.07	522.261	8	448	438.36
828	swinv2_cr_huge_384	12.92	461.964	6	384	657.94
829	nfnet_f7	12.67	622.861	8	480	499.5
830	cait_m36_384	11.76	506.439	6	384	271.22
831	xcit_large_24_p8_384_dist	11.53	516.755	6	384	188.93
832	volo_d5_448	11.08	357.783	4	448	295.91
833	tf_efficientnet_l2_ns_475	10.91	360.832	4	475	480.31
834	beit_large_patch16_512	9.42	422.333	4	512	305.67
835	volo_d5_512	7.72	385.462	3	512	296.09
836	resnetv2_152x4_bitm	4.91	404.529	2	480	936.53
837	cait_m48_448	4.71	419.69	2	448	356.46
838	efficientnet_l2	3.43	285.826	1	800	480.31
839	tf_efficientnet_l2_ns	3.42	287.247	1	800	480.31