pytorch-image-models/results/benchmark-infer-fp32-nchw-pt221-cpu-i9_10940x-dynamo.csv

1	model	infer_samples_per_sec	infer_step_time	infer_batch_size	infer_img_size	param_count
2	tf_mobilenetv3_small_minimal_100	309.77	3.161	1	224	2.04
3	lcnet_035	308.98	3.161	1	224	1.64
4	resnet10t	300.12	3.231	1	176	5.44
5	lcnet_050	295.81	3.311	1	224	1.88
6	tinynet_e	273.01	3.592	1	106	2.04
7	mobilenetv3_small_050	270.37	3.63	1	224	1.59
8	lcnet_075	266.53	3.674	1	224	2.36
9	mobilenetv2_035	249.23	3.942	1	224	1.68
10	lcnet_100	244.53	3.999	1	224	2.95
11	mobilenetv3_small_100	225.97	4.345	1	224	2.54
12	mobilenetv3_small_075	220.29	4.46	1	224	2.04
13	tf_mobilenetv3_small_100	219.41	4.475	1	224	2.54
14	lcnet_150	219.1	4.466	1	224	4.5
15	mobilenetv2_050	214.82	4.575	1	224	1.97
16	tf_mobilenetv3_small_075	208.46	4.716	1	224	2.04
17	mnasnet_050	205.77	4.783	1	224	2.22
18	regnetx_002	198.21	4.962	1	224	2.68
19	ese_vovnet19b_slim	192.31	5.101	1	224	3.17
20	tinynet_d	191.92	5.128	1	152	2.34
21	resnet18	187.86	5.216	1	160	11.69
22	mobilenetv2_075	187.52	5.242	1	224	2.64
23	mnasnet_small	187.12	5.265	1	224	2.03
24	efficientvit_b0	184.09	5.346	1	224	3.41
25	ese_vovnet19b_slim_dw	184.05	5.341	1	224	1.9
26	mobilenetv2_100	182.7	5.378	1	224	3.5
27	hgnetv2_b0	180.83	5.43	1	224	6.0
28	mnasnet_075	180.52	5.443	1	224	3.17
29	hardcorenas_a	179.9	5.461	1	224	5.26
30	mobilenetv3_large_075	176.23	5.58	1	224	3.99
31	efficientnet_lite0	174.03	5.647	1	224	4.65
32	levit_128s	173.36	5.665	1	224	7.78
33	mnasnet_100	173.17	5.679	1	224	4.38
34	semnasnet_050	171.62	5.745	1	224	2.08
35	gernet_s	167.59	5.865	1	224	8.17
36	mobilenetv3_large_100	165.26	5.952	1	224	5.48
37	cs3darknet_s	164.21	5.995	1	256	3.28
38	mobilenetv3_rw	162.02	6.071	1	224	5.48
39	cs3darknet_focus_s	161.22	6.111	1	256	3.27
40	mobilenetv2_140	159.18	6.179	1	224	6.11
41	tf_mobilenetv3_large_minimal_100	159.13	6.186	1	224	3.92
42	resnet10t	155.59	6.322	1	224	5.44
43	regnety_002	154.79	6.375	1	224	3.16
44	tf_mobilenetv3_large_075	150.25	6.551	1	224	3.99
45	resnet14t	149.95	6.563	1	176	10.08
46	hardcorenas_b	146.58	6.72	1	224	5.18
47	hardcorenas_c	146.24	6.738	1	224	5.52
48	fbnetc_100	143.95	6.847	1	224	5.57
49	regnetx_004_tv	143.93	6.85	1	224	5.5
50	levit_conv_128s	142.89	6.888	1	224	7.78
51	tf_mobilenetv3_large_100	142.19	6.933	1	224	5.48
52	semnasnet_075	141.97	6.949	1	224	2.91
53	semnasnet_100	141.36	6.977	1	224	3.89
54	hgnetv2_b0	141.33	6.974	1	288	6.0
55	mobilenetv2_110d	139.05	7.092	1	224	4.52
56	spnasnet_100	138.75	7.11	1	224	4.42
57	dla46_c	138.38	7.137	1	224	1.3
58	hgnetv2_b1	138.06	7.135	1	224	6.34
59	efficientnet_es	137.5	7.174	1	224	5.44
60	efficientnet_es_pruned	137.05	7.197	1	224	5.44
61	tf_efficientnet_es	135.86	7.256	1	224	5.44
62	resnet14t	135.07	7.296	1	224	10.08
63	dla46x_c	134.66	7.334	1	224	1.07
64	efficientnet_lite1	134.08	7.36	1	240	5.42
65	regnetx_004	134.07	7.361	1	224	5.16
66	regnetx_006	133.51	7.39	1	224	6.2
67	semnasnet_140	133.03	7.417	1	224	6.11
68	vit_tiny_r_s16_p8_224	132.94	7.419	1	224	6.34
69	mnasnet_140	132.56	7.439	1	224	7.12
70	regnetx_008	131.77	7.489	1	224	7.26
71	mixer_s32_224	130.18	7.575	1	224	19.1
72	tf_efficientnet_lite0	129.71	7.61	1	224	4.65
73	tinynet_c	129.52	7.631	1	184	2.46
74	levit_192	128.69	7.669	1	224	10.95
75	mobilevitv2_050	127.38	7.758	1	256	1.37
76	resnext26ts	126.34	7.809	1	256	10.3
77	repghostnet_058	125.0	7.916	1	224	2.55
78	efficientvit_m1	124.63	7.943	1	224	2.98
79	mobileone_s1	123.39	8.002	1	224	4.83
80	levit_conv_128	122.84	8.041	1	224	9.21
81	vit_tiny_patch16_224	122.27	8.075	1	224	5.72
82	repghostnet_080	121.61	8.134	1	224	3.28
83	efficientvit_m2	120.55	8.204	1	224	4.19
84	repghostnet_050	120.14	8.244	1	224	2.31
85	gmixer_12_224	119.61	8.256	1	224	12.7
86	efficientnet_lite2	118.78	8.318	1	260	6.09
87	edgenext_xx_small	118.74	8.34	1	288	1.33
88	convnext_atto	118.59	8.331	1	224	3.7
89	levit_conv_192	117.23	8.428	1	224	10.95
90	resnet18	117.15	8.431	1	224	11.69
91	ese_vovnet19b_dw	116.09	8.507	1	224	6.54
92	poolformer_s12	116.09	8.504	1	224	11.92
93	hgnetv2_b1	115.23	8.574	1	288	6.34
94	repghostnet_100	115.12	8.593	1	224	4.07
95	mobileone_s2	115.04	8.591	1	224	7.88
96	efficientformer_l1	114.17	8.656	1	224	12.29
97	regnety_008	114.08	8.665	1	224	6.26
98	pit_ti_distilled_224	113.8	8.689	1	224	5.1
99	eca_resnext26ts	113.67	8.691	1	256	10.3
100	resnext26ts	113.57	8.698	1	288	10.3
101	convnextv2_atto	113.43	8.717	1	224	3.71
102	hardcorenas_e	112.85	8.76	1	224	8.07
103	pit_ti_224	112.61	8.783	1	224	4.85
104	regnety_008_tv	112.43	8.792	1	224	6.43
105	hardcorenas_f	111.54	8.864	1	224	8.2
106	mobilenetv2_120d	111.47	8.87	1	224	5.83
107	tf_efficientnet_lite1	110.97	8.904	1	240	5.42
108	rexnetr_100	110.89	8.92	1	224	4.88
109	repghostnet_111	110.87	8.924	1	224	4.54
110	resnet34	110.55	8.941	1	160	21.8
111	regnetx_016	110.01	8.986	1	224	9.19
112	tinynet_b	109.25	9.056	1	188	3.73
113	vit_small_patch32_224	109.13	9.057	1	224	22.88
114	convnext_atto_ols	109.08	9.061	1	224	3.7
115	resnet18d	108.71	9.091	1	224	11.71
116	repghostnet_130	108.47	9.122	1	224	5.48
117	poolformerv2_s12	107.65	9.183	1	224	11.89
118	seresnext26ts	107.11	9.232	1	256	10.39
119	convnext_femto_ols	106.07	9.323	1	224	5.23
120	mobilevitv2_075	106.07	9.326	1	256	2.87
121	hardcorenas_d	105.79	9.356	1	224	7.5
122	dla60x_c	105.71	9.368	1	224	1.32
123	ecaresnext26t_32x4d	105.69	9.351	1	224	15.41
124	regnety_004	105.63	9.369	1	224	4.34
125	legacy_seresnext26_32x4d	104.98	9.42	1	224	16.79
126	rexnetr_130	104.91	9.431	1	224	7.61
127	resnest14d	104.32	9.477	1	224	10.61
128	gernet_m	104.16	9.496	1	224	21.14
129	deit_tiny_distilled_patch16_224	103.75	9.535	1	224	5.91
130	ecaresnext50t_32x4d	103.7	9.532	1	224	15.41
131	gmlp_ti16_224	103.63	9.549	1	224	5.87
132	mobileone_s3	103.43	9.566	1	224	10.17
133	regnety_006	103.41	9.567	1	224	6.06
134	fastvit_t8	102.84	9.625	1	256	4.03
135	edgenext_x_small	102.14	9.7	1	256	2.34
136	legacy_seresnet18	101.61	9.742	1	224	11.78
137	visformer_tiny	101.0	9.794	1	224	10.32
138	convnext_femto	100.98	9.799	1	224	5.22
139	eca_resnext26ts	100.84	9.809	1	288	10.3
140	repghostnet_150	100.56	9.847	1	224	6.58
141	resnet26	100.24	9.873	1	224	16.0
142	rexnet_130	100.02	9.897	1	224	7.56
143	ghostnet_050	99.95	9.921	1	224	2.59
144	repvgg_a0	99.88	9.911	1	224	9.11
145	tf_efficientnet_lite2	99.83	9.913	1	260	6.09
146	resmlp_12_224	99.81	9.912	1	224	15.35
147	efficientnet_b0	99.79	9.92	1	224	5.29
148	levit_128	99.57	9.926	1	224	9.21
149	seresnet18	99.43	9.958	1	224	11.78
150	edgenext_xx_small	99.11	10.004	1	256	1.33
151	hgnetv2_b2	99.01	9.995	1	224	11.22
152	pit_xs_224	98.69	10.031	1	224	10.62
153	efficientvit_m3	98.64	10.045	1	224	6.9
154	rexnet_100	98.61	10.039	1	224	4.8
155	seresnet18	98.27	10.075	1	288	11.78
156	seresnext26d_32x4d	98.23	10.069	1	224	16.81
157	rexnetr_150	98.17	10.081	1	224	9.78
158	botnet26t_256	97.98	10.099	1	256	12.49
159	seresnext26t_32x4d	97.89	10.103	1	224	16.81
160	eca_botnext26ts_256	97.8	10.118	1	256	10.59
161	resnetblur18	97.7	10.13	1	224	11.69
162	resnet18d	96.95	10.212	1	288	11.71
163	tf_efficientnetv2_b0	96.59	10.256	1	192	7.14
164	levit_256	96.35	10.273	1	224	18.89
165	efficientnet_em	96.25	10.288	1	240	6.9
166	rexnet_150	95.9	10.322	1	224	9.73
167	halonet26t	95.84	10.328	1	256	12.48
168	mixer_s16_224	95.44	10.369	1	224	18.53
169	seresnext26ts	94.94	10.43	1	288	10.39
170	levit_conv_256	94.65	10.461	1	224	18.89
171	efficientvit_b1	94.33	10.5	1	256	9.1
172	cs3darknet_focus_m	94.26	10.506	1	288	9.3
173	eca_halonext26ts	94.18	10.514	1	256	10.76
174	cs3darknet_focus_m	93.99	10.537	1	256	9.3
175	hgnet_tiny	93.7	10.567	1	224	14.74
176	gcresnext26ts	93.68	10.57	1	256	10.48
177	resnet26d	93.37	10.604	1	224	16.01
178	repghostnet_200	93.05	10.645	1	224	9.8
179	edgenext_x_small	92.43	10.725	1	288	2.34
180	cs3darknet_m	92.2	10.746	1	288	9.31
181	mobilevitv2_100	91.89	10.775	1	256	4.9
182	efficientvit_b1	91.28	10.851	1	224	9.1
183	ese_vovnet19b_dw	91.06	10.875	1	288	6.54
184	efficientnet_lite3	90.69	10.918	1	300	8.2
185	efficientvit_m4	90.48	10.956	1	224	8.8
186	cs3darknet_m	90.33	10.969	1	256	9.31
187	convnext_pico_ols	90.01	11.004	1	224	9.06
188	tf_efficientnetv2_b0	89.68	11.051	1	224	7.14
189	convnext_atto	89.44	11.077	1	288	3.7
190	resnetblur18	89.14	11.115	1	288	11.69
191	lambda_resnet26t	89.02	11.126	1	256	10.96
192	convnextv2_femto	88.99	11.135	1	288	5.23
193	resnext50_32x4d	88.42	11.202	1	160	25.03
194	fastvit_t12	88.28	11.221	1	256	7.55
195	efficientnet_b0_g16_evos	88.06	11.258	1	224	8.11
196	ghostnet_100	87.95	11.268	1	224	5.18
197	convnextv2_atto	87.77	11.29	1	288	3.71
198	lambda_resnet26rpt_256	87.55	11.317	1	256	10.99
199	resnet26t	87.18	11.365	1	256	16.01
200	resnext50_32x4d	86.94	11.395	1	176	25.03
201	tf_efficientnet_em	86.66	11.438	1	240	6.9
202	tf_efficientnet_lite3	86.35	11.474	1	300	8.2
203	efficientvit_b1	86.24	11.493	1	288	9.1
204	efficientvit_m0	85.82	11.565	1	224	2.35
205	repvgg_a1	85.61	11.575	1	224	14.09
206	pit_xs_distilled_224	85.6	11.564	1	224	11.0
207	tf_efficientnet_b0	85.5	11.591	1	224	5.29
208	convnextv2_femto	84.79	11.69	1	224	5.23
209	mobilevitv2_125	84.78	11.688	1	256	7.48
210	gcresnext26ts	84.57	11.723	1	288	10.48
211	ghostnet_130	84.43	11.743	1	224	7.36
212	resnet26	84.24	11.764	1	288	16.0
213	efficientnet_cc_b0_4e	84.1	11.789	1	224	13.31
214	mobilevit_xxs	83.93	11.822	1	256	1.27
215	edgenext_small	83.4	11.884	1	256	5.59
216	convnext_atto_ols	82.48	12.023	1	288	3.7
217	resnet18	82.07	12.078	1	288	11.69
218	rexnet_200	81.94	12.099	1	224	16.37
219	resnet33ts	81.85	12.111	1	256	19.68
220	rexnetr_200	81.41	12.177	1	224	16.52
221	seresnext26d_32x4d	81.39	12.178	1	288	16.81
222	hgnetv2_b2	81.32	12.191	1	288	11.22
223	deit_tiny_patch16_224	81.06	12.197	1	224	5.72
224	dla34	80.92	12.257	1	224	15.74
225	vit_tiny_r_s16_p8_384	80.91	12.256	1	384	6.36
226	resnet34	80.89	12.257	1	224	21.8
227	efficientformerv2_s0	80.24	12.365	1	224	3.6
228	hgnetv2_b3	80.24	12.357	1	224	16.29
229	regnetx_032	80.0	12.395	1	224	15.3
230	ecaresnet26t	79.04	12.546	1	256	16.01
231	resnet26d	78.81	12.583	1	288	16.01
232	tf_efficientnetv2_b1	78.59	12.626	1	192	8.14
233	mobileone_s4	78.54	12.626	1	224	14.95
234	darknet17	78.53	12.631	1	256	14.3
235	resnet32ts	78.49	12.634	1	288	17.96
236	efficientnet_cc_b0_8e	78.27	12.671	1	224	24.01
237	fastvit_sa12	78.11	12.697	1	256	11.58
238	regnetz_005	78.08	12.705	1	224	7.12
239	tf_efficientnetv2_b2	77.95	12.727	1	208	10.1
240	seresnext26t_32x4d	77.84	12.74	1	288	16.81
241	xcit_nano_12_p16_224	76.77	12.935	1	224	3.05
242	convnext_pico	76.48	12.968	1	224	9.05
243	resnext50_32x4d	76.13	13.026	1	224	25.03
244	edgenext_small_rw	76.06	13.038	1	256	7.83
245	tf_efficientnetv2_b1	75.93	13.072	1	240	8.14
246	efficientnet_b1_pruned	75.54	13.138	1	240	6.33
247	tf_efficientnet_cc_b0_4e	75.53	13.139	1	224	13.31
248	resnet34d	75.17	13.196	1	224	21.82
249	skresnet18	74.63	13.294	1	224	11.96
250	tinynet_a	74.63	13.286	1	192	6.19
251	resnet33ts	74.49	13.318	1	288	19.68
252	efficientvit_m5	73.98	13.416	1	224	12.47
253	fbnetv3_b	73.94	13.426	1	224	8.6
254	resnest26d	73.62	13.478	1	224	17.07
255	eca_resnet33ts	73.59	13.48	1	256	19.68
256	resnext50d_32x4d	73.4	13.513	1	224	25.05
257	regnetz_b16	73.29	13.544	1	224	9.72
258	convnext_pico_ols	73.18	13.56	1	288	9.06
259	fastvit_s12	73.13	13.565	1	256	9.47
260	nf_regnet_b0	73.1	13.577	1	192	8.76
261	repvgg_b0	73.06	13.582	1	224	15.82
262	resnet50d	72.99	13.592	1	160	25.58
263	resnet26t	72.97	13.595	1	320	16.01
264	gernet_l	72.73	13.644	1	256	31.08
265	resnet50	72.62	13.661	1	160	25.56
266	resnetaa34d	72.41	13.706	1	224	21.82
267	regnetz_005	71.79	13.827	1	288	7.12
268	dla60x	71.78	13.825	1	224	17.35
269	resnet32ts	71.73	13.835	1	256	17.96
270	vit_tiny_patch16_384	71.63	13.85	1	384	5.79
271	tf_efficientnet_cc_b0_8e	71.62	13.862	1	224	24.01
272	edgenext_small	71.48	13.881	1	320	5.59
273	levit_256d	71.24	13.93	1	224	26.21
274	pvt_v2_b0	71.09	13.963	1	224	3.67
275	levit_384	70.96	13.987	1	224	39.13
276	convnext_femto	70.73	14.033	1	288	5.22
277	cspresnext50	70.51	14.072	1	256	20.57
278	resnet50	70.29	14.117	1	176	25.56
279	efficientnet_b1	70.28	14.123	1	224	7.79
280	nf_regnet_b0	70.25	14.133	1	256	8.76
281	efficientnet_b1	70.19	14.139	1	256	7.79
282	rexnetr_200	70.18	14.142	1	288	16.52
283	efficientnet_b2_pruned	70.05	14.176	1	260	8.31
284	regnetx_040	69.8	14.216	1	224	22.12
285	levit_conv_256d	69.66	14.25	1	224	26.21
286	repvit_m1	69.25	14.34	1	224	5.49
287	pit_s_224	68.96	14.396	1	224	23.46
288	tf_efficientnetv2_b2	68.65	14.465	1	260	10.1
289	convit_tiny	68.61	14.477	1	224	5.71
290	hgnetv2_b4	68.28	14.537	1	224	19.8
291	fbnetv3_b	68.27	14.548	1	256	8.6
292	repvit_m1_1	68.27	14.547	1	224	8.8
293	pit_s_distilled_224	68.06	14.584	1	224	24.04
294	convnext_nano_ols	68.05	14.592	1	224	15.65
295	mobilevitv2_150	67.96	14.608	1	256	10.59
296	hgnet_tiny	67.68	14.668	1	288	14.74
297	convnextv2_nano	67.59	14.691	1	224	15.62
298	fbnetv3_d	67.58	14.695	1	224	10.31
299	repvit_m2	67.43	14.729	1	224	8.8
300	mobilevit_xs	67.34	14.746	1	256	2.32
301	efficientnet_b2	67.32	14.752	1	256	9.11
302	eca_resnet33ts	67.3	14.753	1	288	19.68
303	dpn68	67.16	14.781	1	224	12.61
304	repvit_m1_0	67.13	14.798	1	224	7.3
305	seresnet34	67.11	14.799	1	224	21.96
306	darknet21	67.05	14.81	1	256	20.86
307	crossvit_tiny_240	66.95	14.831	1	240	7.01
308	resnet34	66.86	14.855	1	288	21.8
309	res2net50_48w_2s	66.42	14.951	1	224	25.29
310	deit_small_patch16_224	66.3	14.97	1	224	22.05
311	edgenext_small_rw	66.23	14.99	1	320	7.83
312	convnext_femto_ols	66.17	15.011	1	288	5.23
313	xcit_nano_12_p16_384	66.05	15.042	1	384	3.05
314	xcit_tiny_12_p16_224	65.97	15.061	1	224	6.72
315	eca_vovnet39b	65.95	15.057	1	224	22.6
316	hgnetv2_b3	65.91	15.062	1	288	16.29
317	nf_ecaresnet26	65.82	15.089	1	224	16.0
318	dpn48b	65.5	15.164	1	224	9.13
319	nf_resnet26	65.5	15.158	1	224	16.0
320	tiny_vit_5m_224	65.5	15.16	1	224	12.08
321	repvit_m0_9	65.43	15.189	1	224	5.49
322	resnet34d	65.35	15.193	1	288	21.82
323	crossvit_9_240	65.34	15.205	1	240	8.55
324	vit_small_patch16_224	65.24	15.219	1	224	22.05
325	vit_small_patch32_384	65.21	15.227	1	384	22.92
326	legacy_seresnet34	65.08	15.266	1	224	21.96
327	ecaresnet26t	64.74	15.341	1	320	16.01
328	efficientformerv2_s1	64.64	15.371	1	224	6.19
329	levit_conv_384	64.63	15.366	1	224	39.13
330	deit_small_distilled_patch16_224	64.61	15.372	1	224	22.44
331	resnet50	64.51	15.39	1	224	25.56
332	fbnetv3_d	64.45	15.413	1	256	10.31
333	gcresnet33ts	64.41	15.421	1	256	19.88
334	xcit_nano_12_p8_224	64.37	15.435	1	224	3.05
335	mixer_b32_224	64.25	15.457	1	224	60.29
336	ecaresnet50t	64.06	15.502	1	160	25.57
337	deit3_small_patch16_224	64.01	15.52	1	224	22.06
338	rexnetr_300	63.86	15.548	1	224	34.81
339	resnetaa50	63.85	15.555	1	224	25.56
340	resnet50c	63.76	15.578	1	224	25.58
341	dla60	63.69	15.594	1	224	22.04
342	eva02_tiny_patch14_336	63.67	15.6	1	336	5.76
343	resnet50d	63.52	15.634	1	224	25.58
344	resnetaa34d	63.47	15.648	1	288	21.82
345	sehalonet33ts	63.29	15.693	1	256	13.69
346	tf_efficientnet_b1	63.15	15.73	1	240	7.79
347	eva02_tiny_patch14_224	63.08	15.756	1	224	5.5
348	convnext_nano	63.02	15.761	1	224	15.59
349	crossvit_9_dagger_240	63.01	15.768	1	240	8.78
350	resnet50t	62.97	15.772	1	224	25.57
351	regnetz_b16	62.94	15.784	1	288	9.72
352	mobilevitv2_175	62.88	15.796	1	256	14.25
353	gmixer_24_224	62.87	15.797	1	224	24.72
354	ese_vovnet39b	62.86	15.8	1	224	24.57
355	resnetv2_50	62.7	15.843	1	224	25.55
356	convnextv2_pico	62.49	15.9	1	224	9.07
357	regnety_016	62.47	15.905	1	224	11.2
358	convmixer_1024_20_ks9_p14	62.44	15.912	1	224	24.38
359	regnety_032	62.22	15.964	1	224	19.44
360	poolformerv2_s24	62.2	15.972	1	224	21.34
361	sebotnet33ts_256	62.0	16.018	1	256	13.7
362	resnext50_32x4d	61.88	16.049	1	288	25.03
363	resnetv2_50t	61.87	16.056	1	224	25.57
364	sedarknet21	61.82	16.069	1	256	20.95
365	poolformer_s24	61.78	16.078	1	224	21.39
366	legacy_seresnext50_32x4d	61.71	16.1	1	224	27.56
367	seresnet50	61.4	16.177	1	160	28.09
368	ecaresnet50d_pruned	61.19	16.232	1	288	19.94
369	seresnet33ts	61.19	16.237	1	288	19.78
370	regnetx_064	61.04	16.277	1	224	26.21
371	regnetz_c16	60.87	16.326	1	256	13.46
372	cs3darknet_focus_l	60.81	16.338	1	256	21.15
373	resnetv2_50d	60.71	16.364	1	224	25.57
374	rexnet_300	60.64	16.383	1	224	34.71
375	hgnetv2_b4	60.48	16.423	1	288	19.8
376	dpn68b	60.42	16.449	1	224	12.61
377	resnetaa50d	60.42	16.443	1	224	25.58
378	tf_efficientnetv2_b3	60.41	16.451	1	240	14.36
379	efficientnet_b2	60.08	16.541	1	288	9.11
380	resnext50d_32x4d	60.02	16.55	1	288	25.05
381	flexivit_small	59.88	16.587	1	240	22.06
382	gmlp_s16_224	59.87	16.6	1	224	19.42
383	resnet50s	59.72	16.639	1	224	25.68
384	cspresnet50	59.68	16.646	1	256	21.62
385	tf_efficientnet_b2	59.68	16.655	1	260	9.11
386	resnet51q	59.45	16.712	1	256	35.7
387	tf_mixnet_s	59.43	16.728	1	224	4.13
388	efficientformer_l3	59.35	16.753	1	224	31.41
389	hgnet_small	59.1	16.812	1	224	24.36
390	bat_resnext26ts	59.07	16.823	1	256	10.73
391	ecaresnet50d_pruned	59.0	16.833	1	224	19.94
392	convnext_tiny	58.9	16.87	1	224	28.59
393	efficientnet_lite4	58.86	16.881	1	380	13.01
394	gcresnet33ts	58.84	16.884	1	288	19.88
395	seresnet33ts	58.51	16.988	1	256	19.78
396	efficientvit_b2	58.48	16.994	1	224	24.33
397	seresnet34	58.46	17.003	1	288	21.96
398	visformer_small	58.42	17.01	1	224	40.22
399	cspresnet50d	58.36	17.027	1	256	21.64
400	resnetrs50	58.34	17.031	1	160	35.69
401	coat_lite_tiny	58.24	17.063	1	224	5.72
402	nf_regnet_b1	58.24	17.068	1	256	10.22
403	resnetblur50	58.22	17.07	1	224	25.56
404	efficientvit_b2	58.16	17.085	1	288	24.33
405	efficientnet_el_pruned	57.87	17.175	1	300	10.59
406	tf_efficientnet_el	57.67	17.232	1	300	10.59
407	nf_seresnet26	57.65	17.239	1	224	17.4
408	cs3darknet_l	57.64	17.242	1	256	21.16
409	repvgg_a2	57.52	17.278	1	224	28.21
410	inception_next_tiny	57.48	17.288	1	224	28.06
411	coatnet_pico_rw_224	57.46	17.295	1	224	10.85
412	efficientnet_el	57.41	17.313	1	300	10.59
413	nf_regnet_b1	57.28	17.357	1	288	10.22
414	ecaresnetlight	56.96	17.449	1	224	30.16
415	hrnet_w18_small	56.78	17.506	1	224	13.19
416	xcit_tiny_12_p16_384	56.22	17.686	1	384	6.72
417	resnetblur50d	56.13	17.711	1	224	25.58
418	ecaresnet50t	56.01	17.75	1	224	25.57
419	convnext_pico	55.92	17.778	1	288	9.05
420	efficientnet_cc_b1_8e	55.92	17.777	1	240	39.72
421	ghostnetv2_100	55.86	17.804	1	224	6.16
422	regnetv_040	55.71	17.841	1	224	20.64
423	tf_efficientnet_lite4	55.69	17.848	1	380	13.01
424	cs3darknet_focus_l	55.54	17.901	1	288	21.15
425	resnet50	55.49	17.917	1	288	25.56
426	efficientnet_b3_pruned	55.48	17.922	1	300	9.86
427	ghostnetv2_160	55.39	17.953	1	224	12.39
428	haloregnetz_b	55.34	17.964	1	224	11.68
429	ecaresnet50d	55.26	17.988	1	224	25.58
430	nf_regnet_b2	55.2	18.012	1	272	14.31
431	tf_efficientnet_cc_b1_8e	55.14	18.033	1	240	39.72
432	ghostnetv2_130	55.06	18.063	1	224	8.96
433	tiny_vit_11m_224	54.89	18.114	1	224	20.35
434	resnest50d_1s4x24d	54.69	18.175	1	224	25.68
435	vit_srelpos_small_patch16_224	54.55	18.224	1	224	21.97
436	cs3darknet_l	54.51	18.243	1	288	21.16
437	mixnet_s	54.48	18.254	1	224	4.13
438	convnextv2_pico	54.46	18.255	1	288	9.07
439	coat_lite_mini	54.28	18.316	1	224	11.01
440	regnetz_b16_evos	54.27	18.323	1	224	9.74
441	seresnet50	54.11	18.374	1	224	28.09
442	legacy_seresnet50	54.04	18.401	1	224	28.09
443	resnetv2_50d_frn	53.81	18.476	1	224	25.59
444	gcresnext50ts	53.8	18.481	1	256	15.67
445	convnext_tiny_hnf	53.73	18.504	1	224	28.59
446	efficientvit_b2	53.38	18.629	1	256	24.33
447	resnet50t	53.07	18.736	1	288	25.57
448	convnextv2_nano	52.9	18.794	1	288	15.62
449	seresnext50_32x4d	52.77	18.838	1	224	27.56
450	resnet50d	52.69	18.872	1	288	25.58
451	resnet51q	52.69	18.872	1	288	35.7
452	regnety_040	52.62	18.895	1	224	20.65
453	tf_efficientnetv2_b3	52.42	18.971	1	300	14.36
454	eva02_small_patch14_224	52.38	18.988	1	224	21.62
455	resmlp_24_224	52.29	19.017	1	224	30.02
456	nf_regnet_b2	52.27	19.021	1	240	14.31
457	efficientnet_b3	52.2	19.054	1	288	12.23
458	ecaresnet50t	52.11	19.079	1	288	25.57
459	convnextv2_tiny	52.1	19.083	1	224	28.64
460	mobilevitv2_200	51.97	19.13	1	256	18.45
461	regnetz_c16	51.96	19.141	1	320	13.46
462	fbnetv3_g	51.93	19.15	1	240	16.62
463	seresnet50t	51.84	19.184	1	224	28.1
464	resnest50d_4s2x40d	51.75	19.211	1	224	30.42
465	vit_relpos_small_patch16_rpn_224	51.59	19.279	1	224	21.97
466	twins_pcpvt_small	51.53	19.299	1	224	24.11
467	ecaresnet50t	51.5	19.31	1	256	25.57
468	nest_tiny	51.49	19.315	1	224	17.06
469	resnet61q	51.38	19.356	1	256	36.85
470	xcit_tiny_12_p8_224	51.12	19.456	1	224	6.71
471	resnetaa50	51.04	19.488	1	288	25.56
472	efficientnetv2_rw_t	50.79	19.588	1	224	13.65
473	vit_small_resnet26d_224	50.39	19.736	1	224	63.61
474	fbnetv3_g	50.35	19.756	1	288	16.62
475	vit_relpos_small_patch16_224	50.18	19.818	1	224	21.98
476	nest_tiny_jx	50.12	19.842	1	224	17.06
477	seresnext50_32x4d	50.07	19.866	1	288	27.56
478	resnetrs50	50.06	19.868	1	224	35.69
479	seresnetaa50d	49.92	19.926	1	224	28.11
480	gcresnext50ts	49.84	19.958	1	288	15.67
481	regnety_032	49.4	20.136	1	288	19.44
482	resnest50d	49.3	20.178	1	224	27.48
483	coatnet_bn_0_rw_224	49.25	20.193	1	224	27.44
484	regnetx_080	49.22	20.207	1	224	39.57
485	regnety_040	49.22	20.213	1	288	20.65
486	vovnet39a	49.21	20.212	1	224	22.6
487	ecaresnetlight	49.2	20.22	1	288	30.16
488	repvit_m3	48.97	20.319	1	224	10.68
489	deit3_medium_patch16_224	48.76	20.407	1	224	38.85
490	vovnet57a	48.68	20.434	1	224	36.64
491	ese_vovnet39b	48.64	20.447	1	288	24.57
492	edgenext_base	48.62	20.459	1	320	18.51
493	rexnetr_300	48.55	20.49	1	288	34.81
494	resnetaa50d	48.42	20.545	1	288	25.58
495	regnetz_b16_evos	48.25	20.622	1	288	9.74
496	twins_svt_small	48.23	20.629	1	224	24.06
497	cspdarknet53	48.09	20.684	1	256	27.64
498	lambda_resnet50ts	47.99	20.727	1	256	21.54
499	tf_efficientnet_b3	47.96	20.744	1	300	12.23
500	dla102x	47.88	20.779	1	224	26.31
501	resnetblur50	47.82	20.806	1	288	25.56
502	efficientnet_b3	47.81	20.812	1	320	12.23
503	nf_regnet_b3	47.8	20.816	1	288	18.59
504	dpn68b	47.67	20.87	1	288	12.61
505	nextvit_small	47.64	20.884	1	224	31.76
506	regnetv_040	47.57	20.914	1	288	20.64
507	ecaresnet50d	47.14	21.106	1	288	25.58
508	res2net50_26w_4s	47.12	21.115	1	224	25.7
509	resnetv2_50	47.07	21.139	1	288	25.55
510	vit_base_patch32_224	47.01	21.161	1	224	88.22
511	resnetblur50d	46.99	21.17	1	288	25.58
512	cs3sedarknet_l	46.91	21.21	1	256	21.91
513	botnet50ts_256	46.78	21.266	1	256	22.74
514	res2next50	46.65	21.326	1	224	24.67
515	resnet61q	46.55	21.374	1	288	36.85
516	convnext_nano	46.5	21.397	1	288	15.59
517	mobilevit_s	46.41	21.44	1	256	5.58
518	tiny_vit_21m_224	46.36	21.465	1	224	33.22
519	ese_vovnet57b	46.33	21.472	1	224	38.61
520	coatnet_0_rw_224	46.3	21.486	1	224	27.44
521	res2net50d	46.29	21.499	1	224	25.72
522	vit_base_patch32_clip_quickgelu_224	46.24	21.52	1	224	87.85
523	convnext_nano_ols	46.22	21.535	1	288	15.65
524	regnety_080	46.14	21.566	1	224	39.18
525	vit_base_patch32_clip_224	46.06	21.604	1	224	88.22
526	coatnet_0_224	46.05	21.609	1	224	25.04
527	coatnet_nano_cc_224	46.01	21.631	1	224	13.76
528	eca_nfnet_l0	45.97	21.644	1	224	24.14
529	fastvit_sa24	45.96	21.652	1	256	21.55
530	regnety_080_tv	45.96	21.647	1	224	39.38
531	mobileone_s0	45.88	21.695	1	224	5.29
532	pvt_v2_b1	45.54	21.85	1	224	14.01
533	pvt_v2_b2_li	45.54	21.854	1	224	22.55
534	legacy_xception	45.5	21.868	1	299	22.86
535	dla60_res2next	45.49	21.875	1	224	17.03
536	efficientnetv2_rw_t	45.15	22.048	1	288	13.65
537	convnext_tiny	45.14	22.046	1	288	28.59
538	crossvit_15_240	45.08	22.079	1	240	27.53
539	regnetz_c16_evos	45.08	22.077	1	256	13.49
540	vit_base_patch32_clip_256	44.73	22.25	1	256	87.86
541	dla60_res2net	44.68	22.274	1	224	20.85
542	regnety_064	44.51	22.357	1	224	30.58
543	resnet101	44.47	22.382	1	160	44.55
544	tresnet_m	44.45	22.384	1	224	31.39
545	convit_small	44.44	22.401	1	224	27.78
546	hgnet_small	44.41	22.409	1	288	24.36
547	swin_s3_tiny_224	44.37	22.427	1	224	28.33
548	poolformerv2_s36	44.28	22.475	1	224	30.79
549	edgenext_base	44.14	22.539	1	256	18.51
550	skresnet34	44.12	22.561	1	224	22.28
551	skresnet50d	44.09	22.573	1	224	25.82
552	seresnet50t	44.06	22.589	1	288	28.1
553	vit_medium_patch16_gap_240	44.06	22.584	1	240	44.4
554	mvitv2_tiny	44.03	22.604	1	224	24.17
555	seresnet50	43.99	22.623	1	288	28.09
556	dla102	43.92	22.659	1	224	33.27
557	volo_d1_224	43.89	22.678	1	224	26.63
558	crossvit_small_240	43.82	22.717	1	240	26.86
559	nf_regnet_b3	43.8	22.729	1	320	18.59
560	regnetv_064	43.75	22.747	1	224	30.58
561	gc_efficientnetv2_rw_t	43.67	22.802	1	224	13.68
562	skresnet50	43.6	22.83	1	224	25.8
563	davit_tiny	43.54	22.855	1	224	28.36
564	coatnet_nano_rw_224	43.41	22.927	1	224	15.14
565	halonet50ts	43.38	22.944	1	256	22.73
566	gcvit_xxtiny	43.37	22.961	1	224	12.0
567	nfnet_l0	43.29	22.99	1	224	35.07
568	tnt_s_patch16_224	43.16	23.057	1	224	23.76
569	poolformer_s36	43.12	23.089	1	224	30.86
570	cs3sedarknet_l	42.91	23.198	1	288	21.91
571	focalnet_tiny_srf	42.82	23.243	1	224	28.43
572	vit_srelpos_medium_patch16_224	42.76	23.275	1	224	38.74
573	darknetaa53	42.55	23.393	1	256	36.02
574	seresnetaa50d	42.5	23.422	1	288	28.11
575	vit_medium_patch16_gap_256	42.42	23.467	1	256	38.86
576	resnet101	42.27	23.552	1	176	44.55
577	coatnet_rmlp_nano_rw_224	42.23	23.574	1	224	15.15
578	resnext101_32x4d	42.11	23.639	1	224	44.18
579	mixnet_m	42.06	23.673	1	224	5.01
580	tf_mixnet_m	41.96	23.726	1	224	5.01
581	cs3darknet_focus_x	41.88	23.77	1	256	35.02
582	mobilevitv2_150	41.85	23.785	1	384	10.59
583	cs3sedarknet_xdw	41.8	23.817	1	256	21.6
584	regnetx_120	41.78	23.827	1	224	46.11
585	nf_seresnet50	41.51	23.981	1	224	28.09
586	ecaresnet50t	41.38	24.05	1	320	25.57
587	mixer_b16_224	41.38	24.054	1	224	59.88
588	crossvit_15_dagger_240	41.36	24.075	1	240	28.21
589	vit_relpos_medium_patch16_rpn_224	41.3	24.105	1	224	38.73
590	swinv2_cr_tiny_ns_224	41.2	24.165	1	224	28.33
591	maxvit_pico_rw_256	41.14	24.206	1	256	7.46
592	regnetz_040	41.13	24.202	1	256	27.12
593	swinv2_cr_tiny_224	41.08	24.228	1	224	28.33
594	regnety_040_sgn	41.06	24.249	1	224	20.65
595	caformer_s18	41.01	24.277	1	224	26.34
596	xception41p	40.98	24.291	1	299	26.91
597	coatnet_rmlp_0_rw_224	40.92	24.326	1	224	27.45
598	nf_resnet50	40.88	24.358	1	256	25.56
599	vit_base_patch32_plus_256	40.85	24.373	1	256	119.48
600	cs3darknet_x	40.8	24.4	1	256	35.05
601	xception41	40.78	24.416	1	299	26.97
602	efficientvit_l1	40.76	24.423	1	224	52.65
603	lamhalobotnet50ts_256	40.65	24.492	1	256	22.57
604	nf_ecaresnet50	40.52	24.572	1	224	25.56
605	cait_xxs24_224	40.5	24.591	1	224	11.96
606	regnetz_040_h	40.36	24.669	1	256	28.94
607	efficientformerv2_s2	40.22	24.759	1	224	12.71
608	darknetaa53	40.2	24.77	1	288	36.02
609	densenetblur121d	40.15	24.804	1	224	8.0
610	gcresnet50t	40.12	24.822	1	256	25.9
611	swin_tiny_patch4_window7_224	40.06	24.855	1	224	28.29
612	inception_v3	39.82	25.009	1	299	23.83
613	eca_nfnet_l0	39.61	25.137	1	288	24.14
614	convnextv2_tiny	39.59	25.153	1	288	28.64
615	efficientnet_b0_gn	39.48	25.225	1	224	5.29
616	repvit_m1_5	39.48	25.224	1	224	14.64
617	cspresnet50w	39.38	25.285	1	256	28.12
618	regnetz_d8	38.99	25.538	1	256	23.37
619	ecaresnet101d_pruned	38.92	25.592	1	224	24.88
620	darknet53	38.87	25.617	1	256	41.61
621	halo2botnet50ts_256	38.72	25.719	1	256	22.64
622	nf_resnet50	38.46	25.896	1	288	25.56
623	efficientnet_b4	38.45	25.9	1	320	19.34
624	efficientnet_b0_g8_gn	38.42	25.922	1	224	6.56
625	vit_relpos_medium_patch16_cls_224	38.33	25.983	1	224	38.76
626	tf_mixnet_l	38.28	26.022	1	224	7.33
627	regnetz_c16_evos	38.24	26.043	1	320	13.49
628	skresnext50_32x4d	38.13	26.115	1	224	27.48
629	resnet101	38.06	26.169	1	224	44.55
630	resnet101c	37.88	26.292	1	224	44.57
631	nfnet_l0	37.8	26.352	1	288	35.07
632	resnet101d	37.73	26.399	1	224	44.57
633	mixnet_l	37.53	26.547	1	224	7.33
634	regnetz_d32	37.49	26.567	1	256	27.58
635	crossvit_18_240	37.48	26.576	1	240	43.27
636	efficientnetv2_s	37.46	26.592	1	288	21.46
637	maxxvitv2_nano_rw_256	37.26	26.731	1	256	23.7
638	cs3darknet_x	37.22	26.755	1	288	35.05
639	ecaresnet101d_pruned	37.16	26.807	1	288	24.88
640	coatnext_nano_rw_224	37.09	26.854	1	224	14.7
641	ese_vovnet39b_evos	37.08	26.863	1	224	24.58
642	xcit_small_12_p16_224	36.97	26.945	1	224	26.25
643	regnety_120	36.94	26.957	1	224	51.82
644	gcresnet50t	36.9	26.992	1	288	25.9
645	resnetv2_101	36.81	27.061	1	224	44.54
646	levit_512	36.8	27.068	1	224	95.17
647	resnetv2_101d	36.79	27.075	1	224	44.56
648	regnety_080	36.56	27.243	1	288	39.18
649	regnetz_d8_evos	36.49	27.305	1	256	23.46
650	maxvit_rmlp_pico_rw_256	36.46	27.332	1	256	7.52
651	dla102x2	36.45	27.33	1	224	41.28
652	resnetaa101d	36.43	27.345	1	224	44.57
653	densenet121	36.42	27.35	1	224	7.98
654	resnet101s	36.35	27.401	1	224	44.67
655	levit_conv_512	36.19	27.525	1	224	95.17
656	regnety_064	36.1	27.593	1	288	30.58
657	vit_relpos_medium_patch16_224	36.08	27.607	1	224	38.75
658	selecsls60	35.99	27.68	1	224	30.67
659	convnext_tiny_hnf	35.91	27.736	1	288	28.59
660	xcit_nano_12_p8_384	35.86	27.782	1	384	3.05
661	xcit_tiny_24_p16_224	35.79	27.846	1	224	12.12
662	tf_efficientnetv2_s	35.77	27.849	1	300	21.46
663	resnet50_gn	35.65	27.945	1	224	25.56
664	vit_base_resnet26d_224	35.65	27.939	1	224	101.4
665	resnetv2_50d_evos	35.51	28.052	1	224	25.59
666	resnetv2_50d_gn	35.48	28.077	1	224	25.57
667	convnext_tiny	35.4	28.138	1	384	28.59
668	levit_conv_512d	35.36	28.174	1	224	92.5
669	efficientnetv2_rw_s	35.35	28.184	1	288	23.94
670	seresnext101_32x4d	35.28	28.24	1	224	48.96
671	regnetx_160	35.27	28.238	1	224	54.28
672	crossvit_18_dagger_240	35.24	28.275	1	240	44.27
673	resmlp_36_224	35.24	28.273	1	224	44.69
674	levit_512d	35.22	28.283	1	224	92.5
675	legacy_seresnext101_32x4d	35.18	28.313	1	224	48.96
676	resnetblur101d	35.12	28.366	1	224	44.57
677	maxvit_nano_rw_256	35.11	28.365	1	256	15.45
678	nf_regnet_b4	35.02	28.45	1	320	30.21
679	hgnetv2_b5	34.92	28.527	1	224	39.57
680	darknet53	34.91	28.539	1	288	41.61
681	vit_relpos_base_patch32_plus_rpn_256	34.86	28.579	1	256	119.42
682	resnet101d	34.76	28.665	1	256	44.57
683	mobilevitv2_175	34.66	28.741	1	384	14.25
684	regnetv_064	34.6	28.79	1	288	30.58
685	vit_medium_patch16_reg4_256	34.54	28.846	1	256	38.87
686	vit_medium_patch16_reg4_gap_256	34.51	28.871	1	256	38.87
687	efficientvit_b3	34.48	28.893	1	256	48.65
688	vit_small_r26_s32_224	34.26	29.081	1	224	36.43
689	hrnet_w18_small_v2	34.09	29.227	1	224	15.6
690	gcvit_xtiny	34.04	29.274	1	224	19.98
691	repvgg_b1g4	33.94	29.354	1	224	39.97
692	nextvit_base	33.92	29.369	1	224	44.82
693	convformer_s18	33.87	29.421	1	224	26.77
694	twins_pcpvt_base	33.77	29.509	1	224	43.83
695	regnetz_040	33.51	29.736	1	320	27.12
696	res2net50_26w_6s	33.51	29.737	1	224	37.05
697	regnety_040_sgn	33.5	29.739	1	288	20.65
698	dpn92	33.38	29.853	1	224	37.67
699	regnetz_040_h	33.37	29.86	1	320	28.94
700	efficientvit_l2	33.35	29.874	1	256	63.71
701	ecaresnet101d	33.18	30.033	1	224	44.57
702	resnetrs101	33.16	30.049	1	192	63.62
703	vit_small_resnet50d_s16_224	33.15	30.054	1	224	57.53
704	selecsls42	32.94	30.251	1	224	30.35
705	vit_small_patch16_384	32.89	30.299	1	384	22.2
706	efficientvit_b3	32.71	30.465	1	288	48.65
707	seresnet101	32.53	30.638	1	224	49.33
708	legacy_seresnet101	32.5	30.668	1	224	49.33
709	resnet101	32.39	30.768	1	288	44.55
710	resnet152	32.27	30.879	1	160	60.19
711	inception_next_small	32.25	30.901	1	224	49.37
712	efficientvit_b3	32.15	30.999	1	224	48.65
713	coat_lite_small	32.05	31.097	1	224	19.84
714	cs3sedarknet_x	32.04	31.1	1	256	35.4
715	efficientnet_b3_gn	32.01	31.134	1	288	11.73
716	poolformerv2_m36	32.0	31.141	1	224	56.08
717	vit_base_patch32_384	31.93	31.21	1	384	88.3
718	nf_regnet_b4	31.88	31.263	1	384	30.21
719	fastvit_sa36	31.82	31.317	1	256	31.53
720	efficientnet_b4	31.76	31.379	1	384	19.34
721	densenetblur121d	31.68	31.462	1	288	8.0
722	cs3edgenet_x	31.66	31.478	1	256	47.82
723	resnet152	31.62	31.519	1	176	60.19
724	repvit_m2_3	31.61	31.53	1	224	23.69
725	poolformer_m36	31.49	31.647	1	224	56.17
726	selecsls60b	31.42	31.719	1	224	32.77
727	vit_base_patch16_rpn_224	31.41	31.734	1	224	86.54
728	deit3_small_patch16_384	31.29	31.856	1	384	22.21
729	focalnet_tiny_lrf	31.28	31.863	1	224	28.65
730	tf_efficientnet_b4	31.26	31.884	1	380	19.34
731	res2net50_14w_8s	31.21	31.935	1	224	25.06
732	convnext_small	31.19	31.95	1	224	50.22
733	hgnetv2_b5	31.15	31.995	1	288	39.57
734	maxvit_rmlp_nano_rw_256	31.14	31.993	1	256	15.5
735	xcit_tiny_24_p16_384	31.09	32.069	1	384	12.12
736	efficientvit_l2	31.04	32.103	1	224	63.71
737	resnet50_gn	30.96	32.194	1	288	25.56
738	efficientvit_l2	30.9	32.252	1	288	63.71
739	selecsls42b	30.8	32.368	1	224	32.46
740	vit_base_patch32_clip_384	30.63	32.537	1	384	88.3
741	resnetv2_50x1_bit	30.6	32.565	1	224	25.55
742	nest_small	30.32	32.867	1	224	38.35
743	vit_base_patch16_gap_224	30.08	33.14	1	224	86.57
744	deit3_base_patch16_224	30.04	33.181	1	224	86.59
745	vit_base_patch16_clip_quickgelu_224	30.04	33.179	1	224	86.19
746	mixnet_xl	30.03	33.189	1	224	11.9
747	efficientnetv2_s	29.98	33.254	1	384	21.46
748	vit_base_patch16_224_miil	29.95	33.282	1	224	94.4
749	efficientformer_l7	29.93	33.307	1	224	82.23
750	nfnet_f0	29.92	33.319	1	192	71.49
751	vit_base_patch16_224	29.92	33.31	1	224	86.57
752	dm_nfnet_f0	29.79	33.469	1	192	71.49
753	deit_base_patch16_224	29.77	33.481	1	224	86.57
754	gc_efficientnetv2_rw_t	29.75	33.501	1	288	13.68
755	eva02_small_patch14_336	29.68	33.591	1	336	22.13
756	resnetaa101d	29.64	33.631	1	288	44.57
757	nest_small_jx	29.62	33.655	1	224	38.35
758	cs3sedarknet_x	29.53	33.76	1	288	35.4
759	convnextv2_tiny	29.51	33.772	1	384	28.64
760	tf_efficientnetv2_s	29.51	33.78	1	384	21.46
761	mvitv2_small	29.48	33.811	1	224	34.87
762	resnext101_32x8d	29.47	33.824	1	176	88.79
763	pit_b_224	29.44	33.855	1	224	73.76
764	repvgg_b1	29.33	33.984	1	224	57.42
765	maxxvit_rmlp_nano_rw_256	29.32	33.998	1	256	16.78
766	efficientnet_b3_g8_gn	29.31	34.011	1	288	14.25
767	pit_b_distilled_224	29.26	34.069	1	224	74.79
768	deit_base_distilled_patch16_224	29.13	34.224	1	224	87.34
769	xcit_small_12_p16_384	29.13	34.224	1	384	26.25
770	convnextv2_small	29.09	34.269	1	224	50.32
771	tresnet_v2_l	29.06	34.305	1	224	46.17
772	resnetblur101d	29.04	34.324	1	288	44.57
773	regnetz_d8	29.03	34.34	1	320	23.37
774	vit_base_patch16_clip_224	29.03	34.345	1	224	86.57
775	nextvit_small	28.84	34.564	1	384	31.76
776	vit_base_patch16_siglip_224	28.82	34.585	1	224	92.88
777	swinv2_tiny_window8_256	28.77	34.644	1	256	28.35
778	levit_conv_384_s8	28.66	34.782	1	224	39.12
779	tresnet_l	28.61	34.843	1	224	55.99
780	efficientformerv2_l	28.56	34.904	1	224	26.32
781	xception65	28.52	34.957	1	299	39.92
782	resnetv2_50d_evos	28.46	35.027	1	288	25.59
783	resnetv2_50d_gn	28.46	35.032	1	288	25.57
784	resnetv2_101	28.42	35.084	1	288	44.54
785	resnet152c	28.31	35.214	1	224	60.21
786	resnet101d	28.25	35.287	1	320	44.57
787	regnetz_d32	28.23	35.315	1	320	27.58
788	fastvit_ma36	28.2	35.351	1	256	44.07
789	vit_base_resnet50d_224	28.2	35.357	1	224	110.97
790	xcit_tiny_24_p8_224	28.17	35.389	1	224	12.11
791	densenet169	28.15	35.419	1	224	14.15
792	efficientnet_b3_gn	28.07	35.515	1	320	11.73
793	vit_base_patch16_xp_224	28.0	35.611	1	224	86.51
794	ecaresnet101d	27.96	35.651	1	288	44.57
795	vit_base_patch32_clip_448	27.84	35.815	1	448	88.34
796	efficientnetv2_rw_s	27.78	35.893	1	384	23.94
797	resnet152s	27.77	35.899	1	224	60.32
798	cs3edgenet_x	27.67	36.025	1	288	47.82
799	xception65p	27.58	36.151	1	299	39.82
800	resnest101e	27.47	36.301	1	256	48.28
801	densenet121	27.43	36.356	1	288	7.98
802	convnextv2_nano	27.42	36.364	1	384	15.62
803	regnety_120	27.36	36.442	1	288	51.82
804	regnetz_d8_evos	27.33	36.481	1	320	23.46
805	cait_xxs36_224	27.32	36.503	1	224	17.3
806	tnt_b_patch16_224	27.31	36.501	1	224	65.41
807	dla169	27.28	36.548	1	224	53.39
808	coatnet_1_rw_224	27.21	36.649	1	224	41.72
809	flexivit_base	27.18	36.682	1	240	86.59
810	ese_vovnet99b	27.13	36.754	1	224	63.2
811	resnet152	26.95	36.992	1	224	60.19
812	resnet152d	26.94	37.016	1	224	60.21
813	seresnet101	26.8	37.206	1	288	49.33
814	beitv2_base_patch16_224	26.72	37.316	1	224	86.53
815	nf_resnet101	26.64	37.432	1	224	44.55
816	beit_base_patch16_224	26.63	37.447	1	224	86.53
817	twins_svt_base	26.61	37.465	1	224	56.07
818	maxvit_tiny_rw_224	26.58	37.51	1	224	29.06
819	resnetv2_152	26.55	37.553	1	224	60.19
820	regnety_160	26.51	37.61	1	224	83.59
821	vit_relpos_base_patch16_rpn_224	26.45	37.7	1	224	86.41
822	resnetv2_152d	26.15	38.137	1	224	60.2
823	coatnet_rmlp_1_rw_224	26.13	38.166	1	224	41.69
824	cs3se_edgenet_x	26.07	38.25	1	256	50.72
825	regnetz_e8	26.06	38.268	1	256	57.7
826	nextvit_large	26.03	38.313	1	224	57.87
827	samvit_base_patch16_224	25.96	38.411	1	224	86.46
828	resnext101_64x4d	25.92	38.47	1	224	83.46
829	vit_relpos_base_patch16_224	25.89	38.52	1	224	86.43
830	nf_ecaresnet101	25.87	38.542	1	224	44.55
831	resnetrs101	25.82	38.619	1	288	63.62
832	pvt_v2_b2	25.81	38.645	1	224	25.36
833	res2net50_26w_8s	25.76	38.713	1	224	48.4
834	eca_nfnet_l1	25.7	38.803	1	256	41.41
835	caformer_s36	25.66	38.862	1	224	39.3
836	res2net101d	25.65	38.872	1	224	45.23
837	efficientnet_b3_g8_gn	25.52	39.078	1	320	14.25
838	res2net101_26w_4s	25.5	39.108	1	224	45.21
839	inception_v4	25.41	39.25	1	299	42.68
840	coatnet_1_224	25.35	39.33	1	224	42.23
841	convmixer_768_32	25.35	39.337	1	224	21.11
842	xcit_small_24_p16_224	25.29	39.432	1	224	47.67
843	coatnet_rmlp_1_rw2_224	25.19	39.588	1	224	41.72
844	resnet152d	25.12	39.699	1	256	60.21
845	nfnet_f0	25.1	39.741	1	256	71.49
846	poolformerv2_m48	25.05	39.803	1	224	73.35
847	vit_base_r26_s32_224	25.05	39.807	1	224	101.38
848	maxvit_tiny_rw_256	25.04	39.834	1	256	29.07
849	tresnet_m	24.96	39.959	1	448	31.39
850	vit_relpos_base_patch16_cls_224	24.94	39.997	1	224	86.43
851	resnext101_32x8d	24.91	40.03	1	224	88.79
852	vit_relpos_base_patch16_clsgap_224	24.86	40.115	1	224	86.43
853	xcit_tiny_12_p8_384	24.76	40.28	1	384	6.71
854	dm_nfnet_f0	24.74	40.318	1	256	71.49
855	vit_base_patch16_reg4_gap_256	24.62	40.507	1	256	86.62
856	dpn98	24.48	40.74	1	224	61.57
857	wide_resnet50_2	24.46	40.774	1	176	68.88
858	gmlp_b16_224	24.07	41.431	1	224	73.08
859	vit_base_patch16_siglip_256	24.05	41.476	1	256	92.93
860	gcvit_tiny	23.98	41.603	1	224	28.22
861	levit_384_s8	23.87	41.794	1	224	39.12
862	davit_small	23.68	42.124	1	224	49.75
863	mixnet_xxl	23.56	42.341	1	224	23.96
864	poolformer_m48	23.53	42.396	1	224	73.47
865	twins_pcpvt_large	23.52	42.407	1	224	60.99
866	eva02_base_patch16_clip_224	23.47	42.505	1	224	86.26
867	resnet200	23.46	42.51	1	224	64.67
868	nf_seresnet101	23.38	42.658	1	224	49.33
869	maxvit_tiny_pm_256	23.24	42.933	1	256	30.09
870	efficientvit_l2	23.17	43.043	1	384	63.71
871	xcit_small_12_p8_224	23.13	43.134	1	224	26.21
872	resnet152	23.07	43.239	1	288	60.19
873	seresnext101_64x4d	23.04	43.291	1	224	88.23
874	convformer_s36	22.99	43.386	1	224	40.01
875	inception_next_base	22.95	43.455	1	224	86.67
876	repvgg_b2g4	22.93	43.506	1	224	61.76
877	volo_d2_224	22.88	43.599	1	224	58.68
878	tresnet_xl	22.85	43.645	1	224	78.44
879	maxxvit_rmlp_tiny_rw_256	22.79	43.777	1	256	29.64
880	hgnet_base	22.77	43.808	1	224	71.58
881	focalnet_small_srf	22.7	43.939	1	224	49.89
882	seresnet152	22.65	44.045	1	224	66.82
883	convnext_base	22.56	44.224	1	224	88.59
884	convnext_small	22.45	44.442	1	288	50.22
885	maxvit_tiny_tf_224	22.41	44.515	1	224	30.92
886	xception71	22.39	44.561	1	299	42.34
887	mobilevitv2_200	22.37	44.598	1	384	18.45
888	mvitv2_small_cls	22.22	44.891	1	224	34.87
889	cait_s24_224	22.13	45.067	1	224	46.92
890	legacy_seresnet152	22.1	45.142	1	224	66.82
891	swinv2_cr_small_224	22.07	45.196	1	224	49.7
892	selecsls84	22.06	45.23	1	224	50.95
893	cs3se_edgenet_x	21.96	45.423	1	320	50.72
894	seresnext101_32x8d	21.85	45.669	1	224	93.57
895	seresnext101d_32x8d	21.84	45.683	1	224	93.59
896	swinv2_cr_small_ns_224	21.8	45.762	1	224	49.7
897	vit_small_patch8_224	21.78	45.8	1	224	21.67
898	caformer_s18	21.72	45.93	1	384	26.34
899	nf_regnet_b5	21.71	45.963	1	384	49.74
900	vit_small_r26_s32_384	21.54	46.309	1	384	36.47
901	crossvit_base_240	21.5	46.397	1	240	105.03
902	inception_resnet_v2	21.5	46.408	1	299	55.84
903	swin_small_patch4_window7_224	21.43	46.55	1	224	49.61
904	densenet201	21.3	46.854	1	224	20.01
905	swinv2_tiny_window16_256	21.3	46.85	1	256	28.35
906	wide_resnet50_2	21.3	46.84	1	224	68.88
907	volo_d1_384	21.29	46.867	1	384	26.78
908	vit_medium_patch16_gap_384	21.25	46.957	1	384	39.03
909	convit_base	21.22	47.014	1	224	86.54
910	pvt_v2_b3	21.2	47.06	1	224	45.24
911	seresnextaa101d_32x8d	21.16	47.142	1	224	93.59
912	hgnetv2_b6	21.15	47.171	1	224	75.26
913	vit_small_patch16_18x2_224	21.11	47.258	1	224	64.67
914	nest_base_jx	21.09	47.301	1	224	67.72
915	resnet200d	21.09	47.302	1	256	64.69
916	eca_nfnet_l1	21.05	47.388	1	320	41.41
917	densenet161	21.02	47.463	1	224	28.68
918	nest_base	20.8	47.968	1	224	67.72
919	focalnet_small_lrf	20.74	48.098	1	224	50.34
920	gcvit_small	20.74	48.118	1	224	51.09
921	maxvit_rmlp_tiny_rw_256	20.72	48.148	1	256	29.15
922	seresnet152d	20.72	48.153	1	256	66.84
923	resnet152d	20.71	48.179	1	320	60.21
924	nextvit_base	20.66	48.299	1	384	44.82
925	vit_small_patch16_36x1_224	20.65	48.32	1	224	64.67
926	efficientnet_b5	20.64	48.335	1	416	30.39
927	maxvit_rmlp_small_rw_224	20.49	48.705	1	224	64.9
928	resnetrs152	20.48	48.724	1	256	86.62
929	resnext101_64x4d	20.46	48.756	1	288	83.46
930	mvitv2_base	20.41	48.893	1	224	51.47
931	convnextv2_base	20.33	49.071	1	224	88.72
932	regnety_160	20.32	49.106	1	288	83.59
933	hrnet_w18_ssld	20.05	49.77	1	224	21.3
934	hrnet_w18	19.54	51.074	1	224	21.3
935	crossvit_15_dagger_408	19.4	51.437	1	408	28.5
936	mixer_l32_224	19.37	51.507	1	224	206.94
937	maxvit_small_tf_224	19.35	51.563	1	224	68.93
938	regnetz_e8	19.29	51.743	1	320	57.7
939	efficientnetv2_m	19.18	52.035	1	320	54.14
940	tiny_vit_21m_384	19.1	52.268	1	384	21.23
941	convformer_s18	19.06	52.354	1	384	26.77
942	resnet200	19.04	52.414	1	288	64.67
943	eva02_base_patch14_224	18.97	52.61	1	224	85.76
944	convnext_base	18.94	52.694	1	256	88.59
945	caformer_m36	18.93	52.724	1	224	56.2
946	halonet_h1	18.91	52.787	1	256	8.1
947	efficientnet_b5	18.89	52.829	1	448	30.39
948	seresnet152	18.79	53.123	1	288	66.82
949	twins_svt_large	18.76	53.204	1	224	99.27
950	wide_resnet50_2	18.74	53.249	1	288	68.88
951	dpn131	18.71	53.352	1	224	79.25
952	swin_s3_small_224	18.71	53.329	1	224	49.74
953	vit_base_patch16_plus_240	18.67	53.459	1	240	117.56
954	convnext_small	18.55	53.795	1	384	50.22
955	nf_regnet_b5	18.54	53.841	1	456	49.74
956	ecaresnet200d	18.27	54.62	1	256	64.69
957	xcit_medium_24_p16_224	18.21	54.821	1	224	84.4
958	hrnet_w32	18.13	55.048	1	224	41.23
959	regnetx_320	18.12	55.073	1	224	107.81
960	repvgg_b2	17.92	55.687	1	224	89.02
961	efficientnetv2_rw_m	17.89	55.798	1	320	53.24
962	focalnet_base_srf	17.67	56.484	1	224	88.15
963	swinv2_cr_small_ns_256	17.64	56.598	1	256	49.7
964	coat_tiny	17.45	57.214	1	224	5.5
965	levit_conv_512_s8	17.38	57.446	1	224	74.05
966	levit_512_s8	17.36	57.485	1	224	74.05
967	dpn107	17.34	57.575	1	224	86.92
968	seresnext101_32x8d	17.3	57.703	1	288	93.57
969	coatnet_2_rw_224	17.27	57.778	1	224	73.87
970	convformer_m36	17.23	57.93	1	224	57.05
971	swin_s3_base_224	17.18	58.095	1	224	71.13
972	davit_base	17.13	58.254	1	224	87.95
973	swinv2_cr_base_224	16.91	59.034	1	224	87.88
974	seresnet152d	16.86	59.213	1	320	66.84
975	hgnetv2_b6	16.82	59.354	1	288	75.26
976	seresnext101d_32x8d	16.8	59.399	1	288	93.59
977	resnet200d	16.63	60.036	1	320	64.69
978	swinv2_cr_base_ns_224	16.59	60.178	1	224	87.88
979	coat_lite_medium	16.58	60.196	1	224	44.57
980	resnetrs200	16.57	60.229	1	256	93.21
981	hgnet_base	16.53	60.378	1	288	71.58
982	cait_xxs24_384	16.5	60.52	1	384	12.03
983	seresnextaa101d_32x8d	16.44	60.712	1	288	93.59
984	focalnet_base_lrf	16.42	60.799	1	224	88.75
985	volo_d3_224	16.39	60.905	1	224	86.33
986	vit_relpos_base_patch16_plus_240	16.38	60.949	1	240	117.38
987	wide_resnet101_2	16.37	60.994	1	176	126.89
988	repvgg_b3g4	16.31	61.206	1	224	83.83
989	hrnet_w40	16.28	61.301	1	224	57.56
990	tf_efficientnet_b5	16.28	61.33	1	456	30.39
991	ecaresnet200d	16.21	61.594	1	288	64.69
992	vit_base_r50_s16_224	16.2	61.605	1	224	97.89
993	hrnet_w18_ssld	16.19	61.65	1	288	21.3
994	seresnet200d	16.19	61.664	1	256	71.86
995	dm_nfnet_f1	16.17	61.746	1	224	132.63
996	maxvit_rmlp_small_rw_256	16.12	61.934	1	256	64.9
997	coatnet_2_224	16.05	62.19	1	224	74.68
998	coatnet_rmlp_2_rw_224	16.05	62.216	1	224	73.88
999	hrnet_w30	15.98	62.476	1	224	37.71
1000	swin_base_patch4_window7_224	15.92	62.688	1	224	87.77
1001	hrnet_w48	15.8	63.193	1	224	77.47
1002	xcit_small_24_p16_384	15.73	63.481	1	384	47.67
1003	mvitv2_base_cls	15.67	63.721	1	224	65.44
1004	hrnet_w48_ssld	15.62	63.92	1	224	77.47
1005	resnetv2_101x1_bit	15.5	64.422	1	224	44.54
1006	vit_large_patch32_224	15.38	64.898	1	224	305.51
1007	nfnet_f1	15.31	65.221	1	224	132.63
1008	tf_efficientnetv2_m	15.27	65.378	1	384	54.14
1009	pvt_v2_b4	15.22	65.611	1	224	62.56
1010	eca_nfnet_l2	15.2	65.695	1	320	56.72
1011	crossvit_18_dagger_408	15.18	65.761	1	408	44.61
1012	resnetrs152	15.16	65.876	1	320	86.62
1013	sequencer2d_s	15.13	65.982	1	224	27.65
1014	swinv2_small_window8_256	15.12	66.049	1	256	49.73
1015	caformer_b36	14.81	67.42	1	224	98.75
1016	vit_so150m_patch16_reg4_gap_256	14.79	67.533	1	256	134.13
1017	hrnet_w44	14.76	67.633	1	224	67.06
1018	pvt_v2_b5	14.76	67.666	1	224	81.96
1019	swinv2_base_window12_192	14.64	68.185	1	192	109.28
1020	seresnet200d	14.49	68.9	1	288	71.86
1021	nextvit_large	14.45	69.101	1	384	57.87
1022	seresnextaa101d_32x8d	14.44	69.13	1	320	93.59
1023	coat_mini	14.39	69.372	1	224	10.34
1024	efficientnetv2_m	14.33	69.663	1	416	54.14
1025	wide_resnet101_2	14.31	69.771	1	224	126.89
1026	tresnet_l	14.3	69.826	1	448	55.99
1027	regnety_160	14.2	70.322	1	384	83.59
1028	vit_so150m_patch16_reg4_map_256	14.19	70.354	1	256	141.48
1029	convnext_base	14.1	70.818	1	288	88.59
1030	resnetv2_50x1_bit	13.95	71.57	1	448	25.55
1031	convnext_large	13.92	71.749	1	224	197.77
1032	regnety_320	13.91	71.795	1	224	145.05
1033	resnetrs200	13.77	72.49	1	320	93.21
1034	coat_small	13.71	72.826	1	224	21.69
1035	maxxvit_rmlp_small_rw_256	13.61	73.351	1	256	66.01
1036	xcit_tiny_24_p8_384	13.54	73.776	1	384	12.11
1037	gcvit_base	13.34	74.838	1	224	90.32
1038	hrnet_w48_ssld	13.24	75.442	1	288	77.47
1039	swinv2_base_window8_256	13.0	76.791	1	256	87.92
1040	inception_next_base	12.99	76.866	1	384	86.67
1041	xcit_small_24_p8_224	12.99	76.888	1	224	47.63
1042	convformer_s36	12.84	77.75	1	384	40.01
1043	convnextv2_base	12.83	77.812	1	288	88.72
1044	efficientnetv2_rw_m	12.83	77.808	1	416	53.24
1045	legacy_senet154	12.83	77.84	1	224	115.09
1046	convnextv2_large	12.71	78.563	1	224	197.96
1047	convformer_b36	12.64	79.028	1	224	99.88
1048	resnetrs270	12.54	79.637	1	256	129.86
1049	senet154	12.54	79.615	1	224	115.09
1050	resnest200e	12.5	79.914	1	320	70.2
1051	repvgg_b3	12.24	81.603	1	224	123.09
1052	swinv2_small_window16_256	12.22	81.758	1	256	49.73
1053	dm_nfnet_f1	12.19	81.897	1	320	132.63
1054	vit_small_patch14_reg4_dinov2	12.18	81.993	1	518	22.06
1055	eca_nfnet_l2	12.14	82.304	1	384	56.72
1056	vit_small_patch14_dinov2	12.0	83.198	1	518	22.06
1057	xcit_large_24_p16_224	12.0	83.236	1	224	189.1
1058	efficientvit_l3	11.82	84.485	1	224	246.04
1059	caformer_s36	11.81	84.544	1	384	39.3
1060	tf_efficientnetv2_m	11.71	85.301	1	480	54.14
1061	convnext_base	11.68	85.493	1	320	88.59
1062	seresnet269d	11.66	85.618	1	256	113.67
1063	nfnet_f1	11.65	85.748	1	320	132.63
1064	convnext_large_mlp	11.64	85.831	1	256	200.13
1065	hrnet_w64	11.56	86.429	1	224	128.06
1066	convnext_base	11.52	86.708	1	384	88.59
1067	convmixer_1536_20	11.44	87.282	1	224	51.63
1068	sequencer2d_m	11.44	87.314	1	224	38.31
1069	cait_xxs36_384	11.3	88.39	1	384	17.37
1070	vit_base_patch16_clip_384	11.28	88.553	1	384	86.86
1071	deit_base_patch16_384	11.24	88.868	1	384	86.86
1072	deit3_base_patch16_384	11.21	89.062	1	384	86.88
1073	deit_base_distilled_patch16_384	11.2	89.193	1	384	87.63
1074	davit_large	11.12	89.816	1	224	196.81
1075	vit_base_patch16_siglip_384	11.11	89.91	1	384	93.18
1076	vit_base_patch16_384	11.1	89.979	1	384	86.86
1077	tresnet_xl	10.86	91.955	1	448	78.44
1078	densenet264d	10.85	92.074	1	224	72.74
1079	eca_nfnet_l3	10.82	92.336	1	352	72.04
1080	maxxvitv2_rmlp_base_rw_224	10.75	92.904	1	224	116.09
1081	pnasnet5large	10.75	92.913	1	331	86.06
1082	nasnetalarge	10.68	93.528	1	331	88.75
1083	efficientvit_l3	10.66	93.703	1	256	246.04
1084	swinv2_cr_tiny_384	10.62	94.018	1	384	28.33
1085	swinv2_cr_large_224	10.6	94.24	1	224	196.68
1086	ecaresnet269d	10.55	94.713	1	320	102.09
1087	swin_large_patch4_window7_224	10.5	95.17	1	224	196.53
1088	cait_xs24_384	10.48	95.27	1	384	26.67
1089	resnext101_32x16d	10.42	95.861	1	224	194.03
1090	volo_d4_224	10.3	96.948	1	224	192.96
1091	vit_large_r50_s32_224	10.24	97.519	1	224	328.99
1092	mixer_l16_224	10.19	98.039	1	224	208.2
1093	seresnet269d	10.18	98.097	1	288	113.67
1094	swinv2_large_window12_192	10.15	98.416	1	192	228.77
1095	tf_efficientnet_b6	10.13	98.587	1	528	43.04
1096	dm_nfnet_f2	10.06	99.26	1	256	193.78
1097	maxvit_tiny_tf_384	10.04	99.454	1	384	30.98
1098	nfnet_f2	10.03	99.603	1	256	193.78
1099	volo_d2_384	10.03	99.551	1	384	58.87
1100	convnextv2_base	10.01	99.781	1	384	88.72
1101	convnext_large	9.99	99.979	1	288	197.77
1102	xcit_small_12_p8_384	9.95	100.392	1	384	26.21
1103	xcit_medium_24_p16_384	9.8	101.966	1	384	84.4
1104	maxvit_base_tf_224	9.72	102.786	1	224	119.47
1105	ecaresnet269d	9.69	103.106	1	352	102.09
1106	vgg11	9.64	103.628	1	224	132.86
1107	vit_base_patch16_18x2_224	9.64	103.632	1	224	256.73
1108	vgg11_bn	9.5	105.194	1	224	132.87
1109	efficientnetv2_l	9.39	106.364	1	384	118.52
1110	tf_efficientnetv2_l	9.31	107.306	1	384	118.52
1111	swinv2_base_window12to16_192to256	9.3	107.471	1	256	87.92
1112	convformer_m36	9.27	107.717	1	384	57.05
1113	vgg13_bn	9.26	107.879	1	224	133.05
1114	convnextv2_large	9.22	108.292	1	288	197.96
1115	maxvit_rmlp_base_rw_224	9.22	108.408	1	224	116.14
1116	swinv2_base_window16_256	9.21	108.436	1	256	87.92
1117	efficientnet_b6	9.2	108.582	1	528	43.04
1118	resnetrs270	9.19	108.694	1	352	129.86
1119	vgg13	9.01	110.918	1	224	133.05
1120	caformer_m36	8.96	111.546	1	384	56.2
1121	resnetrs350	8.94	111.782	1	288	163.96
1122	coatnet_rmlp_3_rw_224	8.77	113.984	1	224	165.15
1123	coatnet_3_rw_224	8.74	114.329	1	224	181.81
1124	coatnet_3_224	8.71	114.748	1	224	166.97
1125	beit_base_patch16_384	8.65	115.469	1	384	86.74
1126	vgg16	8.61	116.0	1	224	138.36
1127	efficientvit_l3	8.58	116.47	1	320	246.04
1128	coat_lite_medium_384	8.54	116.926	1	384	44.57
1129	vgg19_bn	8.53	117.153	1	224	143.68
1130	vgg16_bn	8.52	117.29	1	224	138.37
1131	resnetv2_101x1_bit	8.46	118.13	1	448	44.54
1132	vgg19	8.39	119.033	1	224	143.67
1133	vit_base_patch8_224	8.39	119.029	1	224	86.58
1134	eca_nfnet_l3	7.98	125.225	1	448	72.04
1135	xcit_medium_24_p8_224	7.98	125.271	1	224	84.32
1136	maxxvitv2_rmlp_large_rw_224	7.72	129.399	1	224	215.42
1137	convnext_large_mlp	7.67	130.275	1	320	200.13
1138	nfnet_f2	7.66	130.475	1	352	193.78
1139	dm_nfnet_f2	7.6	131.419	1	352	193.78
1140	vit_large_patch32_384	7.57	131.935	1	384	306.63
1141	repvgg_d2se	7.54	132.439	1	320	133.33
1142	seresnextaa201d_32x8d	7.52	132.81	1	320	149.39
1143	vit_base_r50_s16_384	7.46	133.951	1	384	98.95
1144	sequencer2d_l	7.43	134.481	1	224	54.3
1145	maxvit_small_tf_384	7.23	138.115	1	384	69.02
1146	resmlp_big_24_224	7.21	138.531	1	224	129.14
1147	efficientvit_l3	7.1	140.815	1	384	246.04
1148	efficientnetv2_l	7.02	142.385	1	480	118.52
1149	cait_s24_384	6.98	143.242	1	384	47.06
1150	vit_large_patch16_224	6.96	143.598	1	224	304.33
1151	deit3_large_patch16_224	6.92	144.377	1	224	304.37
1152	mvitv2_large	6.92	144.482	1	224	217.99
1153	resnest269e	6.89	145.117	1	416	110.93
1154	volo_d5_224	6.88	145.294	1	224	295.46
1155	convnext_xlarge	6.87	145.419	1	224	350.2
1156	eva_large_patch14_196	6.87	145.357	1	196	304.14
1157	resnetrs420	6.84	146.047	1	320	191.89
1158	tf_efficientnetv2_l	6.79	147.238	1	480	118.52
1159	regnety_640	6.77	147.685	1	224	281.38
1160	efficientnetv2_xl	6.76	147.902	1	384	208.12
1161	tf_efficientnetv2_xl	6.73	148.547	1	384	208.12
1162	resnetrs350	6.65	150.31	1	384	163.96
1163	flexivit_large	6.63	150.711	1	240	304.36
1164	nfnet_f3	6.59	151.709	1	320	254.92
1165	tiny_vit_21m_512	6.55	152.682	1	512	21.27
1166	regnety_320	6.4	156.191	1	384	145.05
1167	dm_nfnet_f3	6.39	156.391	1	320	254.92
1168	vit_base_patch16_siglip_512	6.25	159.877	1	512	93.52
1169	beit_large_patch16_224	6.22	160.576	1	224	304.43
1170	beitv2_large_patch16_224	6.22	160.717	1	224	304.43
1171	maxvit_large_tf_224	6.2	161.197	1	224	211.79
1172	swinv2_large_window12to16_192to256	6.12	163.37	1	256	196.74
1173	convnext_large	6.04	165.574	1	384	197.77
1174	convnext_large_mlp	6.01	166.316	1	384	200.13
1175	vit_so400m_patch14_siglip_224	5.97	167.337	1	224	427.68
1176	tf_efficientnet_b7	5.96	167.661	1	600	66.35
1177	swinv2_cr_small_384	5.93	168.406	1	384	49.7
1178	vit_large_patch16_siglip_256	5.86	170.441	1	256	315.96
1179	vit_large_patch14_224	5.84	171.067	1	224	304.2
1180	vit_large_patch14_clip_quickgelu_224	5.84	171.235	1	224	303.97
1181	vit_large_patch14_clip_224	5.82	171.768	1	224	304.2
1182	coatnet_rmlp_2_rw_384	5.75	173.867	1	384	73.88
1183	mvitv2_large_cls	5.73	174.501	1	224	234.58
1184	convformer_b36	5.71	174.868	1	384	99.88
1185	seresnextaa201d_32x8d	5.71	174.871	1	384	149.39
1186	eva02_base_patch14_448	5.68	175.869	1	448	87.12
1187	davit_huge	5.66	176.53	1	224	348.92
1188	vit_large_patch14_xp_224	5.58	179.001	1	224	304.06
1189	maxvit_tiny_tf_512	5.54	180.385	1	512	31.05
1190	efficientnet_b7	5.48	182.298	1	600	66.35
1191	xcit_large_24_p16_384	5.46	183.021	1	384	189.1
1192	coatnet_4_224	5.41	184.721	1	224	275.43
1193	volo_d3_448	5.38	185.659	1	448	86.63
1194	caformer_b36	5.37	186.081	1	384	98.75
1195	convnextv2_large	5.36	186.287	1	384	197.96
1196	eva02_large_patch14_clip_224	5.35	186.928	1	224	304.11
1197	eva02_large_patch14_224	5.34	187.155	1	224	303.27
1198	convnext_xlarge	5.27	189.818	1	288	350.2
1199	xcit_small_24_p8_384	5.25	190.508	1	384	47.63
1200	focalnet_large_fl3	5.2	192.302	1	384	239.13
1201	resnetrs420	5.16	193.791	1	416	191.89
1202	resnetv2_152x2_bit	5.06	197.516	1	224	236.34
1203	vit_large_r50_s32_384	4.97	201.254	1	384	329.09
1204	focalnet_large_fl4	4.95	201.96	1	384	239.32
1205	nfnet_f3	4.77	209.555	1	416	254.92
1206	cait_s36_384	4.73	211.462	1	384	68.37
1207	dm_nfnet_f3	4.73	211.21	1	416	254.92
1208	vit_base_patch14_dinov2	4.67	214.237	1	518	86.58
1209	swinv2_cr_base_384	4.62	216.189	1	384	87.88
1210	vit_base_patch14_reg4_dinov2	4.61	216.991	1	518	86.58
1211	efficientnetv2_xl	4.49	222.467	1	512	208.12
1212	tf_efficientnetv2_xl	4.48	223.158	1	512	208.12
1213	resnetv2_50x3_bit	4.45	224.393	1	224	217.32
1214	xcit_large_24_p8_224	4.41	226.888	1	224	188.93
1215	dm_nfnet_f4	4.4	227.093	1	384	316.07
1216	nfnet_f4	4.32	231.615	1	384	316.07
1217	maxxvitv2_rmlp_base_rw_384	4.28	233.473	1	384	116.09
1218	swin_base_patch4_window12_384	4.25	235.251	1	384	87.9
1219	maxvit_base_tf_384	4.01	249.254	1	384	119.65
1220	maxvit_rmlp_base_rw_384	3.97	252.089	1	384	116.14
1221	maxvit_xlarge_tf_224	3.84	260.169	1	224	506.99
1222	swinv2_cr_huge_224	3.73	267.645	1	224	657.83
1223	resnext101_32x32d	3.7	269.902	1	224	468.53
1224	convnextv2_huge	3.65	274.084	1	224	660.29
1225	regnety_640	3.47	288.16	1	384	281.38
1226	efficientnet_b8	3.46	289.292	1	672	87.41
1227	nfnet_f5	3.32	300.922	1	416	377.21
1228	maxvit_small_tf_512	3.3	303.006	1	512	69.13
1229	tf_efficientnet_b8	3.3	302.574	1	672	87.41
1230	xcit_medium_24_p8_384	3.3	303.237	1	384	84.32
1231	convnext_xlarge	3.28	305.125	1	384	350.2
1232	dm_nfnet_f5	3.28	304.623	1	416	377.21
1233	vit_large_patch16_siglip_384	3.09	323.863	1	384	316.28
1234	volo_d4_448	3.08	324.261	1	448	193.41
1235	vit_large_patch14_clip_quickgelu_336	3.06	326.699	1	336	304.29
1236	deit3_large_patch16_384	3.05	327.468	1	384	304.76
1237	eva_large_patch14_336	3.03	330.35	1	336	304.53
1238	swin_large_patch4_window12_384	3.02	330.733	1	384	196.74
1239	vit_large_patch14_clip_336	3.02	330.571	1	336	304.53
1240	vit_large_patch16_384	3.02	330.83	1	384	304.72
1241	swinv2_cr_large_384	3.0	333.347	1	384	196.68
1242	resnetv2_152x2_bit	2.88	346.891	1	384	236.34
1243	vit_huge_patch14_gap_224	2.88	347.103	1	224	630.76
1244	resnetv2_101x3_bit	2.86	349.835	1	224	387.93
1245	nfnet_f4	2.83	353.869	1	512	316.07
1246	convnextv2_huge	2.8	357.503	1	288	660.29
1247	eva02_large_patch14_clip_336	2.8	357.279	1	336	304.43
1248	vit_huge_patch14_224	2.8	356.629	1	224	630.76
1249	vit_huge_patch14_clip_224	2.8	356.916	1	224	632.05
1250	deit3_huge_patch14_224	2.79	358.708	1	224	632.13
1251	vit_huge_patch14_xp_224	2.79	358.77	1	224	631.8
1252	vit_huge_patch14_clip_quickgelu_224	2.78	360.058	1	224	632.08
1253	swinv2_base_window12to24_192to384	2.77	361.199	1	384	87.92
1254	mvitv2_huge_cls	2.76	362.599	1	224	694.8
1255	dm_nfnet_f4	2.75	363.412	1	512	316.07
1256	focalnet_huge_fl3	2.74	365.417	1	224	745.28
1257	focalnet_xlarge_fl3	2.68	372.855	1	384	408.79
1258	maxvit_large_tf_384	2.66	375.595	1	384	212.03
1259	regnety_1280	2.66	376.44	1	224	644.81
1260	focalnet_huge_fl4	2.65	376.997	1	224	686.46
1261	focalnet_xlarge_fl4	2.63	379.808	1	384	409.03
1262	nfnet_f6	2.53	394.377	1	448	438.36
1263	vit_giant_patch16_gap_224	2.52	397.009	1	224	1011.37
1264	dm_nfnet_f6	2.5	399.61	1	448	438.36
1265	convnext_xxlarge	2.49	402.224	1	256	846.47
1266	coatnet_5_224	2.46	406.549	1	224	687.47
1267	beit_large_patch16_384	2.43	411.343	1	384	305.0
1268	resnetv2_152x2_bit	2.36	422.825	1	448	236.34
1269	resnetv2_50x3_bit	2.34	426.363	1	448	217.32
1270	dm_nfnet_f5	2.14	466.965	1	544	377.21
1271	eva_giant_patch14_224	2.12	471.488	1	224	1012.56
1272	nfnet_f5	2.11	474.766	1	544	377.21
1273	eva_giant_patch14_clip_224	2.1	476.74	1	224	1012.59
1274	vit_giant_patch14_224	2.1	476.373	1	224	1012.61
1275	vit_giant_patch14_clip_224	2.07	482.288	1	224	1012.65
1276	nfnet_f7	2.01	496.295	1	480	499.5
1277	vit_so400m_patch14_siglip_384	2.01	496.268	1	384	428.23
1278	volo_d5_448	1.97	507.454	1	448	295.91
1279	maxvit_base_tf_512	1.88	531.931	1	512	119.88
1280	davit_giant	1.86	536.86	1	224	1406.47
1281	convnextv2_huge	1.75	572.127	1	384	660.29
1282	eva02_large_patch14_448	1.71	586.058	1	448	305.08
1283	tf_efficientnet_l2	1.71	584.697	1	475	480.31
1284	cait_m36_384	1.7	588.838	1	384	271.22
1285	dm_nfnet_f6	1.7	587.555	1	576	438.36
1286	nfnet_f6	1.7	589.297	1	576	438.36
1287	swinv2_large_window12to24_192to384	1.7	587.644	1	384	196.74
1288	xcit_large_24_p8_384	1.68	596.178	1	384	188.93
1289	vit_huge_patch14_clip_336	1.64	609.779	1	336	632.46
1290	regnety_1280	1.59	628.931	1	384	644.81
1291	maxvit_xlarge_tf_384	1.53	652.708	1	384	475.32
1292	vit_large_patch14_dinov2	1.5	664.399	1	518	304.37
1293	vit_large_patch14_reg4_dinov2	1.49	673.215	1	518	304.37
1294	volo_d5_512	1.47	680.639	1	512	296.09
1295	resnetv2_101x3_bit	1.45	690.923	1	448	387.93
1296	vit_huge_patch14_clip_378	1.34	746.759	1	378	632.68
1297	vit_huge_patch14_clip_quickgelu_378	1.33	751.148	1	378	632.68
1298	nfnet_f7	1.32	756.231	1	608	499.5
1299	maxvit_large_tf_512	1.28	779.969	1	512	212.33
1300	swinv2_cr_huge_384	1.26	792.156	1	384	657.94
1301	vit_huge_patch16_gap_448	1.24	806.627	1	448	631.67
1302	swinv2_cr_giant_224	1.22	817.72	1	224	2598.76
1303	vit_gigantic_patch14_224	1.2	831.652	1	224	1844.44
1304	vit_gigantic_patch14_clip_224	1.2	830.217	1	224	1844.91
1305	beit_large_patch16_512	1.15	869.779	1	512	305.67
1306	convnextv2_huge	1.11	904.605	1	512	660.29
1307	resnetv2_152x4_bit	1.07	931.333	1	224	936.53
1308	eva_giant_patch14_336	1.06	945.007	1	336	1013.01
1309	maxvit_xlarge_tf_512	0.74	1353.032	1	512	475.77
1310	regnety_2560	0.71	1404.762	1	384	1282.6
1311	cait_m48_448	0.64	1574.651	1	448	356.46
1312	samvit_base_patch16	0.61	1639.865	1	1024	89.67
1313	tf_efficientnet_l2	0.6	1664.515	1	800	480.31
1314	efficientnet_l2	0.58	1732.697	1	800	480.31
1315	resnetv2_152x4_bit	0.54	1835.495	1	480	936.53
1316	eva_giant_patch14_560	0.46	2166.883	1	560	1014.45
1317	vit_giant_patch14_dinov2	0.46	2154.504	1	518	1136.48
1318	vit_giant_patch14_reg4_dinov2	0.46	2171.619	1	518	1136.48
1319	eva02_enormous_patch14_clip_224	0.44	2252.224	1	224	4350.56
1320	swinv2_cr_giant_384	0.37	2697.442	1	384	2598.76
1321	samvit_large_patch16	0.28	3628.054	1	1024	308.28
1322	samvit_huge_patch16	0.19	5153.132	1	1024	637.03