pytorch-image-models/results/benchmark-infer-amp-nhwc-pt112-cu113-rtx3090.csv

1	model	infer_samples_per_sec	infer_step_time	infer_batch_size	infer_img_size	param_count
2	tinynet_e	70939.06	14.424	1024	106	2.04
3	mobilenetv3_small_050	53363.87	19.179	1024	224	1.59
4	lcnet_035	39908.29	25.648	1024	224	1.64
5	mobilenetv3_small_075	38048.72	26.902	1024	224	2.04
6	tinynet_d	35634.7	28.724	1024	152	2.34
7	lcnet_050	35231.0	29.055	1024	224	1.88
8	mobilenetv3_small_100	34913.55	29.319	1024	224	2.54
9	tf_mobilenetv3_small_minimal_100	31288.96	32.716	1024	224	2.04
10	tf_mobilenetv3_small_075	30676.85	33.368	1024	224	2.04
11	lcnet_075	30088.74	34.022	1024	224	2.36
12	tf_mobilenetv3_small_100	28547.5	35.858	1024	224	2.54
13	lcnet_100	23945.91	42.753	1024	224	2.95
14	mnasnet_small	22244.35	46.024	1024	224	2.03
15	levit_128s	22002.58	46.529	1024	224	7.78
16	mobilenetv2_035	20937.19	48.897	1024	224	1.68
17	mnasnet_050	18984.06	53.93	1024	224	2.22
18	ghostnet_050	18415.88	55.593	1024	224	2.59
19	tinynet_c	17846.73	57.365	1024	184	2.46
20	mobilenetv2_050	16928.19	60.48	1024	224	1.97
21	semnasnet_050	16394.61	62.449	1024	224	2.08
22	lcnet_150	15508.0	66.02	1024	224	4.5
23	gernet_s	15282.73	66.993	1024	224	8.17
24	levit_128	14929.05	68.581	1024	224	9.21
25	cs3darknet_focus_s	14654.05	69.868	1024	256	3.27
26	cs3darknet_s	14422.34	70.991	1024	256	3.28
27	mobilenetv3_large_075	14412.2	71.04	1024	224	3.99
28	mixer_s32_224	13576.58	75.414	1024	224	19.1
29	resnet10t	13509.21	75.789	1024	224	5.44
30	mobilenetv3_rw	13202.47	77.551	1024	224	5.48
31	levit_192	13174.02	77.717	1024	224	10.95
32	mobilenetv3_large_100	12955.77	79.027	1024	224	5.48
33	mobilenetv3_large_100_miil	12954.49	79.035	1024	224	5.48
34	vit_small_patch32_224	12913.76	79.284	1024	224	22.88
35	hardcorenas_a	12748.25	80.313	1024	224	5.26
36	mnasnet_075	12700.79	80.614	1024	224	3.17
37	tf_mobilenetv3_large_075	12296.64	83.262	1024	224	3.99
38	tinynet_b	12104.09	84.587	1024	188	3.73
39	tf_mobilenetv3_large_minimal_100	11915.92	85.923	1024	224	3.92
40	hardcorenas_b	11667.78	87.752	1024	224	5.18
41	hardcorenas_c	11602.35	88.247	1024	224	5.52
42	ese_vovnet19b_slim_dw	11450.49	89.417	1024	224	1.9
43	mnasnet_b1	11305.32	90.567	1024	224	4.38
44	mnasnet_100	11303.72	90.578	1024	224	4.38
45	tf_mobilenetv3_large_100	11165.87	91.695	1024	224	5.48
46	gluon_resnet18_v1b	11046.16	92.691	1024	224	11.69
47	ssl_resnet18	11027.01	92.852	1024	224	11.69
48	resnet18	11023.6	92.881	1024	224	11.69
49	swsl_resnet18	11003.86	93.048	1024	224	11.69
50	semnasnet_075	10953.15	93.479	1024	224	2.91
51	regnetx_004	10946.78	93.533	1024	224	5.16
52	hardcorenas_d	10898.13	93.95	1024	224	7.5
53	mobilenetv2_075	10779.36	94.985	1024	224	2.64
54	ghostnet_100	10498.38	97.527	1024	224	5.18
55	seresnet18	10333.85	99.081	1024	224	11.78
56	vit_tiny_r_s16_p8_224	10273.23	99.666	1024	224	6.34
57	spnasnet_100	10240.55	99.983	1024	224	4.42
58	legacy_seresnet18	10026.58	102.118	1024	224	11.78
59	mnasnet_a1	9730.7	105.223	1024	224	3.89
60	semnasnet_100	9728.29	105.249	1024	224	3.89
61	tf_efficientnetv2_b0	9714.68	105.397	1024	224	7.14
62	tinynet_a	9706.17	105.487	1024	192	6.19
63	hardcorenas_f	9654.05	106.058	1024	224	8.2
64	mobilenetv2_100	9591.46	106.751	1024	224	3.5
65	levit_256	9580.42	106.874	1024	224	18.89
66	regnetx_002	9551.99	107.191	1024	224	2.68
67	hardcorenas_e	9521.78	107.531	1024	224	8.07
68	efficientnet_lite0	9415.07	108.751	1024	224	4.65
69	regnety_002	9227.09	110.966	1024	224	3.16
70	fbnetc_100	9182.63	111.504	1024	224	5.57
71	resnet18d	9153.04	111.864	1024	224	11.71
72	regnety_006	9048.64	113.154	1024	224	6.06
73	ese_vovnet19b_slim	8822.42	116.057	1024	224	3.17
74	ghostnet_130	8402.81	121.852	1024	224	7.36
75	regnetx_006	8395.84	121.954	1024	224	6.2
76	levit_256d	8131.84	125.914	1024	224	26.21
77	tf_efficientnet_lite0	8115.07	126.174	1024	224	4.65
78	regnetz_005	8104.32	126.341	1024	224	7.12
79	efficientnet_b0	8015.36	127.743	1024	224	5.29
80	xcit_nano_12_p16_224_dist	7700.28	132.971	1024	224	3.05
81	xcit_nano_12_p16_224	7692.58	133.102	1024	224	3.05
82	mnasnet_140	7484.35	136.808	1024	224	7.12
83	rexnetr_100	7414.06	138.105	1024	224	4.88
84	resnet14t	7298.17	140.296	1024	224	10.08
85	mobilenetv2_110d	7233.3	141.556	1024	224	4.52
86	regnetx_008	7112.68	143.957	1024	224	7.26
87	tf_efficientnet_b0_ns	7058.22	145.067	1024	224	5.29
88	tf_efficientnet_b0_ap	7055.15	145.131	1024	224	5.29
89	tf_efficientnet_b0	7052.24	145.19	1024	224	5.29
90	edgenext_xx_small	6998.78	146.298	1024	256	1.33
91	dla46_c	6933.78	147.671	1024	224	1.3
92	deit_tiny_patch16_224	6855.38	149.36	1024	224	5.72
93	vit_tiny_patch16_224	6844.8	149.592	1024	224	5.72
94	regnety_008	6827.19	149.977	1024	224	6.26
95	gernet_m	6753.27	151.619	1024	224	21.14
96	deit_tiny_distilled_patch16_224	6720.97	152.347	1024	224	5.91
97	efficientnet_b1_pruned	6608.04	154.952	1024	240	6.33
98	hrnet_w18_small	6603.38	155.061	1024	224	13.19
99	gluon_resnet34_v1b	6434.28	159.136	1024	224	21.8
100	semnasnet_140	6428.21	159.287	1024	224	6.11
101	tv_resnet34	6406.04	159.838	1024	224	21.8
102	resnet34	6404.45	159.878	1024	224	21.8
103	ese_vovnet19b_dw	6353.89	161.15	1024	224	6.54
104	rexnet_100	6291.85	162.738	1024	224	4.8
105	mobilenetv2_140	6258.1	163.617	1024	224	6.11
106	mobilevitv2_050	6228.2	164.403	1024	256	1.37
107	efficientnet_lite1	6215.56	164.736	1024	240	5.42
108	tf_efficientnetv2_b1	6143.78	166.661	1024	240	8.14
109	visformer_tiny	6090.13	168.13	1024	224	10.32
110	fbnetv3_b	6012.29	170.307	1024	256	8.6
111	seresnet34	5988.65	170.978	1024	224	21.96
112	resnet26	5923.37	172.863	1024	224	16.0
113	efficientnet_es	5871.09	174.403	1024	224	5.44
114	efficientnet_es_pruned	5866.42	174.542	1024	224	5.44
115	selecsls42	5796.58	176.643	1024	224	30.35
116	pit_ti_distilled_224	5792.34	176.773	1024	224	5.1
117	legacy_seresnet34	5780.67	177.13	1024	224	21.96
118	selecsls42b	5766.92	177.544	1024	224	32.46
119	pit_ti_224	5764.0	177.643	1024	224	4.85
120	resnet34d	5748.0	178.138	1024	224	21.82
121	levit_384	5659.16	180.934	1024	224	39.13
122	tf_efficientnet_es	5608.15	182.58	1024	224	5.44
123	resnetblur18	5572.02	183.764	1024	224	11.69
124	tf_efficientnet_lite1	5541.93	184.761	1024	240	5.42
125	rexnetr_130	5487.71	186.587	1024	224	7.61
126	cs3darknet_m	5481.96	186.783	1024	288	9.31
127	mixnet_s	5402.43	189.533	1024	224	4.13
128	regnety_004	5382.71	190.227	1024	224	4.34
129	skresnet18	5371.9	190.61	1024	224	11.96
130	darknet17	5347.86	143.598	768	256	14.3
131	mobilevit_xxs	5306.36	192.964	1024	256	1.27
132	cs3darknet_focus_m	5289.88	193.566	1024	288	9.3
133	mobilenetv2_120d	5178.64	197.724	1024	224	5.83
134	repvgg_b0	5161.18	198.394	1024	224	15.82
135	xcit_tiny_12_p16_224_dist	5107.76	200.467	1024	224	6.72
136	xcit_tiny_12_p16_224	5104.48	200.597	1024	224	6.72
137	resnet26d	5093.48	201.03	1024	224	16.01
138	tf_mixnet_s	4981.9	205.528	1024	224	4.13
139	vit_base_patch32_224_sam	4925.79	207.875	1024	224	88.22
140	vit_base_patch32_224	4923.14	207.986	1024	224	88.22
141	selecsls60	4922.02	208.033	1024	224	30.67
142	mixer_b32_224	4909.46	208.566	1024	224	60.29
143	selecsls60b	4902.59	208.858	1024	224	32.77
144	rexnetr_150	4887.15	209.518	1024	224	9.78
145	nf_resnet26	4834.78	211.787	1024	224	16.0
146	darknet21	4804.05	159.854	768	256	20.86
147	resmlp_12_distilled_224	4801.62	213.251	1024	224	15.35
148	resmlp_12_224	4801.47	213.257	1024	224	15.35
149	efficientnet_lite2	4791.14	213.716	1024	260	6.09
150	pit_xs_224	4790.75	213.733	1024	224	10.62
151	fbnetv3_d	4788.83	213.819	1024	256	10.31
152	pit_xs_distilled_224	4740.73	215.989	1024	224	11.0
153	dla34	4712.5	217.283	1024	224	15.74
154	sedarknet21	4615.23	166.394	768	256	20.95
155	resnext26ts	4512.74	226.902	1024	256	10.3
156	tf_efficientnetv2_b2	4506.54	227.212	1024	260	10.1
157	mixer_s16_224	4471.0	229.021	1024	224	18.53
158	legacy_seresnext26_32x4d	4467.81	229.184	1024	224	16.79
159	edgenext_x_small	4458.42	229.664	1024	256	2.34
160	gernet_l	4450.89	230.055	1024	256	31.08
161	tf_efficientnet_b1	4403.29	232.542	1024	240	7.79
162	tf_efficientnet_b1_ns	4402.75	232.57	1024	240	7.79
163	tf_efficientnet_b1_ap	4402.24	232.597	1024	240	7.79
164	eca_resnext26ts	4354.84	235.13	1024	256	10.3
165	seresnext26ts	4350.24	235.378	1024	256	10.39
166	tf_efficientnet_lite2	4300.72	238.087	1024	260	6.09
167	gcresnext26ts	4295.78	238.361	1024	256	10.48
168	rexnet_130	4282.77	239.085	1024	224	7.56
169	efficientnet_b1	4273.32	239.615	1024	256	7.79
170	gmlp_ti16_224	4143.15	247.143	1024	224	5.87
171	efficientnet_b0_g16_evos	4127.77	248.064	1024	224	8.11
172	crossvit_tiny_240	4122.07	248.408	1024	240	7.01
173	nf_ecaresnet26	4104.24	249.486	1024	224	16.0
174	efficientnet_b2_pruned	4103.05	249.558	1024	260	8.31
175	nf_seresnet26	4102.39	249.599	1024	224	17.4
176	mobilevitv2_075	4066.07	251.829	1024	256	2.87
177	vit_small_patch32_384	4025.63	254.359	1024	384	22.92
178	ecaresnext50t_32x4d	4000.29	255.97	1024	224	15.41
179	ecaresnext26t_32x4d	3998.13	256.108	1024	224	15.41
180	seresnext26tn_32x4d	3995.56	256.274	1024	224	16.81
181	seresnext26t_32x4d	3993.92	256.378	1024	224	16.81
182	seresnext26d_32x4d	3982.98	257.083	1024	224	16.81
183	resnet26t	3922.56	261.042	1024	256	16.01
184	dla46x_c	3917.72	261.363	1024	224	1.07
185	rexnet_150	3870.49	264.554	1024	224	9.73
186	resnetv2_50	3868.33	264.701	1024	224	25.55
187	crossvit_9_240	3865.11	264.922	1024	240	8.55
188	convnext_nano_ols	3859.14	265.333	1024	224	15.6
189	nf_regnet_b0	3819.49	268.086	1024	256	8.76
190	ecaresnet50d_pruned	3812.92	268.549	1024	224	19.94
191	regnetx_016	3808.7	268.846	1024	224	9.19
192	crossvit_9_dagger_240	3792.18	270.018	1024	240	8.78
193	dla60x_c	3787.69	270.337	1024	224	1.32
194	convnext_nano_hnf	3786.83	270.399	1024	224	15.59
195	ecaresnetlight	3729.3	274.57	1024	224	30.16
196	poolformer_s12	3722.39	275.081	1024	224	11.92
197	gmixer_12_224	3686.02	277.795	1024	224	12.7
198	gluon_resnet50_v1b	3677.5	278.438	1024	224	25.56
199	resnet50	3676.35	278.526	1024	224	25.56
200	ssl_resnet50	3674.86	278.638	1024	224	25.56
201	tv_resnet50	3673.31	278.756	1024	224	25.56
202	swsl_resnet50	3672.81	278.794	1024	224	25.56
203	dpn68	3650.67	280.484	1024	224	12.61
204	dpn68b	3606.63	283.907	1024	224	12.61
205	botnet26t_256	3555.59	287.983	1024	256	12.49
206	regnety_016	3516.07	291.222	1024	224	11.2
207	repvgg_a2	3514.85	291.324	1024	224	28.21
208	resnetv2_50t	3513.08	291.47	1024	224	25.57
209	efficientnet_em	3504.92	292.149	1024	240	6.9
210	mixnet_m	3496.31	292.868	1024	224	5.01
211	resnetv2_50d	3496.21	292.876	1024	224	25.57
212	rexnetr_200	3492.0	219.921	768	224	16.52
213	halonet26t	3480.88	294.167	1024	256	12.48
214	gluon_resnet50_v1c	3476.97	294.498	1024	224	25.58
215	resnet32ts	3465.97	295.433	1024	256	17.96
216	bat_resnext26ts	3457.26	296.173	1024	256	10.73
217	resnet33ts	3415.09	299.834	1024	256	19.68
218	tf_efficientnet_b2_ns	3414.14	299.918	1024	260	9.11
219	tf_efficientnet_b2	3412.6	300.052	1024	260	9.11
220	tf_efficientnet_b2_ap	3412.15	300.092	1024	260	9.11
221	tf_efficientnet_em	3389.12	302.132	1024	240	6.9
222	resnet50t	3345.79	306.045	1024	224	25.57
223	gluon_resnet50_v1d	3337.44	306.809	1024	224	25.58
224	resnet50d	3336.65	306.882	1024	224	25.58
225	vit_tiny_r_s16_p8_384	3314.06	154.482	512	384	6.36
226	legacy_seresnet50	3311.17	309.245	1024	224	28.09
227	seresnet33ts	3304.6	309.859	1024	256	19.78
228	tf_mixnet_m	3303.11	309.997	1024	224	5.01
229	eca_resnet33ts	3297.96	310.484	1024	256	19.68
230	convit_tiny	3289.83	311.251	1024	224	5.71
231	gcresnet33ts	3263.32	313.778	1024	256	19.88
232	vit_small_resnet26d_224	3252.42	314.83	1024	224	63.61
233	vovnet39a	3229.96	317.018	1024	224	22.6
234	efficientnet_b2a	3221.33	317.868	1024	288	9.11
235	efficientnet_b2	3221.08	317.894	1024	288	9.11
236	efficientnet_b3_pruned	3195.08	320.48	1024	300	9.86
237	seresnet50	3183.22	321.675	1024	224	28.09
238	cs3darknet_l	3171.55	322.859	1024	288	21.16
239	cs3darknet_focus_l	3146.07	325.473	1024	288	21.15
240	res2net50_48w_2s	3141.04	325.995	1024	224	25.29
241	eca_vovnet39b	3123.78	327.796	1024	224	22.6
242	ese_vovnet39b	3117.85	328.419	1024	224	24.57
243	mobilevit_xs	3095.24	248.113	768	256	2.32
244	resnext50_32x4d	3092.67	331.094	1024	224	25.03
245	ssl_resnext50_32x4d	3089.61	331.422	1024	224	25.03
246	gluon_resnext50_32x4d	3087.43	331.656	1024	224	25.03
247	swsl_resnext50_32x4d	3086.28	331.779	1024	224	25.03
248	tv_resnext50_32x4d	3085.42	331.872	1024	224	25.03
249	hrnet_w18_small_v2	3075.57	332.934	1024	224	15.6
250	eca_botnext26ts_256	3069.01	333.646	1024	256	10.59
251	dla60	3049.62	335.767	1024	224	22.04
252	vgg11	3048.59	167.933	512	224	132.86
253	skresnet34	3035.0	337.386	1024	224	22.28
254	mobilevitv2_100	3028.13	253.611	768	256	4.9
255	vit_small_patch16_224	3005.65	340.679	1024	224	22.05
256	deit_small_patch16_224	3005.16	340.735	1024	224	22.05
257	eca_halonext26ts	2980.4	343.567	1024	256	10.76
258	resnetaa50d	2972.16	344.518	1024	224	25.58
259	ecaresnet101d_pruned	2963.47	345.529	1024	224	24.88
260	coat_lite_tiny	2957.59	346.216	1024	224	5.72
261	cs3sedarknet_l	2955.87	346.418	1024	288	21.91
262	deit_small_distilled_patch16_224	2950.21	347.082	1024	224	22.44
263	gluon_resnet50_v1s	2947.99	347.343	1024	224	25.68
264	resnetrs50	2945.06	347.688	1024	224	35.69
265	seresnet50t	2939.07	348.397	1024	224	28.1
266	densenet121	2936.15	348.744	1024	224	7.98
267	pit_s_224	2935.87	348.777	1024	224	23.46
268	ecaresnet50d	2934.67	348.92	1024	224	25.58
269	tv_densenet121	2927.3	349.799	1024	224	7.98
270	selecsls84	2927.1	349.822	1024	224	50.95
271	pit_s_distilled_224	2909.88	351.892	1024	224	24.04
272	vit_relpos_base_patch32_plus_rpn_256	2858.63	358.203	1024	256	119.42
273	deit3_small_patch16_224_in21ft1k	2858.2	358.255	1024	224	22.06
274	deit3_small_patch16_224	2853.97	358.786	1024	224	22.06
275	resnext50d_32x4d	2849.78	359.313	1024	224	25.05
276	vit_relpos_small_patch16_rpn_224	2814.18	363.86	1024	224	21.97
277	densenet121d	2808.28	364.624	1024	224	8.0
278	cspresnet50	2805.19	365.024	1024	256	21.62
279	vit_relpos_small_patch16_224	2800.45	365.643	1024	224	21.98
280	gcresnext50ts	2798.56	365.89	1024	256	15.67
281	vit_srelpos_small_patch16_224	2795.09	366.343	1024	224	21.97
282	coat_lite_mini	2774.65	369.044	1024	224	11.01
283	haloregnetz_b	2774.49	369.064	1024	224	11.68
284	vit_base_patch32_plus_256	2772.64	369.31	1024	256	119.48
285	rexnet_200	2762.14	278.034	768	224	16.37
286	res2net50_26w_4s	2757.69	371.313	1024	224	25.7
287	seresnext50_32x4d	2741.98	373.44	1024	224	27.56
288	gluon_seresnext50_32x4d	2737.7	374.024	1024	224	27.56
289	legacy_seresnext50_32x4d	2737.27	374.083	1024	224	27.56
290	xcit_tiny_24_p16_224_dist	2733.14	374.648	1024	224	12.12
291	xcit_tiny_24_p16_224	2731.46	374.879	1024	224	12.12
292	xcit_nano_12_p16_384_dist	2727.34	375.445	1024	384	3.05
293	dla60x	2724.01	375.903	1024	224	17.35
294	gcresnet50t	2718.77	376.628	1024	256	25.9
295	vgg11_bn	2701.91	189.486	512	224	132.87
296	visformer_small	2695.9	379.825	1024	224	40.22
297	lambda_resnet26rpt_256	2689.85	380.679	1024	256	10.99
298	mixnet_l	2682.98	286.237	768	224	7.33
299	resnetblur50	2682.32	381.746	1024	224	25.56
300	vovnet57a	2674.97	382.797	1024	224	36.64
301	efficientnet_lite3	2659.04	192.54	512	300	8.2
302	cspresnet50d	2649.78	386.434	1024	256	21.64
303	seresnetaa50d	2644.86	387.154	1024	224	28.11
304	efficientnetv2_rw_t	2633.28	388.856	1024	288	13.65
305	cspresnet50w	2624.25	390.195	1024	256	28.12
306	twins_svt_small	2599.22	393.951	1024	224	24.06
307	tf_efficientnetv2_b3	2587.08	395.8	1024	300	14.36
308	nf_regnet_b2	2583.08	396.413	1024	272	14.31
309	vit_base_resnet26d_224	2575.01	397.656	1024	224	101.4
310	ese_vovnet57b	2572.63	398.024	1024	224	38.61
311	fbnetv3_g	2570.51	398.353	1024	288	16.62
312	gc_efficientnetv2_rw_t	2557.73	400.342	1024	288	13.68
313	tf_mixnet_l	2550.98	301.047	768	224	7.33
314	nf_regnet_b1	2527.71	405.098	1024	288	10.22
315	res2net50_14w_8s	2514.56	407.217	1024	224	25.06
316	inception_v3	2512.32	407.579	1024	299	23.83
317	densenetblur121d	2509.93	407.967	1024	224	8.0
318	adv_inception_v3	2509.35	408.057	1024	299	23.83
319	tf_inception_v3	2505.31	408.714	1024	299	23.83
320	gluon_inception_v3	2501.93	409.271	1024	299	23.83
321	resnetblur50d	2498.32	409.863	1024	224	25.58
322	nf_ecaresnet50	2492.25	410.862	1024	224	25.56
323	nf_seresnet50	2488.35	411.506	1024	224	28.09
324	resmlp_24_224	2465.19	415.371	1024	224	30.02
325	resmlp_24_distilled_224	2463.93	415.584	1024	224	30.02
326	mobilevit_s	2450.02	313.456	768	256	5.58
327	regnetx_032	2449.76	417.988	1024	224	15.3
328	cspresnext50	2440.84	419.515	1024	256	20.57
329	dla60_res2net	2430.52	421.296	1024	224	20.85
330	resnest14d	2424.63	422.32	1024	224	10.61
331	densenet169	2421.68	422.835	1024	224	14.15
332	convnext_tiny_hnfd	2418.1	423.46	1024	224	28.59
333	convnext_tiny_hnf	2414.45	424.101	1024	224	28.59
334	tf_efficientnet_lite3	2396.12	213.668	512	300	8.2
335	sehalonet33ts	2392.73	427.951	1024	256	13.69
336	efficientnet_cc_b0_4e	2389.83	428.47	1024	224	13.31
337	efficientnet_cc_b0_8e	2386.88	429.0	1024	224	24.01
338	convnext_tiny_in22ft1k	2380.94	430.068	1024	224	28.59
339	convnext_tiny	2379.5	430.329	1024	224	28.59
340	regnetz_b16	2348.93	435.929	1024	288	9.72
341	resnetv2_101	2321.74	441.036	1024	224	44.54
342	tf_efficientnet_cc_b0_4e	2293.39	446.488	1024	224	13.31
343	semobilevit_s	2279.96	336.836	768	256	5.74
344	gluon_resnet101_v1b	2249.95	455.108	1024	224	44.55
345	tv_resnet101	2246.24	455.861	1024	224	44.55
346	resnet101	2246.09	455.891	1024	224	44.55
347	mobilevitv2_125	2233.52	343.842	768	256	7.48
348	skresnet50	2232.97	458.569	1024	224	25.8
349	ecaresnet26t	2203.93	464.611	1024	320	16.01
350	resnetv2_101d	2180.36	469.635	1024	224	44.56
351	gluon_resnet101_v1c	2174.26	470.952	1024	224	44.57
352	twins_pcpvt_small	2160.75	473.897	1024	224	24.11
353	xcit_small_12_p16_224_dist	2141.07	478.253	1024	224	26.25
354	xcit_small_12_p16_224	2140.23	478.441	1024	224	26.25
355	cs3darknet_focus_x	2138.85	478.75	1024	256	35.02
356	edgenext_small	2120.03	482.998	1024	320	5.59
357	gluon_resnet101_v1d	2116.52	483.8	1024	224	44.57
358	tf_efficientnet_cc_b0_8e	2114.86	484.181	1024	224	24.01
359	vgg13	2106.04	486.207	1024	224	133.05
360	skresnet50d	2104.19	486.637	1024	224	25.82
361	xcit_nano_12_p8_224_dist	2091.47	489.594	1024	224	3.05
362	xcit_nano_12_p8_224	2088.8	490.222	1024	224	3.05
363	sebotnet33ts_256	2061.15	248.392	512	256	13.7
364	efficientnet_b0_gn	2058.74	373.032	768	224	5.29
365	wide_resnet50_2	2057.11	497.774	1024	224	68.88
366	dla102	2034.05	503.416	1024	224	33.27
367	vit_base_resnet50d_224	2032.15	503.887	1024	224	110.97
368	resnet51q	2003.15	511.181	1024	288	35.7
369	legacy_seresnet101	1997.44	512.643	1024	224	49.33
370	regnetx_040	1987.99	515.08	1024	224	22.12
371	gmlp_s16_224	1983.97	516.124	1024	224	19.42
372	res2net50_26w_6s	1970.9	519.546	1024	224	37.05
373	resnetaa101d	1964.05	521.361	1024	224	44.57
374	gluon_resnet101_v1s	1954.76	523.835	1024	224	44.67
375	seresnet101	1951.77	524.639	1024	224	49.33
376	repvgg_b1	1949.45	525.265	1024	224	57.42
377	crossvit_small_240	1948.12	525.623	1024	240	26.86
378	cs3sedarknet_xdw	1942.13	527.244	1024	256	21.6
379	resnetaa50	1934.76	529.254	1024	288	25.56
380	swin_tiny_patch4_window7_224	1924.88	531.966	1024	224	28.29
381	resnext101_32x4d	1924.17	532.166	1024	224	44.18
382	ssl_resnext101_32x4d	1923.99	532.215	1024	224	44.18
383	poolformer_s24	1923.48	532.355	1024	224	21.39
384	gluon_resnext101_32x4d	1922.64	532.587	1024	224	44.18
385	swsl_resnext101_32x4d	1922.44	532.644	1024	224	44.18
386	vit_relpos_medium_patch16_cls_224	1918.8	533.655	1024	224	38.76
387	vit_relpos_medium_patch16_rpn_224	1917.82	533.927	1024	224	38.73
388	vit_relpos_medium_patch16_224	1911.97	535.56	1024	224	38.75
389	vit_srelpos_medium_patch16_224	1908.42	536.559	1024	224	38.74
390	resnest50d_1s4x24d	1891.51	541.355	1024	224	25.68
391	darknet53	1883.2	407.805	768	288	41.61
392	gmixer_24_224	1881.95	544.104	1024	224	24.72
393	darknetaa53	1875.8	409.414	768	288	36.02
394	densenet201	1868.67	547.971	1024	224	20.01
395	halonet50ts	1867.02	548.456	1024	256	22.73
396	mobilevitv2_150	1865.71	274.416	512	256	10.59
397	mobilevitv2_150_in22ft1k	1864.94	274.529	512	256	10.59
398	tf_efficientnet_b3_ns	1862.24	274.927	512	300	12.23
399	tf_efficientnet_b3	1861.19	275.081	512	300	12.23
400	tf_efficientnet_b3_ap	1860.71	275.153	512	300	12.23
401	nf_resnet101	1854.11	552.273	1024	224	44.55
402	dla102x	1853.94	552.322	1024	224	26.31
403	ecaresnet101d	1853.67	552.405	1024	224	44.57
404	vgg13_bn	1850.18	276.718	512	224	133.05
405	cspdarknet53	1837.13	418.032	768	256	27.64
406	efficientnet_b3a	1829.01	279.921	512	320	12.23
407	efficientnet_b3	1828.85	279.946	512	320	12.23
408	mixnet_xl	1821.62	281.057	512	224	11.9
409	resnet61q	1810.56	565.559	1024	288	36.85
410	vit_small_r26_s32_224	1806.33	566.883	1024	224	36.43
411	xcit_tiny_12_p16_384_dist	1805.03	567.29	1024	384	6.72
412	edgenext_small_rw	1803.36	567.813	1024	320	7.83
413	crossvit_15_240	1792.63	571.217	1024	240	27.53
414	resnest26d	1781.59	574.753	1024	224	17.07
415	nf_resnet50	1773.35	577.425	1024	288	25.56
416	hrnet_w18	1766.17	579.773	1024	224	21.3
417	crossvit_15_dagger_240	1755.64	583.25	1024	240	28.21
418	swin_s3_tiny_224	1746.31	586.364	1024	224	28.33
419	resnetblur101d	1744.07	587.12	1024	224	44.57
420	res2net101_26w_4s	1715.56	596.875	1024	224	45.21
421	cait_xxs24_224	1707.34	599.75	1024	224	11.96
422	nf_regnet_b3	1702.33	601.516	1024	320	18.59
423	seresnext101_32x4d	1701.46	601.825	1024	224	48.96
424	gluon_seresnext101_32x4d	1701.17	601.927	1024	224	48.96
425	legacy_seresnext101_32x4d	1697.89	603.09	1024	224	48.96
426	resnetv2_50d_frn	1691.2	605.475	1024	224	25.59
427	vgg16	1690.51	605.724	1024	224	138.36
428	repvgg_b1g4	1670.27	613.064	1024	224	39.97
429	res2net50_26w_8s	1662.2	616.038	1024	224	48.4
430	resmlp_36_224	1656.29	618.237	1024	224	44.69
431	resmlp_36_distilled_224	1655.44	618.553	1024	224	44.69
432	regnetz_c16	1654.15	309.514	512	320	13.46
433	sequencer2d_s	1646.91	621.756	1024	224	27.65
434	efficientnet_b0_g8_gn	1636.03	469.418	768	224	6.56
435	botnet50ts_256	1633.5	313.424	512	256	22.74
436	vit_large_patch32_224	1629.91	628.244	1024	224	306.54
437	ese_vovnet39b_evos	1627.7	629.096	1024	224	24.58
438	cs3darknet_x	1627.54	629.156	1024	288	35.05
439	resnetv2_50d_evob	1620.95	631.713	1024	224	25.59
440	efficientnet_cc_b1_8e	1619.01	632.471	1024	240	39.72
441	resnetv2_152	1614.21	634.351	1024	224	60.19
442	xception41p	1587.33	322.543	512	299	26.91
443	regnetx_064	1586.15	484.18	768	224	26.21
444	coat_lite_small	1583.04	646.84	1024	224	19.84
445	swinv2_cr_tiny_224	1581.48	647.481	1024	224	28.33
446	xception	1578.2	486.619	768	299	22.86
447	gluon_resnet152_v1b	1573.68	650.689	1024	224	60.19
448	tv_resnet152	1573.22	650.883	1024	224	60.19
449	resnetv2_50x1_bit_distilled	1572.94	650.997	1024	224	25.55
450	resnet152	1571.71	651.505	1024	224	60.19
451	tf_efficientnet_cc_b1_8e	1564.9	654.344	1024	240	39.72
452	halo2botnet50ts_256	1559.2	656.732	1024	256	22.64
453	mixer_l32_224	1558.59	656.992	1024	224	206.94
454	vit_tiny_patch16_384	1557.53	657.441	1024	384	5.79
455	mobilevitv2_175	1554.07	329.447	512	256	14.25
456	swinv2_cr_tiny_ns_224	1551.84	659.847	1024	224	28.33
457	mobilevitv2_175_in22ft1k	1551.58	329.973	512	256	14.25
458	vit_base_patch32_384	1550.87	660.263	1024	384	88.3
459	resnetv2_152d	1545.41	662.596	1024	224	60.2
460	nf_ecaresnet101	1540.66	664.639	1024	224	44.55
461	nf_seresnet101	1538.7	665.483	1024	224	49.33
462	gluon_resnet152_v1c	1536.27	666.538	1024	224	60.21
463	efficientnet_el	1524.59	335.818	512	300	10.59
464	efficientnet_el_pruned	1523.29	336.105	512	300	10.59
465	gluon_resnet152_v1d	1508.62	678.753	1024	224	60.21
466	vgg16_bn	1504.44	340.315	512	224	138.37
467	twins_pcpvt_base	1494.56	685.139	1024	224	43.83
468	tf_efficientnet_el	1481.51	345.582	512	300	10.59
469	vit_base_r26_s32_224	1479.31	692.202	1024	224	101.38
470	skresnext50_32x4d	1465.64	698.657	1024	224	27.48
471	convnext_small	1452.43	705.012	1024	224	50.22
472	convnext_small_in22ft1k	1450.42	705.987	1024	224	50.22
473	hrnet_w32	1444.27	708.991	1024	224	41.23
474	ese_vovnet99b	1442.7	709.767	1024	224	63.2
475	mixer_b16_224	1424.87	718.648	1024	224	59.88
476	gluon_resnet152_v1s	1424.84	718.665	1024	224	60.32
477	ecaresnet50t	1422.0	720.1	1024	320	25.57
478	mixer_b16_224_miil	1421.45	720.381	1024	224	59.88
479	vgg19	1411.57	725.42	1024	224	143.67
480	regnety_032	1398.62	732.137	1024	288	19.44
481	convit_small	1398.4	732.254	1024	224	27.78
482	nest_tiny	1387.46	553.516	768	224	17.06
483	legacy_seresnet152	1382.46	740.694	1024	224	66.82
484	dla169	1382.4	740.729	1024	224	53.39
485	xcit_tiny_12_p8_224	1374.74	744.858	1024	224	6.71
486	xcit_tiny_12_p8_224_dist	1374.04	745.236	1024	224	6.71
487	densenet161	1366.11	749.563	1024	224	28.68
488	jx_nest_tiny	1362.5	563.656	768	224	17.06
489	seresnet152	1361.36	752.174	1024	224	66.82
490	mobilevitv2_200_in22ft1k	1354.63	283.461	384	256	18.45
491	mobilevitv2_200	1354.25	283.54	384	256	18.45
492	xception41	1347.67	379.903	512	299	26.97
493	inception_v4	1323.37	773.767	1024	299	42.68
494	twins_svt_base	1316.07	778.059	1024	224	56.07
495	vit_small_resnet50d_s16_224	1305.38	784.435	1024	224	57.53
496	dpn92	1303.44	785.601	1024	224	37.67
497	tresnet_m	1297.91	788.947	1024	224	31.39
498	poolformer_s36	1296.72	789.674	1024	224	30.86
499	sequencer2d_m	1285.21	796.745	1024	224	38.31
500	crossvit_18_240	1273.5	804.072	1024	240	43.27
501	regnetx_080	1271.94	805.056	1024	224	39.57
502	dla102x2	1271.93	402.524	512	224	41.28
503	vgg19_bn	1265.83	404.467	512	224	143.68
504	efficientnet_lite4	1263.67	303.867	384	380	13.01
505	crossvit_18_dagger_240	1245.15	822.375	1024	240	44.27
506	res2next50	1241.53	824.775	1024	224	24.67
507	volo_d1_224	1235.2	829.0	1024	224	26.63
508	efficientnetv2_s	1221.73	838.141	1024	384	21.46
509	resnest50d	1214.35	843.233	1024	224	27.48
510	tf_efficientnetv2_s	1191.03	859.748	1024	384	21.46
511	tf_efficientnetv2_s_in21ft1k	1191.03	859.741	1024	384	21.46
512	dpn98	1188.11	861.858	1024	224	61.57
513	mixnet_xxl	1187.83	323.267	384	224	23.96
514	swin_small_patch4_window7_224	1183.48	865.227	1024	224	49.61
515	regnetz_d8	1180.44	867.458	1024	320	23.37
516	hrnet_w30	1180.28	867.576	1024	224	37.71
517	gluon_resnext101_64x4d	1176.11	870.653	1024	224	83.46
518	efficientnetv2_rw_s	1166.72	877.658	1024	384	23.94
519	tf_efficientnet_lite4	1164.88	329.636	384	380	13.01
520	swinv2_tiny_window8_256	1158.39	883.971	1024	256	28.35
521	wide_resnet101_2	1155.6	886.11	1024	224	126.89
522	repvgg_b2	1154.84	886.691	1024	224	89.02
523	vit_base_patch16_224_miil	1153.59	887.648	1024	224	86.54
524	resnet50_gn	1150.43	890.083	1024	224	25.56
525	resnet200	1149.46	890.84	1024	224	64.67
526	cait_xxs36_224	1148.13	891.873	1024	224	17.3
527	xception65p	1140.81	448.791	512	299	39.82
528	regnetz_040	1140.64	336.641	384	320	27.12
529	xcit_small_24_p16_224_dist	1137.7	900.049	1024	224	47.67
530	xcit_small_24_p16_224	1136.58	900.934	1024	224	47.67
531	regnetz_040h	1135.68	338.111	384	320	28.94
532	deit_base_patch16_224	1133.84	903.113	1024	224	86.57
533	vit_base_patch16_224	1133.45	903.419	1024	224	86.57
534	vit_base_patch16_224_sam	1132.11	904.493	1024	224	86.57
535	regnetz_d32	1128.13	907.679	1024	320	27.58
536	dla60_res2next	1127.83	907.922	1024	224	17.03
537	eca_nfnet_l0	1126.64	908.88	1024	288	24.14
538	resnetrs101	1123.2	911.667	1024	288	63.62
539	nfnet_l0	1123.1	911.747	1024	288	35.07
540	deit_base_distilled_patch16_224	1119.36	914.798	1024	224	87.34
541	vit_base_patch16_rpn_224	1111.53	921.235	1024	224	86.54
542	inception_resnet_v2	1108.79	923.511	1024	299	55.84
543	ens_adv_inception_resnet_v2	1107.31	924.747	1024	299	55.84
544	deit3_base_patch16_224	1093.88	936.101	1024	224	86.59
545	deit3_base_patch16_224_in21ft1k	1092.45	937.33	1024	224	86.59
546	gluon_seresnext101_64x4d	1088.94	940.353	1024	224	88.23
547	vit_relpos_base_patch16_clsgap_224	1081.95	946.422	1024	224	86.43
548	vit_relpos_base_patch16_cls_224	1081.77	946.586	1024	224	86.43
549	vit_relpos_base_patch16_rpn_224	1080.35	947.826	1024	224	86.41
550	vit_relpos_base_patch16_224	1079.52	948.56	1024	224	86.43
551	tnt_s_patch16_224	1078.48	949.47	1024	224	23.76
552	twins_pcpvt_large	1066.87	959.801	1024	224	60.99
553	ssl_resnext101_32x8d	1054.92	970.677	1024	224	88.79
554	resnext101_32x8d	1054.71	970.869	1024	224	88.79
555	ig_resnext101_32x8d	1054.19	971.349	1024	224	88.79
556	swsl_resnext101_32x8d	1053.69	971.812	1024	224	88.79
557	beit_base_patch16_224	1049.2	975.962	1024	224	86.53
558	resnest50d_4s2x40d	1042.05	982.666	1024	224	30.42
559	coat_tiny	1040.04	984.566	1024	224	5.5
560	resnet101d	1029.19	994.942	1024	320	44.57
561	convnext_base	1012.72	1011.124	1024	224	88.59
562	convnext_base_in22ft1k	1011.75	1012.088	1024	224	88.59
563	efficientnet_b4	993.87	386.356	384	384	19.34
564	pit_b_224	992.43	515.895	512	224	73.76
565	pit_b_distilled_224	988.79	517.791	512	224	74.79
566	gluon_xception65	981.26	521.764	512	299	39.92
567	xception65	975.37	524.918	512	299	39.92
568	vit_small_patch16_36x1_224	973.92	1051.404	1024	224	64.67
569	repvgg_b3	972.06	1053.416	1024	224	123.09
570	repvgg_b2g4	969.39	1056.316	1024	224	61.76
571	xcit_tiny_24_p16_384_dist	969.37	1056.345	1024	384	12.12
572	swinv2_cr_small_224	967.97	1057.869	1024	224	49.7
573	swinv2_cr_small_ns_224	957.86	1069.034	1024	224	49.7
574	vit_small_patch16_18x2_224	951.03	1076.715	1024	224	64.67
575	twins_svt_large	923.66	1108.616	1024	224	99.27
576	tf_efficientnet_b4	922.69	416.164	384	380	19.34
577	tf_efficientnet_b4_ap	922.5	416.247	384	380	19.34
578	tf_efficientnet_b4_ns	922.41	416.289	384	380	19.34
579	hrnet_w40	910.46	1124.691	1024	224	57.56
580	regnetz_b16_evos	903.54	849.98	768	288	9.74
581	cait_s24_224	902.24	1134.941	1024	224	46.92
582	nfnet_f0	901.6	1135.748	1024	256	71.49
583	nf_regnet_b4	900.78	1136.78	1024	384	30.21
584	poolformer_m36	896.53	1142.174	1024	224	56.17
585	nest_small	884.77	868.006	768	224	38.35
586	hrnet_w48	875.56	1169.527	1024	224	77.47
587	jx_nest_small	874.29	878.41	768	224	38.35
588	dpn131	866.66	1181.531	1024	224	79.25
589	swin_s3_small_224	854.8	898.443	768	224	49.74
590	regnety_040	854.48	898.782	768	288	20.65
591	regnetv_040	854.18	899.093	768	288	20.64
592	regnety_080	846.16	605.071	512	288	39.18
593	resnetv2_50d_evos	844.23	1212.929	1024	288	25.59
594	coat_mini	836.76	1223.748	1024	224	10.34
595	swin_base_patch4_window7_224	836.19	1224.59	1024	224	87.77
596	repvgg_b3g4	835.5	1225.597	1024	224	83.83
597	sequencer2d_l	832.91	1229.407	1024	224	54.3
598	dm_nfnet_f0	831.16	1232.004	1024	256	71.49
599	mobilevitv2_150_384_in22ft1k	826.94	309.566	256	384	10.59
600	gmlp_b16_224	825.63	1240.256	1024	224	73.08
601	convnext_tiny_384_in22ft1k	814.55	628.553	512	384	28.59
602	xcit_medium_24_p16_224_dist	812.18	1260.787	1024	224	84.4
603	xcit_medium_24_p16_224	812.16	1260.822	1024	224	84.4
604	regnetx_120	810.53	631.674	512	224	46.11
605	xcit_small_12_p16_384_dist	800.29	1279.521	1024	384	26.25
606	densenet264	798.84	1281.845	1024	224	72.69
607	hrnet_w44	790.45	1295.441	1024	224	67.06
608	crossvit_base_240	787.5	975.226	768	240	105.03
609	regnety_120	783.87	653.154	512	224	51.82
610	swinv2_tiny_window16_256	765.77	668.599	512	256	28.35
611	resnetv2_50d_gn	751.14	1022.427	768	288	25.57
612	xception71	749.93	682.721	512	299	42.34
613	vit_large_r50_s32_224	739.74	1384.252	1024	224	328.99
614	vit_base_patch16_plus_240	737.95	1387.618	1024	240	117.56
615	dpn107	736.42	1390.497	1024	224	86.92
616	resnet152d	736.09	1391.121	1024	320	60.21
617	ecaresnet200d	730.76	1401.271	1024	256	64.69
618	seresnet200d	728.63	1405.363	1024	256	71.86
619	vit_relpos_base_patch16_plus_240	727.74	1407.074	1024	240	117.38
620	xcit_tiny_24_p8_224	725.69	1411.06	1024	224	12.11
621	xcit_tiny_24_p8_224_dist	725.66	1411.108	1024	224	12.11
622	hrnet_w64	719.99	1422.231	1024	224	128.06
623	regnety_040s_gn	719.08	1068.018	768	224	20.65
624	xcit_nano_12_p8_384_dist	713.49	1435.191	1024	384	3.05
625	swinv2_small_window8_256	712.51	1437.16	1024	256	49.73
626	convit_base	706.35	1449.693	1024	224	86.54
627	resnext101_64x4d	704.57	1090.007	768	288	83.46
628	swin_s3_base_224	695.14	1473.064	1024	224	71.13
629	vit_small_patch16_384	693.62	1107.217	768	384	22.2
630	tnt_b_patch16_224	691.83	1480.107	1024	224	65.41
631	swinv2_cr_base_224	689.84	1484.394	1024	224	87.88
632	regnety_064	684.37	748.122	512	288	30.58
633	swinv2_cr_base_ns_224	683.96	1497.137	1024	224	87.88
634	volo_d2_224	679.94	1506.002	1024	224	58.68
635	mobilevitv2_175_384_in22ft1k	679.77	376.586	256	384	14.25
636	regnetv_064	678.0	755.149	512	288	30.58
637	poolformer_m48	676.06	1514.652	1024	224	73.47
638	deit3_small_patch16_384	669.71	1146.752	768	384	22.21
639	deit3_small_patch16_384_in21ft1k	669.36	1147.345	768	384	22.21
640	legacy_senet154	660.41	1550.529	1024	224	115.09
641	senet154	659.33	1553.081	1024	224	115.09
642	gluon_senet154	659.08	1553.657	1024	224	115.09
643	regnetx_160	650.99	786.486	512	224	54.28
644	resnetrs152	646.22	1584.595	1024	320	86.62
645	seresnet152d	642.19	1594.525	1024	320	66.84
646	regnetz_e8	633.28	1212.715	768	320	57.7
647	tresnet_l	630.57	1623.908	1024	224	55.99
648	nest_base	629.43	813.42	512	224	67.72
649	ese_vovnet99b_iabn	628.09	1630.325	1024	224	63.2
650	jx_nest_base	622.33	822.697	512	224	67.72
651	vit_small_r26_s32_384	613.78	834.168	512	384	36.47
652	vit_base_r50_s16_224	610.7	1676.739	1024	224	98.66
653	xcit_small_12_p8_224	609.86	1679.054	1024	224	26.21
654	xcit_small_12_p8_224_dist	609.57	1679.853	1024	224	26.21
655	efficientnetv2_m	603.09	1697.911	1024	416	54.14
656	mobilevitv2_200_384_in22ft1k	594.06	323.186	192	384	18.45
657	seresnext101_32x8d	590.8	1299.927	768	288	93.57
658	resnest101e	588.3	1305.448	768	256	48.28
659	regnetz_c16_evos	588.05	870.656	512	320	13.49
660	convmixer_768_32	578.91	1768.818	1024	224	21.11
661	seresnext101d_32x8d	575.36	1334.812	768	288	93.59
662	seresnet269d	570.63	1794.5	1024	256	113.67
663	convnext_large	561.47	1823.764	1024	224	197.77
664	convnext_large_in22ft1k	560.92	1825.557	1024	224	197.77
665	resnet200d	544.65	1880.08	1024	320	64.69
666	efficientnetv2_rw_m	534.87	1435.852	768	416	53.24
667	seresnextaa101d_32x8d	521.71	1472.057	768	288	93.59
668	vit_large_patch32_384	517.33	1979.373	1024	384	306.63
669	swinv2_base_window8_256	509.01	2011.746	1024	256	87.92
670	eca_nfnet_l1	497.06	2060.113	1024	320	41.41
671	convnext_small_384_in22ft1k	496.5	1031.206	512	384	50.22
672	mixer_l16_224	495.85	2065.122	1024	224	208.2
673	efficientnet_b5	493.19	519.054	256	456	30.39
674	halonet_h1	492.19	520.115	256	256	8.1
675	regnety_320	483.53	1058.87	512	224	145.05
676	swin_large_patch4_window7_224	480.21	1599.271	768	224	196.53
677	swinv2_small_window16_256	477.23	1072.842	512	256	49.73
678	volo_d3_224	474.32	2158.852	1024	224	86.33
679	resnetrs200	471.22	2173.072	1024	320	93.21
680	tf_efficientnet_b5_ns	469.35	545.419	256	456	30.39
681	tf_efficientnet_b5_ap	469.08	545.738	256	456	30.39
682	tf_efficientnet_b5	468.97	545.864	256	456	30.39
683	xcit_tiny_12_p8_384_dist	468.35	2186.374	1024	384	6.71
684	tresnet_xl	466.16	2196.648	1024	224	78.44
685	efficientnet_b3_gn	464.67	550.914	256	320	11.73
686	xcit_large_24_p16_224_dist	454.83	2251.393	1024	224	189.1
687	xcit_large_24_p16_224	454.8	2251.543	1024	224	189.1
688	tf_efficientnetv2_m_in21ft1k	444.81	1726.544	768	480	54.14
689	tf_efficientnetv2_m	444.79	1726.633	768	480	54.14
690	xcit_small_24_p16_384_dist	426.37	2401.669	1024	384	47.67
691	regnety_160	422.88	908.045	384	288	83.59
692	nf_regnet_b5	413.3	1238.797	512	456	49.74
693	swinv2_cr_tiny_384	408.94	625.992	256	384	28.33
694	swinv2_cr_large_224	406.2	1890.673	768	224	196.68
695	resnetv2_50x1_bitm	400.73	958.233	384	448	25.55
696	regnetz_d8_evos	392.85	1954.947	768	320	23.46
697	convmixer_1024_20_ks9_p14	390.62	2621.469	1024	224	24.38
698	efficientnet_b3_g8_gn	373.24	685.874	256	320	14.25
699	vit_large_patch16_224	370.72	2762.206	1024	224	304.33
700	convnext_xlarge_in22ft1k	368.8	1388.275	512	224	350.2
701	crossvit_15_dagger_408	368.65	694.421	256	408	28.5
702	vit_base_patch16_18x2_224	361.92	2829.305	1024	224	256.73
703	deit3_large_patch16_224_in21ft1k	358.3	2857.929	1024	224	304.37
704	deit3_large_patch16_224	357.82	2861.791	1024	224	304.37
705	swinv2_base_window16_256	346.22	1109.109	384	256	87.92
706	swinv2_base_window12to16_192to256_22kft1k	345.97	1109.898	384	256	87.92
707	nasnetalarge	345.75	1110.628	384	331	88.75
708	convnext_base_384_in22ft1k	345.74	1110.63	384	384	88.59
709	beit_large_patch16_224	343.01	2985.299	1024	224	304.43
710	ssl_resnext101_32x16d	338.92	1510.65	512	224	194.03
711	ig_resnext101_32x16d	338.75	1511.419	512	224	194.03
712	swsl_resnext101_32x16d	338.52	1512.441	512	224	194.03
713	tresnet_m_448	325.14	3149.347	1024	448	31.39
714	pnasnet5large	323.98	1185.25	384	331	86.06
715	regnetx_320	320.95	1196.437	384	224	107.81
716	xcit_small_24_p8_224	319.26	3207.434	1024	224	47.63
717	xcit_small_24_p8_224_dist	319.16	3208.44	1024	224	47.63
718	volo_d1_384	315.83	1621.098	512	384	26.78
719	nfnet_f1	306.71	3338.679	1024	320	132.63
720	ecaresnet269d	304.87	3358.754	1024	352	102.09
721	volo_d4_224	303.38	3375.331	1024	224	192.96
722	xcit_medium_24_p16_384_dist	297.67	2580.013	768	384	84.4
723	resnetrs270	296.93	3448.599	1024	352	129.86
724	resnetv2_152x2_bit_teacher	290.64	2642.472	768	224	236.34
725	vit_base_patch16_384	289.22	1327.696	384	384	86.86
726	deit_base_patch16_384	289.04	1328.502	384	384	86.86
727	deit_base_distilled_patch16_384	285.12	1346.806	384	384	87.63
728	dm_nfnet_f1	282.58	3623.721	1024	320	132.63
729	deit3_base_patch16_384	281.04	1366.341	384	384	86.88
730	deit3_base_patch16_384_in21ft1k	280.92	1366.918	384	384	86.88
731	efficientnet_b6	279.71	457.611	128	528	43.04
732	cait_xxs24_384	275.0	3723.573	1024	384	12.03
733	vit_large_patch14_224	271.58	3770.566	1024	224	304.2
734	crossvit_18_dagger_408	269.56	712.259	192	408	44.61
735	tf_efficientnet_b6_ap	267.5	478.495	128	528	43.04
736	tf_efficientnet_b6	267.48	478.534	128	528	43.04
737	tf_efficientnet_b6_ns	267.38	478.715	128	528	43.04
738	efficientnetv2_l	254.55	2011.402	512	480	118.52
739	resnetv2_101x1_bitm	252.46	1521.025	384	448	44.54
740	tf_efficientnetv2_l	251.41	2036.496	512	480	118.52
741	tf_efficientnetv2_l_in21ft1k	251.09	2039.122	512	480	118.52
742	swinv2_cr_small_384	250.5	1021.951	256	384	49.7
743	beit_base_patch16_384	248.36	1546.143	384	384	86.74
744	xcit_tiny_24_p8_384_dist	246.6	4152.437	1024	384	12.11
745	vit_large_r50_s32_384	246.12	2080.308	512	384	329.09
746	eca_nfnet_l2	237.09	3239.214	768	384	56.72
747	resmlp_big_24_224	228.25	4486.35	1024	224	129.14
748	resmlp_big_24_224_in22ft1k	227.96	4491.908	1024	224	129.14
749	resmlp_big_24_distilled_224	227.94	4492.471	1024	224	129.14
750	xcit_medium_24_p8_224_dist	222.27	3455.29	768	224	84.32
751	xcit_medium_24_p8_224	222.27	3455.239	768	224	84.32
752	swin_base_patch4_window12_384	221.01	868.732	192	384	87.9
753	swinv2_large_window12to16_192to256_22kft1k	212.32	1205.699	256	256	196.74
754	xcit_small_12_p8_384_dist	207.32	1852.22	384	384	26.21
755	resnest200e	201.89	2536.056	512	320	70.2
756	volo_d5_224	200.39	5110.009	1024	224	295.46
757	resnetrs350	194.78	3942.989	768	384	163.96
758	convnext_large_384_in22ft1k	191.43	1337.313	256	384	197.77
759	cait_xs24_384	190.0	4042.088	768	384	26.67
760	vit_base_patch8_224	188.23	1360.04	256	224	86.58
761	cait_xxs36_384	183.87	5569.221	1024	384	17.37
762	swinv2_cr_base_384	178.69	1432.608	256	384	87.88
763	vit_base_r50_s16_384	176.73	1448.509	256	384	98.95
764	vit_base_resnet50_384	176.72	1448.639	256	384	98.95
765	volo_d2_384	176.17	2179.696	384	384	58.87
766	swinv2_cr_huge_224	175.72	2185.293	384	224	657.83
767	nfnet_f2	172.68	5929.942	1024	352	193.78
768	xcit_large_24_p16_384_dist	168.33	3041.628	512	384	189.1
769	densenet264d_iabn	166.37	6155.083	1024	224	72.74
770	efficientnet_b7	161.46	594.574	96	600	66.35
771	efficientnetv2_xl	159.28	2410.894	384	512	208.12
772	dm_nfnet_f2	159.16	4825.445	768	352	193.78
773	tf_efficientnetv2_xl_in21ft1k	158.05	2429.572	384	512	208.12
774	tf_efficientnet_b7	155.86	615.938	96	600	66.35
775	tf_efficientnet_b7_ap	155.83	616.029	96	600	66.35
776	tf_efficientnet_b7_ns	155.78	616.248	96	600	66.35
777	tresnet_l_448	151.99	6737.079	1024	448	55.99
778	cait_s24_384	148.32	3451.871	512	384	47.06
779	vit_huge_patch14_224	146.38	6995.606	1024	224	632.05
780	ig_resnext101_32x32d	143.03	1789.868	256	224	468.53
781	resnetrs420	142.89	5374.778	768	416	191.89
782	deit3_huge_patch14_224	142.28	7197.12	1024	224	632.13
783	deit3_huge_patch14_224_in21ft1k	142.06	7208.264	1024	224	632.13
784	eca_nfnet_l3	132.47	3864.977	512	448	72.04
785	swin_large_patch4_window12_384	130.79	978.633	128	384	196.74
786	convnext_xlarge_384_in22ft1k	126.14	2029.4	256	384	350.2
787	xcit_large_24_p8_224	125.6	4076.305	512	224	188.93
788	xcit_large_24_p8_224_dist	125.51	4079.48	512	224	188.93
789	tresnet_xl_448	111.87	9153.659	1024	448	78.44
790	xcit_small_24_p8_384_dist	108.62	3535.115	384	384	47.63
791	swinv2_cr_large_384	108.25	1182.395	128	384	196.68
792	efficientnet_b8	101.79	943.075	96	672	87.41
793	resnetv2_50x3_bitm	101.1	1266.075	128	448	217.32
794	cait_s36_384	99.17	5162.791	512	384	68.37
795	tf_efficientnet_b8	98.82	971.416	96	672	87.41
796	tf_efficientnet_b8_ap	98.81	971.518	96	672	87.41
797	resnetv2_152x2_bit_teacher_384	98.49	2599.208	256	384	236.34
798	vit_large_patch16_384	97.65	2621.481	256	384	304.72
799	vit_giant_patch14_224	95.7	8025.142	768	224	1012.61
800	deit3_large_patch16_384	94.92	2697.101	256	384	304.76
801	deit3_large_patch16_384_in21ft1k	94.92	2697.083	256	384	304.76
802	swinv2_base_window12to24_192to384_22kft1k	94.52	677.087	64	384	87.92
803	nfnet_f3	93.84	8184.276	768	416	254.92
804	resnest269e	93.31	4115.183	384	416	110.93
805	dm_nfnet_f3	86.56	5914.801	512	416	254.92
806	beit_large_patch16_384	84.77	3019.757	256	384	305.0
807	volo_d3_448	76.33	2515.269	192	448	86.63
808	xcit_medium_24_p8_384_dist	75.97	3369.835	256	384	84.32
809	ig_resnext101_32x48d	74.47	2578.247	192	224	828.41
810	resnetv2_152x2_bitm	72.95	2631.902	192	448	236.34
811	tf_efficientnet_l2_ns_475	63.13	1013.713	64	475	480.31
812	resnetv2_101x3_bitm	60.06	2131.166	128	448	387.93
813	swinv2_large_window12to24_192to384_22kft1k	59.82	802.459	48	384	196.74
814	vit_gigantic_patch14_224	57.64	8883.342	512	224	1844.44
815	volo_d4_448	56.09	3423.322	192	448	193.41
816	convmixer_1536_20	53.95	18979.912	1024	224	51.63
817	swinv2_cr_giant_224	50.56	2531.46	128	224	2598.76
818	nfnet_f4	49.93	10254.329	512	512	316.07
819	swinv2_cr_huge_384	47.13	1357.909	64	384	657.94
820	dm_nfnet_f4	45.97	8353.673	384	512	316.07
821	xcit_large_24_p8_384_dist	42.84	4481.402	192	384	188.93
822	volo_d5_448	38.62	3314.317	128	448	295.91
823	nfnet_f5	37.03	10370.994	384	544	377.21
824	dm_nfnet_f5	33.93	11318.026	384	544	377.21
825	beit_large_patch16_512	33.87	2834.401	96	512	305.67
826	cait_m36_384	32.22	7945.944	256	384	271.22
827	nfnet_f6	28.33	13554.319	384	576	438.36
828	volo_d5_512	26.99	4742.789	128	512	296.09
829	dm_nfnet_f6	26.14	9792.719	256	576	438.36
830	resnetv2_152x4_bitm	24.34	2629.892	64	480	936.53
831	efficientnet_l2	23.12	1037.889	24	800	480.31
832	tf_efficientnet_l2_ns	22.7	1057.422	24	800	480.31
833	nfnet_f7	22.34	11460.175	256	608	499.5
834	swinv2_cr_giant_384	14.63	2187.208	32	384	2598.76
835	cait_m48_448	13.64	9385.159	128	448	356.46