pytorch-image-models/results/benchmark-infer-amp-nhwc-pt113-cu117-rtx3090.csv

1	model	infer_samples_per_sec	infer_step_time	infer_batch_size	infer_img_size	infer_gmacs	infer_macts	param_count
2	tinynet_e	72737.62	14.068	1024	106	0.03	0.69	2.04
3	mobilenetv3_small_050	54822.3	18.668	1024	224	0.03	0.92	1.59
4	lcnet_035	53629.35	19.084	1024	224	0.03	1.04	1.64
5	lcnet_050	45492.41	22.499	1024	224	0.05	1.26	1.88
6	mobilenetv3_small_075	39215.51	26.102	1024	224	0.05	1.3	2.04
7	tinynet_d	37346.61	27.409	1024	152	0.05	1.42	2.34
8	mobilenetv3_small_100	36280.34	28.214	1024	224	0.06	1.42	2.54
9	tf_mobilenetv3_small_minimal_100	31726.33	32.265	1024	224	0.06	1.41	2.04
10	tf_mobilenetv3_small_075	31503.43	32.494	1024	224	0.05	1.3	2.04
11	lcnet_075	29817.69	34.332	1024	224	0.1	1.99	2.36
12	tf_mobilenetv3_small_100	29444.91	34.767	1024	224	0.06	1.42	2.54
13	mnasnet_small	25354.86	40.376	1024	224	0.07	2.16	2.03
14	lcnet_100	24134.76	42.417	1024	224	0.16	2.52	2.95
15	regnetx_002	23983.4	42.686	1024	224	0.2	2.16	2.68
16	levit_128s	22675.73	45.148	1024	224	0.31	1.88	7.78
17	regnety_002	21709.37	47.158	1024	224	0.2	2.17	3.16
18	mobilenetv2_035	21673.44	47.236	1024	224	0.07	2.86	1.68
19	mnasnet_050	20010.27	51.163	1024	224	0.11	3.07	2.22
20	ghostnet_050	18932.82	54.075	1024	224	0.05	1.77	2.59
21	tinynet_c	18428.42	55.556	1024	184	0.11	2.87	2.46
22	semnasnet_050	17215.18	59.471	1024	224	0.11	3.44	2.08
23	mobilenetv2_050	17194.94	59.542	1024	224	0.1	3.64	1.97
24	cs3darknet_focus_s	16189.76	63.24	1024	256	0.69	2.7	3.27
25	lcnet_150	15557.15	65.811	1024	224	0.34	3.79	4.5
26	cs3darknet_s	15369.47	66.615	1024	256	0.72	2.97	3.28
27	levit_128	15337.67	66.754	1024	224	0.41	2.71	9.21
28	gernet_s	15288.68	66.966	1024	224	0.75	2.65	8.17
29	mobilenetv3_large_075	14216.3	72.019	1024	224	0.16	4.0	3.99
30	mixer_s32_224	14182.92	72.188	1024	224	1.0	2.28	19.1
31	vit_tiny_r_s16_p8_224	14125.39	72.482	1024	224	0.44	2.06	6.34
32	resnet10t	14112.07	72.551	1024	224	1.1	2.43	5.44
33	vit_small_patch32_224	13799.47	74.195	1024	224	1.15	2.5	22.88
34	regnetx_004	13610.2	75.225	1024	224	0.4	3.14	5.16
35	levit_192	13524.14	75.706	1024	224	0.66	3.2	10.95
36	mobilenetv3_rw	12956.58	79.021	1024	224	0.23	4.41	5.48
37	hardcorenas_a	12803.61	79.966	1024	224	0.23	4.38	5.26
38	mobilenetv3_large_100	12749.93	80.304	1024	224	0.23	4.41	5.48
39	mnasnet_075	12532.36	81.697	1024	224	0.23	4.77	3.17
40	tf_mobilenetv3_large_075	12186.51	84.017	1024	224	0.16	4.0	3.99
41	tinynet_b	12083.18	84.735	1024	188	0.21	4.44	3.73
42	regnety_004	11918.36	85.906	1024	224	0.41	3.89	4.34
43	tf_mobilenetv3_large_minimal_100	11715.94	87.392	1024	224	0.22	4.4	3.92
44	hardcorenas_c	11548.05	88.662	1024	224	0.28	5.01	5.52
45	hardcorenas_b	11510.71	88.949	1024	224	0.26	5.09	5.18
46	ese_vovnet19b_slim_dw	11501.95	89.018	1024	224	0.4	5.28	1.9
47	ghostnet_100	11332.61	90.348	1024	224	0.15	3.55	5.18
48	mnasnet_100	11138.43	91.923	1024	224	0.33	5.46	4.38
49	gluon_resnet18_v1b	11098.78	92.252	1024	224	1.82	2.48	11.69
50	resnet18	11083.1	92.383	1024	224	1.82	2.48	11.69
51	swsl_resnet18	11062.48	92.555	1024	224	1.82	2.48	11.69
52	ssl_resnet18	11061.11	92.565	1024	224	1.82	2.48	11.69
53	tf_mobilenetv3_large_100	11018.56	92.922	1024	224	0.23	4.41	5.48
54	mnasnet_b1	10993.58	93.135	1024	224	0.33	5.46	4.38
55	hardcorenas_d	10910.47	93.843	1024	224	0.3	4.93	7.5
56	semnasnet_075	10898.09	93.951	1024	224	0.23	5.54	2.91
57	mobilenetv2_075	10893.76	93.988	1024	224	0.22	5.86	2.64
58	seresnet18	10385.56	98.588	1024	224	1.82	2.49	11.78
59	legacy_seresnet18	10064.41	101.734	1024	224	1.82	2.49	11.78
60	spnasnet_100	10009.21	102.296	1024	224	0.35	6.03	4.42
61	tf_efficientnetv2_b0	9930.95	103.1	1024	224	0.73	4.77	7.14
62	levit_256	9858.1	103.863	1024	224	1.13	4.23	18.89
63	tinynet_a	9720.11	105.337	1024	192	0.35	5.41	6.19
64	hardcorenas_f	9714.91	105.393	1024	224	0.35	5.57	8.2
65	semnasnet_100	9623.78	106.393	1024	224	0.32	6.23	3.89
66	mnasnet_a1	9623.77	106.393	1024	224	0.32	6.23	3.89
67	mobilenetv2_100	9598.91	106.667	1024	224	0.31	6.68	3.5
68	hardcorenas_e	9571.87	106.966	1024	224	0.35	5.65	8.07
69	dla46_c	9568.4	107.007	1024	224	0.58	4.5	1.3
70	efficientnet_lite0	9361.14	109.377	1024	224	0.4	6.74	4.65
71	fbnetc_100	9352.03	109.484	1024	224	0.4	6.51	5.57
72	resnet18d	9334.83	109.687	1024	224	2.06	3.29	11.71
73	ese_vovnet19b_slim	9109.47	112.4	1024	224	1.69	3.52	3.17
74	regnety_006	9097.63	112.542	1024	224	0.61	4.33	6.06
75	regnetz_005	8607.49	118.955	1024	224	0.52	5.86	7.12
76	xcit_nano_12_p16_224_dist	8577.2	119.375	1024	224	0.56	4.17	3.05
77	xcit_nano_12_p16_224	8554.61	119.689	1024	224	0.56	4.17	3.05
78	levit_256d	8382.88	122.143	1024	224	1.4	4.93	26.21
79	regnetx_006	8379.52	122.192	1024	224	0.61	3.98	6.2
80	ghostnet_130	8278.59	123.681	1024	224	0.24	4.6	7.36
81	tf_efficientnet_lite0	8080.51	126.714	1024	224	0.4	6.74	4.65
82	efficientnet_b0	7965.17	128.548	1024	224	0.4	6.75	5.29
83	mnasnet_140	7779.42	131.618	1024	224	0.6	7.71	7.12
84	deit_tiny_distilled_patch16_224	7467.68	137.113	1024	224	1.27	6.01	5.91
85	rexnetr_100	7464.12	137.179	1024	224	0.43	7.72	4.88
86	deit_tiny_patch16_224	7430.15	137.806	1024	224	1.26	5.97	5.72
87	resnet14t	7429.68	137.815	1024	224	1.69	5.8	10.08
88	vit_tiny_patch16_224	7424.93	137.902	1024	224	1.26	5.97	5.72
89	regnetx_008	7394.88	138.463	1024	224	0.81	5.15	7.26
90	mobilenetv2_110d	7247.12	141.287	1024	224	0.45	8.71	4.52
91	hrnet_w18_small	7232.93	141.561	1024	224	1.61	5.72	13.19
92	tf_efficientnet_b0	7016.18	145.938	1024	224	0.4	6.75	5.29
93	regnety_008	6938.46	147.571	1024	224	0.81	5.25	6.26
94	mobilevitv2_050	6848.87	149.503	1024	256	0.48	8.04	1.37
95	pit_ti_distilled_224	6811.68	150.317	1024	224	0.71	6.23	5.1
96	pit_ti_224	6784.24	150.927	1024	224	0.7	6.19	4.85
97	gernet_m	6679.85	153.286	1024	224	3.02	5.24	21.14
98	efficientnet_b1_pruned	6642.37	154.15	1024	240	0.4	6.21	6.33
99	resnet34	6496.42	157.614	1024	224	3.67	3.74	21.8
100	gluon_resnet34_v1b	6494.61	157.658	1024	224	3.67	3.74	21.8
101	tv_resnet34	6481.01	157.989	1024	224	3.67	3.74	21.8
102	tf_efficientnetv2_b1	6476.52	158.098	1024	240	1.21	7.34	8.14
103	semnasnet_140	6454.5	158.637	1024	224	0.6	8.87	6.11
104	nf_regnet_b0	6452.24	158.693	1024	256	0.64	5.58	8.76
105	ese_vovnet19b_dw	6335.13	161.627	1024	224	1.34	8.25	6.54
106	mobilenetv2_140	6271.56	163.266	1024	224	0.6	9.57	6.11
107	rexnet_100	6226.48	164.447	1024	224	0.41	7.44	4.8
108	efficientnet_lite1	6187.91	165.472	1024	240	0.62	10.14	5.42
109	efficientnet_es_pruned	6115.4	167.434	1024	224	1.81	8.73	5.44
110	efficientnet_es	6115.12	167.443	1024	224	1.81	8.73	5.44
111	visformer_tiny	6103.09	167.772	1024	224	1.27	5.72	10.32
112	seresnet34	6058.13	169.019	1024	224	3.67	3.74	21.96
113	fbnetv3_b	6018.76	170.124	1024	256	0.55	9.1	8.6
114	selecsls42	5953.76	171.98	1024	224	2.94	4.62	30.35
115	selecsls42b	5921.2	172.924	1024	224	2.98	4.62	32.46
116	resnet26	5895.21	173.69	1024	224	2.36	7.35	16.0
117	edgenext_xx_small	5893.72	173.732	1024	288	0.33	4.21	1.33
118	levit_384	5880.4	174.126	1024	224	2.36	6.26	39.13
119	resnet34d	5865.98	174.555	1024	224	3.91	4.54	21.82
120	legacy_seresnet34	5850.24	175.025	1024	224	3.67	3.74	21.96
121	dla34	5827.3	175.712	1024	224	3.07	5.02	15.74
122	tf_efficientnet_es	5781.29	177.112	1024	224	1.81	8.73	5.44
123	cs3darknet_focus_m	5721.39	178.967	1024	288	2.51	6.19	9.3
124	resnetblur18	5636.65	181.657	1024	224	2.34	3.39	11.69
125	rexnetr_130	5590.0	183.173	1024	224	0.68	9.81	7.61
126	mobilevit_xxs	5524.87	185.333	1024	256	0.42	8.34	1.27
127	tf_efficientnet_lite1	5524.68	185.339	1024	240	0.62	10.14	5.42
128	cs3darknet_m	5478.07	186.916	1024	288	2.63	6.69	9.31
129	convnext_atto	5460.54	187.516	1024	288	0.91	6.3	3.7
130	xcit_tiny_12_p16_224_dist	5457.72	187.611	1024	224	1.24	6.29	6.72
131	xcit_tiny_12_p16_224	5456.63	187.649	1024	224	1.24	6.29	6.72
132	skresnet18	5413.1	189.159	1024	224	1.82	3.24	11.96
133	darknet17	5401.37	189.571	1024	256	3.26	7.18	14.3
134	mixnet_s	5392.58	189.878	1024	224	0.25	6.25	4.13
135	resmlp_12_224	5366.15	190.814	1024	224	3.01	5.5	15.35
136	resmlp_12_distilled_224	5364.91	190.857	1024	224	3.01	5.5	15.35
137	convnext_atto_ols	5288.94	193.6	1024	288	0.96	6.8	3.7
138	vit_base_patch32_clip_224	5280.68	193.903	1024	224	4.41	5.01	88.22
139	vit_base_patch32_224	5280.52	193.908	1024	224	4.41	5.01	88.22
140	pit_xs_distilled_224	5272.13	194.218	1024	224	1.41	7.76	11.0
141	pit_xs_224	5271.0	194.259	1024	224	1.4	7.71	10.62
142	repvgg_b0	5252.66	194.939	1024	224	3.41	6.15	15.82
143	mixer_b32_224	5221.71	196.094	1024	224	3.24	6.29	60.29
144	pvt_v2_b0	5210.31	196.521	1024	224	0.57	7.99	3.67
145	resnetaa34d	5171.78	197.986	1024	224	4.43	5.07	21.82
146	selecsls60	5160.83	198.407	1024	224	3.59	5.52	30.67
147	selecsls60b	5119.51	200.008	1024	224	3.63	5.52	32.77
148	mobilenetv2_120d	5111.95	200.304	1024	224	0.69	11.97	5.83
149	resnet26d	5108.26	200.449	1024	224	2.6	8.15	16.01
150	gmixer_12_224	5064.97	202.162	1024	224	2.67	7.26	12.7
151	gmlp_ti16_224	5007.93	204.464	1024	224	1.34	7.55	5.87
152	mixer_s16_224	4998.69	204.842	1024	224	3.79	5.97	18.53
153	tf_mixnet_s	4989.18	205.231	1024	224	0.25	6.25	4.13
154	efficientnet_b0_g16_evos	4930.67	207.667	1024	224	1.01	7.42	8.11
155	rexnetr_150	4900.22	208.959	1024	224	0.89	11.13	9.78
156	fbnetv3_d	4881.14	209.776	1024	256	0.68	11.1	10.31
157	darknet21	4850.41	211.105	1024	256	3.93	7.47	20.86
158	nf_resnet26	4816.48	212.591	1024	224	2.41	7.35	16.0
159	efficientnet_lite2	4781.65	214.14	1024	260	0.89	12.9	6.09
160	convnext_femto	4749.12	215.607	1024	288	1.3	7.56	5.22
161	tf_efficientnetv2_b2	4718.26	217.018	1024	260	1.72	9.84	10.1
162	sedarknet21	4656.51	219.895	1024	256	3.93	7.47	20.95
163	dla46x_c	4636.77	220.831	1024	224	0.54	5.66	1.07
164	convnext_femto_ols	4618.33	221.714	1024	288	1.35	8.06	5.23
165	resnext26ts	4603.25	222.441	1024	256	2.43	10.52	10.3
166	efficientformer_l1	4566.14	224.248	1024	224	1.3	5.53	12.29
167	dpn48b	4506.78	227.201	1024	224	1.69	8.92	9.13
168	crossvit_tiny_240	4481.69	228.473	1024	240	1.57	9.08	7.01
169	dla60x_c	4459.27	229.622	1024	224	0.59	6.01	1.32
170	eca_resnext26ts	4456.63	229.759	1024	256	2.43	10.52	10.3
171	seresnext26ts	4453.99	229.896	1024	256	2.43	10.52	10.39
172	legacy_seresnext26_32x4d	4441.15	230.558	1024	224	2.49	9.39	16.79
173	gernet_l	4396.56	232.898	1024	256	4.57	8.0	31.08
174	mobilevitv2_075	4393.87	233.041	1024	256	1.05	12.06	2.87
175	gcresnext26ts	4384.92	233.516	1024	256	2.43	10.53	10.48
176	tf_efficientnet_b1	4370.6	234.282	1024	240	0.71	10.88	7.79
177	tf_efficientnet_lite2	4293.9	238.467	1024	260	0.89	12.9	6.09
178	rexnet_130	4262.16	240.243	1024	224	0.68	9.71	7.56
179	efficientnet_b1	4239.44	241.53	1024	256	0.77	12.22	7.79
180	vit_small_patch32_384	4239.1	241.55	1024	384	3.45	8.25	22.92
181	crossvit_9_240	4212.37	243.082	1024	240	1.85	9.52	8.55
182	crossvit_9_dagger_240	4095.03	250.049	1024	240	1.99	9.97	8.78
183	nf_ecaresnet26	4091.86	250.24	1024	224	2.41	7.36	16.0
184	nf_seresnet26	4088.47	250.449	1024	224	2.41	7.36	17.4
185	efficientnet_cc_b0_8e	4076.51	251.183	1024	224	0.42	9.42	24.01
186	efficientnet_cc_b0_4e	4073.3	251.382	1024	224	0.41	9.42	13.31
187	ecaresnet50d_pruned	4055.39	252.492	1024	224	2.53	6.43	19.94
188	efficientnet_b2_pruned	4030.92	254.025	1024	260	0.73	9.13	8.31
189	ecaresnext50t_32x4d	4018.73	254.796	1024	224	2.7	10.09	15.41
190	ecaresnext26t_32x4d	4017.09	254.9	1024	224	2.7	10.09	15.41
191	seresnext26t_32x4d	4014.43	255.069	1024	224	2.7	10.09	16.81
192	seresnext26tn_32x4d	4014.36	255.074	1024	224	2.7	10.09	16.81
193	repvgg_a2	3987.84	256.77	1024	224	5.7	6.26	28.21
194	poolformer_s12	3982.67	257.103	1024	224	1.82	5.53	11.92
195	seresnext26d_32x4d	3979.57	257.303	1024	224	2.73	10.19	16.81
196	vit_tiny_r_s16_p8_384	3963.05	258.374	1024	384	1.34	6.49	6.36
197	resnet26t	3939.46	259.923	1024	256	3.35	10.52	16.01
198	nf_regnet_b1	3911.64	261.772	1024	288	1.02	9.2	10.22
199	rexnet_150	3881.93	263.775	1024	224	0.9	11.21	9.73
200	nf_regnet_b2	3879.78	263.921	1024	272	1.22	9.27	14.31
201	resnetv2_50	3865.49	264.896	1024	224	4.11	11.11	25.55
202	regnetx_016	3852.41	265.794	1024	224	1.62	7.93	9.19
203	tf_efficientnet_cc_b0_4e	3812.08	268.608	1024	224	0.41	9.42	13.31
204	tf_efficientnet_cc_b0_8e	3803.67	269.202	1024	224	0.42	9.42	24.01
205	convnext_pico	3747.49	273.239	1024	288	2.27	10.08	9.05
206	ecaresnetlight	3744.45	273.459	1024	224	4.11	8.42	30.16
207	dpn68	3724.59	274.917	1024	224	2.35	10.47	12.61
208	edgenext_x_small	3714.71	275.646	1024	288	0.68	7.5	2.34
209	gluon_resnet50_v1b	3672.76	278.798	1024	224	4.11	11.11	25.56
210	ssl_resnet50	3671.85	278.866	1024	224	4.11	11.11	25.56
211	efficientnet_em	3671.25	278.913	1024	240	3.04	14.34	6.9
212	resnet50	3668.58	279.116	1024	224	4.11	11.11	25.56
213	swsl_resnet50	3668.32	279.136	1024	224	4.11	11.11	25.56
214	tv_resnet50	3667.14	279.225	1024	224	4.11	11.11	25.56
215	dpn68b	3667.07	279.229	1024	224	2.35	10.47	12.61
216	rexnetr_200	3659.45	279.811	1024	224	1.59	15.11	16.52
217	convnext_pico_ols	3651.34	280.434	1024	288	2.37	10.74	9.06
218	botnet26t_256	3594.28	284.883	1024	256	3.32	11.98	12.49
219	bat_resnext26ts	3569.91	286.828	1024	256	2.53	12.51	10.73
220	resnetv2_50t	3547.32	288.657	1024	224	4.32	11.82	25.57
221	mixnet_m	3537.26	289.477	1024	224	0.36	8.19	5.01
222	regnety_016	3531.88	289.919	1024	224	1.63	8.04	11.2
223	tf_efficientnet_em	3529.62	290.106	1024	240	3.04	14.34	6.9
224	resnetv2_50d	3525.02	290.482	1024	224	4.35	11.92	25.57
225	halonet26t	3515.15	291.299	1024	256	3.19	11.69	12.48
226	resnet32ts	3492.62	293.179	1024	256	4.63	11.58	17.96
227	hrnet_w18_small_v2	3482.81	294.001	1024	224	2.62	9.65	15.6
228	gluon_resnet50_v1c	3481.59	294.107	1024	224	4.35	11.92	25.58
229	dla60	3466.91	295.351	1024	224	4.26	10.16	22.04
230	resnet33ts	3460.78	295.875	1024	256	4.76	11.66	19.68
231	tf_efficientnet_b2	3402.3	300.962	1024	260	1.02	13.83	9.11
232	convit_tiny	3399.61	301.199	1024	224	1.26	7.94	5.71
233	resnet50t	3373.72	303.51	1024	224	4.32	11.82	25.57
234	tf_mixnet_m	3366.38	304.167	1024	224	0.36	8.19	5.01
235	efficientnet_b3_pruned	3360.1	304.74	1024	300	1.04	11.86	9.86
236	seresnet33ts	3354.27	305.27	1024	256	4.76	11.66	19.78
237	resnet50d	3351.47	305.527	1024	224	4.35	11.92	25.58
238	eca_resnet33ts	3350.95	305.574	1024	256	4.76	11.66	19.68
239	vit_small_resnet26d_224	3346.77	305.954	1024	224	5.07	11.12	63.61
240	cs3darknet_focus_l	3335.18	307.018	1024	288	5.9	10.16	21.15
241	gluon_resnet50_v1d	3334.65	307.068	1024	224	4.35	11.92	25.58
242	mobilevitv2_100	3324.63	307.994	1024	256	1.84	16.08	4.9
243	vovnet39a	3320.12	308.408	1024	224	7.09	6.73	22.6
244	legacy_seresnet50	3312.33	309.135	1024	224	3.88	10.6	28.09
245	efficientnet_b0_gn	3307.86	309.554	1024	224	0.42	6.75	5.29
246	gcresnet33ts	3307.01	309.633	1024	256	4.76	11.68	19.88
247	pit_s_distilled_224	3301.25	310.173	1024	224	2.9	11.64	24.04
248	pit_s_224	3299.97	310.295	1024	224	2.88	11.56	23.46
249	mobilevit_xs	3252.28	314.844	1024	256	1.05	16.33	2.32
250	deit_small_distilled_patch16_224	3233.6	316.663	1024	224	4.63	12.02	22.44
251	efficientnet_b2a	3223.97	317.608	1024	288	1.12	16.2	9.11
252	efficientnet_b2	3223.9	317.615	1024	288	1.12	16.2	9.11
253	deit_small_patch16_224	3218.99	318.1	1024	224	4.61	11.95	22.05
254	vit_small_patch16_224	3218.38	318.16	1024	224	4.61	11.95	22.05
255	cs3darknet_l	3210.26	318.965	1024	288	6.16	10.83	21.16
256	ese_vovnet39b	3206.21	319.369	1024	224	7.09	6.74	24.57
257	eca_vovnet39b	3203.77	319.612	1024	224	7.09	6.74	22.6
258	convnextv2_atto	3196.73	320.315	1024	288	0.91	6.3	3.71
259	coatnet_pico_rw_224	3189.82	321.008	1024	224	2.05	14.62	10.85
260	seresnet50	3181.57	321.841	1024	224	4.11	11.13	28.09
261	pvt_v2_b1	3147.37	325.339	1024	224	2.12	15.39	14.01
262	coat_lite_tiny	3146.41	325.439	1024	224	1.6	11.65	5.72
263	res2net50_48w_2s	3127.52	327.404	1024	224	4.18	11.72	25.29
264	eca_botnext26ts_256	3112.32	329.003	1024	256	2.46	11.6	10.59
265	ecaresnet101d_pruned	3103.16	329.973	1024	224	3.48	7.69	24.88
266	efficientnet_b0_g8_gn	3073.2	333.192	1024	224	0.66	6.75	6.56
267	ssl_resnext50_32x4d	3071.68	333.356	1024	224	4.26	14.4	25.03
268	dla60x	3071.64	333.359	1024	224	3.54	13.8	17.35
269	swsl_resnext50_32x4d	3070.7	333.464	1024	224	4.26	14.4	25.03
270	tv_resnext50_32x4d	3069.81	333.56	1024	224	4.26	14.4	25.03
271	resnext50_32x4d	3069.72	333.57	1024	224	4.26	14.4	25.03
272	gluon_resnext50_32x4d	3068.47	333.704	1024	224	4.26	14.4	25.03
273	vit_small_r26_s32_224	3061.92	334.417	1024	224	3.56	9.85	36.43
274	skresnet34	3055.95	335.073	1024	224	3.67	5.13	22.28
275	deit3_small_patch16_224_in21ft1k	3048.82	335.855	1024	224	4.61	11.95	22.06
276	deit3_small_patch16_224	3047.23	336.031	1024	224	4.61	11.95	22.06
277	eca_halonext26ts	3035.71	337.305	1024	256	2.44	11.46	10.76
278	haloregnetz_b	3032.47	337.665	1024	224	1.97	11.94	11.68
279	vit_relpos_base_patch32_plus_rpn_256	3026.45	338.338	1024	256	7.68	8.01	119.42
280	vit_relpos_small_patch16_rpn_224	3019.95	339.067	1024	224	4.59	13.05	21.97
281	vit_relpos_small_patch16_224	3008.26	340.383	1024	224	4.59	13.05	21.98
282	vit_srelpos_small_patch16_224	3000.96	341.213	1024	224	4.59	12.16	21.97
283	xcit_nano_12_p16_384_dist	3000.48	341.266	1024	384	1.64	12.15	3.05
284	cs3sedarknet_l	2995.41	341.845	1024	288	6.16	10.83	21.91
285	resnetaa50d	2993.03	342.116	1024	224	5.39	12.44	25.58
286	vgg11	2983.47	85.796	256	224	7.61	7.44	132.86
287	selecsls84	2973.16	344.402	1024	224	5.9	7.57	50.95
288	resnetrs50	2963.42	345.535	1024	224	4.48	12.14	35.69
289	seresnet50t	2957.12	346.271	1024	224	4.32	11.83	28.1
290	resnest14d	2954.69	346.556	1024	224	2.76	7.33	10.61
291	gluon_resnet50_v1s	2953.65	346.677	1024	224	5.47	13.52	25.68
292	coat_lite_mini	2952.61	346.799	1024	224	2.0	12.25	11.01
293	ecaresnet50d	2945.96	347.583	1024	224	4.35	11.93	25.58
294	densenet121	2933.45	349.064	1024	224	2.87	6.9	7.98
295	tv_densenet121	2929.69	349.514	1024	224	2.87	6.9	7.98
296	vit_base_patch32_plus_256	2929.65	349.519	1024	256	7.79	7.76	119.48
297	rexnet_200	2927.94	349.723	1024	224	1.56	14.91	16.37
298	xcit_tiny_24_p16_224_dist	2927.0	349.834	1024	224	2.34	11.82	12.12
299	xcit_tiny_24_p16_224	2921.97	350.436	1024	224	2.34	11.82	12.12
300	coatnet_nano_cc_224	2867.38	357.108	1024	224	2.24	15.02	13.76
301	gcresnext50ts	2857.34	358.363	1024	256	3.75	15.46	15.67
302	lambda_resnet26rpt_256	2853.55	358.839	1024	256	3.16	11.87	10.99
303	resnext50d_32x4d	2845.08	359.908	1024	224	4.5	15.2	25.05
304	mixnet_l	2828.6	361.996	1024	224	0.58	10.84	7.33
305	densenet121d	2824.08	362.584	1024	224	3.11	7.7	8.0
306	efficientnet_lite3	2821.84	362.87	1024	300	1.65	21.85	8.2
307	cspresnet50	2793.65	366.534	1024	256	4.54	11.5	21.62
308	coatnet_nano_rw_224	2781.93	368.077	1024	224	2.41	15.41	15.14
309	vgg11_bn	2760.38	370.949	1024	224	7.62	7.44	132.87
310	vovnet57a	2755.77	371.572	1024	224	8.95	7.52	36.64
311	resmlp_24_224	2750.33	372.306	1024	224	5.96	10.91	30.02
312	resmlp_24_distilled_224	2740.33	373.665	1024	224	5.96	10.91	30.02
313	convnextv2_femto	2735.91	374.269	1024	288	1.3	7.56	5.23
314	flexivit_small	2735.78	374.287	1024	240	5.35	14.18	22.06
315	gcresnet50t	2732.04	374.8	1024	256	5.42	14.67	25.9
316	legacy_seresnext50_32x4d	2722.84	376.065	1024	224	4.26	14.42	27.56
317	seresnext50_32x4d	2721.47	376.256	1024	224	4.26	14.42	27.56
318	gluon_seresnext50_32x4d	2720.58	376.379	1024	224	4.26	14.42	27.56
319	visformer_small	2719.93	376.468	1024	224	4.88	11.43	40.22
320	twins_svt_small	2713.39	377.374	1024	224	2.94	13.75	24.06
321	resnetv2_50x1_bit_distilled	2708.81	378.014	1024	224	4.23	11.11	25.55
322	res2net50_14w_8s	2692.9	380.248	1024	224	4.21	13.28	25.06
323	resnetblur50	2685.97	381.228	1024	224	5.16	12.02	25.56
324	vit_base_resnet26d_224	2684.6	381.421	1024	224	6.97	13.16	101.4
325	tf_mixnet_l	2680.8	381.958	1024	224	0.58	10.84	7.33
326	seresnetaa50d	2658.93	385.106	1024	224	5.4	12.46	28.11
327	dla60_res2net	2656.16	385.506	1024	224	4.15	12.34	20.85
328	cspresnet50d	2655.05	385.668	1024	256	4.86	12.55	21.64
329	coatnext_nano_rw_224	2655.0	385.674	1024	224	2.47	12.8	14.7
330	ese_vovnet57b	2654.33	385.773	1024	224	8.95	7.52	38.61
331	tf_efficientnetv2_b3	2654.14	385.8	1024	300	3.04	15.74	14.36
332	cspresnet50w	2641.68	387.621	1024	256	5.04	12.19	28.12
333	res2net50_26w_4s	2629.64	389.395	1024	224	4.28	12.61	25.7
334	regnetz_b16	2626.71	389.828	1024	288	2.39	16.43	9.72
335	convnext_nano	2611.78	392.059	1024	288	4.06	13.84	15.59
336	efficientnetv2_rw_t	2601.49	393.609	1024	288	3.19	16.42	13.65
337	fbnetv3_g	2595.29	394.549	1024	288	1.77	21.09	16.62
338	gmixer_24_224	2595.15	394.571	1024	224	5.28	14.45	24.72
339	mobilevit_s	2586.09	395.952	1024	256	2.03	19.94	5.58
340	coatnet_rmlp_nano_rw_224	2569.7	398.478	1024	224	2.62	20.34	15.15
341	gcvit_xxtiny	2561.41	399.768	1024	224	2.14	15.36	12.0
342	tf_efficientnet_lite3	2530.94	404.582	1024	300	1.65	21.85	8.2
343	efficientnet_cc_b1_8e	2530.65	404.628	1024	240	0.75	15.44	39.72
344	densenetblur121d	2522.66	405.908	1024	224	3.11	7.9	8.0
345	resnetblur50d	2509.45	408.045	1024	224	5.4	12.82	25.58
346	nf_ecaresnet50	2490.39	411.168	1024	224	4.21	11.13	25.56
347	inception_v3	2485.21	412.025	1024	299	5.73	8.97	23.83
348	nf_seresnet50	2482.66	412.449	1024	224	4.21	11.13	28.09
349	tf_inception_v3	2481.38	412.658	1024	299	5.73	8.97	23.83
350	gc_efficientnetv2_rw_t	2480.59	412.793	1024	288	3.2	16.45	13.68
351	adv_inception_v3	2479.41	412.983	1024	299	5.73	8.97	23.83
352	repvgg_b1g4	2473.34	414.003	1024	224	8.15	10.64	39.97
353	mobilevitv2_125	2472.28	414.18	1024	256	2.86	20.1	7.48
354	gluon_inception_v3	2468.42	414.827	1024	299	5.73	8.97	23.83
355	nf_regnet_b3	2461.52	415.991	1024	320	2.05	14.61	18.59
356	xcit_small_12_p16_224_dist	2446.89	418.478	1024	224	4.82	12.58	26.25
357	xcit_small_12_p16_224	2446.42	418.558	1024	224	4.82	12.58	26.25
358	cspresnext50	2438.96	419.836	1024	256	4.05	15.86	20.57
359	convnext_nano_ols	2435.0	420.521	1024	288	4.38	15.5	15.65
360	regnetx_032	2429.42	421.489	1024	224	3.2	11.37	15.3
361	densenet169	2426.29	422.031	1024	224	3.4	7.3	14.15
362	sehalonet33ts	2419.4	423.234	1024	256	3.55	14.7	13.69
363	tf_efficientnet_cc_b1_8e	2406.19	425.557	1024	240	0.75	15.44	39.72
364	semobilevit_s	2402.02	426.294	1024	256	2.03	19.95	5.74
365	resnetv2_101	2330.6	439.36	1024	224	7.83	16.23	44.54
366	twins_pcpvt_small	2312.72	442.754	1024	224	3.83	18.08	24.11
367	xcit_nano_12_p8_224_dist	2295.5	446.077	1024	224	2.16	15.71	3.05
368	xcit_nano_12_p8_224	2292.87	446.587	1024	224	2.16	15.71	3.05
369	gmlp_s16_224	2290.73	447.007	1024	224	4.42	15.1	19.42
370	cs3darknet_focus_x	2287.2	447.697	1024	256	8.03	10.69	35.02
371	vit_base_r26_s32_224	2275.25	450.047	1024	224	6.81	12.36	101.38
372	gluon_resnet101_v1b	2260.37	453.01	1024	224	7.83	16.23	44.55
373	tv_resnet101	2258.59	453.368	1024	224	7.83	16.23	44.55
374	resnet101	2258.28	453.43	1024	224	7.83	16.23	44.55
375	skresnet50	2234.62	458.23	1024	224	4.11	12.5	25.8
376	ecaresnet26t	2232.29	458.709	1024	320	5.24	16.44	16.01
377	edgenext_small	2226.69	459.86	1024	320	1.97	14.16	5.59
378	dla102	2219.96	461.255	1024	224	7.19	14.18	33.27
379	res2next50	2214.71	462.347	1024	224	4.2	13.71	24.67
380	dla60_res2next	2210.67	463.194	1024	224	3.49	13.17	17.03
381	resnetv2_101d	2203.82	464.633	1024	224	8.07	17.04	44.56
382	gluon_resnet101_v1c	2194.65	466.578	1024	224	8.08	17.04	44.57
383	resnest26d	2170.04	471.869	1024	224	3.64	9.97	17.07
384	vgg13	2149.71	476.331	1024	224	11.31	12.25	133.05
385	gluon_resnet101_v1d	2137.49	479.053	1024	224	8.08	17.04	44.57
386	skresnet50d	2115.22	484.098	1024	224	4.36	13.31	25.82
387	convnextv2_pico	2108.5	485.64	1024	288	2.27	10.08	9.07
388	vit_base_resnet50d_224	2101.17	487.333	1024	224	8.73	16.92	110.97
389	coatnet_0_rw_224	2082.49	491.706	1024	224	4.43	18.73	27.44
390	crossvit_small_240	2081.5	491.94	1024	240	5.63	18.17	26.86
391	deit3_medium_patch16_224_in21ft1k	2076.53	493.118	1024	224	8.0	15.93	38.85
392	deit3_medium_patch16_224	2072.34	494.116	1024	224	8.0	15.93	38.85
393	mobilevitv2_150	2071.36	494.349	1024	256	4.09	24.11	10.59
394	mobilevitv2_150_in22ft1k	2070.3	494.603	1024	256	4.09	24.11	10.59
395	sebotnet33ts_256	2067.91	247.581	512	256	3.89	17.46	13.7
396	wide_resnet50_2	2057.08	497.78	1024	224	11.43	14.4	68.88
397	vit_relpos_medium_patch16_rpn_224	2044.85	500.757	1024	224	7.97	17.02	38.73
398	efficientformer_l3	2041.79	501.507	1024	224	3.93	12.01	31.41
399	poolformer_s24	2040.35	501.863	1024	224	3.41	10.68	21.39
400	vit_relpos_medium_patch16_224	2037.47	502.572	1024	224	7.97	17.02	38.75
401	cspdarknet53	2035.94	502.949	1024	256	6.57	16.81	27.64
402	resnet51q	2034.41	503.329	1024	288	8.07	20.94	35.7
403	vit_srelpos_medium_patch16_224	2033.15	503.638	1024	224	7.96	16.21	38.74
404	maxvit_rmlp_pico_rw_256	2008.78	509.748	1024	256	1.85	24.86	7.52
405	vit_relpos_medium_patch16_cls_224	2007.24	510.141	1024	224	8.03	18.24	38.76
406	dla102x	2006.55	510.315	1024	224	5.89	19.42	26.31
407	legacy_seresnet101	2003.12	511.188	1024	224	7.61	15.74	49.33
408	swin_tiny_patch4_window7_224	1995.14	513.235	1024	224	4.51	17.06	28.29
409	repvgg_b1	1985.42	515.747	1024	224	13.16	10.64	57.42
410	resnetaa101d	1982.98	516.381	1024	224	9.12	17.56	44.57
411	coatnet_rmlp_0_rw_224	1981.75	516.703	1024	224	4.72	24.89	27.45
412	tf_efficientnet_b3	1975.92	518.226	1024	300	1.87	23.83	12.23
413	gcvit_xtiny	1969.68	519.869	1024	224	2.93	20.26	19.98
414	hrnet_w18	1967.17	520.531	1024	224	4.32	16.31	21.3
415	gluon_resnet101_v1s	1965.68	520.926	1024	224	9.19	18.64	44.67
416	maxvit_pico_rw_256	1965.38	521.006	1024	256	1.83	22.3	7.46
417	resnetaa50	1958.15	522.93	1024	288	8.52	19.24	25.56
418	seresnet101	1954.63	523.871	1024	224	7.84	16.27	49.33
419	efficientnet_b3	1949.54	525.239	1024	320	2.01	26.52	12.23
420	efficientnet_b3a	1949.11	525.356	1024	320	2.01	26.52	12.23
421	edgenext_small_rw	1932.68	529.816	1024	320	2.46	14.85	7.83
422	regnetx_040	1932.62	529.839	1024	224	3.99	12.2	22.12
423	cs3sedarknet_xdw	1925.4	531.825	1024	256	5.97	17.18	21.6
424	coatnet_bn_0_rw_224	1920.71	533.123	1024	224	4.67	22.04	27.44
425	xcit_tiny_12_p16_384_dist	1911.65	535.652	1024	384	3.64	18.26	6.72
426	ssl_resnext101_32x4d	1910.73	535.909	1024	224	8.01	21.23	44.18
427	swsl_resnext101_32x4d	1910.43	535.993	1024	224	8.01	21.23	44.18
428	resnext101_32x4d	1909.99	536.115	1024	224	8.01	21.23	44.18
429	gluon_resnext101_32x4d	1909.34	536.298	1024	224	8.01	21.23	44.18
430	darknet53	1903.77	537.866	1024	288	11.78	15.68	41.61
431	darknetaa53	1898.12	539.468	1024	288	10.08	15.68	36.02
432	crossvit_15_240	1892.46	541.083	1024	240	5.81	19.77	27.53
433	halonet50ts	1881.53	544.226	1024	256	5.3	19.2	22.73
434	vgg13_bn	1879.72	544.749	1024	224	11.33	12.25	133.05
435	mixnet_xl	1872.46	546.86	1024	224	0.93	14.57	11.9
436	res2net50_26w_6s	1870.88	547.321	1024	224	6.33	15.28	37.05
437	ecaresnet101d	1869.88	547.616	1024	224	8.08	17.07	44.57
438	densenet201	1869.57	547.706	1024	224	4.34	7.85	20.01
439	nf_resnet101	1858.48	550.976	1024	224	8.01	16.23	44.55
440	coatnet_0_224	1857.28	275.661	512	224	4.58	24.01	25.04
441	pvt_v2_b2	1854.85	552.053	1024	224	4.05	27.53	25.36
442	crossvit_15_dagger_240	1850.69	553.295	1024	240	6.13	20.43	28.21
443	resmlp_36_224	1846.41	554.574	1024	224	8.91	16.33	44.69
444	resmlp_36_distilled_224	1845.04	554.99	1024	224	8.91	16.33	44.69
445	resnet61q	1841.84	555.954	1024	288	9.87	21.52	36.85
446	swin_s3_tiny_224	1817.5	563.398	1024	224	4.64	19.13	28.33
447	cait_xxs24_224	1796.55	569.968	1024	224	2.53	20.29	11.96
448	cs3darknet_x	1789.33	572.268	1024	288	10.6	14.36	35.05
449	vit_medium_patch16_gap_240	1785.54	573.481	1024	240	9.22	18.81	44.4
450	nf_resnet50	1784.84	573.708	1024	288	6.88	18.37	25.56
451	resnet50_gn	1764.31	580.385	1024	224	4.14	11.11	25.56
452	mixer_b16_224_miil	1761.45	581.327	1024	224	12.62	14.53	59.88
453	mixer_b16_224	1759.76	581.885	1024	224	12.62	14.53	59.88
454	resnetblur101d	1757.96	582.482	1024	224	9.12	17.94	44.57
455	eca_nfnet_l0	1726.58	593.068	1024	288	7.12	17.29	24.14
456	nfnet_l0	1721.83	594.705	1024	288	7.13	17.29	35.07
457	vit_large_patch32_224	1717.59	596.169	1024	224	15.41	13.32	327.9
458	vgg16	1717.44	596.224	1024	224	15.47	13.56	138.36
459	regnetz_c16	1710.89	598.505	1024	320	3.92	25.88	13.46
460	pvt_v2_b2_li	1709.89	598.855	1024	224	3.91	27.6	22.55
461	resnest50d_1s4x24d	1705.52	600.391	1024	224	4.43	13.57	25.68
462	coat_lite_small	1704.55	600.733	1024	224	3.96	22.09	19.84
463	resnetv2_50d_frn	1697.1	603.368	1024	224	4.33	11.92	25.59
464	cs3sedarknet_x	1689.8	605.975	1024	288	10.6	14.37	35.4
465	seresnext101_32x4d	1687.65	606.747	1024	224	8.02	21.26	48.96
466	gluon_seresnext101_32x4d	1687.1	606.945	1024	224	8.02	21.26	48.96
467	legacy_seresnext101_32x4d	1684.69	607.813	1024	224	8.02	21.26	48.96
468	regnetv_040	1682.92	608.454	1024	288	6.6	20.3	20.64
469	mobilevitv2_175	1677.66	457.769	768	256	5.54	28.13	14.25
470	regnety_040	1677.03	610.59	1024	288	6.61	20.3	20.65
471	mobilevitv2_175_in22ft1k	1677.0	457.949	768	256	5.54	28.13	14.25
472	convnext_tiny_hnf	1676.16	610.908	1024	288	7.39	22.21	28.59
473	res2net101_26w_4s	1675.37	611.195	1024	224	8.1	18.45	45.21
474	vit_tiny_patch16_384	1665.76	614.72	1024	384	4.7	25.39	5.79
475	sequencer2d_s	1661.32	616.362	1024	224	4.96	11.31	27.65
476	ese_vovnet39b_evos	1661.21	616.404	1024	224	7.07	6.74	24.58
477	vit_base_patch32_384	1649.27	620.868	1024	384	13.06	16.5	88.3
478	vit_base_patch32_clip_384	1648.64	621.105	1024	384	13.06	16.5	88.3
479	mixer_l32_224	1645.23	622.393	1024	224	11.27	19.86	206.94
480	convnext_tiny	1642.14	623.562	1024	288	7.39	22.21	28.59
481	botnet50ts_256	1639.64	312.25	512	256	5.54	22.23	22.74
482	swinv2_cr_tiny_224	1630.02	628.199	1024	224	4.66	28.45	28.33
483	resnetv2_50d_evob	1627.44	629.196	1024	224	4.33	11.92	25.59
484	twins_pcpvt_base	1615.12	633.996	1024	224	6.68	25.25	43.83
485	resnetv2_152	1614.43	634.268	1024	224	11.55	22.56	60.19
486	hrnet_w32	1605.06	637.96	1024	224	8.97	22.02	41.23
487	swinv2_cr_tiny_ns_224	1600.43	639.811	1024	224	4.66	28.45	28.33
488	xception41p	1598.79	480.351	768	299	9.25	39.86	26.91
489	tv_resnet152	1582.54	647.049	1024	224	11.56	22.56	60.19
490	gluon_resnet152_v1b	1581.57	647.444	1024	224	11.56	22.56	60.19
491	resnet152	1581.02	647.671	1024	224	11.56	22.56	60.19
492	xception	1579.88	648.138	1024	299	8.4	35.83	22.86
493	halo2botnet50ts_256	1572.75	651.076	1024	256	5.02	21.78	22.64
494	res2net50_26w_8s	1568.85	652.695	1024	224	8.37	17.95	48.4
495	vit_medium_patch16_gap_256	1564.22	654.626	1024	256	10.59	22.15	38.86
496	resnetv2_152d	1557.03	657.648	1024	224	11.8	23.36	60.2
497	efficientnet_el_pruned	1555.14	658.449	1024	300	8.0	30.7	10.59
498	maxvit_rmlp_nano_rw_256	1551.85	659.845	1024	256	4.47	31.92	15.5
499	regnetx_064	1550.52	660.413	1024	224	6.49	16.37	26.21
500	efficientnet_el	1549.97	660.646	1024	300	8.0	30.7	10.59
501	gluon_resnet152_v1c	1548.96	661.078	1024	224	11.8	23.36	60.21
502	nf_ecaresnet101	1546.58	662.091	1024	224	8.01	16.27	44.55
503	nf_seresnet101	1539.38	665.191	1024	224	8.02	16.27	49.33
504	mvitv2_tiny	1537.54	665.985	1024	224	4.7	21.16	24.17
505	nfnet_f0	1525.01	671.456	1024	256	12.62	18.05	71.49
506	vgg16_bn	1523.86	671.963	1024	224	15.5	13.56	138.37
507	cs3edgenet_x	1521.21	673.136	1024	288	14.59	16.36	47.82
508	gluon_resnet152_v1d	1520.11	673.621	1024	224	11.8	23.36	60.21
509	maxvit_nano_rw_256	1517.43	674.812	1024	256	4.46	30.28	15.45
510	tf_efficientnet_el	1506.16	679.862	1024	300	8.0	30.7	10.59
511	convnextv2_nano	1500.71	511.746	768	288	4.06	13.84	15.62
512	resnest50d	1492.63	686.022	1024	224	5.4	14.36	27.48
513	ese_vovnet99b	1489.17	687.617	1024	224	16.51	11.27	63.2
514	dla169	1471.11	696.059	1024	224	11.6	20.2	53.39
515	regnety_032	1467.85	697.604	1024	288	5.29	18.61	19.44
516	skresnext50_32x4d	1463.28	699.785	1024	224	4.5	17.18	27.48
517	xcit_tiny_12_p8_224_dist	1458.7	701.981	1024	224	4.81	23.6	6.71
518	xcit_tiny_12_p8_224	1458.23	702.211	1024	224	4.81	23.6	6.71
519	convit_small	1457.54	702.541	1024	224	5.76	17.87	27.78
520	mobilevitv2_200_in22ft1k	1456.59	527.247	768	256	7.22	32.15	18.45
521	mobilevitv2_200	1456.02	527.451	768	256	7.22	32.15	18.45
522	ecaresnet50t	1438.32	711.929	1024	320	8.82	24.13	25.57
523	gluon_resnet152_v1s	1432.22	714.961	1024	224	12.92	24.96	60.32
524	nest_tiny	1415.33	542.618	768	224	5.83	25.48	17.06
525	regnety_040s_gn	1412.65	724.867	1024	224	4.03	12.29	20.65
526	vgg19	1393.71	183.67	256	224	19.63	14.86	143.67
527	jx_nest_tiny	1389.62	552.657	768	224	5.83	25.48	17.06
528	legacy_seresnet152	1383.83	739.96	1024	224	11.33	22.08	66.82
529	densenet161	1376.52	743.891	1024	224	7.79	11.06	28.68
530	poolformer_s36	1370.67	747.069	1024	224	5.0	15.82	30.86
531	vit_small_resnet50d_s16_224	1367.59	748.748	1024	224	13.48	24.82	57.53
532	twins_svt_base	1362.65	751.463	1024	224	8.59	26.33	56.07
533	seresnet152	1361.7	751.99	1024	224	11.57	22.61	66.82
534	xception41	1356.44	566.173	768	299	9.28	39.86	26.97
535	maxvit_tiny_rw_224	1350.45	758.254	1024	224	5.11	33.11	29.06
536	crossvit_18_240	1348.85	759.154	1024	240	9.05	26.26	43.27
537	maxxvit_rmlp_nano_rw_256	1347.73	759.767	1024	256	4.37	26.05	16.78
538	efficientnet_lite4	1343.74	571.528	768	380	4.04	45.66	13.01
539	gcvit_tiny	1339.65	764.364	1024	224	4.79	29.82	28.22
540	pvt_v2_b3	1325.92	772.282	1024	224	6.92	37.7	45.24
541	crossvit_18_dagger_240	1313.78	779.419	1024	240	9.5	27.03	44.27
542	volo_d1_224	1312.37	780.255	1024	224	6.94	24.43	26.63
543	xcit_small_24_p16_224_dist	1307.3	783.278	1024	224	9.1	23.64	47.67
544	tresnet_m	1305.71	784.234	1024	224	5.74	7.31	31.39
545	inception_v4	1305.41	784.412	1024	299	12.28	15.09	42.68
546	repvgg_b2	1305.22	784.529	1024	224	20.45	12.9	89.02
547	xcit_small_24_p16_224	1303.71	785.433	1024	224	9.1	23.64	47.67
548	sequencer2d_m	1295.72	790.281	1024	224	6.55	14.26	38.31
549	edgenext_base	1283.77	797.633	1024	320	6.01	24.32	18.51
550	hrnet_w30	1280.53	799.653	1024	224	8.15	21.21	37.71
551	dm_nfnet_f0	1275.46	802.834	1024	256	12.62	18.05	71.49
552	coatnet_rmlp_1_rw_224	1268.37	807.322	1024	224	7.85	35.47	41.69
553	maxxvitv2_nano_rw_256	1259.7	812.877	1024	256	6.26	23.05	23.7
554	efficientnetv2_s	1254.49	816.255	1024	384	8.44	35.77	21.46
555	vgg19_bn	1246.52	205.36	256	224	19.66	14.86	143.68
556	nf_regnet_b4	1235.79	828.604	1024	384	4.7	28.61	30.21
557	swin_small_patch4_window7_224	1235.74	828.641	1024	224	8.77	27.47	49.61
558	tf_efficientnet_lite4	1232.22	623.25	768	380	4.04	45.66	13.01
559	regnetz_d32	1223.51	836.919	1024	320	9.33	37.08	27.58
560	mixnet_xxl	1219.27	629.871	768	224	2.04	23.43	23.96
561	tf_efficientnetv2_s	1219.16	839.906	1024	384	8.44	35.77	21.46
562	deit_base_patch16_224	1213.08	844.121	1024	224	17.58	23.9	86.57
563	deit_base_distilled_patch16_224	1212.98	844.19	1024	224	17.68	24.05	87.34
564	vit_base_patch16_clip_224	1211.82	844.996	1024	224	17.58	23.9	86.57
565	vit_base_patch16_224_miil	1211.26	845.389	1024	224	17.59	23.91	94.4
566	dpn92	1210.45	845.948	1024	224	6.54	18.21	37.67
567	vit_base_patch16_224	1210.28	846.074	1024	224	17.58	23.9	86.57
568	coatnet_rmlp_1_rw2_224	1208.65	847.215	1024	224	8.11	40.13	41.72
569	cait_xxs36_224	1205.51	849.419	1024	224	3.77	30.34	17.3
570	maxvit_tiny_tf_224	1200.3	639.828	768	224	5.6	35.78	30.92
571	swinv2_tiny_window8_256	1200.06	853.274	1024	256	5.96	24.57	28.35
572	efficientnetv2_rw_s	1199.87	853.413	1024	384	8.72	38.03	23.94
573	dla102x2	1198.52	854.374	1024	224	9.34	29.91	41.28
574	regnetx_160	1195.08	856.833	1024	224	15.99	25.52	54.28
575	dpn98	1183.92	864.908	1024	224	11.73	25.2	61.57
576	vit_base_patch16_rpn_224	1180.39	867.498	1024	224	17.49	23.75	86.54
577	twins_pcpvt_large	1168.64	876.22	1024	224	9.84	35.82	60.99
578	deit3_base_patch16_224	1164.77	879.134	1024	224	17.58	23.9	86.59
579	deit3_base_patch16_224_in21ft1k	1164.5	879.334	1024	224	17.58	23.9	86.59
580	regnetz_d8	1163.64	879.982	1024	320	6.19	37.08	23.37
581	swsl_resnext101_32x8d	1158.15	884.156	1024	224	16.48	31.21	88.79
582	resnext101_32x8d	1158.05	884.232	1024	224	16.48	31.21	88.79
583	ssl_resnext101_32x8d	1158.02	884.255	1024	224	16.48	31.21	88.79
584	wide_resnet101_2	1157.66	884.531	1024	224	22.8	21.23	126.89
585	ig_resnext101_32x8d	1157.3	884.8	1024	224	16.48	31.21	88.79
586	coatnet_1_rw_224	1155.72	886.014	1024	224	8.04	34.6	41.72
587	vit_base_patch16_gap_224	1154.73	886.777	1024	224	17.49	25.59	86.57
588	vit_base_patch32_clip_448	1154.21	887.173	1024	448	17.93	23.9	88.34
589	resnet200	1149.71	890.646	1024	224	15.07	32.19	64.67
590	mvitv2_small	1146.92	892.812	1024	224	7.0	28.08	34.87
591	xception65p	1145.07	670.686	768	299	13.91	52.48	39.82
592	cs3se_edgenet_x	1143.17	895.738	1024	320	18.01	20.21	50.72
593	vit_relpos_base_patch16_rpn_224	1143.15	895.76	1024	224	17.51	24.97	86.41
594	vit_relpos_base_patch16_224	1141.31	897.204	1024	224	17.51	24.97	86.43
595	tnt_s_patch16_224	1135.32	901.935	1024	224	5.24	24.37	23.76
596	resnetrs101	1134.67	902.454	1024	288	13.56	28.53	63.62
597	vit_relpos_base_patch16_clsgap_224	1128.94	907.03	1024	224	17.6	25.12	86.43
598	vit_relpos_base_patch16_cls_224	1126.78	908.771	1024	224	17.6	25.12	86.43
599	inception_resnet_v2	1126.73	908.809	1024	299	13.18	25.06	55.84
600	ens_adv_inception_resnet_v2	1125.41	909.877	1024	299	13.18	25.06	55.84
601	beit_base_patch16_224	1112.26	920.631	1024	224	17.58	23.9	86.53
602	coat_tiny	1108.72	923.572	1024	224	4.35	27.2	5.5
603	beitv2_base_patch16_224	1108.55	923.711	1024	224	17.58	23.9	86.53
604	mvitv2_small_cls	1101.66	929.491	1024	224	7.04	28.17	34.87
605	resnetv2_50d_gn	1092.35	937.413	1024	288	7.24	19.7	25.57
606	pit_b_distilled_224	1078.48	474.731	512	224	12.5	33.07	74.79
607	pit_b_224	1075.34	476.117	512	224	12.42	32.94	73.76
608	hrnet_w40	1059.78	966.217	1024	224	12.75	25.29	57.56
609	coatnet_1_224	1045.17	489.859	512	224	8.7	39.0	42.23
610	resnet101d	1039.88	984.712	1024	320	16.48	34.77	44.57
611	flexivit_base	1037.21	987.248	1024	240	20.29	28.36	86.59
612	gluon_resnext101_64x4d	1034.86	989.491	1024	224	15.52	31.21	83.46
613	vit_small_patch16_36x1_224	1033.13	991.146	1024	224	13.71	35.69	64.67
614	vit_large_r50_s32_224	1030.67	993.517	1024	224	19.58	24.41	328.99
615	maxvit_rmlp_tiny_rw_256	1029.25	746.162	768	256	6.77	46.92	29.15
616	xcit_tiny_24_p16_384_dist	1027.64	996.444	1024	384	6.87	34.29	12.12
617	efficientnet_b4	1014.08	504.879	512	384	4.51	50.04	19.34
618	maxvit_tiny_rw_256	1008.0	1015.861	1024	256	6.74	44.35	29.07
619	vit_small_patch16_18x2_224	1006.7	1017.169	1024	224	13.71	35.69	64.67
620	swinv2_cr_small_224	1005.28	1018.603	1024	224	9.07	50.27	49.7
621	regnetx_080	1004.51	1019.384	1024	224	8.02	14.06	39.57
622	repvgg_b3	994.23	1029.925	1024	224	29.16	15.1	123.09
623	swinv2_cr_small_ns_224	993.75	1030.424	1024	224	9.08	50.27	49.7
624	repvgg_b2g4	988.97	1035.405	1024	224	12.63	12.9	61.76
625	convnext_small	988.3	1036.113	1024	288	14.39	35.65	50.22
626	gluon_xception65	987.82	777.458	768	299	13.96	52.48	39.92
627	vit_small_r26_s32_384	982.68	1042.031	1024	384	10.43	29.85	36.47
628	xception65	978.83	784.597	768	299	13.96	52.48	39.92
629	regnetz_040	975.77	787.056	768	320	6.35	37.78	27.12
630	regnetz_040h	971.51	790.512	768	320	6.43	37.94	28.94
631	gluon_seresnext101_64x4d	965.3	1060.794	1024	224	15.53	31.25	88.23
632	maxvit_tiny_pm_256	964.03	1062.189	1024	256	6.61	47.9	30.09
633	efficientformer_l7	962.55	1063.825	1024	224	10.17	24.45	82.23
634	twins_svt_large	962.19	1064.229	1024	224	15.15	35.1	99.27
635	tf_efficientnet_b4	957.62	534.646	512	380	4.49	49.49	19.34
636	pvt_v2_b4	957.38	1069.569	1024	224	10.14	53.74	62.56
637	poolformer_m36	954.91	1072.334	1024	224	8.8	22.02	56.17
638	cait_s24_224	954.44	1072.866	1024	224	9.35	40.58	46.92
639	regnetz_b16_evos	950.47	808.013	768	288	2.36	16.43	9.74
640	resnest50d_4s2x40d	938.07	1091.586	1024	224	4.4	17.94	30.42
641	hrnet_w48	936.07	1093.917	1024	224	17.34	28.56	77.47
642	gmlp_b16_224	930.95	1099.935	1024	224	15.78	30.21	73.08
643	convnextv2_tiny	930.82	550.041	512	288	7.39	22.21	28.64
644	convnextv2_small	928.68	1102.629	1024	224	8.71	21.56	50.32
645	maxxvit_rmlp_tiny_rw_256	918.72	1114.583	1024	256	6.66	39.76	29.64
646	mobilevitv2_150_384_in22ft1k	915.49	419.435	384	384	9.2	54.25	10.59
647	pvt_v2_b5	909.79	1125.516	1024	224	11.76	50.92	81.96
648	nest_small	903.21	850.284	768	224	10.35	40.04	38.35
649	swin_s3_small_224	899.98	853.339	768	224	9.43	37.84	49.74
650	xcit_medium_24_p16_224_dist	898.61	1139.525	1024	224	16.13	31.71	84.4
651	xcit_medium_24_p16_224	898.6	1139.542	1024	224	16.13	31.71	84.4
652	jx_nest_small	892.03	860.939	768	224	10.35	40.04	38.35
653	coat_mini	880.8	1162.569	1024	224	6.82	33.68	10.34
654	swin_base_patch4_window7_224	875.38	1169.764	1024	224	15.47	36.63	87.77
655	dpn131	865.2	1183.527	1024	224	16.09	32.97	79.25
656	resnetv2_50d_evos	854.82	1197.895	1024	288	7.15	19.7	25.59
657	xcit_small_12_p16_384_dist	853.54	1199.694	1024	384	14.14	36.51	26.25
658	sequencer2d_l	839.78	1219.347	1024	224	9.74	22.12	54.3
659	crossvit_base_240	839.43	914.892	768	240	21.22	36.33	105.03
660	hrnet_w44	821.37	1246.671	1024	224	14.94	26.92	67.06
661	eca_nfnet_l1	818.87	1250.489	1024	320	14.92	34.42	41.41
662	vit_base_r50_s16_224	817.55	1252.502	1024	224	21.67	35.31	114.69
663	maxvit_rmlp_small_rw_224	816.34	1254.368	1024	224	10.75	49.3	64.9
664	gcvit_small	815.24	1256.055	1024	224	8.57	41.61	51.09
665	regnety_080	811.28	1262.191	1024	288	13.22	29.69	39.18
666	densenet264	804.85	1272.268	1024	224	12.95	12.8	72.69
667	mvitv2_base	804.14	1273.395	1024	224	10.16	40.5	51.47
668	repvgg_b3g4	802.85	1275.443	1024	224	17.89	15.1	83.83
669	vit_base_patch16_plus_240	782.25	1309.022	1024	240	27.41	33.08	117.56
670	swinv2_tiny_window16_256	781.61	655.045	512	256	6.68	39.02	28.35
671	maxvit_small_tf_224	777.04	658.899	512	224	11.66	53.17	68.93
672	xcit_tiny_24_p8_224	771.1	1327.958	1024	224	9.21	45.39	12.11
673	xcit_tiny_24_p8_224_dist	770.21	1329.496	1024	224	9.21	45.39	12.11
674	coatnet_2_rw_224	763.52	670.562	512	224	15.09	49.22	73.87
675	vit_relpos_base_patch16_plus_240	763.4	1341.361	1024	240	27.3	34.33	117.38
676	efficientnet_b3_gn	763.0	671.023	512	320	2.14	28.83	11.73
677	coatnet_rmlp_2_rw_224	759.73	673.906	512	224	15.18	54.78	73.88
678	vit_small_patch16_384	753.82	1018.79	768	384	15.52	50.78	22.2
679	hrnet_w64	750.36	1364.663	1024	224	28.97	35.09	128.06
680	xception71	749.7	1024.396	768	299	18.09	69.92	42.34
681	resnet152d	742.37	1379.356	1024	320	24.08	47.67	60.21
682	swinv2_small_window8_256	741.95	1380.134	1024	256	11.58	40.14	49.73
683	mobilevitv2_175_384_in22ft1k	739.09	519.544	384	384	12.47	63.29	14.25
684	ecaresnet200d	736.17	1390.959	1024	256	20.0	43.15	64.69
685	seresnet200d	733.28	1396.444	1024	256	20.01	43.15	71.86
686	swin_s3_base_224	733.27	1396.459	1024	224	13.69	48.26	71.13
687	convit_base	731.09	1400.636	1024	224	17.52	31.77	86.54
688	resnest101e	726.65	1409.184	1024	256	13.38	28.66	48.28
689	deit3_small_patch16_384	726.49	1057.125	768	384	15.52	50.78	22.21
690	deit3_small_patch16_384_in21ft1k	726.32	1057.368	768	384	15.52	50.78	22.21
691	volo_d2_224	722.61	1417.079	1024	224	14.34	41.34	58.68
692	tnt_b_patch16_224	721.24	1419.762	1024	224	14.09	39.01	65.41
693	xcit_nano_12_p8_384_dist	720.41	1421.4	1024	384	6.34	46.08	3.05
694	swinv2_cr_base_224	719.23	1423.721	1024	224	15.86	59.66	87.88
695	poolformer_m48	719.07	1424.046	1024	224	11.59	29.17	73.47
696	coatnet_2_224	715.36	715.711	512	224	16.5	52.67	74.68
697	swinv2_cr_base_ns_224	712.96	1436.239	1024	224	15.86	59.66	87.88
698	dpn107	691.0	1481.897	1024	224	18.38	33.46	86.92
699	convnext_base	687.14	1490.219	1024	288	25.43	47.53	88.59
700	resnetv2_50x1_bitm	684.31	374.087	256	448	16.62	44.46	25.55
701	efficientnet_b3_g8_gn	664.63	770.341	512	320	3.2	28.83	14.25
702	regnety_064	657.71	1556.911	1024	288	10.56	27.11	30.58
703	regnetv_064	652.6	1569.096	1024	288	10.55	27.11	30.58
704	xcit_small_12_p8_224	651.3	1572.214	1024	224	18.69	47.21	26.21
705	xcit_small_12_p8_224_dist	651.08	1572.755	1024	224	18.69	47.21	26.21
706	resnetrs152	649.95	1575.501	1024	320	24.34	48.14	86.62
707	mobilevitv2_200_384_in22ft1k	647.42	395.4	256	384	16.24	72.34	18.45
708	seresnet152d	645.69	1585.88	1024	320	24.09	47.72	66.84
709	tresnet_l	644.38	1589.105	1024	224	10.88	11.9	55.99
710	tresnet_v2_l	642.3	1594.246	1024	224	8.81	16.34	46.17
711	nest_base	640.98	798.76	512	224	17.96	53.39	67.72
712	regnetx_120	640.37	1599.07	1024	224	12.13	21.37	46.11
713	seresnext101_32x8d	639.53	1601.159	1024	288	27.24	51.63	93.57
714	regnetz_e8	639.43	1601.423	1024	320	15.46	63.94	57.7
715	ese_vovnet99b_iabn	636.1	1609.798	1024	224	16.49	11.27	63.2
716	jx_nest_base	634.61	806.787	512	224	17.96	53.39	67.72
717	regnety_120	625.75	1636.422	1024	224	12.14	21.38	51.82
718	efficientnetv2_m	624.53	1639.618	1024	416	18.6	67.5	54.14
719	seresnext101d_32x8d	621.55	1647.466	1024	288	27.64	52.95	93.59
720	resnext101_64x4d	619.77	1652.21	1024	288	25.66	51.59	83.46
721	swsl_resnext101_32x16d	612.21	1672.624	1024	224	36.27	51.18	194.03
722	ig_resnext101_32x16d	611.98	1673.243	1024	224	36.27	51.18	194.03
723	maxvit_rmlp_small_rw_256	611.67	1255.571	768	256	14.15	66.09	64.9
724	ssl_resnext101_32x16d	611.31	1675.063	1024	224	36.27	51.18	194.03
725	regnety_320	605.31	1691.684	1024	224	32.34	30.26	145.05
726	gcvit_base	602.42	1699.782	1024	224	14.87	55.48	90.32
727	regnetz_c16_evos	596.93	857.706	512	320	3.86	25.88	13.49
728	maxxvit_rmlp_small_rw_256	590.18	1735.046	1024	256	14.67	58.38	66.01
729	legacy_senet154	585.86	1747.854	1024	224	20.77	38.69	115.09
730	senet154	585.53	1748.836	1024	224	20.77	38.69	115.09
731	seresnextaa101d_32x8d	585.08	1750.175	1024	288	28.51	56.44	93.59
732	gluon_senet154	584.86	1750.843	1024	224	20.77	38.69	115.09
733	convmixer_768_32	581.95	1759.577	1024	224	19.55	25.95	21.11
734	seresnet269d	574.5	1782.4	1024	256	26.59	53.6	113.67
735	nf_regnet_b5	565.36	905.602	512	456	11.7	61.95	49.74
736	mixer_l16_224	553.66	1849.49	1024	224	44.6	41.69	208.2
737	resnet200d	545.14	1878.401	1024	320	31.25	67.33	64.69
738	nfnet_f1	544.28	1881.353	1024	320	35.97	46.77	132.63
739	vit_large_patch32_384	543.45	1884.237	1024	384	45.31	43.86	306.63
740	efficientnetv2_rw_m	543.37	1884.512	1024	416	21.49	79.62	53.24
741	vit_medium_patch16_gap_384	539.24	949.475	512	384	26.08	67.54	39.03
742	efficientnet_b5	533.21	960.212	512	448	9.59	93.56	30.39
743	swinv2_base_window8_256	531.81	1925.495	1024	256	20.37	52.59	87.92
744	maxxvitv2_rmlp_base_rw_224	525.72	1947.791	1024	224	24.2	62.77	116.09
745	xcit_large_24_p16_224_dist	509.19	2011.039	1024	224	35.86	47.27	189.1
746	xcit_large_24_p16_224	509.15	2011.169	1024	224	35.86	47.27	189.1
747	swin_large_patch4_window7_224	504.4	1522.593	768	224	34.53	54.94	196.53
748	halonet_h1	503.39	508.543	256	256	3.0	51.17	8.1
749	volo_d3_224	502.58	2037.467	1024	224	20.78	60.09	86.33
750	swinv2_small_window16_256	488.97	1047.084	512	256	12.82	66.29	49.73
751	tresnet_xl	481.58	2126.301	1024	224	15.17	15.34	78.44
752	vit_small_patch8_224	479.11	1068.641	512	224	22.44	80.84	21.67
753	tf_efficientnet_b5	476.47	805.919	384	456	10.46	98.86	30.39
754	maxvit_rmlp_base_rw_224	472.06	2169.196	1024	224	23.15	92.64	116.14
755	resnetrs200	471.68	2170.964	1024	320	31.51	67.81	93.21
756	xcit_tiny_12_p8_384_dist	471.45	2172.002	1024	384	14.13	69.14	6.71
757	dm_nfnet_f1	461.24	2220.087	1024	320	35.97	46.77	132.63
758	tf_efficientnetv2_m	458.93	1673.426	768	480	24.76	89.84	54.14
759	xcit_small_24_p16_384_dist	457.16	2239.891	1024	384	26.72	68.58	47.67
760	coatnet_rmlp_3_rw_224	439.5	582.463	256	224	33.56	79.47	165.15
761	maxvit_base_tf_224	430.05	1190.542	512	224	24.04	95.01	119.47
762	swinv2_cr_large_224	423.86	1811.887	768	224	35.1	78.42	196.68
763	resnetv2_152x2_bit_teacher	423.36	2418.743	1024	224	46.95	45.11	236.34
764	swinv2_cr_tiny_384	423.1	907.565	384	384	15.34	161.01	28.33
765	coatnet_3_rw_224	421.95	606.701	256	224	33.44	73.83	181.81
766	resnetv2_101x1_bitm	419.35	610.453	256	448	31.65	64.93	44.54
767	coatnet_3_224	405.07	631.982	256	224	36.56	79.01	166.97
768	convnextv2_base	403.59	1268.593	512	288	25.43	47.53	88.72
769	eca_nfnet_l2	401.73	2548.946	1024	384	30.05	68.28	56.72
770	regnetz_d8_evos	394.39	1947.294	768	320	7.03	38.92	23.46
771	convmixer_1024_20_ks9_p14	393.5	2602.254	1024	224	5.55	5.51	24.38
772	eva_large_patch14_196	392.3	2610.234	1024	196	61.57	63.52	304.14
773	crossvit_15_dagger_408	390.72	655.182	256	408	21.45	95.05	28.5
774	vit_large_patch16_224	390.66	2621.182	1024	224	61.6	63.52	304.33
775	vit_base_patch16_18x2_224	384.38	2663.987	1024	224	52.51	71.38	256.73
776	deit3_large_patch16_224_in21ft1k	377.58	2711.976	1024	224	61.6	63.52	304.37
777	deit3_large_patch16_224	377.53	2712.348	1024	224	61.6	63.52	304.37
778	convnext_large	373.02	2058.836	768	288	56.87	71.29	197.77
779	beit_large_patch16_224	360.62	2839.572	1024	224	61.6	63.52	304.43
780	beitv2_large_patch16_224	360.58	2839.86	1024	224	61.6	63.52	304.43
781	swinv2_base_window12to16_192to256_22kft1k	360.56	1065.006	384	256	22.02	84.71	87.92
782	swinv2_base_window16_256	360.23	1065.959	384	256	22.02	84.71	87.92
783	regnety_160	353.5	2172.566	768	288	26.37	38.07	83.59
784	nasnetalarge	345.63	1111.004	384	331	23.89	90.56	88.75
785	maxvit_tiny_tf_384	344.01	744.157	256	384	17.53	123.42	30.98
786	xcit_small_24_p8_224	342.37	2990.915	1024	224	35.81	90.78	47.63
787	xcit_small_24_p8_224_dist	342.26	2991.817	1024	224	35.81	90.78	47.63
788	flexivit_large	335.35	3053.52	1024	240	70.99	75.39	304.36
789	maxxvitv2_rmlp_large_rw_224	332.33	3081.271	1024	224	44.14	87.15	215.42
790	vit_large_r50_s32_384	329.8	3104.921	1024	384	57.43	76.52	329.09
791	pnasnet5large	328.89	1167.534	384	331	25.04	92.89	86.06
792	tresnet_m_448	325.8	3143.01	1024	448	22.94	29.21	31.39
793	volo_d1_384	323.04	1584.906	512	384	22.75	108.55	26.78
794	volo_d4_224	318.96	3210.439	1024	224	44.34	80.22	192.96
795	xcit_medium_24_p16_384_dist	312.74	3274.268	1024	384	47.39	91.64	84.4
796	nfnet_f2	310.6	3296.869	1024	352	63.22	79.06	193.78
797	vit_base_patch16_384	307.09	1250.42	384	384	55.54	101.56	86.86
798	deit_base_patch16_384	306.8	1251.599	384	384	55.54	101.56	86.86
799	vit_base_patch16_clip_384	306.29	1253.685	384	384	55.54	101.56	86.86
800	deit_base_distilled_patch16_384	305.48	1257.017	384	384	55.65	101.82	87.63
801	ecaresnet269d	305.06	3356.684	1024	352	50.25	101.25	102.09
802	maxvit_large_tf_224	301.43	1273.908	384	224	43.68	127.35	211.79
803	deit3_base_patch16_384_in21ft1k	298.01	1288.526	384	384	55.54	101.56	86.88
804	deit3_base_patch16_384	297.88	1289.093	384	384	55.54	101.56	86.88
805	resnetrs270	296.97	3448.186	1024	352	51.13	105.48	129.86
806	regnetx_320	289.44	2653.413	768	224	31.81	36.3	107.81
807	efficientnet_b6	287.31	890.997	256	528	19.4	167.39	43.04
808	vit_large_patch14_224	286.23	3577.501	1024	224	81.08	88.79	304.2
809	vit_large_patch14_clip_224	285.99	3580.5	1024	224	81.08	88.79	304.2
810	crossvit_18_dagger_408	285.18	673.248	192	408	32.47	124.87	44.61
811	cait_xxs24_384	281.48	3637.936	1024	384	9.63	122.66	12.03
812	ig_resnext101_32x32d	275.12	1860.956	512	224	87.29	91.12	468.53
813	tf_efficientnet_b6	274.07	700.545	192	528	19.4	167.39	43.04
814	dm_nfnet_f2	264.79	2900.408	768	352	63.22	79.06	193.78
815	beit_base_patch16_384	261.27	1469.733	384	384	55.54	101.56	86.74
816	efficientnetv2_l	260.33	1966.694	512	480	56.4	157.99	118.52
817	swinv2_cr_small_384	259.75	985.56	256	384	29.7	298.03	49.7
818	tf_efficientnetv2_l	257.29	1989.923	512	480	56.4	157.99	118.52
819	resnest200e	254.36	1006.453	256	320	35.69	82.78	70.2
820	mvitv2_large	249.99	2048.061	512	224	43.87	112.02	217.99
821	xcit_tiny_24_p8_384_dist	248.25	4124.916	1024	384	27.05	132.95	12.11
822	convnext_xlarge	242.63	2110.182	512	288	100.8	95.05	350.2
823	resmlp_big_24_224_in22ft1k	241.9	4233.056	1024	224	100.23	87.31	129.14
824	resmlp_big_24_224	241.74	4235.988	1024	224	100.23	87.31	129.14
825	resmlp_big_24_distilled_224	241.44	4241.249	1024	224	100.23	87.31	129.14
826	convnextv2_large	239.52	1068.782	256	288	56.87	71.29	197.96
827	coatnet_4_224	238.62	1072.827	256	224	62.48	129.26	275.43
828	swin_base_patch4_window12_384	236.12	813.144	192	384	47.19	134.78	87.9
829	xcit_medium_24_p8_224_dist	233.5	3289.007	768	224	63.53	121.23	84.32
830	xcit_medium_24_p8_224	233.5	3289.104	768	224	63.53	121.23	84.32
831	eca_nfnet_l3	229.87	2227.284	512	448	52.55	118.4	72.04
832	vit_base_r50_s16_384	226.32	1696.687	384	384	67.43	135.03	98.95
833	maxvit_small_tf_384	224.01	857.105	192	384	35.87	183.65	69.02
834	xcit_small_12_p8_384_dist	221.54	1733.28	384	384	54.92	138.29	26.21
835	swinv2_large_window12to16_192to256_22kft1k	220.1	1163.101	256	256	47.81	121.53	196.74
836	volo_d5_224	210.88	4855.76	1024	224	72.4	118.11	295.46
837	vit_base_patch8_224	199.67	1282.079	256	224	78.22	161.69	86.58
838	cait_xs24_384	197.64	3885.811	768	384	19.28	183.98	26.67
839	resnetrs350	196.19	5219.377	1024	384	77.59	154.74	163.96
840	cait_xxs36_384	188.27	5439.03	1024	384	14.35	183.7	17.37
841	swinv2_cr_base_384	185.68	1378.725	256	384	50.57	333.68	87.88
842	coatnet_rmlp_2_rw_384	184.84	1038.746	192	384	47.69	209.43	73.88
843	swinv2_cr_huge_224	184.09	2085.934	384	224	115.97	121.08	657.83
844	convnext_xxlarge	183.68	2787.486	512	224	151.66	95.29	846.47
845	volo_d2_384	180.56	2126.753	384	384	46.17	184.51	58.87
846	xcit_large_24_p16_384_dist	176.39	5805.281	1024	384	105.35	137.17	189.1
847	regnety_640	174.81	4393.396	768	224	64.16	42.5	281.38
848	maxvit_xlarge_tf_224	171.63	1491.6	256	224	97.49	191.02	474.95
849	nfnet_f3	170.11	4514.791	768	416	115.58	141.78	254.92
850	densenet264d_iabn	167.13	6126.84	1024	224	13.47	14.0	72.74
851	efficientnet_b7	166.38	1153.975	192	600	38.33	289.94	66.35
852	maxvit_tiny_tf_512	163.72	781.809	128	512	33.49	257.59	31.05
853	efficientnetv2_xl	162.7	3146.865	512	512	93.85	247.32	208.12
854	tf_efficientnetv2_xl	161.32	3173.821	512	512	93.85	247.32	208.12
855	tf_efficientnet_b7	160.43	1196.798	192	600	38.33	289.94	66.35
856	resnetv2_152x2_bit_teacher_384	159.54	1604.579	256	384	136.16	132.56	236.34
857	tresnet_l_448	154.66	6620.743	1024	448	43.5	47.56	55.99
858	vit_huge_patch14_224	154.27	6637.58	1024	224	167.43	139.43	658.75
859	vit_huge_patch14_clip_224	154.17	6642.017	1024	224	167.4	139.41	632.05
860	maxxvitv2_rmlp_base_rw_384	153.9	1663.429	256	384	72.98	213.74	116.09
861	cait_s24_384	152.41	3359.254	512	384	32.17	245.31	47.06
862	deit3_huge_patch14_224_in21ft1k	150.05	6824.53	1024	224	167.4	139.41	632.13
863	deit3_huge_patch14_224	149.59	6845.356	1024	224	167.4	139.41	632.13
864	dm_nfnet_f3	145.48	3519.403	512	416	115.58	141.78	254.92
865	resnetrs420	142.37	5394.528	768	416	108.45	213.79	191.89
866	swin_large_patch4_window12_384	138.37	925.016	128	384	104.08	202.16	196.74
867	resnetv2_50x3_bitm	133.5	1438.189	192	448	145.7	133.37	217.32
868	maxvit_rmlp_base_rw_384	131.6	1945.285	256	384	70.97	318.95	116.14
869	xcit_large_24_p8_224_dist	131.32	3898.808	512	224	141.23	181.56	188.93
870	xcit_large_24_p8_224	131.27	3900.391	512	224	141.23	181.56	188.93
871	coatnet_5_224	130.48	1471.508	192	224	145.49	194.24	687.47
872	maxvit_base_tf_384	122.48	1567.652	192	384	73.8	332.9	119.65
873	resnest269e	119.17	2148.198	256	416	77.69	171.98	110.93
874	resnetv2_152x2_bitm	117.29	2182.534	256	448	184.99	180.43	236.34
875	xcit_small_24_p8_384_dist	116.59	3293.649	384	384	105.24	265.91	47.63
876	tresnet_xl_448	115.63	8855.938	1024	448	60.65	61.31	78.44
877	swinv2_cr_large_384	113.43	1128.479	128	384	108.95	404.96	196.68
878	maxvit_small_tf_512	106.82	1198.298	128	512	67.26	383.77	69.13
879	efficientnet_b8	106.21	1205.18	128	672	63.48	442.89	87.41
880	tf_efficientnet_b8	102.86	1244.358	128	672	63.48	442.89	87.41
881	eva_large_patch14_336	102.71	2492.371	256	336	191.1	270.24	304.53
882	vit_large_patch14_clip_336	102.52	2496.99	256	336	191.11	270.24	304.53
883	vit_large_patch16_384	102.5	2497.593	256	384	191.21	270.24	304.72
884	cait_s36_384	101.88	5025.316	512	384	47.99	367.4	68.37
885	eva_giant_patch14_224	101.84	10055.112	1024	224	267.18	192.64	1012.56
886	vit_giant_patch14_224	100.71	7625.752	768	224	267.18	192.64	1012.61
887	vit_giant_patch14_clip_224	100.43	7646.856	768	224	267.18	192.64	1012.65
888	deit3_large_patch16_384_in21ft1k	99.81	2564.809	256	384	191.21	270.24	304.76
889	deit3_large_patch16_384	99.8	2564.994	256	384	191.21	270.24	304.76
890	swinv2_base_window12to24_192to384_22kft1k	96.12	665.832	64	384	55.25	280.36	87.92
891	nfnet_f4	89.33	5731.574	512	512	216.26	262.26	316.07
892	beit_large_patch16_384	88.56	2890.58	256	384	191.21	270.24	305.0
893	maxvit_large_tf_384	86.44	1480.84	128	384	132.55	445.84	212.03
894	regnety_1280	82.49	4654.845	384	224	127.66	71.58	644.81
895	xcit_medium_24_p8_384_dist	79.96	3201.705	256	384	186.67	354.73	84.32
896	resnetv2_101x3_bitm	79.41	2417.67	192	448	280.33	194.78	387.93
897	volo_d3_448	77.64	2473.021	192	448	96.33	446.83	86.63
898	dm_nfnet_f4	77.54	4952.036	384	512	216.26	262.26	316.07
899	nfnet_f5	67.46	5691.915	384	544	290.97	349.71	377.21
900	tf_efficientnet_l2	63.66	1507.989	96	475	172.11	609.89	480.31
901	swinv2_large_window12to24_192to384_22kft1k	60.94	787.651	48	384	116.15	407.83	196.74
902	vit_gigantic_patch14_224	60.18	8507.121	512	224	483.95	275.37	1844.44
903	vit_gigantic_patch14_clip_224	60.11	8517.85	512	224	483.96	275.37	1844.91
904	volo_d4_448	57.87	3317.675	192	448	197.13	527.35	193.41
905	maxvit_base_tf_512	57.86	2212.256	128	512	138.02	703.99	119.88
906	dm_nfnet_f5	57.78	6645.368	384	544	290.97	349.71	377.21
907	vit_huge_patch14_clip_336	57.4	4460.085	256	336	390.97	407.54	632.46
908	ig_resnext101_32x48d	56.43	6804.709	384	224	153.57	131.06	828.41
909	convnextv2_huge	56.31	1704.92	96	384	337.96	232.35	660.29
910	convmixer_1536_20	55.47	18461.426	1024	224	48.68	33.03	51.63
911	swinv2_cr_giant_224	52.39	3665.046	192	224	483.85	309.15	2598.76
912	nfnet_f6	51.81	7411.574	384	576	378.69	452.2	438.36
913	maxvit_xlarge_tf_384	50.76	1891.335	96	384	292.78	668.76	475.32
914	swinv2_cr_huge_384	49.01	1305.73	64	384	352.04	583.18	657.94
915	regnety_2560	47.69	8051.463	384	224	257.07	87.48	826.14
916	xcit_large_24_p8_384_dist	44.91	4275.004	192	384	415.0	531.82	188.93
917	dm_nfnet_f6	44.62	5737.462	256	576	378.69	452.2	438.36
918	nfnet_f7	41.13	6224.782	256	608	480.39	570.85	499.5
919	maxvit_large_tf_512	41.04	1559.597	64	512	244.75	942.15	212.33
920	eva_giant_patch14_336	39.89	6418.269	256	336	620.64	550.67	1013.01
921	volo_d5_448	39.88	3209.812	128	448	315.06	737.92	295.91
922	beit_large_patch16_512	35.33	2716.953	96	512	362.24	656.39	305.67
923	cait_m36_384	32.89	7783.487	256	384	173.11	734.81	271.22
924	resnetv2_152x4_bitm	30.46	3151.929	96	480	844.84	414.26	936.53
925	volo_d5_512	27.89	4590.0	128	512	425.09	1105.37	296.09
926	maxvit_xlarge_tf_512	24.38	1968.424	48	512	534.14	1413.22	475.77
927	efficientnet_l2	23.13	1383.428	32	800	479.12	1707.39	480.31
928	swinv2_cr_giant_384	15.06	2124.735	32	384	1450.71	1394.86	2598.76
929	cait_m48_448	13.86	9235.876	128	448	329.41	1708.23	356.46
930	eva_giant_patch14_560	10.52	3043.009	32	560	1906.76	2577.17	1014.45