pytorch-image-models/results/benchmark-infer-fp32-nchw-pt240-cpu-i7_12700h-dynamo.csv

1	model	infer_img_size	infer_samples_per_sec	infer_step_time	infer_batch_size	param_count	infer_gmacs	infer_macts
2	test_byobnet	160	930.48	1.062	1	0.46	0.03	0.43
3	test_vit	160	752.11	1.315	1	0.37	0.04	0.48
4	test_efficientnet	160	647.07	1.53	1	0.36	0.06	0.55
5	mobilenetv3_small_075	224	393.5	2.524	1	2.04	0.05	1.3
6	mobilenetv3_small_050	224	384.04	2.586	1	1.59	0.03	0.92
7	tf_mobilenetv3_small_minimal_100	224	379.32	2.616	1	2.04	0.06	1.41
8	lcnet_035	224	378.45	2.618	1	1.64	0.03	1.04
9	tinynet_e	106	376.63	2.636	1	2.04	0.03	0.69
10	mobilenetv3_small_100	224	374.07	2.654	1	2.54	0.06	1.42
11	lcnet_075	224	373.7	2.656	1	2.36	0.1	1.99
12	lcnet_050	224	364.66	2.725	1	1.88	0.05	1.26
13	mobilenetv2_035	224	323.01	3.076	1	1.68	0.07	2.86
14	tf_mobilenetv3_small_100	224	322.73	3.079	1	2.54	0.06	1.42
15	tf_mobilenetv3_small_075	224	298.55	3.327	1	2.04	0.05	1.3
16	lcnet_100	224	291.87	3.406	1	2.95	0.16	2.52
17	mnasnet_small	224	265.95	3.739	1	2.03	0.07	2.16
18	mnasnet_050	224	252.54	3.939	1	2.22	0.11	3.07
19	mobilenetv4_conv_small	224	248.97	3.996	1	3.77	0.19	1.97
20	regnetx_002	224	237.37	4.191	1	2.68	0.2	2.16
21	tinynet_d	152	232.83	4.272	1	2.34	0.05	1.42
22	semnasnet_050	224	224.05	4.443	1	2.08	0.11	3.44
23	mobilenetv2_050	224	221.33	4.499	1	1.97	0.1	3.64
24	efficientvit_b0	224	210.09	4.735	1	3.41	0.1	2.87
25	regnety_002	224	209.64	4.749	1	3.16	0.2	2.17
26	mobilenetv4_conv_small	256	199.91	4.979	1	3.77	0.25	2.57
27	mobilenetv2_075	224	196.78	5.061	1	2.64	0.22	5.86
28	lcnet_150	224	194.96	5.108	1	4.5	0.34	3.79
29	ghostnet_050	224	185.37	5.373	1	2.59	0.05	1.77
30	efficientvit_m0	224	184.92	5.39	1	2.35	0.08	0.91
31	repghostnet_050	224	182.79	5.45	1	2.31	0.05	2.02
32	repghostnet_058	224	180.93	5.504	1	2.55	0.07	2.59
33	tinynet_c	184	177.3	5.621	1	2.46	0.11	2.87
34	levit_128s	224	173.25	5.748	1	7.78	0.31	1.88
35	mobilenetv3_large_075	224	172.84	5.763	1	3.99	0.16	4.0
36	mnasnet_075	224	169.28	5.884	1	3.17	0.23	4.77
37	hardcorenas_a	224	159.47	6.247	1	5.26	0.23	4.38
38	resnet10t	176	158.58	6.28	1	5.44	0.7	1.51
39	efficientvit_m2	224	156.16	6.382	1	4.19	0.2	1.47
40	mobilenetv1_100	224	155.99	6.388	1	4.23	0.58	5.04
41	hgnetv2_b0	224	154.02	6.468	1	6.0	0.33	2.12
42	semnasnet_075	224	153.91	6.473	1	2.91	0.23	5.54
43	ese_vovnet19b_slim_dw	224	153.26	6.504	1	1.9	0.4	5.28
44	levit_conv_128s	224	151.31	6.583	1	7.78	0.31	1.88
45	mobilenetv2_100	224	151.16	6.591	1	3.5	0.31	6.68
46	repghostnet_080	224	150.68	6.615	1	3.28	0.1	3.22
47	efficientvit_m1	224	149.13	6.685	1	2.98	0.17	1.33
48	mobilenetv3_rw	224	148.89	6.692	1	5.48	0.23	4.41
49	semnasnet_100	224	147.79	6.744	1	3.89	0.32	6.23
50	mnasnet_100	224	147.07	6.774	1	4.38	0.33	5.46
51	edgenext_xx_small	288	145.77	6.838	1	1.33	0.33	4.21
52	edgenext_xx_small	256	142.76	6.983	1	1.33	0.26	3.33
53	mobilenetv3_large_100	256	141.04	7.067	1	5.48	0.29	5.75
54	hardcorenas_b	224	139.46	7.146	1	5.18	0.26	5.09
55	mobilenetv1_100h	224	137.02	7.269	1	5.28	0.63	5.09
56	repghostnet_100	224	136.7	7.291	1	4.07	0.15	3.98
57	tf_mobilenetv3_large_minimal_100	224	135.13	7.374	1	3.92	0.22	4.4
58	mobilenetv3_large_100	224	135.11	7.377	1	5.48	0.23	4.41
59	tf_mobilenetv3_large_075	224	133.04	7.493	1	3.99	0.16	4.0
60	levit_128	224	128.82	7.736	1	9.21	0.41	2.71
61	tinynet_b	188	128.04	7.786	1	3.73	0.21	4.44
62	regnetx_004	224	128.0	7.786	1	5.16	0.4	3.14
63	hardcorenas_c	224	126.13	7.902	1	5.52	0.28	5.01
64	efficientnet_lite0	224	124.77	7.99	1	4.65	0.4	6.74
65	regnetx_006	224	124.69	7.995	1	6.2	0.61	3.98
66	regnetx_004_tv	224	123.65	8.061	1	5.5	0.42	3.17
67	spnasnet_100	224	121.97	8.171	1	4.42	0.35	6.03
68	mobilenet_edgetpu_v2_xs	224	119.74	8.329	1	4.46	0.7	4.8
69	tf_mobilenetv3_large_100	224	118.57	8.408	1	5.48	0.23	4.41
70	hardcorenas_d	224	117.16	8.511	1	7.5	0.3	4.93
71	mobilenetv1_125	224	116.05	8.591	1	6.27	0.89	6.3
72	fbnetc_100	224	115.63	8.626	1	5.57	0.4	6.51
73	hardcorenas_f	224	115.25	8.654	1	8.2	0.35	5.57
74	mobilenetv2_110d	224	114.18	8.735	1	4.52	0.45	8.71
75	levit_conv_128	224	113.39	8.793	1	9.21	0.41	2.71
76	dla46_c	224	113.23	8.806	1	1.3	0.58	4.5
77	regnety_004	224	111.71	8.931	1	4.34	0.41	3.89
78	vit_tiny_r_s16_p8_224	224	110.52	9.023	1	6.34	0.44	2.06
79	mobilevitv2_050	256	110.49	9.03	1	1.37	0.48	8.04
80	mobilenetv2_140	224	109.44	9.115	1	6.11	0.6	9.57
81	repghostnet_111	224	109.01	9.149	1	4.54	0.18	4.38
82	mobilenetv1_100	256	108.9	9.161	1	4.23	0.76	6.59
83	dla46x_c	224	108.69	9.178	1	1.07	0.54	5.66
84	efficientvit_m4	224	108.18	9.222	1	8.8	0.3	1.7
85	hardcorenas_e	224	108.15	9.221	1	8.07	0.35	5.65
86	convnext_atto	224	107.95	9.243	1	3.7	0.55	3.81
87	cs3darknet_s	256	107.58	9.272	1	3.28	0.72	2.97
88	efficientvit_m3	224	107.18	9.305	1	6.9	0.27	1.62
89	edgenext_x_small	256	107.01	9.325	1	2.34	0.54	5.93
90	regnety_006	224	105.83	9.425	1	6.06	0.61	4.33
91	gernet_s	224	104.32	9.558	1	8.17	0.75	2.65
92	mnasnet_140	224	103.97	9.594	1	7.12	0.6	7.71
93	resnet18	160	103.24	9.66	1	11.69	0.93	1.27
94	mobilenetv1_100h	256	103.01	9.684	1	5.28	0.82	6.65
95	tf_efficientnetv2_b0	192	102.23	9.758	1	7.14	0.54	3.51
96	hgnetv2_b1	224	101.5	9.823	1	6.34	0.49	2.73
97	ghostnet_100	224	101.36	9.84	1	5.18	0.15	3.55
98	resnet10t	224	101.08	9.869	1	5.44	1.1	2.43
99	levit_conv_192	224	100.88	9.888	1	10.95	0.66	3.2
100	levit_192	224	100.87	9.887	1	10.95	0.66	3.2
101	ghostnet_130	224	100.75	9.898	1	7.36	0.24	4.6
102	regnetx_008	224	100.17	9.958	1	7.26	0.81	5.15
103	cs3darknet_focus_s	256	99.25	10.051	1	3.27	0.69	2.7
104	tinynet_a	192	99.06	10.071	1	6.19	0.35	5.41
105	repghostnet_130	224	99.05	10.068	1	5.48	0.25	5.24
106	pit_ti_distilled_224	224	98.66	10.111	1	5.1	0.71	6.23
107	rexnetr_100	224	98.26	10.151	1	4.88	0.43	7.72
108	tf_efficientnet_lite0	224	97.3	10.249	1	4.65	0.4	6.74
109	pit_ti_224	224	97.19	10.264	1	4.85	0.7	6.19
110	regnety_008	224	97.13	10.269	1	6.26	0.81	5.25
111	convnext_atto_ols	224	96.79	10.31	1	3.7	0.58	4.11
112	hgnetv2_b0	288	96.75	10.308	1	6.0	0.54	3.51
113	mobilenet_edgetpu_100	224	95.97	10.397	1	4.09	1.0	5.75
114	regnety_008_tv	224	94.42	10.567	1	6.43	0.84	5.42
115	repghostnet_150	224	93.96	10.617	1	6.58	0.32	6.0
116	efficientnet_lite1	240	93.82	10.637	1	5.42	0.62	10.14
117	efficientnet_b0	224	93.58	10.662	1	5.29	0.4	6.75
118	efficientvit_b1	224	91.69	10.879	1	9.1	0.53	7.25
119	semnasnet_140	224	91.48	10.907	1	6.11	0.6	8.87
120	rexnet_100	224	91.29	10.929	1	4.8	0.41	7.44
121	mobilevit_xxs	256	90.65	11.011	1	1.27	0.42	8.34
122	edgenext_x_small	288	90.43	11.036	1	2.34	0.68	7.5
123	convnext_femto_ols	224	89.2	11.187	1	5.23	0.82	4.87
124	mobilenetv1_125	256	88.85	11.231	1	6.27	1.16	8.23
125	mixer_s32_224	224	88.28	11.299	1	19.1	1.0	2.28
126	xcit_nano_12_p16_224	224	87.78	11.371	1	3.05	0.56	4.17
127	ese_vovnet19b_slim	224	87.17	11.445	1	3.17	1.69	3.52
128	efficientformerv2_s0	224	86.81	11.497	1	3.6	0.41	5.3
129	convnextv2_atto	224	86.78	11.501	1	3.71	0.55	3.81
130	mobilenet_edgetpu_v2_s	224	85.54	11.666	1	5.99	1.21	6.6
131	mobilenetv4_conv_medium	224	84.5	11.808	1	9.72	0.84	5.8
132	dla60x_c	224	84.24	11.846	1	1.32	0.59	6.01
133	tf_efficientnetv2_b1	192	83.74	11.917	1	8.14	0.76	4.59
134	efficientnet_b0	256	82.19	12.142	1	5.29	0.52	8.81
135	resnet14t	176	81.88	12.186	1	10.08	1.07	3.61
136	hgnetv2_b1	288	81.46	12.251	1	6.34	0.82	4.51
137	mobileone_s1	224	81.13	12.302	1	4.83	0.86	9.67
138	efficientvit_b1	256	80.92	12.336	1	9.1	0.69	9.46
139	mobilenetv2_120d	224	80.63	12.378	1	5.83	0.69	11.97
140	ese_vovnet19b_dw	224	80.55	12.39	1	6.54	1.34	8.25
141	fbnetv3_b	224	80.54	12.391	1	8.6	0.42	6.97
142	repghostnet_200	224	80.43	12.406	1	9.8	0.54	7.96
143	deit_tiny_distilled_patch16_224	224	80.18	12.448	1	5.91	1.27	6.01
144	mobilenetv4_hybrid_medium_075	224	80.03	12.47	1	7.31	0.66	5.65
145	tf_efficientnetv2_b0	224	79.79	12.509	1	7.14	0.73	4.77
146	nf_regnet_b0	192	79.28	12.59	1	8.76	0.37	3.15
147	levit_256	224	77.98	12.799	1	18.89	1.13	4.23
148	ghostnetv2_100	224	77.73	12.839	1	6.16	0.18	4.55
149	vit_small_patch32_224	224	77.57	12.865	1	22.88	1.15	2.5
150	vit_tiny_patch16_224	224	77.57	12.868	1	5.72	1.26	5.97
151	deit_tiny_patch16_224	224	77.2	12.931	1	5.72	1.26	5.97
152	efficientnet_b1_pruned	240	77.19	12.932	1	6.33	0.4	6.21
153	tf_efficientnet_b0	224	77.17	12.933	1	5.29	0.4	6.75
154	convnext_femto	224	77.08	12.948	1	5.22	0.79	4.57
155	fbnetv3_b	256	77.03	12.958	1	8.6	0.55	9.1
156	fbnetv3_d	224	76.95	12.97	1	10.31	0.52	8.5
157	rexnetr_130	224	76.89	12.979	1	7.61	0.68	9.81
158	convnext_atto_ols	288	75.39	13.242	1	3.7	0.96	6.8
159	tf_efficientnet_lite1	240	74.97	13.315	1	5.42	0.62	10.14
160	efficientnet_cc_b0_4e	224	74.51	13.396	1	13.31	0.41	9.42
161	efficientvit_b1	288	73.91	13.508	1	9.1	0.87	11.96
162	efficientnet_lite2	260	73.69	13.546	1	6.09	0.89	12.9
163	efficientvit_m5	224	72.44	13.781	1	12.47	0.53	2.41
164	efficientnet_b0_gn	224	72.25	13.817	1	5.29	0.42	6.75
165	hgnetv2_b2	224	72.08	13.849	1	11.22	1.15	4.12
166	mobilenetv4_conv_medium	256	71.94	13.876	1	9.72	1.1	7.58
167	convnextv2_femto	224	71.93	13.879	1	5.23	0.79	4.57
168	efficientnet_b0_g16_evos	224	71.28	14.004	1	8.11	1.01	7.42
169	rexnet_130	224	71.2	14.022	1	7.56	0.68	9.71
170	gmlp_ti16_224	224	70.31	14.2	1	5.87	1.34	7.55
171	efficientnet_blur_b0	224	68.95	14.477	1	5.29	0.43	8.72
172	fbnetv3_d	256	68.8	14.512	1	10.31	0.68	11.1
173	mobilevitv2_075	256	68.69	14.534	1	2.87	1.05	12.06
174	tf_mixnet_s	224	68.57	14.56	1	4.13	0.25	6.25
175	pit_xs_224	224	68.23	14.63	1	10.62	1.4	7.71
176	levit_conv_256	224	67.71	14.745	1	18.89	1.13	4.23
177	edgenext_small	256	67.66	14.754	1	5.59	1.26	9.07
178	ghostnetv2_130	224	67.59	14.768	1	8.96	0.28	5.9
179	visformer_tiny	224	67.48	14.795	1	10.32	1.27	5.72
180	rexnetr_150	224	67.41	14.81	1	9.78	0.89	11.13
181	repvit_m1	224	67.3	14.835	1	5.49	0.83	7.45
182	pit_xs_distilled_224	224	66.69	14.963	1	11.0	1.41	7.76
183	efficientnet_es_pruned	224	66.45	15.026	1	5.44	1.81	8.73
184	tf_efficientnet_es	224	66.43	15.029	1	5.44	1.81	8.73
185	efficientnet_cc_b0_8e	224	66.29	15.061	1	24.01	0.42	9.42
186	convnext_atto	288	66.24	15.073	1	3.7	0.91	6.3
187	efficientnet_b0_g8_gn	224	66.06	15.111	1	6.56	0.66	6.75
188	efficientnet_es	224	65.44	15.255	1	5.44	1.81	8.73
189	mobilenet_edgetpu_v2_m	224	65.39	15.267	1	8.46	1.85	8.15
190	vit_tiny_r_s16_p8_384	384	65.32	15.284	1	6.36	1.34	6.49
191	repvit_m0_9	224	64.74	15.423	1	5.49	0.83	7.45
192	tf_efficientnet_cc_b0_4e	224	64.52	15.451	1	13.31	0.41	9.42
193	regnetz_005	224	64.47	15.487	1	7.12	0.52	5.86
194	fastvit_t8	256	64.37	15.515	1	4.03	0.7	8.63
195	seresnet18	224	64.3	15.526	1	11.78	1.82	2.49
196	rexnet_150	224	64.23	15.544	1	9.73	0.9	11.21
197	tf_efficientnetv2_b2	208	64.06	15.584	1	10.1	1.06	6.0
198	mobilenetv3_large_150d	256	63.96	15.61	1	14.62	1.03	12.35
199	pvt_v2_b0	224	63.86	15.634	1	3.67	0.57	7.99
200	regnetx_016	224	63.8	15.648	1	9.19	1.62	7.93
201	efficientnet_b1	224	63.79	15.651	1	7.79	0.59	9.36
202	mixnet_s	224	63.75	15.663	1	4.13	0.25	6.25
203	efficientformerv2_s1	224	63.46	15.736	1	6.19	0.67	7.66
204	mobileone_s2	224	63.39	15.751	1	7.88	1.34	11.55
205	mobilenetv4_hybrid_medium	224	62.29	16.028	1	11.07	0.98	6.84
206	resnet18	224	62.22	16.046	1	11.69	1.82	2.48
207	resnet14t	224	62.13	16.072	1	10.08	1.69	5.8
208	vit_xsmall_patch16_clip_224	224	62.07	16.087	1	8.28	1.79	6.65
209	repvgg_a0	224	62.04	16.092	1	9.11	1.52	3.59
210	tf_efficientnet_cc_b0_8e	224	61.37	16.269	1	24.01	0.42	9.42
211	nf_regnet_b0	256	61.3	16.286	1	8.76	0.64	5.58
212	efficientformer_l1	224	61.29	16.291	1	12.29	1.3	5.53
213	repvit_m1_0	224	60.89	16.399	1	7.3	1.13	8.69
214	legacy_seresnet18	224	60.78	16.425	1	11.78	1.82	2.49
215	convnextv2_atto	288	60.59	16.476	1	3.71	0.91	6.3
216	poolformerv2_s12	224	60.47	16.512	1	11.89	1.83	5.53
217	tf_efficientnet_lite2	260	59.99	16.647	1	6.09	0.89	12.9
218	resnet34	160	59.58	16.758	1	21.8	1.87	1.91
219	efficientnet_b1	240	59.08	16.902	1	7.79	0.71	10.88
220	eva02_tiny_patch14_224	224	58.77	16.992	1	5.5	1.7	9.14
221	xcit_tiny_12_p16_224	224	58.69	17.015	1	6.72	1.24	6.29
222	convnext_pico	224	58.47	17.082	1	9.05	1.37	6.1
223	convnext_femto_ols	288	58.37	17.107	1	5.23	1.35	8.06
224	skresnet18	224	57.26	17.438	1	11.96	1.82	3.24
225	resnetblur18	224	56.99	17.521	1	11.69	2.34	3.39
226	repvit_m2	224	56.93	17.54	1	8.8	1.36	9.43
227	convnext_femto	288	56.87	17.561	1	5.22	1.3	7.56
228	edgenext_small_rw	256	56.39	17.709	1	7.83	1.58	9.51
229	mobilenetv4_conv_blur_medium	224	56.36	17.718	1	9.72	1.22	8.58
230	levit_256d	224	56.23	17.762	1	26.21	1.4	4.93
231	repvit_m1_1	224	56.14	17.789	1	8.8	1.36	9.43
232	efficientnet_b2_pruned	260	56.09	17.802	1	8.31	0.73	9.13
233	resnet18d	224	55.94	17.85	1	11.71	2.06	3.29
234	mobilenetv4_conv_medium	320	55.63	17.951	1	9.72	1.71	11.84
235	ese_vovnet19b_dw	288	55.61	17.955	1	6.54	2.22	13.63
236	tf_efficientnetv2_b1	240	55.54	17.979	1	8.14	1.21	7.34
237	mobilenetv4_hybrid_medium	256	55.47	18.002	1	11.07	1.29	9.01
238	crossvit_tiny_240	240	55.35	18.041	1	7.01	1.57	9.08
239	hgnetv2_b2	288	55.22	18.084	1	11.22	1.89	6.8
240	poolformer_s12	224	55.05	18.138	1	11.92	1.82	5.53
241	mobilenetv4_conv_aa_medium	256	54.57	18.299	1	9.72	1.58	10.3
242	convnext_pico_ols	224	54.47	18.335	1	9.06	1.43	6.5
243	tf_efficientnet_b1	240	54.39	18.361	1	7.79	0.71	10.88
244	efficientnet_b1	256	53.72	18.59	1	7.79	0.77	12.22
245	mobilevit_xs	256	53.72	18.59	1	2.32	1.05	16.33
246	xcit_nano_12_p16_384	384	53.61	18.629	1	3.05	1.64	12.15
247	ghostnetv2_160	224	53.14	18.791	1	12.39	0.42	7.23
248	resnet26	224	52.94	18.865	1	16.0	2.36	7.35
249	hgnetv2_b3	224	52.84	18.9	1	16.29	1.78	5.07
250	crossvit_9_240	240	52.78	18.922	1	8.55	1.85	9.52
251	levit_conv_256d	224	52.46	19.035	1	26.21	1.4	4.93
252	cs3darknet_m	256	51.91	19.236	1	9.31	2.08	5.28
253	cs3darknet_focus_m	256	51.44	19.417	1	9.3	1.98	4.89
254	mixnet_m	224	51.43	19.421	1	5.01	0.36	8.19
255	regnetz_b16	224	51.32	19.464	1	9.72	1.45	9.95
256	crossvit_9_dagger_240	240	51.29	19.474	1	8.78	1.99	9.97
257	dpn48b	224	51.25	19.489	1	9.13	1.69	8.92
258	mobilenet_edgetpu_v2_m	256	51.21	19.504	1	8.46	2.42	10.65
259	regnety_016	224	51.17	19.52	1	11.2	1.63	8.04
260	convnextv2_pico	224	50.82	19.657	1	9.07	1.37	6.1
261	efficientnet_b2	256	50.61	19.735	1	9.11	0.89	12.81
262	mobilenetv3_large_150d	320	50.08	19.941	1	14.62	1.61	19.29
263	nf_regnet_b1	256	49.7	20.096	1	10.22	0.82	7.27
264	legacy_seresnext26_32x4d	224	49.5	20.177	1	16.79	2.49	9.39
265	mobilenetv4_conv_blur_medium	256	49.26	20.275	1	9.72	1.59	11.2
266	mobileone_s3	224	49.26	20.277	1	10.17	1.94	13.85
267	mobileone_s0	224	49.2	20.304	1	5.29	1.09	15.48
268	tf_mixnet_m	224	49.19	20.305	1	5.01	0.36	8.19
269	vit_medium_patch32_clip_224	224	49.16	20.313	1	39.69	2.0	3.34
270	convnextv2_femto	288	48.87	20.44	1	5.23	1.3	7.56
271	mobilevitv2_100	256	48.56	20.567	1	4.9	1.84	16.08
272	repvgg_a1	224	48.34	20.655	1	14.09	2.64	4.74
273	gmixer_12_224	224	48.05	20.786	1	12.7	2.67	7.26
274	regnetz_005	288	47.79	20.902	1	7.12	0.86	9.68
275	edgenext_small	320	47.75	20.917	1	5.59	1.97	14.16
276	efficientnet_lite3	300	47.75	20.918	1	8.2	1.65	21.85
277	efficientnet_b1	288	47.52	21.022	1	7.79	0.97	15.46
278	tiny_vit_5m_224	224	47.52	21.012	1	12.08	1.28	11.25
279	regnetz_b16_evos	224	47.13	21.193	1	9.74	1.43	9.95
280	ecaresnext50t_32x4d	224	46.88	21.304	1	15.41	2.7	10.09
281	resnext50_32x4d	160	46.79	21.347	1	25.03	2.17	7.35
282	coat_lite_tiny	224	46.76	21.36	1	5.72	1.6	11.65
283	mobilenet_edgetpu_v2_l	224	46.43	21.512	1	10.92	2.55	9.05
284	tf_efficientnetv2_b2	260	46.31	21.567	1	10.1	1.72	9.84
285	cs3darknet_focus_m	288	46.19	21.624	1	9.3	2.51	6.19
286	fbnetv3_g	240	46.17	21.632	1	16.62	1.28	14.87
287	xcit_nano_12_p8_224	224	45.93	21.749	1	3.05	2.16	15.71
288	ecaresnext26t_32x4d	224	45.83	21.795	1	15.41	2.7	10.09
289	efficientnet_b3_pruned	300	45.83	21.793	1	9.86	1.04	11.86
290	seresnext26t_32x4d	224	45.82	21.799	1	16.81	2.7	10.09
291	resnest14d	224	45.77	21.821	1	10.61	2.76	7.33
292	dla34	224	45.69	21.857	1	15.74	3.07	5.02
293	rexnet_200	224	45.02	22.186	1	16.37	1.56	14.91
294	resnet18	288	44.98	22.209	1	11.69	3.01	4.11
295	seresnext26d_32x4d	224	44.67	22.357	1	16.81	2.73	10.19
296	eca_resnext26ts	256	44.62	22.384	1	10.3	2.43	10.52
297	seresnext26ts	256	44.62	22.387	1	10.39	2.43	10.52
298	nf_regnet_b1	288	44.25	22.573	1	10.22	1.02	9.2
299	cs3darknet_m	288	44.05	22.676	1	9.31	2.63	6.69
300	resnext26ts	256	43.89	22.755	1	10.3	2.43	10.52
301	hrnet_w18_small	224	43.65	22.885	1	13.19	1.61	5.72
302	resnet50	160	43.63	22.892	1	25.56	2.1	5.67
303	gernet_m	224	43.54	22.945	1	21.14	3.02	5.24
304	resmlp_12_224	224	43.38	23.027	1	15.35	3.01	5.5
305	mobilenetv4_hybrid_medium	320	43.17	23.141	1	11.07	2.05	14.36
306	efficientvit_b2	224	43.16	23.139	1	24.33	1.6	14.62
307	resnext50_32x4d	176	42.92	23.271	1	25.03	2.71	8.97
308	efficientnet_b2	288	42.86	23.307	1	9.11	1.12	16.2
309	lambda_resnet26rpt_256	256	42.84	23.317	1	10.99	3.16	11.87
310	lambda_resnet26t	256	42.48	23.514	1	10.96	3.02	11.87
311	gcresnext26ts	256	42.38	23.57	1	10.48	2.43	10.53
312	levit_384	224	42.25	23.643	1	39.13	2.36	6.26
313	rexnetr_200	224	42.22	23.653	1	16.52	1.59	15.11
314	seresnet18	288	42.19	23.675	1	11.78	3.01	4.11
315	efficientnet_cc_b1_8e	240	42.18	23.68	1	39.72	0.75	15.44
316	coat_lite_mini	224	42.12	23.714	1	11.01	2.0	12.25
317	dpn68	224	42.01	23.778	1	12.61	2.35	10.47
318	tf_mixnet_l	224	41.91	23.833	1	7.33	0.58	10.84
319	efficientformerv2_s2	224	41.63	23.997	1	12.71	1.27	11.77
320	tf_efficientnet_b2	260	41.61	24.005	1	9.11	1.02	13.83
321	fastvit_t12	256	41.56	24.039	1	7.55	1.42	12.42
322	resnet26d	224	41.27	24.203	1	16.01	2.6	8.15
323	nf_regnet_b2	240	41.2	24.245	1	14.31	0.97	7.23
324	resnet50d	160	40.99	24.37	1	25.58	2.22	6.08
325	eca_botnext26ts_256	256	40.97	24.379	1	10.59	2.46	11.6
326	tf_efficientnet_em	240	40.71	24.537	1	6.9	3.04	14.34
327	resnet18d	288	40.62	24.592	1	11.71	3.41	5.43
328	tf_efficientnetv2_b3	240	40.22	24.835	1	14.36	1.93	9.95
329	efficientnetv2_rw_t	224	40.18	24.866	1	13.65	1.93	9.94
330	efficientnet_em	240	40.1	24.91	1	6.9	3.04	14.34
331	tf_efficientnet_cc_b1_8e	240	40.1	24.913	1	39.72	0.75	15.44
332	mixnet_l	224	39.9	25.04	1	7.33	0.58	10.84
333	seresnet50	160	39.88	25.05	1	28.09	2.1	5.69
334	resnet50	176	39.81	25.095	1	25.56	2.62	6.92
335	tf_efficientnet_lite3	300	39.76	25.126	1	8.2	1.65	21.85
336	repvgg_b0	224	39.75	25.127	1	15.82	3.41	6.15
337	botnet26t_256	256	39.7	25.167	1	12.49	3.32	11.98
338	eca_halonext26ts	256	39.59	25.233	1	10.76	2.44	11.46
339	levit_conv_384	224	39.52	25.276	1	39.13	2.36	6.26
340	mobilevit_s	256	39.42	25.343	1	5.58	2.03	19.94
341	hgnetv2_b3	288	39.28	25.432	1	16.29	2.94	8.38
342	resnet26t	256	39.22	25.471	1	16.01	3.35	10.52
343	dpn68b	224	39.08	25.566	1	12.61	2.35	10.47
344	regnetx_032	224	39.08	25.564	1	15.3	3.2	11.37
345	ecaresnet50t	160	39.07	25.569	1	25.57	2.21	6.04
346	haloregnetz_b	224	38.92	25.668	1	11.68	1.97	11.94
347	repvit_m3	224	38.91	25.671	1	10.68	1.89	13.94
348	halonet26t	256	38.81	25.741	1	12.48	3.19	11.69
349	ecaresnet50d_pruned	224	38.75	25.779	1	19.94	2.53	6.43
350	edgenext_small_rw	320	38.68	25.829	1	7.83	2.46	14.85
351	fbnetv3_g	288	38.42	26.003	1	16.62	1.77	21.09
352	hgnetv2_b4	224	38.42	26.001	1	19.8	2.75	6.7
353	coatnet_pico_rw_224	224	38.15	26.193	1	10.85	2.05	14.62
354	convit_tiny	224	38.05	26.261	1	5.71	1.26	7.94
355	efficientvit_b2	256	38.01	26.282	1	24.33	2.09	19.03
356	nf_regnet_b2	272	37.81	26.422	1	14.31	1.22	9.27
357	pit_s_224	224	37.65	26.533	1	23.46	2.88	11.56
358	seresnext26ts	288	37.55	26.602	1	10.39	3.07	13.32
359	resnext26ts	288	37.5	26.641	1	10.3	3.07	13.31
360	mobilevitv2_125	256	37.19	26.863	1	7.48	2.86	20.1
361	resnet34	224	37.02	26.985	1	21.8	3.67	3.74
362	vit_small_patch32_384	384	36.96	27.025	1	22.92	3.45	8.25
363	convnext_pico_ols	288	36.86	27.111	1	9.06	2.37	10.74
364	pit_s_distilled_224	224	36.78	27.158	1	24.04	2.9	11.64
365	tiny_vit_11m_224	224	36.53	27.347	1	20.35	2.04	13.49
366	resnetblur18	288	36.4	27.445	1	11.69	3.87	5.6
367	resnetrs50	160	36.37	27.467	1	35.69	2.29	6.2
368	regnetz_b16	288	36.11	27.668	1	9.72	2.39	16.43
369	darknet17	256	36.08	27.687	1	14.3	3.26	7.18
370	regnety_032	224	36.05	27.711	1	19.44	3.2	11.26
371	gc_efficientnetv2_rw_t	224	35.95	27.794	1	13.68	1.94	9.97
372	fastvit_s12	256	35.89	27.845	1	9.47	1.82	13.67
373	maxvit_pico_rw_256	256	35.82	27.894	1	7.46	1.83	22.3
374	ecaresnet26t	256	35.72	27.972	1	16.01	3.35	10.53
375	legacy_seresnet34	224	35.62	28.047	1	21.96	3.67	3.74
376	mixer_s16_224	224	35.4	28.223	1	18.53	3.79	5.97
377	dla60x	224	35.39	28.232	1	17.35	3.54	13.8
378	eca_resnext26ts	288	35.16	28.416	1	10.3	3.07	13.32
379	mobileone_s4	224	34.97	28.571	1	14.95	3.04	17.74
380	resnet34d	224	34.93	28.602	1	21.82	3.91	4.54
381	maxvit_rmlp_pico_rw_256	256	34.8	28.705	1	7.52	1.85	24.86
382	convnext_nano	224	34.79	28.717	1	15.59	2.46	8.37
383	seresnet34	224	34.75	28.749	1	21.96	3.67	3.74
384	regnetz_c16	256	34.57	28.903	1	13.46	2.51	16.57
385	resnest26d	224	34.46	28.994	1	17.07	3.64	9.97
386	vit_betwixt_patch32_clip_224	224	34.42	29.026	1	61.41	3.09	4.17
387	convnext_nano_ols	224	34.3	29.131	1	15.65	2.65	9.38
388	gcresnext26ts	288	34.18	29.228	1	10.48	3.07	13.33
389	convnextv2_nano	224	33.96	29.419	1	15.62	2.46	8.37
390	vit_wee_patch16_reg1_gap_256	256	33.86	29.51	1	13.42	3.83	13.9
391	repvit_m1_5	224	33.68	29.667	1	14.64	2.31	15.7
392	fastvit_sa12	256	33.64	29.7	1	11.58	1.96	14.03
393	regnetz_b16_evos	288	33.34	29.968	1	9.74	2.36	16.43
394	xcit_tiny_12_p16_384	384	33.27	30.033	1	6.72	3.64	18.26
395	poolformerv2_s24	224	33.25	30.052	1	21.34	3.42	10.68
396	hgnet_tiny	224	33.19	30.106	1	14.74	4.54	6.36
397	twins_svt_small	224	33.19	30.101	1	24.06	2.94	13.75
398	mobilenetv4_hybrid_large_075	256	33.17	30.117	1	22.75	2.06	11.64
399	xcit_tiny_24_p16_224	224	33.16	30.134	1	12.12	2.34	11.82
400	efficientnet_b3	288	33.12	30.163	1	12.23	1.63	21.49
401	resnet26	288	32.71	30.542	1	16.0	3.9	12.15
402	nf_regnet_b3	288	32.68	30.576	1	18.59	1.67	11.84
403	efficientvit_b2	288	32.57	30.68	1	24.33	2.64	24.03
404	gcvit_xxtiny	224	32.5	30.743	1	12.0	2.14	15.36
405	cait_xxs24_224	224	32.44	30.799	1	11.96	2.53	20.29
406	convnextv2_pico	288	32.09	31.137	1	9.07	2.27	10.08
407	skresnet34	224	31.94	31.278	1	22.28	3.67	5.13
408	coatnet_nano_cc_224	224	31.9	31.328	1	13.76	2.24	15.02
409	mobilenetv4_hybrid_medium	384	31.84	31.377	1	11.07	3.01	21.18
410	mixer_b32_224	224	31.83	31.392	1	60.29	3.24	6.29
411	hrnet_w18_small_v2	224	31.76	31.451	1	15.6	2.62	9.65
412	regnetz_c16_evos	256	31.48	31.744	1	13.49	2.48	16.57
413	nf_seresnet26	224	31.29	31.929	1	17.4	2.41	7.36
414	rexnetr_200	288	31.29	31.935	1	16.52	2.62	24.96
415	regnetx_040	224	31.24	31.982	1	22.12	3.99	12.2
416	coatnet_nano_rw_224	224	31.2	32.033	1	15.14	2.41	15.41
417	cspresnext50	256	31.19	32.036	1	20.57	4.05	15.86
418	dla60_res2next	224	31.19	32.04	1	17.03	3.49	13.17
419	nf_resnet26	224	31.16	32.071	1	16.0	2.41	7.35
420	coatnext_nano_rw_224	224	31.15	32.082	1	14.7	2.47	12.8
421	resnext50_32x4d	224	30.91	32.332	1	25.03	4.26	14.4
422	convnext_pico	288	30.83	32.41	1	9.05	2.27	10.08
423	vit_pwee_patch16_reg1_gap_256	256	30.75	32.497	1	15.25	4.37	15.87
424	regnety_040	224	30.56	32.694	1	20.65	4.0	12.29
425	mixnet_xl	224	30.5	32.766	1	11.9	0.93	14.57
426	resnet50	224	30.48	32.78	1	25.56	4.11	11.11
427	poolformer_s24	224	30.46	32.804	1	21.39	3.41	10.68
428	dla60	224	30.28	32.993	1	22.04	4.26	10.16
429	seresnext26t_32x4d	288	30.14	33.149	1	16.81	4.46	16.68
430	resnetaa34d	224	29.99	33.316	1	21.82	4.43	5.07
431	darknet21	256	29.98	33.327	1	20.86	3.93	7.47
432	gernet_l	256	29.97	33.343	1	31.08	4.57	8.0
433	tf_efficientnetv2_b3	300	29.89	33.434	1	14.36	3.04	15.74
434	resnet50t	224	29.81	33.516	1	25.57	4.32	11.82
435	resnet26d	288	29.49	33.889	1	16.01	4.29	13.48
436	nf_ecaresnet26	224	29.45	33.93	1	16.0	2.41	7.36
437	tf_efficientnet_b3	300	29.39	33.995	1	12.23	1.87	23.83
438	deit_small_patch16_224	224	29.36	34.032	1	22.05	4.61	11.95
439	resnext50d_32x4d	224	29.31	34.096	1	25.05	4.5	15.2
440	resnet50d	224	29.3	34.102	1	25.58	4.35	11.92
441	resnet50c	224	28.94	34.531	1	25.58	4.35	11.92
442	edgenext_base	256	28.92	34.545	1	18.51	3.85	15.58
443	skresnet50	224	28.92	34.553	1	25.8	4.11	12.5
444	deit_small_distilled_patch16_224	224	28.75	34.757	1	22.44	4.63	12.02
445	densenet121	224	28.75	34.76	1	7.98	2.87	6.9
446	ecaresnetlight	224	28.74	34.769	1	30.16	4.11	8.42
447	nf_regnet_b3	320	28.72	34.794	1	18.59	2.05	14.61
448	seresnext50_32x4d	224	28.7	34.812	1	27.56	4.26	14.42
449	ecaresnet50d_pruned	288	28.61	34.922	1	19.94	4.19	10.61
450	twins_pcpvt_small	224	28.57	34.969	1	24.11	3.83	18.08
451	efficientnetv2_rw_t	288	28.56	34.992	1	13.65	3.19	16.42
452	legacy_seresnet50	224	28.54	35.008	1	28.09	3.88	10.6
453	coatnet_rmlp_nano_rw_224	224	28.35	35.248	1	15.15	2.62	20.34
454	deit3_small_patch16_224	224	28.3	35.317	1	22.06	4.61	11.95
455	resnet32ts	256	28.3	35.316	1	17.96	4.63	11.58
456	seresnext26d_32x4d	288	28.24	35.385	1	16.81	4.51	16.85
457	seresnet50	224	28.23	35.388	1	28.09	4.11	11.13
458	mobilevitv2_150	256	28.2	35.435	1	10.59	4.09	24.11
459	legacy_seresnext50_32x4d	224	28.16	35.481	1	27.56	4.26	14.42
460	cs3darknet_l	256	28.08	35.587	1	21.16	4.86	8.55
461	resnet50_gn	224	27.93	35.772	1	25.56	4.14	11.11
462	ecaresnet101d_pruned	224	27.91	35.796	1	24.88	3.48	7.69
463	gcresnext50ts	256	27.84	35.895	1	15.67	3.75	15.46
464	hgnetv2_b4	288	27.83	35.909	1	19.8	4.54	11.08
465	efficientnet_b3	320	27.78	35.977	1	12.23	2.01	26.52
466	caformer_s18	224	27.71	36.057	1	26.34	4.13	19.39
467	pvt_v2_b1	224	27.63	36.165	1	14.01	2.12	15.39
468	cs3darknet_focus_l	256	27.57	36.242	1	21.15	4.66	8.03
469	cspresnet50	256	27.54	36.281	1	21.62	4.54	11.5
470	resnet26t	320	27.51	36.326	1	16.01	5.24	16.44
471	densenetblur121d	224	27.46	36.385	1	8.0	3.11	7.9
472	skresnet50d	224	27.46	36.393	1	25.82	4.36	13.31
473	resnetv2_50	224	27.39	36.486	1	25.55	4.11	11.11
474	cspresnet50d	256	27.36	36.525	1	21.64	4.86	12.55
475	ecaresnet50t	224	27.34	36.544	1	25.57	4.32	11.83
476	dpn68b	288	27.22	36.717	1	12.61	3.89	17.3
477	efficientnet_b3_gn	288	27.22	36.708	1	11.73	1.74	23.35
478	resnetv2_50d	224	27.21	36.721	1	25.57	4.35	11.92
479	efficientformer_l3	224	27.2	36.738	1	31.41	3.93	12.01
480	gc_efficientnetv2_rw_t	288	27.05	36.95	1	13.68	3.2	16.45
481	res2next50	224	27.0	37.006	1	24.67	4.2	13.71
482	ecaresnet50d	224	26.97	37.048	1	25.58	4.35	11.93
483	fastvit_mci0	256	26.96	37.067	1	11.41	2.42	18.29
484	gmlp_s16_224	224	26.92	37.128	1	19.42	4.42	15.1
485	res2net50_26w_4s	224	26.87	37.194	1	25.7	4.28	12.61
486	vit_tiny_patch16_384	384	26.83	37.249	1	5.79	4.7	25.39
487	vit_small_patch16_224	224	26.71	37.412	1	22.05	4.61	11.95
488	convnext_tiny	224	26.62	37.534	1	28.59	4.47	13.44
489	eca_resnet33ts	256	26.56	37.626	1	19.68	4.76	11.66
490	regnetv_040	224	26.53	37.665	1	20.64	4.0	12.29
491	skresnext50_32x4d	224	26.51	37.688	1	27.48	4.5	17.18
492	vit_relpos_small_patch16_rpn_224	224	26.5	37.708	1	21.97	4.59	13.05
493	seresnet50t	224	26.45	37.776	1	28.1	4.32	11.83
494	eva02_tiny_patch14_336	336	26.39	37.866	1	5.76	4.68	27.16
495	mobilenetv4_hybrid_medium	448	26.36	37.913	1	11.07	4.2	29.64
496	vit_small_r26_s32_224	224	26.29	38.004	1	36.43	3.56	9.85
497	gcvit_xtiny	224	26.28	38.018	1	19.98	2.93	20.26
498	vit_relpos_small_patch16_224	224	26.23	38.099	1	21.98	4.59	13.05
499	rexnetr_300	224	26.17	38.18	1	34.81	3.39	22.16
500	regnety_040_sgn	224	26.08	38.315	1	20.65	4.03	12.29
501	mobilenetv4_conv_large	256	26.05	38.363	1	32.59	2.86	12.14
502	res2net50_48w_2s	224	26.05	38.36	1	25.29	4.18	11.72
503	resnet33ts	256	26.05	38.358	1	19.68	4.76	11.66
504	inception_next_tiny	224	25.94	38.523	1	28.06	4.19	11.98
505	resnetblur50	224	25.93	38.542	1	25.56	5.16	12.02
506	dla60_res2net	224	25.89	38.592	1	20.85	4.15	12.34
507	sedarknet21	256	25.87	38.621	1	20.95	3.93	7.47
508	xcit_tiny_12_p8_224	224	25.82	38.703	1	6.71	4.81	23.6
509	gcresnet33ts	256	25.8	38.728	1	19.88	4.76	11.68
510	resnetv2_50t	224	25.78	38.759	1	25.57	4.32	11.82
511	mobilenetv4_conv_large	320	25.68	38.912	1	32.59	4.47	18.97
512	resnetrs50	224	25.6	39.031	1	35.69	4.48	12.14
513	resnetaa50	224	25.59	39.051	1	25.56	5.15	11.64
514	cs3sedarknet_l	256	25.57	39.083	1	21.91	4.86	8.56
515	seresnet33ts	256	25.55	39.113	1	19.78	4.76	11.66
516	vit_base_patch32_clip_quickgelu_224	224	25.52	39.162	1	87.85	4.41	5.01
517	res2net50d	224	25.41	39.319	1	25.72	4.52	13.41
518	resnet50_clip_gap	224	25.33	39.444	1	23.53	5.39	12.44
519	gmixer_24_224	224	25.32	39.467	1	24.72	5.28	14.45
520	resnet101	160	25.18	39.69	1	44.55	4.0	8.28
521	rexnet_300	224	25.16	39.723	1	34.71	3.44	22.4
522	resnetaa50d	224	25.13	39.772	1	25.58	5.39	12.44
523	resnetblur50d	224	25.03	39.922	1	25.58	5.4	12.82
524	efficientformerv2_l	224	24.99	39.986	1	26.32	2.59	18.54
525	resnet34	288	24.98	40.004	1	21.8	6.07	6.18
526	vit_srelpos_small_patch16_224	224	24.97	40.028	1	21.97	4.59	12.16
527	hiera_tiny_224	224	24.89	40.14	1	27.91	4.91	17.13
528	res2net50_14w_8s	224	24.78	40.33	1	25.06	4.21	13.28
529	regnety_032	288	24.68	40.5	1	19.44	5.29	18.61
530	resnetv2_50d_frn	224	24.63	40.576	1	25.59	4.33	11.92
531	densenet169	224	24.61	40.608	1	14.15	3.4	7.3
532	resnet33ts	288	24.57	40.672	1	19.68	6.02	14.75
533	efficientnet_b3_g8_gn	288	24.55	40.716	1	14.25	2.59	23.35
534	convnextv2_tiny	224	24.54	40.715	1	28.64	4.47	13.44
535	sehalonet33ts	256	24.53	40.735	1	13.69	3.55	14.7
536	resnetv2_50d_gn	224	24.52	40.755	1	25.57	4.38	11.92
537	vit_base_patch32_clip_224	224	24.37	41.007	1	88.22	4.41	5.01
538	davit_tiny	224	24.36	41.026	1	28.36	4.54	18.89
539	convnext_nano	288	24.35	41.038	1	15.59	4.06	13.84
540	coat_lite_small	224	24.34	41.057	1	19.84	3.96	22.09
541	convnextv2_nano	288	24.34	41.052	1	15.62	4.06	13.84
542	ecaresnet26t	320	24.25	41.216	1	16.01	5.24	16.44
543	pvt_v2_b2_li	224	24.06	41.533	1	22.55	3.91	27.6
544	regnetz_c16	320	24.0	41.635	1	13.46	3.92	25.88
545	resnest50d_4s2x40d	224	23.98	41.674	1	30.42	4.4	17.94
546	resnet34d	288	23.92	41.785	1	21.82	6.47	7.51
547	vit_base_patch32_224	224	23.74	42.092	1	88.22	4.41	5.01
548	gcresnext50ts	288	23.72	42.132	1	15.67	4.75	19.57
549	efficientnet_b3_gn	320	23.7	42.166	1	11.73	2.14	28.83
550	seresnet34	288	23.69	42.184	1	21.96	6.07	6.18
551	resnet50s	224	23.56	42.42	1	25.68	5.47	13.52
552	repvgg_a2	224	23.52	42.486	1	28.21	5.7	6.26
553	seresnetaa50d	224	23.38	42.748	1	28.11	5.4	12.46
554	convformer_s18	224	23.35	42.802	1	26.77	3.96	15.82
555	vit_small_resnet26d_224	224	23.28	42.926	1	63.61	5.07	11.12
556	sam2_hiera_tiny	224	23.24	42.996	1	26.85	4.91	17.12
557	flexivit_small	240	23.15	43.162	1	22.06	5.35	14.18
558	poolformerv2_s36	224	23.1	43.266	1	30.79	5.01	15.82
559	resnetv2_50d_evos	224	23.02	43.404	1	25.59	4.33	11.92
560	xcit_small_12_p16_224	224	23.02	43.419	1	26.25	4.82	12.58
561	cait_xxs36_224	224	22.89	43.667	1	17.3	3.77	30.34
562	convnext_tiny_hnf	224	22.84	43.758	1	28.59	4.47	13.44
563	tiny_vit_21m_224	224	22.73	43.971	1	33.22	4.29	20.08
564	resnet101	176	22.71	44.012	1	44.55	4.92	10.08
565	tf_efficientnet_lite4	380	22.62	44.185	1	13.01	4.04	45.66
566	coatnet_bn_0_rw_224	224	22.61	44.203	1	27.44	4.67	22.04
567	resnet32ts	288	22.61	44.196	1	17.96	5.86	14.65
568	maxvit_nano_rw_256	256	22.59	44.245	1	15.45	4.46	30.28
569	convnext_nano_ols	288	22.45	44.517	1	15.65	4.38	15.5
570	resnest50d	224	22.45	44.512	1	27.48	5.4	14.36
571	regnetz_c16_evos	320	22.44	44.548	1	13.49	3.86	25.88
572	visformer_small	224	22.38	44.663	1	40.22	4.88	11.43
573	ese_vovnet39b	224	22.3	44.813	1	24.57	7.09	6.74
574	maxvit_rmlp_nano_rw_256	256	22.28	44.85	1	15.5	4.47	31.92
575	cs3darknet_focus_l	288	22.27	44.874	1	21.15	5.9	10.16
576	resmlp_24_224	224	22.22	44.978	1	30.02	5.96	10.91
577	regnetx_064	224	22.15	45.129	1	26.21	6.49	16.37
578	convmixer_1024_20_ks9_p14	224	22.09	45.242	1	24.38	5.55	5.51
579	selecsls60	224	22.09	45.246	1	30.67	3.59	5.52
580	tresnet_m	224	22.09	45.236	1	31.39	5.75	7.31
581	nextvit_small	224	22.04	45.35	1	31.76	5.81	18.44
582	ecaresnet50t	256	21.83	45.776	1	25.57	5.64	15.45
583	lambda_resnet50ts	256	21.8	45.839	1	21.54	5.07	17.48
584	resnet50_clip	224	21.77	45.907	1	38.32	6.14	12.98
585	mobilevitv2_175	256	21.73	45.985	1	14.25	5.54	28.13
586	seresnet33ts	288	21.65	46.163	1	19.78	6.02	14.76
587	vit_little_patch16_reg1_gap_256	256	21.63	46.198	1	22.52	6.27	18.06
588	cs3darknet_l	288	21.62	46.225	1	21.16	6.16	10.83
589	poolformer_s36	224	21.62	46.237	1	30.86	5.0	15.82
590	selecsls42	224	21.54	46.391	1	30.35	2.94	4.62
591	gcresnet50t	256	21.51	46.467	1	25.9	5.42	14.67
592	vit_little_patch16_reg4_gap_256	256	21.51	46.462	1	22.52	6.35	18.33
593	inception_v3	299	21.48	46.52	1	23.83	5.73	8.97
594	efficientnetv2_s	288	21.43	46.639	1	21.46	4.75	20.13
595	dla102x	224	21.31	46.899	1	26.31	5.89	19.42
596	hgnet_tiny	288	21.24	47.063	1	14.74	7.51	10.51
597	regnetz_040_h	256	21.23	47.076	1	28.94	4.12	24.29
598	selecsls60b	224	21.23	47.084	1	32.77	3.63	5.52
599	sebotnet33ts_256	256	21.22	47.09	1	13.7	3.89	17.46
600	coatnet_0_rw_224	224	21.11	47.346	1	27.44	4.43	18.73
601	gcresnet33ts	288	21.11	47.353	1	19.88	6.02	14.78
602	edgenext_base	320	21.02	47.535	1	18.51	6.01	24.32
603	resnetv2_50x1_bit	224	20.97	47.659	1	25.55	4.23	11.11
604	resnest50d_1s4x24d	224	20.96	47.676	1	25.68	4.43	13.57
605	densenet121	288	20.94	47.724	1	7.98	4.74	11.41
606	mvitv2_tiny	224	20.94	47.716	1	24.17	4.7	21.16
607	levit_512	224	20.93	47.75	1	95.17	5.64	10.22
608	vit_base_patch32_clip_256	256	20.88	47.863	1	87.86	5.76	6.65
609	eca_resnet33ts	288	20.85	47.947	1	19.68	6.02	14.76
610	efficientvit_b3	224	20.85	47.936	1	48.65	3.99	26.9
611	regnetz_040	256	20.81	48.025	1	27.12	4.06	24.19
612	regnetz_d8	256	20.72	48.241	1	23.37	3.97	23.74
613	resnetaa34d	288	20.68	48.319	1	21.82	7.33	8.38
614	regnety_064	224	20.66	48.367	1	30.58	6.39	16.41
615	eca_vovnet39b	224	20.63	48.456	1	22.6	7.09	6.74
616	fastvit_sa24	256	20.6	48.531	1	21.55	3.8	24.32
617	regnety_040	288	20.57	48.586	1	20.65	6.61	20.3
618	eva02_small_patch14_224	224	20.51	48.731	1	21.62	6.14	18.28
619	coatnet_rmlp_0_rw_224	224	20.41	48.965	1	27.45	4.72	24.89
620	regnetz_d8_evos	256	20.41	48.979	1	23.46	4.5	24.92
621	resnet50_mlp	256	20.4	48.996	1	26.65	7.05	16.25
622	cspresnet50w	256	20.38	49.046	1	28.12	5.04	12.19
623	cs3sedarknet_l	288	20.36	49.078	1	21.91	6.16	10.83
624	resnet50	288	20.27	49.302	1	25.56	6.8	18.37
625	tnt_s_patch16_224	224	20.22	49.434	1	23.76	5.24	24.37
626	selecsls42b	224	20.21	49.453	1	32.46	2.98	4.62
627	crossvit_15_240	240	20.18	49.54	1	27.53	5.81	19.77
628	efficientnetv2_rw_s	288	20.17	49.545	1	23.94	4.91	21.41
629	nf_regnet_b4	320	20.15	49.614	1	30.21	3.29	19.88
630	levit_512d	224	20.1	49.719	1	92.5	5.85	11.3
631	densenetblur121d	288	20.05	49.842	1	8.0	5.14	13.06
632	coatnet_0_224	224	20.03	49.905	1	25.04	4.58	24.01
633	maxxvit_rmlp_nano_rw_256	256	20.03	49.896	1	16.78	4.37	26.05
634	efficientnet_b3_g8_gn	320	19.99	49.99	1	14.25	3.2	28.83
635	lamhalobotnet50ts_256	256	19.98	50.023	1	22.57	5.02	18.44
636	nest_tiny	224	19.98	50.035	1	17.06	5.83	25.48
637	repvit_m2_3	224	19.97	50.049	1	23.69	4.57	26.21
638	mobilenetv4_conv_large	384	19.92	50.188	1	32.59	6.43	27.31
639	mixnet_xxl	224	19.9	50.236	1	23.96	2.04	23.43
640	efficientnet_b4	320	19.87	50.313	1	19.34	3.13	34.76
641	cs3sedarknet_xdw	256	19.74	50.637	1	21.6	5.97	17.18
642	focalnet_tiny_srf	224	19.63	50.908	1	28.43	4.42	16.32
643	vovnet39a	224	19.45	51.376	1	22.6	7.09	6.73
644	nest_tiny_jx	224	19.42	51.473	1	17.06	5.83	25.48
645	tf_efficientnetv2_s	300	19.41	51.505	1	21.46	5.35	22.73
646	cspdarknet53	256	19.38	51.573	1	27.64	6.57	16.81
647	crossvit_15_dagger_240	240	19.31	51.749	1	28.21	6.13	20.43
648	crossvit_small_240	240	19.31	51.758	1	26.86	5.63	18.17
649	ese_vovnet39b_evos	224	19.31	51.751	1	24.58	7.07	6.74
650	halonet50ts	256	19.29	51.811	1	22.73	5.3	19.2
651	resnet50t	288	19.24	51.951	1	25.57	7.14	19.53
652	efficientvit_l1	224	19.21	52.041	1	52.65	5.27	15.85
653	resnext50_32x4d	288	19.14	52.223	1	25.03	7.04	23.81
654	ecaresnet101d_pruned	288	19.12	52.28	1	24.88	5.75	12.71
655	resnet50d	288	19.02	52.56	1	25.58	7.19	19.7
656	dla102	224	19.0	52.604	1	33.27	7.19	14.18
657	hrnet_w18	224	18.91	52.842	1	21.3	4.32	16.31
658	eca_nfnet_l0	224	18.9	52.886	1	24.14	4.35	10.47
659	deit3_medium_patch16_224	224	18.81	53.125	1	38.85	8.0	15.93
660	regnetv_064	224	18.81	53.15	1	30.58	6.39	16.41
661	resnet51q	256	18.74	53.325	1	35.7	6.38	16.55
662	levit_conv_512	224	18.66	53.577	1	95.17	5.64	10.22
663	seresnet50	288	18.63	53.661	1	28.09	6.8	18.39
664	nf_ecaresnet50	224	18.58	53.793	1	25.56	4.21	11.13
665	resnext50d_32x4d	288	18.58	53.804	1	25.05	7.44	25.13
666	regnetx_080	224	18.54	53.896	1	39.57	8.02	14.06
667	xcit_tiny_24_p16_384	384	18.53	53.945	1	12.12	6.87	34.29
668	ecaresnetlight	288	18.49	54.067	1	30.16	6.79	13.91
669	efficientnet_lite4	380	18.46	54.139	1	13.01	4.04	45.66
670	res2net50_26w_6s	224	18.45	54.179	1	37.05	6.33	15.28
671	hiera_small_224	224	18.4	54.311	1	35.01	6.42	20.75
672	nf_seresnet50	224	18.35	54.466	1	28.09	4.21	11.13
673	efficientnet_el_pruned	300	18.29	54.65	1	10.59	8.0	30.7
674	mobilenetv4_conv_aa_large	384	18.24	54.793	1	32.59	7.07	32.29
675	hgnet_small	224	18.18	54.971	1	24.36	8.53	8.79
676	seresnext50_32x4d	288	18.17	55.012	1	27.56	7.04	23.82
677	regnetv_040	288	18.16	55.041	1	20.64	6.6	20.3
678	nfnet_l0	224	18.13	55.121	1	35.07	4.36	10.47
679	resnet152	160	18.13	55.135	1	60.19	5.9	11.51
680	tf_efficientnet_el	300	18.09	55.246	1	10.59	8.0	30.7
681	maxvit_tiny_rw_224	224	18.08	55.285	1	29.06	5.11	33.11
682	levit_conv_512d	224	18.04	55.4	1	92.5	5.85	11.3
683	regnetz_d32	256	18.03	55.442	1	27.58	5.98	23.74
684	efficientnet_el	300	18.01	55.489	1	10.59	8.0	30.7
685	botnet50ts_256	256	17.92	55.786	1	22.74	5.54	22.23
686	coat_tiny	224	17.9	55.83	1	5.5	4.35	27.2
687	convit_small	224	17.82	56.107	1	27.78	5.76	17.87
688	hgnetv2_b5	224	17.81	56.119	1	39.57	6.56	11.19
689	focalnet_tiny_lrf	224	17.77	56.251	1	28.65	4.49	17.76
690	densenet201	224	17.74	56.353	1	20.01	4.34	7.85
691	gcresnet50t	288	17.53	57.015	1	25.9	6.86	18.57
692	ecaresnet50d	288	17.4	57.445	1	25.58	7.19	19.72
693	ecaresnet50t	288	17.4	57.452	1	25.57	7.14	19.55
694	rexnetr_300	288	17.39	57.482	1	34.81	5.59	36.61
695	seresnet50t	288	17.39	57.487	1	28.1	7.14	19.55
696	maxxvitv2_nano_rw_256	256	17.38	57.518	1	23.7	6.26	23.05
697	rdnet_tiny	224	17.34	57.657	1	23.86	5.06	15.98
698	resnet101	224	17.34	57.657	1	44.55	7.83	16.23
699	vit_relpos_medium_patch16_rpn_224	224	17.33	57.668	1	38.73	7.97	17.02
700	resnet50_gn	288	17.29	57.794	1	25.56	6.85	18.37
701	resnetrs101	192	17.26	57.911	1	63.62	6.04	12.7
702	mobilevitv2_200	256	17.22	58.054	1	18.45	7.22	32.15
703	dpn92	224	17.19	58.161	1	37.67	6.54	18.21
704	regnety_040_sgn	288	17.19	58.137	1	20.65	6.67	20.3
705	regnety_080	224	17.19	58.131	1	39.18	8.0	17.97
706	vit_relpos_medium_patch16_224	224	17.17	58.219	1	38.75	7.97	17.02
707	vit_medium_patch16_clip_224	224	17.15	58.278	1	38.59	8.0	15.93
708	resnetv2_101	224	17.14	58.329	1	44.54	7.83	16.23
709	resnetv2_50	288	17.09	58.478	1	25.55	6.79	18.37
710	cs3darknet_focus_x	256	17.05	58.614	1	35.02	8.03	10.69
711	xcit_nano_12_p8_384	384	16.99	58.831	1	3.05	6.34	46.08
712	fastvit_mci1	256	16.98	58.858	1	21.54	4.72	32.84
713	convnext_tiny	288	16.97	58.884	1	28.59	7.39	22.21
714	resnet101c	224	16.95	58.961	1	44.57	8.08	17.04
715	vit_relpos_medium_patch16_cls_224	224	16.95	58.979	1	38.76	8.03	18.24
716	resnetv2_101d	224	16.89	59.16	1	44.56	8.07	17.04
717	darknetaa53	256	16.8	59.481	1	36.02	7.97	12.39
718	halo2botnet50ts_256	256	16.78	59.557	1	22.64	5.02	21.78
719	volo_d1_224	224	16.72	59.796	1	26.63	6.94	24.43
720	resnetaa50	288	16.69	59.883	1	25.56	8.52	19.24
721	efficientvit_b3	256	16.66	60.01	1	48.65	5.2	35.01
722	twins_pcpvt_base	224	16.65	60.03	1	43.83	6.68	25.25
723	resnet61q	256	16.62	60.14	1	36.85	7.8	17.01
724	resnetblur50	288	16.61	60.191	1	25.56	8.52	19.87
725	vit_base_resnet26d_224	224	16.58	60.287	1	101.4	6.97	13.16
726	gcvit_tiny	224	16.52	60.518	1	28.22	4.79	29.82
727	resnet101d	224	16.51	60.551	1	44.57	8.08	17.04
728	pvt_v2_b2	224	16.5	60.588	1	25.36	4.05	27.53
729	cs3darknet_x	256	16.43	60.827	1	35.05	8.38	11.35
730	ese_vovnet57b	224	16.42	60.873	1	38.61	8.95	7.52
731	legacy_xception	299	16.38	61.034	1	22.86	8.4	35.83
732	caformer_s36	224	16.37	61.082	1	39.3	8.0	37.53
733	resnet152	176	16.36	61.094	1	60.19	7.22	13.99
734	vit_base_patch32_plus_256	256	16.32	61.244	1	119.48	7.79	7.76
735	regnety_080_tv	224	16.31	61.303	1	39.38	8.51	19.73
736	nf_regnet_b4	384	16.3	61.318	1	30.21	4.7	28.61
737	resnetblur50d	288	16.16	61.857	1	25.58	8.92	21.19
738	nf_resnet50	256	16.12	62.022	1	25.56	5.46	14.52
739	resnetaa50d	288	16.12	62.011	1	25.58	8.92	20.57
740	legacy_seresnet101	224	16.09	62.122	1	49.33	7.61	15.74
741	vit_relpos_base_patch32_plus_rpn_256	256	16.08	62.159	1	119.42	7.68	8.01
742	vitamin_small_224	224	16.02	62.397	1	22.03	5.92	26.38
743	convnextv2_tiny	288	16.0	62.486	1	28.64	7.39	22.21
744	swin_s3_tiny_224	224	15.94	62.698	1	28.33	4.64	19.13
745	resnet101_clip_gap	224	15.8	63.277	1	42.52	9.11	17.56
746	resnext101_32x4d	224	15.77	63.375	1	44.18	8.01	21.23
747	legacy_seresnext101_32x4d	224	15.62	63.985	1	48.96	8.02	21.26
748	ecaresnet50t	320	15.61	64.017	1	25.57	8.82	24.13
749	seresnext101_32x4d	224	15.61	64.046	1	48.96	8.02	21.26
750	cs3sedarknet_x	256	15.58	64.167	1	35.4	8.38	11.35
751	seresnetaa50d	288	15.52	64.403	1	28.11	8.92	20.59
752	resnet51q	288	15.5	64.477	1	35.7	8.07	20.94
753	nextvit_base	224	15.45	64.681	1	44.82	8.29	23.71
754	vit_srelpos_medium_patch16_224	224	15.43	64.774	1	38.74	7.96	16.21
755	vovnet57a	224	15.4	64.912	1	36.64	8.95	7.52
756	resnet101s	224	15.39	64.967	1	44.67	9.19	18.64
757	seresnet101	224	15.38	64.992	1	49.33	7.84	16.27
758	resnetaa101d	224	15.21	65.73	1	44.57	9.12	17.56
759	ecaresnet101d	224	15.14	66.034	1	44.57	8.08	17.07
760	mvitv2_small	224	15.14	66.027	1	34.87	7.0	28.08
761	repvgg_b1g4	224	15.08	66.265	1	39.97	8.15	10.64
762	resnetblur101d	224	15.07	66.319	1	44.57	9.12	17.94
763	resmlp_36_224	224	15.04	66.459	1	44.69	8.91	16.33
764	efficientvit_l2	224	15.01	66.578	1	63.71	6.97	19.58
765	hrnet_w18_ssld	224	15.01	66.595	1	21.3	4.32	16.31
766	hieradet_small	256	15.0	66.639	1	34.72	8.51	27.76
767	regnetz_040_h	320	15.0	66.65	1	28.94	6.43	37.94
768	hiera_small_abswin_256	256	14.93	66.937	1	34.36	8.29	26.38
769	regnetz_d8	320	14.89	67.145	1	23.37	6.19	37.08
770	vit_medium_patch16_gap_240	240	14.88	67.192	1	44.4	9.22	18.81
771	maxvit_tiny_tf_224	224	14.78	67.612	1	30.92	5.6	35.78
772	tresnet_v2_l	224	14.74	67.805	1	46.17	8.85	16.34
773	vit_base_r26_s32_224	224	14.74	67.808	1	101.38	6.81	12.36
774	fastvit_sa36	256	14.73	67.874	1	31.53	5.64	34.61
775	res2net101_26w_4s	224	14.73	67.84	1	45.21	8.1	18.45
776	ese_vovnet39b	288	14.65	68.251	1	24.57	11.71	11.13
777	tf_efficientnet_b4	380	14.63	68.312	1	19.34	4.49	49.49
778	efficientnet_b4	384	14.42	69.335	1	19.34	4.51	50.04
779	res2net101d	224	14.35	69.65	1	45.23	8.35	19.25
780	dla102x2	224	14.29	69.96	1	41.28	9.34	29.91
781	regnetz_040	320	14.25	70.144	1	27.12	6.35	37.78
782	darknet53	256	14.22	70.293	1	41.61	9.31	12.39
783	resnet101_clip	224	14.2	70.412	1	56.26	9.81	18.08
784	xcit_tiny_24_p8_224	224	14.19	70.43	1	12.11	9.21	45.39
785	regnetz_d8_evos	320	14.17	70.558	1	23.46	7.03	38.92
786	resnetv2_50d_gn	288	14.15	70.641	1	25.57	7.24	19.7
787	mobilenetv4_hybrid_large	384	14.13	70.77	1	37.76	7.77	34.52
788	efficientvit_b3	288	14.11	70.869	1	48.65	6.58	44.2
789	convnextv2_nano	384	14.05	71.163	1	15.62	7.22	24.61
790	res2net50_26w_8s	224	14.04	71.2	1	48.4	8.37	17.95
791	darknetaa53	288	14.0	71.413	1	36.02	10.08	15.68
792	xception41p	299	14.0	71.38	1	26.91	9.25	39.86
793	selecsls84	224	13.98	71.492	1	50.95	5.9	7.57
794	crossvit_18_240	240	13.96	71.63	1	43.27	9.05	26.26
795	nf_resnet50	288	13.95	71.667	1	25.56	6.88	18.37
796	hrnet_w18_ssld	288	13.94	71.685	1	21.3	7.14	26.96
797	vit_base_resnet50d_224	224	13.9	71.926	1	110.97	8.73	16.92
798	resnet101d	256	13.83	72.262	1	44.57	10.55	22.25
799	convformer_s36	224	13.8	72.438	1	40.01	7.67	30.5
800	eca_nfnet_l0	288	13.77	72.613	1	24.14	7.12	17.29
801	crossvit_18_dagger_240	240	13.74	72.779	1	44.27	9.5	27.03
802	regnety_064	288	13.72	72.855	1	30.58	10.56	27.11
803	convnext_small	224	13.67	73.118	1	50.22	8.71	21.56
804	inception_next_small	224	13.67	73.105	1	49.37	8.36	19.27
805	mvitv2_small_cls	224	13.66	73.202	1	34.87	7.04	28.17
806	poolformerv2_m36	224	13.66	73.166	1	56.08	8.81	22.02
807	densenet161	224	13.58	73.622	1	28.68	7.79	11.06
808	efficientnetv2_s	384	13.56	73.714	1	21.46	8.44	35.77
809	tf_efficientnetv2_s	384	13.52	73.932	1	21.46	8.44	35.77
810	nfnet_l0	288	13.49	74.084	1	35.07	7.13	17.29
811	mobilevitv2_150	384	13.48	74.141	1	10.59	9.2	54.25
812	coat_mini	224	13.45	74.346	1	10.34	6.82	33.68
813	convnext_tiny_hnf	288	13.42	74.494	1	28.59	7.39	22.21
814	vit_medium_patch16_gap_256	256	13.41	74.536	1	38.86	10.59	22.15
815	swinv2_cr_tiny_224	224	13.37	74.759	1	28.33	4.66	28.45
816	resnet61q	288	13.36	74.793	1	36.85	9.87	21.52
817	resnetv2_50d_evos	288	13.35	74.854	1	25.59	7.15	19.7
818	vit_medium_patch16_reg1_gap_256	256	13.34	74.917	1	38.88	10.63	22.26
819	hiera_base_224	224	13.32	75.074	1	51.52	9.4	30.42
820	maxxvit_rmlp_tiny_rw_256	256	13.31	75.078	1	29.64	6.66	39.76
821	vit_medium_patch16_rope_reg1_gap_256	256	13.29	75.192	1	38.74	10.63	22.26
822	xception41	299	13.25	75.445	1	26.97	9.28	39.86
823	efficientnetv2_rw_s	384	13.21	75.671	1	23.94	8.72	38.03
824	swinv2_cr_tiny_ns_224	224	13.19	75.808	1	28.33	4.66	28.45
825	cs3darknet_x	288	13.16	75.972	1	35.05	10.6	14.36
826	vit_medium_patch16_reg4_gap_256	256	13.11	76.222	1	38.88	10.76	22.6
827	resnetv2_101x1_bit	224	13.02	76.755	1	44.54	8.04	16.23
828	twins_svt_base	224	12.99	76.97	1	56.07	8.59	26.33
829	coatnet_rmlp_1_rw_224	224	12.93	77.316	1	41.69	7.85	35.47
830	convnextv2_small	224	12.84	77.862	1	50.32	8.71	21.56
831	mobilenetv4_conv_large	448	12.81	78.014	1	32.59	8.75	37.17
832	cs3sedarknet_x	288	12.68	78.865	1	35.4	10.6	14.37
833	regnetx_120	224	12.63	79.151	1	46.11	12.13	21.37
834	xcit_small_24_p16_224	224	12.59	79.418	1	47.67	9.1	23.64
835	davit_small	224	12.56	79.582	1	49.75	8.8	30.49
836	poolformer_m36	224	12.5	79.957	1	56.17	8.8	22.02
837	coatnet_1_rw_224	224	12.42	80.466	1	41.72	8.04	34.6
838	swin_tiny_patch4_window7_224	224	12.42	80.508	1	28.29	4.51	17.06
839	coatnet_rmlp_1_rw2_224	224	12.39	80.67	1	41.72	8.11	40.13
840	hrnet_w30	224	12.38	80.735	1	37.71	8.15	21.21
841	hrnet_w32	224	12.34	81.003	1	41.23	8.97	22.02
842	tresnet_l	224	12.28	81.411	1	55.99	10.9	11.9
843	wide_resnet50_2	176	12.22	81.798	1	68.88	7.29	8.97
844	resnet152	224	12.12	82.493	1	60.19	11.56	22.56
845	resnext101_32x8d	176	12.11	82.522	1	88.79	10.33	19.37
846	regnetv_064	288	12.09	82.675	1	30.58	10.55	27.11
847	resnet152d	224	12.09	82.714	1	60.21	11.8	23.36
848	resnet152c	224	12.08	82.742	1	60.21	11.8	23.36
849	regnety_120	224	12.07	82.847	1	51.82	12.14	21.38
850	pvt_v2_b3	224	12.06	82.917	1	45.24	6.92	37.7
851	vit_small_r26_s32_384	384	12.05	82.953	1	36.47	10.43	29.85
852	darknet53	288	12.01	83.223	1	41.61	11.78	15.68
853	dla169	224	12.0	83.33	1	53.39	11.6	20.2
854	nextvit_large	224	11.87	84.205	1	57.87	10.78	28.99
855	cait_s24_224	224	11.85	84.345	1	46.92	9.35	40.58
856	efficientvit_l2	256	11.85	84.387	1	63.71	9.09	25.49
857	hgnet_small	288	11.83	84.498	1	24.36	14.09	14.53
858	cs3edgenet_x	256	11.82	84.601	1	47.82	11.53	12.92
859	fastvit_mci2	256	11.77	84.931	1	35.82	7.91	43.34
860	twins_pcpvt_large	224	11.75	85.04	1	60.99	9.84	35.82
861	mobilenetv4_conv_aa_large	448	11.69	85.545	1	32.59	9.63	43.94
862	vit_small_resnet50d_s16_224	224	11.61	86.102	1	57.53	13.48	24.82
863	fastvit_ma36	256	11.6	86.188	1	44.07	7.88	41.09
864	efficientformer_l7	224	11.59	86.272	1	82.23	10.17	24.45
865	regnetz_d32	320	11.54	86.648	1	27.58	9.33	37.08
866	rdnet_small	224	11.51	86.884	1	50.44	8.74	22.55
867	legacy_seresnet152	224	11.4	87.709	1	66.82	11.33	22.08
868	hgnetv2_b5	288	11.33	88.251	1	39.57	10.84	18.5
869	coatnet_1_224	224	11.32	88.289	1	42.23	8.7	39.0
870	resnetv2_152d	224	11.31	88.39	1	60.2	11.8	23.36
871	regnety_080	288	11.26	88.798	1	39.18	13.22	29.69
872	nest_small_jx	224	11.24	88.941	1	38.35	10.35	40.04
873	mixer_b16_224	224	11.22	89.103	1	59.88	12.62	14.53
874	levit_384_s8	224	11.2	89.297	1	39.12	9.98	35.86
875	resnetv2_152	224	11.2	89.225	1	60.19	11.55	22.56
876	nf_resnet101	224	11.16	89.569	1	44.55	8.01	16.23
877	inception_v4	299	11.15	89.619	1	42.68	12.28	15.09
878	resnet152s	224	11.13	89.808	1	60.32	12.92	24.96
879	nest_small	224	11.12	89.891	1	38.35	10.35	40.04
880	resnet101	288	11.12	89.884	1	44.55	12.95	26.83
881	cs3se_edgenet_x	256	11.11	89.994	1	50.72	11.53	12.94
882	dpn98	224	11.06	90.407	1	61.57	11.73	25.2
883	coat_lite_medium	224	11.05	90.497	1	44.57	9.81	40.06
884	deit3_small_patch16_384	384	11.04	90.541	1	22.21	15.52	50.78
885	nf_ecaresnet101	224	10.88	91.856	1	44.55	8.01	16.27
886	nf_seresnet101	224	10.88	91.896	1	49.33	8.02	16.27
887	seresnet152	224	10.79	92.672	1	66.82	11.57	22.61
888	convnext_tiny	384	10.74	93.109	1	28.59	13.14	39.48
889	repvgg_b1	224	10.73	93.194	1	57.42	13.16	10.64
890	dm_nfnet_f0	192	10.69	93.498	1	71.49	7.21	10.16
891	sequencer2d_s	224	10.66	93.751	1	27.65	4.96	11.31
892	nfnet_f0	192	10.56	94.636	1	71.49	7.21	10.16
893	poolformerv2_m48	224	10.56	94.635	1	73.35	11.59	29.17
894	levit_conv_384_s8	224	10.52	95.033	1	39.12	9.98	35.86
895	resnetv2_101	288	10.51	95.101	1	44.54	12.94	26.83
896	regnetz_e8	256	10.45	95.666	1	57.7	9.91	40.94
897	nf_regnet_b5	384	10.42	95.969	1	49.74	7.95	42.9
898	resnest101e	256	10.42	95.966	1	48.28	13.38	28.66
899	pit_b_distilled_224	224	10.41	95.993	1	74.79	12.5	33.07
900	mobilevitv2_175	384	10.35	96.588	1	14.25	12.47	63.29
901	xcit_small_12_p16_384	384	10.35	96.636	1	26.25	14.14	36.51
902	focalnet_small_srf	224	10.34	96.692	1	49.89	8.62	26.26
903	inception_resnet_v2	299	10.33	96.814	1	55.84	13.18	25.06
904	pit_b_224	224	10.33	96.761	1	73.76	12.42	32.94
905	swinv2_tiny_window8_256	256	10.3	97.01	1	28.35	5.96	24.57
906	resnext101_32x4d	288	10.25	97.558	1	44.18	13.24	35.09
907	maxvit_rmlp_small_rw_224	224	10.24	97.618	1	64.9	10.75	49.3
908	seresnext101_32x4d	288	10.23	97.701	1	48.96	13.25	35.12
909	gcvit_small	224	10.19	98.115	1	51.09	8.57	41.61
910	vit_base_patch32_384	384	10.18	98.198	1	88.3	13.06	16.5
911	mvitv2_base	224	10.16	98.419	1	51.47	10.16	40.5
912	mobilenetv4_conv_aa_large	480	10.13	98.667	1	32.59	11.05	50.45
913	hiera_base_plus_224	224	10.1	99.002	1	69.9	12.67	37.98
914	hiera_base_abswin_256	256	10.09	99.038	1	51.27	12.46	40.7
915	seresnet101	288	10.09	99.045	1	49.33	12.95	26.87
916	tnt_b_patch16_224	224	10.09	99.034	1	65.41	14.09	39.01
917	cs3edgenet_x	288	10.08	99.208	1	47.82	14.59	16.36
918	vit_base_patch32_clip_384	384	10.07	99.249	1	88.3	13.06	16.5
919	focalnet_small_lrf	224	9.99	100.025	1	50.34	8.74	28.61
920	vit_small_patch16_384	384	9.98	100.186	1	22.2	15.52	50.78
921	mixer_l32_224	224	9.95	100.463	1	206.94	11.27	19.86
922	convformer_s18	384	9.85	101.499	1	26.77	11.63	46.49
923	ese_vovnet99b	224	9.85	101.454	1	63.2	16.51	11.27
924	resnetrs101	288	9.84	101.582	1	63.62	13.56	28.53
925	convnextv2_tiny	384	9.83	101.749	1	28.64	13.14	39.48
926	ecaresnet101d	288	9.83	101.717	1	44.57	13.35	28.19
927	resnet152d	256	9.83	101.661	1	60.21	15.41	30.51
928	vit_betwixt_patch16_reg1_gap_256	256	9.83	101.705	1	60.4	16.32	27.83
929	resnet101d	320	9.82	101.832	1	44.57	16.48	34.77
930	efficientvit_l2	288	9.81	101.948	1	63.71	11.51	32.19
931	efficientnetv2_m	320	9.79	102.161	1	54.14	11.01	39.97
932	poolformer_m48	224	9.78	102.197	1	73.47	11.59	29.17
933	regnetx_160	224	9.78	102.176	1	54.28	15.99	25.52
934	hrnet_w40	224	9.75	102.563	1	57.56	12.75	25.29
935	vit_betwixt_patch16_reg4_gap_256	256	9.75	102.537	1	60.4	16.52	28.24
936	resnetblur101d	288	9.74	102.665	1	44.57	15.07	29.65
937	vit_betwixt_patch16_rope_reg4_gap_256	256	9.68	103.258	1	60.23	16.52	28.24
938	resnetaa101d	288	9.65	103.608	1	44.57	15.07	29.03
939	xception65p	299	9.65	103.549	1	39.82	13.91	52.48
940	resnet200	224	9.56	104.56	1	64.67	15.07	32.19
941	deit_base_patch16_224	224	9.46	105.633	1	86.57	17.58	23.9
942	caformer_s18	384	9.44	105.951	1	26.34	13.42	77.34
943	beit_base_patch16_224	224	9.41	106.266	1	86.53	17.58	23.9
944	eca_nfnet_l1	256	9.35	106.973	1	41.41	9.62	22.04
945	wide_resnet50_2	224	9.35	106.889	1	68.88	11.43	14.4
946	deit3_base_patch16_224	224	9.3	107.552	1	86.59	17.58	23.9
947	repvgg_b2g4	224	9.25	108.051	1	61.76	12.63	12.9
948	beitv2_base_patch16_224	224	9.24	108.256	1	86.53	17.58	23.9
949	deit_base_distilled_patch16_224	224	9.21	108.526	1	87.34	17.68	24.05
950	xception65	299	9.21	108.536	1	39.92	13.96	52.48
951	eva02_small_patch14_336	336	9.11	109.777	1	22.13	15.48	54.33
952	xcit_tiny_12_p8_384	384	9.1	109.816	1	6.71	14.13	69.14
953	convnext_base	224	9.09	110.021	1	88.59	15.38	28.75
954	vit_small_patch16_36x1_224	224	9.09	110.009	1	64.67	13.71	35.69
955	resnext101_64x4d	224	9.01	110.983	1	83.46	15.52	31.21
956	vit_small_patch16_18x2_224	224	9.0	111.03	1	64.67	13.71	35.69
957	coat_small	224	8.98	111.393	1	21.69	12.61	44.25
958	seresnext101_64x4d	224	8.97	111.422	1	88.23	15.53	31.25
959	convformer_m36	224	8.95	111.669	1	57.05	12.89	42.05
960	mobilenetv4_hybrid_large	448	8.95	111.682	1	37.76	10.74	48.61
961	volo_d2_224	224	8.92	112.137	1	58.68	14.34	41.34
962	mvitv2_base_cls	224	8.91	112.248	1	65.44	10.23	40.65
963	tresnet_xl	224	8.91	112.222	1	78.44	15.2	15.34
964	seresnet152d	256	8.88	112.573	1	66.84	15.42	30.56
965	pvt_v2_b5	224	8.87	112.77	1	81.96	11.76	50.92
966	gmlp_b16_224	224	8.85	113.004	1	73.08	15.78	30.21
967	efficientnetv2_rw_m	320	8.83	113.284	1	53.24	12.72	47.14
968	maxvit_small_tf_224	224	8.75	114.28	1	68.93	11.66	53.17
969	convnext_small	288	8.71	114.788	1	50.22	14.39	35.65
970	mobilenetv4_conv_aa_large	544	8.63	115.877	1	32.59	14.19	64.79
971	nextvit_small	384	8.63	115.898	1	31.76	17.26	57.14
972	cait_xxs24_384	384	8.62	115.993	1	12.03	9.63	122.66
973	seresnext101_32x8d	224	8.62	116.043	1	93.57	16.48	31.25
974	eva02_base_patch16_clip_224	224	8.6	116.214	1	86.26	17.62	26.32
975	vit_base_patch16_rpn_224	224	8.56	116.754	1	86.54	17.49	23.75
976	resnetrs152	256	8.55	116.946	1	86.62	15.59	30.83
977	vit_base_patch16_xp_224	224	8.52	117.358	1	86.51	17.56	23.9
978	seresnext101d_32x8d	224	8.51	117.483	1	93.59	16.72	32.05
979	resnext101_32x8d	224	8.5	117.633	1	88.79	16.48	31.21
980	efficientnet_b5	416	8.49	117.752	1	30.39	8.27	80.68
981	vit_base_mci_224	224	8.47	118.081	1	86.35	17.73	24.65
982	caformer_m36	224	8.45	118.319	1	56.2	13.29	50.48
983	seresnextaa101d_32x8d	224	8.35	119.799	1	93.59	17.25	34.16
984	vit_relpos_base_patch16_224	224	8.34	119.824	1	86.43	17.51	24.97
985	vit_base_patch16_224	224	8.33	120.013	1	86.57	17.58	23.9
986	vit_base_patch16_siglip_224	224	8.33	120.05	1	92.88	17.73	24.06
987	vit_base_patch16_siglip_gap_224	224	8.33	120.095	1	85.8	17.49	23.75
988	vit_base_patch16_clip_quickgelu_224	224	8.32	120.215	1	86.19	17.58	23.9
989	vit_base_patch16_224_miil	224	8.31	120.296	1	94.4	17.59	23.91
990	vit_base_patch16_gap_224	224	8.29	120.54	1	86.57	17.49	25.59
991	regnety_160	224	8.28	120.713	1	83.59	15.96	23.04
992	vit_base_patch16_clip_224	224	8.28	120.79	1	86.57	17.58	23.9
993	vit_relpos_base_patch16_rpn_224	224	8.28	120.749	1	86.41	17.51	24.97
994	vit_mediumd_patch16_reg4_gap_256	256	8.27	120.819	1	64.11	17.87	37.57
995	halonet_h1	256	8.25	121.167	1	8.1	3.0	51.17
996	vit_mediumd_patch16_rope_reg1_gap_256	256	8.24	121.316	1	63.95	17.65	37.02
997	maxvit_rmlp_small_rw_256	256	8.16	122.576	1	64.9	14.15	66.09
998	vit_relpos_base_patch16_cls_224	224	8.14	122.798	1	86.43	17.6	25.12
999	vit_base_patch32_clip_448	448	8.12	123.199	1	88.34	17.93	23.9
1000	pvt_v2_b4	224	8.09	123.551	1	62.56	10.14	53.74
1001	vit_relpos_base_patch16_clsgap_224	224	8.08	123.687	1	86.43	17.6	25.12
1002	cs3se_edgenet_x	320	8.05	124.251	1	50.72	18.01	20.21
1003	davit_base	224	8.04	124.352	1	87.95	15.51	40.66
1004	sequencer2d_m	224	8.04	124.384	1	38.31	6.55	14.26
1005	swinv2_tiny_window16_256	256	8.03	124.542	1	28.35	6.68	39.02
1006	hrnet_w44	224	8.02	124.58	1	67.06	14.94	26.92
1007	resnet152	288	8.01	124.879	1	60.19	19.11	37.28
1008	twins_svt_large	224	7.98	125.271	1	99.27	15.15	35.1
1009	dm_nfnet_f0	256	7.95	125.785	1	71.49	12.62	18.05
1010	xcit_small_12_p8_224	224	7.94	125.872	1	26.21	18.69	47.21
1011	convmixer_768_32	224	7.92	126.272	1	21.11	19.55	25.95
1012	hrnet_w48_ssld	224	7.9	126.53	1	77.47	17.34	28.56
1013	nfnet_f0	256	7.86	127.261	1	71.49	12.62	18.05
1014	mobilevitv2_200	384	7.84	127.58	1	18.45	16.24	72.34
1015	regnety_120	288	7.81	128.044	1	51.82	20.06	35.34
1016	hgnetv2_b6	224	7.79	128.275	1	75.26	16.88	21.23
1017	dpn131	224	7.77	128.613	1	79.25	16.09	32.97
1018	nf_regnet_b5	456	7.75	129.064	1	49.74	11.7	61.95
1019	hrnet_w48	224	7.7	129.858	1	77.47	17.34	28.56
1020	xception71	299	7.68	130.193	1	42.34	18.09	69.92
1021	resnet200d	256	7.67	130.432	1	64.69	20.0	43.09
1022	flexivit_base	240	7.58	131.82	1	86.59	20.29	28.36
1023	efficientnet_b5	448	7.54	132.62	1	30.39	9.59	93.56
1024	xcit_medium_24_p16_224	224	7.5	133.298	1	84.4	16.13	31.71
1025	resnet50x4_clip_gap	288	7.49	133.398	1	65.62	19.57	34.11
1026	densenet264d	224	7.46	134.027	1	72.74	13.57	14.0
1027	convnextv2_base	224	7.45	134.283	1	88.72	15.38	28.75
1028	nest_base	224	7.42	134.753	1	67.72	17.96	53.39
1029	maxxvit_rmlp_small_rw_256	256	7.37	135.578	1	66.01	14.67	58.38
1030	convnext_base	256	7.35	135.957	1	88.59	20.09	37.55
1031	gcvit_base	224	7.34	136.128	1	90.32	14.87	55.48
1032	nest_base_jx	224	7.31	136.815	1	67.72	17.96	53.39
1033	tf_efficientnetv2_m	384	7.3	136.891	1	54.14	15.85	57.52
1034	regnetz_e8	320	7.24	138.164	1	57.7	15.46	63.94
1035	rdnet_base	224	7.19	139.147	1	87.45	15.4	31.14
1036	eva02_base_patch14_224	224	7.12	140.454	1	85.76	23.22	36.55
1037	swin_s3_small_224	224	7.11	140.533	1	49.74	9.43	37.84
1038	vit_large_patch32_224	224	7.1	140.777	1	305.51	15.39	13.3
1039	eca_nfnet_l1	320	7.09	141.072	1	41.41	14.92	34.42
1040	seresnet152	288	7.09	140.934	1	66.82	19.11	37.34
1041	samvit_base_patch16_224	224	7.04	141.973	1	86.46	17.54	24.54
1042	convit_base	224	7.0	142.918	1	86.54	17.52	31.77
1043	inception_next_base	224	6.95	143.896	1	86.67	14.85	25.69
1044	tf_efficientnet_b5	456	6.95	143.755	1	30.39	10.46	98.86
1045	tiny_vit_21m_384	384	6.93	144.336	1	21.23	13.77	77.83
1046	coatnet_2_rw_224	224	6.91	144.724	1	73.87	15.09	49.22
1047	resnetv2_50x1_bit	448	6.91	144.669	1	25.55	16.62	44.46
1048	seresnet200d	256	6.88	145.349	1	71.86	20.01	43.15
1049	crossvit_15_dagger_408	408	6.87	145.643	1	28.5	21.45	95.05
1050	resnet152d	320	6.83	146.477	1	60.21	24.08	47.67
1051	swin_s3_base_224	224	6.79	147.184	1	71.13	13.69	48.26
1052	tresnet_m	448	6.77	147.771	1	31.39	22.99	29.21
1053	dpn107	224	6.76	147.81	1	86.92	18.38	33.46
1054	resnet50x4_clip	288	6.73	148.587	1	87.14	21.35	35.27
1055	resnetrs200	256	6.73	148.585	1	93.21	20.18	43.42
1056	swinv2_base_window12_192	192	6.73	148.54	1	109.28	11.9	39.72
1057	vit_base_r50_s16_224	224	6.73	148.472	1	97.89	21.66	35.28
1058	ecaresnet200d	256	6.71	148.953	1	64.69	20.0	43.15
1059	wide_resnet101_2	176	6.66	150.227	1	126.89	14.31	13.18
1060	coatnet_rmlp_2_rw_224	224	6.64	150.497	1	73.88	15.18	54.78
1061	repvgg_b3g4	224	6.64	150.669	1	83.83	17.89	15.1
1062	swinv2_cr_small_ns_224	224	6.64	150.577	1	49.7	9.08	50.27
1063	hgnet_base	224	6.62	150.974	1	71.58	25.14	15.47
1064	vit_base_patch16_siglip_256	256	6.61	151.197	1	92.93	23.44	33.63
1065	wide_resnet50_2	288	6.61	151.365	1	68.88	18.89	23.81
1066	vgg11	224	6.59	151.695	1	132.86	7.61	7.44
1067	vit_base_patch16_rope_reg1_gap_256	256	6.59	151.642	1	86.43	23.22	33.39
1068	vgg11_bn	224	6.56	152.446	1	132.87	7.62	7.44
1069	swinv2_cr_small_224	224	6.53	153.224	1	49.7	9.07	50.27
1070	vit_base_patch16_siglip_gap_256	256	6.52	153.278	1	85.84	23.13	33.23
1071	vit_base_patch16_reg4_gap_256	256	6.5	153.776	1	86.62	23.5	33.89
1072	vit_small_patch8_224	224	6.49	153.965	1	21.67	22.44	80.84
1073	repvgg_b2	224	6.48	154.38	1	89.02	20.45	12.9
1074	focalnet_base_srf	224	6.46	154.81	1	88.15	15.28	35.01
1075	efficientvit_l2	384	6.45	155.065	1	63.71	20.45	57.01
1076	resnet200	288	6.45	155.123	1	64.67	24.91	53.21
1077	crossvit_base_240	240	6.4	156.314	1	105.03	21.22	36.33
1078	volo_d3_224	224	6.31	158.554	1	86.33	20.78	60.09
1079	levit_512_s8	224	6.23	160.379	1	74.05	21.82	52.28
1080	seresnet152d	320	6.23	160.608	1	66.84	24.09	47.72
1081	coatnet_2_224	224	6.2	161.346	1	74.68	16.5	52.67
1082	convnext_base	288	6.15	162.453	1	88.59	25.43	47.53
1083	efficientnetv2_m	416	6.15	162.448	1	54.14	18.6	67.5
1084	volo_d1_384	384	6.12	163.334	1	26.78	22.75	108.55
1085	resnetrs152	320	6.1	163.792	1	86.62	24.34	48.14
1086	swin_small_patch4_window7_224	224	6.07	164.677	1	49.61	8.77	27.47
1087	nextvit_base	384	6.06	164.953	1	44.82	24.64	73.95
1088	focalnet_base_lrf	224	5.99	167.024	1	88.75	15.43	38.13
1089	caformer_b36	224	5.93	168.58	1	98.75	23.22	67.3
1090	resnext101_64x4d	288	5.86	170.685	1	83.46	25.66	51.59
1091	cait_xxs36_384	384	5.85	171.01	1	17.37	14.35	183.7
1092	vit_medium_patch16_gap_384	384	5.79	172.541	1	39.03	26.08	67.54
1093	levit_conv_512_s8	224	5.76	173.7	1	74.05	21.82	52.28
1094	vgg13_bn	224	5.76	173.557	1	133.05	11.33	12.25
1095	vitamin_base_224	224	5.76	173.46	1	87.72	22.68	52.77
1096	seresnext101_32x8d	288	5.75	173.901	1	93.57	27.24	51.63
1097	vgg13	224	5.75	173.979	1	133.05	11.31	12.25
1098	convnext_small	384	5.72	174.665	1	50.22	25.58	63.37
1099	legacy_senet154	224	5.72	174.756	1	115.09	20.77	38.69
1100	convformer_s36	384	5.69	175.734	1	40.01	22.54	89.62
1101	efficientnetv2_rw_m	416	5.66	176.792	1	53.24	21.49	79.62
1102	vit_base_patch16_plus_240	240	5.64	177.413	1	117.56	27.41	33.08
1103	xcit_small_24_p16_384	384	5.63	177.511	1	47.67	26.72	68.58
1104	seresnext101d_32x8d	288	5.6	178.577	1	93.59	27.64	52.95
1105	seresnet200d	288	5.59	178.979	1	71.86	25.32	54.6
1106	vit_large_r50_s32_224	224	5.59	178.873	1	328.99	19.58	24.41
1107	senet154	224	5.58	179.08	1	115.09	20.77	38.69
1108	seresnextaa101d_32x8d	288	5.58	179.137	1	93.59	28.51	56.44
1109	vit_relpos_base_patch16_plus_240	240	5.55	180.097	1	117.38	27.3	34.33
1110	ecaresnet200d	288	5.53	180.897	1	64.69	25.31	54.59
1111	regnety_160	288	5.52	180.975	1	83.59	26.37	38.07
1112	sequencer2d_l	224	5.49	182.132	1	54.3	9.74	22.12
1113	caformer_s36	384	5.43	184.228	1	39.3	26.08	150.33
1114	hrnet_w48_ssld	288	5.38	186.017	1	77.47	28.66	47.21
1115	hgnetv2_b6	288	5.37	186.229	1	75.26	27.9	35.09
1116	resnet200d	320	5.33	187.619	1	64.69	31.25	67.33
1117	wide_resnet101_2	224	5.22	191.557	1	126.89	22.8	21.23
1118	xcit_tiny_24_p8_384	384	5.16	193.796	1	12.11	27.05	132.95
1119	eca_nfnet_l2	320	5.15	194.064	1	56.72	20.95	47.43
1120	maxvit_tiny_tf_384	384	5.1	196.11	1	30.98	17.53	123.42
1121	swinv2_small_window16_256	256	5.1	196.241	1	49.73	12.82	66.29
1122	vgg16	224	5.08	196.881	1	138.36	15.47	13.56
1123	vgg16_bn	224	5.05	198.104	1	138.37	15.5	13.56
1124	swinv2_small_window8_256	256	5.04	198.246	1	49.73	11.58	40.14
1125	nfnet_f1	224	5.02	199.032	1	132.63	17.87	22.94
1126	seresnet269d	256	5.02	199.306	1	113.67	26.59	53.6
1127	regnetx_320	224	5.0	199.835	1	107.81	31.81	36.3
1128	resnetrs270	256	4.99	200.478	1	129.86	27.06	55.84
1129	convnextv2_base	288	4.98	200.977	1	88.72	25.43	47.53
1130	swinv2_cr_small_ns_256	256	4.98	200.886	1	49.7	12.07	76.21
1131	dm_nfnet_f1	224	4.96	201.546	1	132.63	17.87	22.94
1132	convformer_b36	224	4.95	201.817	1	99.88	22.69	56.06
1133	convnext_base	320	4.95	201.819	1	88.59	31.39	58.68
1134	tf_efficientnetv2_m	480	4.89	204.622	1	54.14	24.76	89.84
1135	hrnet_w64	224	4.87	205.177	1	128.06	28.97	35.09
1136	cait_xs24_384	384	4.86	205.554	1	26.67	19.28	183.98
1137	nextvit_large	384	4.84	206.508	1	57.87	32.03	90.76
1138	resnetrs200	320	4.81	207.813	1	93.21	31.51	67.81
1139	maxvit_rmlp_base_rw_224	224	4.76	210.09	1	116.14	23.15	92.64
1140	crossvit_18_dagger_408	408	4.66	214.577	1	44.61	32.47	124.87
1141	nasnetalarge	331	4.66	214.708	1	88.75	23.89	90.56
1142	swinv2_cr_base_224	224	4.64	215.595	1	87.88	15.86	59.66
1143	swinv2_cr_base_ns_224	224	4.62	216.593	1	87.88	15.86	59.66
1144	maxxvitv2_rmlp_base_rw_224	224	4.57	218.631	1	116.09	24.2	62.77
1145	vgg19	224	4.57	218.781	1	143.67	19.63	14.86
1146	vit_so150m_patch16_reg4_gap_256	256	4.54	220.434	1	134.13	36.75	53.21
1147	maxvit_base_tf_224	224	4.51	221.617	1	119.47	24.04	95.01
1148	vgg19_bn	224	4.51	221.568	1	143.68	19.66	14.86
1149	seresnextaa101d_32x8d	320	4.48	222.957	1	93.59	35.19	69.67
1150	resnest200e	320	4.45	224.812	1	70.2	35.69	82.78
1151	vit_so150m_patch16_reg4_map_256	256	4.44	225.038	1	141.48	37.18	53.68
1152	convnext_large	224	4.34	230.221	1	197.77	34.4	43.13
1153	pnasnet5large	331	4.33	231.035	1	86.06	25.04	92.89
1154	repvgg_b3	224	4.33	230.866	1	123.09	29.16	15.1
1155	xcit_small_24_p8_224	224	4.32	231.329	1	47.63	35.81	90.78
1156	resnetv2_101x1_bit	448	4.3	232.409	1	44.54	31.65	64.93
1157	coat_lite_medium_384	384	4.23	236.111	1	44.57	28.73	116.7
1158	convnextv2_large	224	4.19	238.786	1	197.96	34.4	43.13
1159	vit_betwixt_patch16_reg4_gap_384	384	4.19	238.533	1	60.6	39.71	85.28
1160	seresnet269d	288	4.18	239.28	1	113.67	33.65	67.81
1161	hgnet_base	288	4.16	240.305	1	71.58	41.55	25.57
1162	swin_base_patch4_window7_224	224	4.15	240.831	1	87.77	15.47	36.63
1163	davit_large	224	4.13	241.977	1	196.81	34.6	60.99
1164	efficientvit_l3	224	3.98	251.253	1	246.04	27.62	39.16
1165	regnety_320	224	3.93	254.497	1	145.05	32.34	30.26
1166	xcit_large_24_p16_224	224	3.92	254.84	1	189.1	35.86	47.27
1167	tf_efficientnet_b6	528	3.91	255.971	1	43.04	19.4	167.39
1168	efficientnet_b6	528	3.87	258.445	1	43.04	19.4	167.39
1169	eca_nfnet_l2	384	3.83	260.863	1	56.72	30.05	68.28
1170	swinv2_base_window12to16_192to256	256	3.83	260.995	1	87.92	22.02	84.71
1171	tresnet_l	448	3.79	263.846	1	55.99	43.59	47.56
1172	swinv2_large_window12_192	192	3.75	266.366	1	228.77	26.17	56.53
1173	swinv2_base_window16_256	256	3.74	267.172	1	87.92	22.02	84.71
1174	tf_efficientnetv2_l	384	3.57	279.821	1	118.52	36.1	101.16
1175	convnext_base	384	3.56	280.744	1	88.59	45.21	84.49
1176	ecaresnet269d	320	3.55	281.653	1	102.09	41.53	83.69
1177	swinv2_cr_tiny_384	384	3.54	282.629	1	28.33	15.34	161.01
1178	inception_next_base	384	3.52	284.303	1	86.67	43.64	75.48
1179	vit_mediumd_patch16_reg4_gap_384	384	3.51	284.717	1	64.27	43.67	113.51
1180	swinv2_base_window8_256	256	3.5	285.642	1	87.92	20.37	52.59
1181	efficientnetv2_l	384	3.49	286.334	1	118.52	36.1	101.16
1182	hiera_large_224	224	3.47	288.334	1	213.74	40.34	83.37
1183	convformer_m36	384	3.46	289.231	1	57.05	37.87	123.56
1184	eca_nfnet_l3	352	3.46	289.136	1	72.04	32.57	73.12
1185	deit3_base_patch16_384	384	3.43	291.108	1	86.88	55.54	101.56
1186	deit_base_patch16_384	384	3.41	293.52	1	86.86	55.54	101.56
1187	deit_base_distilled_patch16_384	384	3.38	295.425	1	87.63	55.65	101.82
1188	cait_s24_384	384	3.35	298.48	1	47.06	32.17	245.31
1189	mixer_l16_224	224	3.34	299.523	1	208.2	44.6	41.69
1190	coatnet_rmlp_3_rw_224	224	3.31	302.243	1	165.15	33.56	79.47
1191	convnext_large_mlp	256	3.29	304.086	1	200.13	44.94	56.33
1192	regnety_160	384	3.29	303.803	1	83.59	46.87	67.67
1193	coatnet_3_rw_224	224	3.27	305.713	1	181.81	33.44	73.83
1194	resnetrs350	288	3.27	306.236	1	163.96	43.67	87.09
1195	dm_nfnet_f1	320	3.26	307.082	1	132.63	35.97	46.77
1196	efficientvit_l3	256	3.26	306.891	1	246.04	36.06	50.98
1197	convmixer_1536_20	224	3.25	307.72	1	51.63	48.68	33.03
1198	volo_d4_224	224	3.25	307.319	1	192.96	44.34	80.22
1199	rdnet_large	224	3.22	310.919	1	186.27	34.74	46.67
1200	vit_small_patch14_dinov2	518	3.21	311.039	1	22.06	46.76	198.79
1201	nfnet_f1	320	3.19	313.353	1	132.63	35.97	46.77
1202	beit_base_patch16_384	384	3.18	314.371	1	86.74	55.54	101.56
1203	vit_small_patch14_reg4_dinov2	518	3.15	316.948	1	22.06	46.95	199.77
1204	coatnet_3_224	224	3.12	320.7	1	166.97	36.56	79.01
1205	xcit_medium_24_p16_384	384	3.09	324.036	1	84.4	47.39	91.64
1206	caformer_m36	384	3.08	324.221	1	56.2	42.11	196.35
1207	resnetrs270	352	3.03	329.649	1	129.86	51.13	105.48
1208	maxvit_small_tf_384	384	3.0	332.88	1	69.02	35.87	183.65
1209	volo_d2_384	384	3.0	333.546	1	58.87	46.17	184.51
1210	resnext101_32x16d	224	2.99	334.318	1	194.03	36.27	51.18
1211	dm_nfnet_f2	256	2.97	336.324	1	193.78	33.76	41.85
1212	vit_base_patch16_384	384	2.97	337.009	1	86.86	55.54	101.56
1213	mvitv2_large	224	2.95	338.418	1	217.99	43.87	112.02
1214	vit_base_patch16_siglip_gap_384	384	2.95	339.098	1	86.09	55.43	101.3
1215	nfnet_f2	256	2.94	340.191	1	193.78	33.76	41.85
1216	vit_base_patch16_siglip_384	384	2.94	339.662	1	93.18	56.12	102.2
1217	vit_base_patch16_clip_384	384	2.92	342.185	1	86.86	55.54	101.56
1218	maxxvitv2_rmlp_large_rw_224	224	2.91	344.02	1	215.42	44.14	87.15
1219	tiny_vit_21m_512	512	2.91	343.403	1	21.27	27.02	177.93
1220	ecaresnet269d	352	2.87	347.846	1	102.09	50.25	101.25
1221	convnextv2_base	384	2.86	349.626	1	88.72	45.21	84.49
1222	xcit_small_12_p8_384	384	2.81	356.188	1	26.21	54.92	138.29
1223	convnext_large	288	2.8	357.134	1	197.77	56.87	71.29
1224	convnextv2_large	288	2.79	358.749	1	197.96	56.87	71.29
1225	vit_base_patch16_18x2_224	224	2.78	359.751	1	256.73	52.51	71.38
1226	mvitv2_large_cls	224	2.76	362.694	1	234.58	42.17	111.69
1227	beit_large_patch16_224	224	2.75	364.218	1	304.43	61.6	63.52
1228	tresnet_xl	448	2.73	366.436	1	78.44	60.77	61.31
1229	deit3_large_patch16_224	224	2.7	370.995	1	304.37	61.6	63.52
1230	vit_large_patch32_384	384	2.7	369.742	1	306.63	45.31	43.86
1231	beitv2_large_patch16_224	224	2.69	372.287	1	304.43	61.6	63.52
1232	coatnet_rmlp_2_rw_384	384	2.64	379.078	1	73.88	47.69	209.43
1233	maxvit_tiny_tf_512	512	2.59	386.591	1	31.05	33.49	257.59
1234	efficientvit_l3	320	2.57	389.302	1	246.04	56.32	79.34
1235	maxvit_large_tf_224	224	2.56	390.951	1	211.79	43.68	127.35
1236	swinv2_cr_large_224	224	2.52	397.562	1	196.68	35.1	78.42
1237	swin_large_patch4_window7_224	224	2.47	404.245	1	196.53	34.53	54.94
1238	resnetrs420	320	2.41	415.274	1	191.89	64.2	126.56
1239	xcit_medium_24_p8_224	224	2.4	417.212	1	84.32	63.53	121.23
1240	vit_base_r50_s16_384	384	2.39	417.549	1	98.95	67.43	135.03
1241	resnet50x16_clip_gap	384	2.37	422.331	1	136.2	70.32	100.64
1242	tf_efficientnetv2_l	480	2.37	421.363	1	118.52	56.4	157.99
1243	convnext_xlarge	224	2.35	425.759	1	350.2	60.98	57.5
1244	efficientnetv2_xl	384	2.35	425.352	1	208.12	52.81	139.2
1245	davit_huge	224	2.34	426.69	1	348.92	61.23	81.32
1246	tf_efficientnetv2_xl	384	2.34	427.212	1	208.12	52.81	139.2
1247	efficientnetv2_l	480	2.31	432.762	1	118.52	56.4	157.99
1248	resnetv2_50x3_bit	224	2.31	433.391	1	217.32	37.06	33.34
1249	cait_s36_384	384	2.3	433.947	1	68.37	47.99	367.4
1250	eca_nfnet_l3	448	2.29	436.231	1	72.04	52.55	118.4
1251	seresnextaa201d_32x8d	320	2.28	437.688	1	149.39	70.22	138.71
1252	vit_large_patch16_224	224	2.26	441.632	1	304.33	61.6	63.52
1253	eva_large_patch14_196	196	2.23	448.812	1	304.14	61.57	63.52
1254	convnext_large_mlp	320	2.19	456.263	1	200.13	70.21	88.02
1255	repvgg_d2se	320	2.17	461.059	1	133.33	74.57	46.82
1256	resnet50x16_clip	384	2.17	461.201	1	167.33	74.9	103.54
1257	vit_large_r50_s32_384	384	2.17	461.7	1	329.09	57.43	76.52
1258	convformer_b36	384	2.16	462.452	1	99.88	66.67	164.75
1259	flexivit_large	240	2.15	465.028	1	304.36	70.99	75.39
1260	tf_efficientnet_b7	600	2.15	465.8	1	66.35	38.33	289.94
1261	swinv2_large_window12to16_192to256	256	2.12	471.827	1	196.74	47.81	121.53
1262	vit_base_patch8_224	224	2.11	475.013	1	86.58	78.22	161.69
1263	efficientnet_b7	600	2.09	478.281	1	66.35	38.33	289.94
1264	caformer_b36	384	2.05	488.404	1	98.75	72.33	261.79
1265	resnest269e	416	2.03	492.91	1	110.93	77.69	171.98
1266	resnetrs350	384	2.03	492.902	1	163.96	77.59	154.74
1267	resnetv2_152x2_bit	224	2.01	496.395	1	236.34	46.95	45.11
1268	regnety_640	224	2.0	500.583	1	281.38	64.16	42.5
1269	volo_d5_224	224	1.96	508.876	1	295.46	72.4	118.11
1270	nfnet_f2	352	1.94	514.863	1	193.78	63.22	79.06
1271	dm_nfnet_f2	352	1.92	521.607	1	193.78	63.22	79.06
1272	efficientvit_l3	384	1.9	526.613	1	246.04	81.08	114.02
1273	coatnet_4_224	224	1.84	544.382	1	275.43	62.48	129.26
1274	resmlp_big_24_224	224	1.83	545.885	1	129.14	100.23	87.31
1275	vit_large_patch14_xp_224	224	1.82	549.68	1	304.06	81.01	88.79
1276	vit_large_patch14_clip_224	224	1.8	556.186	1	304.2	81.08	88.79
1277	vit_large_patch14_clip_quickgelu_224	224	1.8	555.306	1	303.97	81.08	88.79
1278	vit_large_patch16_siglip_gap_256	256	1.78	560.426	1	303.36	80.8	88.34
1279	vit_large_patch14_224	224	1.77	564.22	1	304.2	81.08	88.79
1280	vit_large_patch16_siglip_256	256	1.76	569.531	1	315.96	81.34	88.88
1281	maxxvitv2_rmlp_base_rw_384	384	1.75	571.868	1	116.09	72.98	213.74
1282	swinv2_cr_small_384	384	1.74	576.224	1	49.7	29.7	298.03
1283	eva02_large_patch14_clip_224	224	1.73	579.213	1	304.11	81.18	97.2
1284	vitamin_large2_224	224	1.72	580.708	1	333.58	75.05	112.83
1285	eva02_large_patch14_224	224	1.71	585.819	1	303.27	81.15	97.2
1286	nfnet_f3	320	1.71	584.444	1	254.92	68.77	83.93
1287	dm_nfnet_f3	320	1.69	592.094	1	254.92	68.77	83.93
1288	vitamin_large_224	224	1.67	597.716	1	333.32	75.05	112.83
1289	convnext_large	384	1.64	610.931	1	197.77	101.1	126.74
1290	regnety_320	384	1.62	615.677	1	145.05	95.0	88.87
1291	convnextv2_large	384	1.61	621.538	1	197.96	101.1	126.74
1292	eva02_base_patch14_448	448	1.61	622.76	1	87.12	107.11	259.14
1293	seresnextaa201d_32x8d	384	1.59	626.967	1	149.39	101.11	199.72
1294	convnext_large_mlp	384	1.56	642.339	1	200.13	101.11	126.74
1295	xcit_large_24_p16_384	384	1.55	645.297	1	189.1	105.35	137.17
1296	maxvit_base_tf_384	384	1.52	656.799	1	119.65	73.8	332.9
1297	maxvit_small_tf_512	512	1.52	658.029	1	69.13	67.26	383.77
1298	vit_so400m_patch14_siglip_224	224	1.52	656.824	1	427.68	110.26	106.73
1299	convnext_xlarge	288	1.51	662.437	1	350.2	100.8	95.05
1300	swin_base_patch4_window12_384	384	1.5	667.292	1	87.9	47.19	134.78
1301	vit_base_patch16_siglip_512	512	1.5	667.76	1	93.52	108.22	247.74
1302	vit_base_patch16_siglip_gap_512	512	1.48	674.572	1	86.43	107.0	246.15
1303	xcit_small_24_p8_384	384	1.48	673.402	1	47.63	105.24	265.91
1304	resnetrs420	416	1.45	689.205	1	191.89	108.45	213.79
1305	vit_so400m_patch14_siglip_gap_224	224	1.45	688.541	1	412.44	109.57	106.13
1306	volo_d3_448	448	1.43	697.962	1	86.63	96.33	446.83
1307	sam2_hiera_tiny	896	1.37	731.987	1	26.85	99.86	384.63
1308	tf_efficientnetv2_xl	512	1.37	730.895	1	208.12	93.85	247.32
1309	efficientnetv2_xl	512	1.35	739.886	1	208.12	93.85	247.32
1310	swinv2_cr_base_384	384	1.35	738.658	1	87.88	50.57	333.68
1311	vitamin_large2_256	256	1.34	744.299	1	333.64	99.0	154.99
1312	maxvit_rmlp_base_rw_384	384	1.33	749.061	1	116.14	70.97	318.95
1313	vitamin_large_256	256	1.33	751.941	1	333.38	99.0	154.99
1314	swinv2_base_window12to24_192to384	384	1.3	766.277	1	87.92	55.25	280.36
1315	efficientnet_b8	672	1.27	785.04	1	87.41	63.48	442.89
1316	tf_efficientnet_b8	672	1.27	790.305	1	87.41	63.48	442.89
1317	convnextv2_huge	224	1.26	791.531	1	660.29	115.0	79.07
1318	rdnet_large	384	1.25	800.743	1	186.27	102.09	137.13
1319	resnetv2_101x3_bit	224	1.25	800.082	1	387.93	71.23	48.7
1320	maxvit_xlarge_tf_224	224	1.24	808.144	1	506.99	97.52	191.04
1321	resnext101_32x32d	224	1.19	839.906	1	468.53	87.29	91.12
1322	xcit_large_24_p8_224	224	1.16	863.559	1	188.93	141.23	181.56
1323	focalnet_large_fl3	384	1.15	865.874	1	239.13	105.06	168.04
1324	focalnet_large_fl4	384	1.14	875.284	1	239.32	105.2	181.78
1325	deit3_huge_patch14_224	224	1.13	882.197	1	632.13	167.4	139.41
1326	hiera_huge_224	224	1.12	894.408	1	672.78	124.85	150.95
1327	vitamin_xlarge_256	256	1.11	900.056	1	436.06	130.13	177.37
1328	dm_nfnet_f3	416	1.1	905.365	1	254.92	115.58	141.78
1329	nfnet_f3	416	1.1	906.772	1	254.92	115.58	141.78
1330	sam2_hiera_small	896	1.09	917.068	1	33.95	123.99	442.63
1331	vit_base_patch14_dinov2	518	1.05	950.436	1	86.58	151.71	397.58
1332	mvitv2_huge_cls	224	1.04	961.324	1	694.8	120.67	243.63
1333	swinv2_cr_huge_224	224	1.03	974.869	1	657.83	115.97	121.08
1334	vit_base_patch14_reg4_dinov2	518	1.03	974.729	1	86.58	152.25	399.53
1335	dm_nfnet_f4	384	1.02	983.149	1	316.07	122.14	147.57
1336	nfnet_f4	384	1.02	980.681	1	316.07	122.14	147.57
1337	deit3_large_patch16_384	384	0.99	1013.815	1	304.76	191.21	270.24
1338	regnety_1280	224	0.99	1007.166	1	644.81	127.66	71.58
1339	resnetv2_152x2_bit	384	0.97	1026.846	1	236.34	136.16	132.56
1340	beit_large_patch16_384	384	0.96	1039.846	1	305.0	191.21	270.24
1341	focalnet_huge_fl3	224	0.95	1048.054	1	745.28	118.26	104.8
1342	focalnet_huge_fl4	224	0.93	1073.843	1	686.46	118.9	113.34
1343	vit_huge_patch14_clip_quickgelu_224	224	0.93	1078.292	1	632.08	167.4	139.41
1344	vit_huge_patch14_gap_224	224	0.93	1077.981	1	630.76	166.73	138.74
1345	vit_huge_patch14_xp_224	224	0.93	1077.577	1	631.8	167.3	139.41
1346	vit_huge_patch14_224	224	0.92	1088.516	1	630.76	167.4	139.41
1347	vit_huge_patch14_clip_224	224	0.92	1086.013	1	632.05	167.4	139.41
1348	maxvit_large_tf_384	384	0.88	1132.022	1	212.03	132.55	445.84
1349	resnetv2_50x3_bit	448	0.87	1144.567	1	217.32	145.7	133.37
1350	swin_large_patch4_window12_384	384	0.87	1149.611	1	196.74	104.08	202.16
1351	davit_giant	224	0.85	1172.447	1	1406.47	192.92	153.06
1352	convnext_xlarge	384	0.83	1200.268	1	350.2	179.2	168.99
1353	regnety_640	384	0.82	1218.504	1	281.38	188.47	124.83
1354	davit_base_fl	768	0.81	1231.237	1	90.37	190.32	530.15
1355	eva02_large_patch14_clip_336	336	0.81	1234.141	1	304.43	191.34	289.13
1356	swinv2_cr_large_384	384	0.81	1234.754	1	196.68	108.96	404.96
1357	vit_large_patch14_clip_quickgelu_336	336	0.81	1231.07	1	304.29	191.11	270.24
1358	vit_large_patch16_384	384	0.81	1238.91	1	304.72	191.21	270.24
1359	vitamin_large2_336	336	0.81	1231.074	1	333.83	175.72	307.47
1360	xcit_medium_24_p8_384	384	0.81	1235.266	1	84.32	186.67	354.73
1361	vit_large_patch16_siglip_gap_384	384	0.8	1247.934	1	303.69	190.85	269.55
1362	vitamin_large_336	336	0.8	1247.895	1	333.57	175.72	307.47
1363	coatnet_5_224	224	0.79	1268.134	1	687.47	145.49	194.24
1364	eva_large_patch14_336	336	0.79	1259.34	1	304.53	191.1	270.24
1365	vit_large_patch14_clip_336	336	0.79	1262.838	1	304.53	191.11	270.24
1366	vit_large_patch16_siglip_384	384	0.79	1261.685	1	316.28	192.07	270.75
1367	convnextv2_huge	288	0.78	1279.004	1	660.29	190.1	130.7
1368	maxvit_base_tf_512	512	0.78	1281.906	1	119.88	138.02	703.99
1369	cait_m36_384	384	0.77	1299.355	1	271.22	173.11	734.81
1370	nfnet_f5	416	0.77	1305.878	1	377.21	170.71	204.56
1371	vit_giant_patch16_gap_224	224	0.76	1314.372	1	1011.37	202.46	139.26
1372	volo_d4_448	448	0.76	1308.242	1	193.41	197.13	527.35
1373	convnext_xxlarge	256	0.75	1335.83	1	846.47	198.09	124.45
1374	dm_nfnet_f5	416	0.75	1338.347	1	377.21	170.71	204.56
1375	swinv2_large_window12to24_192to384	384	0.72	1379.956	1	196.74	116.15	407.83
1376	resnetv2_152x2_bit	448	0.71	1412.665	1	236.34	184.99	180.43
1377	focalnet_xlarge_fl3	384	0.67	1482.114	1	408.79	185.61	223.99
1378	focalnet_xlarge_fl4	384	0.65	1538.866	1	409.03	185.79	242.31
1379	vitamin_xlarge_336	336	0.65	1535.951	1	436.06	230.18	347.33
1380	dm_nfnet_f4	512	0.63	1582.68	1	316.07	216.26	262.26
1381	nfnet_f4	512	0.63	1585.327	1	316.07	216.26	262.26
1382	sam2_hiera_base_plus	896	0.63	1575.739	1	68.68	227.48	828.88
1383	vit_giant_patch14_224	224	0.62	1617.497	1	1012.61	267.18	192.64
1384	vitamin_large_384	384	0.61	1650.577	1	333.71	234.44	440.16
1385	eva_giant_patch14_224	224	0.6	1653.439	1	1012.56	267.18	192.64
1386	tf_efficientnet_l2	475	0.6	1656.514	1	480.31	172.11	609.89
1387	vit_giant_patch14_clip_224	224	0.6	1656.244	1	1012.65	267.18	192.64
1388	vitamin_large2_384	384	0.6	1661.817	1	333.97	234.44	440.16
1389	resnet50x64_clip_gap	448	0.59	1697.2	1	365.03	253.96	233.22
1390	eva_giant_patch14_clip_224	224	0.58	1723.985	1	1012.59	267.18	192.64
1391	resnet50x64_clip	448	0.58	1738.21	1	420.38	265.02	239.13
1392	nfnet_f6	448	0.56	1772.805	1	438.36	229.7	273.62
1393	dm_nfnet_f6	448	0.55	1813.744	1	438.36	229.7	273.62
1394	vit_so400m_patch14_siglip_384	384	0.5	2008.52	1	428.23	335.4	452.89
1395	vit_so400m_patch14_siglip_gap_384	384	0.49	2032.811	1	412.99	333.46	451.19
1396	beit_large_patch16_512	512	0.48	2069.069	1	305.67	362.24	656.39
1397	dm_nfnet_f5	544	0.48	2090.56	1	377.21	290.97	349.71
1398	nfnet_f5	544	0.48	2077.094	1	377.21	290.97	349.71
1399	volo_d5_448	448	0.48	2089.076	1	295.91	315.06	737.92
1400	resnetv2_101x3_bit	448	0.47	2137.522	1	387.93	280.33	194.78
1401	convnextv2_huge	384	0.45	2200.78	1	660.29	337.96	232.35
1402	nfnet_f7	480	0.45	2235.058	1	499.5	300.08	355.86
1403	maxvit_xlarge_tf_384	384	0.44	2276.68	1	475.32	292.78	668.76
1404	resnetv2_152x4_bit	224	0.44	2264.656	1	936.53	186.9	90.22
1405	eva02_large_patch14_448	448	0.42	2395.984	1	305.08	362.33	689.95
1406	regnety_1280	384	0.41	2419.045	1	644.81	374.99	210.2
1407	vit_huge_patch14_clip_336	336	0.41	2463.126	1	632.46	390.97	407.54
1408	xcit_large_24_p8_384	384	0.38	2625.871	1	188.93	415.0	531.82
1409	nfnet_f6	576	0.37	2705.399	1	438.36	378.69	452.2
1410	dm_nfnet_f6	576	0.36	2764.673	1	438.36	378.69	452.2
1411	volo_d5_512	512	0.35	2888.125	1	296.09	425.09	1105.37
1412	vit_gigantic_patch14_224	224	0.33	3043.914	1	1844.44	483.95	275.37
1413	vit_gigantic_patch14_clip_224	224	0.33	3054.145	1	1844.91	483.96	275.37
1414	vit_so400m_patch14_siglip_gap_448	448	0.33	3055.238	1	413.33	487.18	764.26
1415	swinv2_cr_huge_384	384	0.32	3112.935	1	657.94	352.04	583.18
1416	vit_huge_patch14_clip_quickgelu_378	378	0.32	3153.715	1	632.68	503.79	572.79
1417	cait_m48_448	448	0.31	3237.951	1	356.46	329.41	1708.23
1418	convnextv2_huge	512	0.31	3235.039	1	660.29	600.81	413.07
1419	vit_huge_patch14_clip_378	378	0.31	3192.651	1	632.68	503.79	572.79
1420	vit_large_patch14_dinov2	518	0.3	3283.515	1	304.37	507.15	1058.82
1421	vit_large_patch14_reg4_dinov2	518	0.3	3302.339	1	304.37	508.9	1064.02
1422	nfnet_f7	608	0.29	3432.385	1	499.5	480.39	570.85
1423	vit_huge_patch16_gap_448	448	0.29	3444.702	1	631.67	544.7	636.83
1424	swinv2_cr_giant_224	224	0.28	3558.238	1	2598.76	483.85	309.15
1425	eva_giant_patch14_336	336	0.25	3940.881	1	1013.01	620.64	550.67
1426	samvit_base_patch16	1024	0.24	4123.097	1	89.67	486.43	1343.27
1427	davit_huge_fl	768	0.23	4324.634	1	360.64	744.84	1060.3
1428	maxvit_xlarge_tf_512	512	0.22	4520.247	1	475.77	534.14	1413.22
1429	efficientnet_l2	800	0.21	4705.895	1	480.31	479.12	1707.39
1430	regnety_2560	384	0.21	4775.125	1	1282.6	747.83	296.49
1431	tf_efficientnet_l2	800	0.21	4750.597	1	480.31	479.12	1707.39
1432	resnetv2_152x4_bit	480	0.17	5875.601	1	936.53	844.84	414.26
1433	sam2_hiera_large	1024	0.16	6214.186	1	212.15	907.48	2190.34
1434	eva02_enormous_patch14_clip_224	224	0.14	6939.876	1	4350.56	1132.46	497.58
1435	vit_giant_patch14_dinov2	518	0.1	10207.402	1	1136.48	1784.2	2757.89
1436	vit_giant_patch14_reg4_dinov2	518	0.1	10361.576	1	1136.48	1790.08	2771.21
1437	eva_giant_patch14_560	560	0.09	10775.568	1	1014.45	1906.76	2577.17
1438	samvit_large_patch16	1024	0.09	11652.888	1	308.28	1493.86	2553.78
1439	swinv2_cr_giant_384	384	0.09	11052.423	1	2598.76	1450.71	1394.86
1440	vit_so400m_patch14_siglip_gap_896	896	0.06	16814.851	1	416.87	2731.49	8492.88
1441	samvit_huge_patch16	1024	0.05	21270.331	1	637.03	2982.23	3428.16