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

1	model	infer_samples_per_sec	infer_step_time	infer_batch_size	infer_img_size	param_count
2	tinynet_e	49285.12	20.767	1024	106	2.04
3	mobilenetv3_small_050	43905.96	23.312	1024	224	1.59
4	lcnet_035	40961.84	24.988	1024	224	1.64
5	lcnet_050	36451.18	28.081	1024	224	1.88
6	mobilenetv3_small_075	32291.57	31.7	1024	224	2.04
7	mobilenetv3_small_100	28935.54	35.379	1024	224	2.54
8	tf_mobilenetv3_small_minimal_100	27926.5	36.657	1024	224	2.04
9	tinynet_d	27303.88	37.493	1024	152	2.34
10	tf_mobilenetv3_small_075	26850.04	38.127	1024	224	2.04
11	tf_mobilenetv3_small_100	24320.21	42.094	1024	224	2.54
12	lcnet_075	22627.19	45.245	1024	224	2.36
13	mnasnet_small	20150.91	50.806	1024	224	2.03
14	levit_128s	19458.78	52.613	1024	224	7.78
15	lcnet_100	18910.66	54.139	1024	224	2.95
16	mobilenetv2_035	18047.72	56.728	1024	224	1.68
17	regnetx_002	17921.55	57.126	1024	224	2.68
18	regnety_002	16656.92	61.462	1024	224	3.16
19	ghostnet_050	16494.57	62.071	1024	224	2.59
20	mnasnet_050	15574.97	65.736	1024	224	2.22
21	mobilenetv2_050	14533.98	70.445	1024	224	1.97
22	tinynet_c	14397.76	71.111	1024	184	2.46
23	semnasnet_050	14065.61	72.79	1024	224	2.08
24	levit_128	13348.5	76.702	1024	224	9.21
25	vit_small_patch32_224	12899.41	79.373	1024	224	22.88
26	mixer_s32_224	12823.61	79.842	1024	224	19.1
27	lcnet_150	12599.24	81.264	1024	224	4.5
28	regnetx_004	12314.46	83.141	1024	224	5.16
29	cs3darknet_focus_s	11852.98	86.381	1024	256	3.27
30	mobilenetv3_large_075	11687.27	87.605	1024	224	3.99
31	resnet10t	11549.51	88.651	1024	224	5.44
32	cs3darknet_s	11540.93	88.716	1024	256	3.28
33	vit_tiny_r_s16_p8_224	10917.33	93.785	1024	224	6.34
34	ese_vovnet19b_slim_dw	10530.7	97.229	1024	224	1.9
35	mobilenetv3_rw	10453.43	97.947	1024	224	5.48
36	hardcorenas_a	10387.47	98.569	1024	224	5.26
37	mobilenetv3_large_100_miil	10298.68	99.419	1024	224	5.48
38	mobilenetv3_large_100	10295.13	99.453	1024	224	5.48
39	tf_mobilenetv3_large_075	10277.2	99.627	1024	224	3.99
40	gernet_s	10228.24	100.105	1024	224	8.17
41	mnasnet_075	10209.23	100.29	1024	224	3.17
42	levit_192	10099.95	101.375	1024	224	10.95
43	tf_mobilenetv3_large_minimal_100	10021.88	102.166	1024	224	3.92
44	hardcorenas_b	9469.88	108.121	1024	224	5.18
45	regnetx_006	9309.45	109.982	1024	224	6.2
46	tinynet_b	9298.6	110.113	1024	188	3.73
47	regnety_004	9296.36	110.137	1024	224	4.34
48	ghostnet_100	9264.87	110.513	1024	224	5.18
49	hardcorenas_c	9196.31	111.338	1024	224	5.52
50	resnet18	9171.4	111.64	1024	224	11.69
51	tf_mobilenetv3_large_100	9170.64	111.649	1024	224	5.48
52	mobilenetv2_075	9151.72	111.88	1024	224	2.64
53	swsl_resnet18	9145.07	111.962	1024	224	11.69
54	mnasnet_100	9128.95	112.159	1024	224	4.38
55	mnasnet_b1	9096.68	112.558	1024	224	4.38
56	gluon_resnet18_v1b	9092.93	112.604	1024	224	11.69
57	ssl_resnet18	9043.33	113.221	1024	224	11.69
58	semnasnet_075	8958.16	114.297	1024	224	2.91
59	hardcorenas_d	8756.1	116.935	1024	224	7.5
60	seresnet18	8678.54	117.981	1024	224	11.78
61	regnety_006	8404.01	121.832	1024	224	6.06
62	mobilenetv2_100	8360.81	122.466	1024	224	3.5
63	legacy_seresnet18	8318.12	123.094	1024	224	11.78
64	spnasnet_100	8246.33	124.165	1024	224	4.42
65	semnasnet_100	8027.18	127.555	1024	224	3.89
66	mnasnet_a1	8013.14	127.779	1024	224	3.89
67	levit_256	7862.24	130.228	1024	224	18.89
68	resnet18d	7721.04	132.614	1024	224	11.71
69	hardcorenas_f	7642.68	133.973	1024	224	8.2
70	hardcorenas_e	7588.05	134.938	1024	224	8.07
71	ese_vovnet19b_slim	7530.8	135.964	1024	224	3.17
72	efficientnet_lite0	7530.79	135.964	1024	224	4.65
73	ghostnet_130	7411.84	138.146	1024	224	7.36
74	regnetx_008	7376.89	138.798	1024	224	7.26
75	tinynet_a	7260.16	141.032	1024	192	6.19
76	tf_efficientnetv2_b0	7117.22	143.865	1024	224	7.14
77	fbnetc_100	7115.49	143.899	1024	224	5.57
78	regnety_008	7108.36	144.037	1024	224	6.26
79	xcit_nano_12_p16_224_dist	7019.86	145.861	1024	224	3.05
80	xcit_nano_12_p16_224	7000.29	146.268	1024	224	3.05
81	edgenext_xx_small	6963.01	147.05	1024	256	1.33
82	levit_256d	6856.41	149.338	1024	224	26.21
83	deit_tiny_patch16_224	6794.46	150.698	1024	224	5.72
84	vit_tiny_patch16_224	6769.81	151.248	1024	224	5.72
85	tf_efficientnet_lite0	6667.82	153.562	1024	224	4.65
86	deit_tiny_distilled_patch16_224	6647.4	154.032	1024	224	5.91
87	efficientnet_b0	6576.16	155.702	1024	224	5.29
88	dla46_c	6538.59	156.596	1024	224	1.3
89	rexnetr_100	6369.79	160.748	1024	224	4.88
90	mnasnet_140	6297.39	162.595	1024	224	7.12
91	rexnet_100	6295.89	162.634	1024	224	4.8
92	efficientnet_b1_pruned	6269.62	163.315	1024	240	6.33
93	mobilenetv2_110d	6263.44	163.477	1024	224	4.52
94	regnetz_005	6057.27	169.042	1024	224	7.12
95	resnetblur18	6056.25	169.07	1024	224	11.69
96	pit_ti_distilled_224	6026.49	169.903	1024	224	5.1
97	pit_ti_224	5988.08	170.993	1024	224	4.85
98	nf_regnet_b0	5936.35	172.485	1024	256	8.76
99	mobilevitv2_050	5906.65	173.353	1024	256	1.37
100	tf_efficientnet_b0_ap	5894.61	173.707	1024	224	5.29
101	tf_efficientnet_b0	5892.32	173.774	1024	224	5.29
102	tf_efficientnet_b0_ns	5891.52	173.799	1024	224	5.29
103	visformer_tiny	5845.93	175.153	1024	224	10.32
104	resnet14t	5834.5	175.495	1024	224	10.08
105	dla46x_c	5690.98	179.922	1024	224	1.07
106	skresnet18	5640.2	181.543	1024	224	11.96
107	semnasnet_140	5544.22	184.685	1024	224	6.11
108	hrnet_w18_small	5451.81	187.816	1024	224	13.19
109	mobilenetv2_140	5399.1	189.649	1024	224	6.11
110	resnet34	5356.43	191.161	1024	224	21.8
111	dla60x_c	5292.02	193.487	1024	224	1.32
112	mobilevit_xxs	5275.05	194.109	1024	256	1.27
113	ese_vovnet19b_dw	5260.83	194.634	1024	224	6.54
114	gluon_resnet34_v1b	5203.76	196.769	1024	224	21.8
115	tv_resnet34	5193.55	197.156	1024	224	21.8
116	efficientnet_lite1	5144.81	199.024	1024	240	5.42
117	mixnet_s	5054.78	202.566	1024	224	4.13
118	seresnet34	5051.53	202.699	1024	224	21.96
119	gernet_m	5028.39	203.632	1024	224	21.14
120	fbnetv3_b	4982.49	205.508	1024	256	8.6
121	selecsls42	4945.53	207.043	1024	224	30.35
122	selecsls42b	4942.3	207.179	1024	224	32.46
123	vit_base_patch32_224_sam	4921.3	208.063	1024	224	88.22
124	vit_base_patch32_224	4918.17	208.197	1024	224	88.22
125	resnet34d	4834.03	211.82	1024	224	21.82
126	rexnetr_130	4789.2	213.803	1024	224	7.61
127	pit_xs_224	4766.56	214.816	1024	224	10.62
128	tf_efficientnetv2_b1	4738.51	216.09	1024	240	8.14
129	legacy_seresnet34	4737.15	216.152	1024	224	21.96
130	pit_xs_distilled_224	4722.37	216.826	1024	224	11.0
131	mixer_b32_224	4707.3	217.523	1024	224	60.29
132	tf_mixnet_s	4706.57	217.551	1024	224	4.13
133	tf_efficientnet_lite1	4662.36	219.62	1024	240	5.42
134	xcit_tiny_12_p16_224_dist	4593.26	222.924	1024	224	6.72
135	xcit_tiny_12_p16_224	4592.09	222.979	1024	224	6.72
136	rexnet_130	4578.43	223.646	1024	224	7.56
137	levit_384	4538.82	225.597	1024	224	39.13
138	mobilenetv2_120d	4530.56	226.009	1024	224	5.83
139	edgenext_x_small	4436.58	230.795	1024	256	2.34
140	cs3darknet_focus_m	4399.27	232.755	1024	288	9.3
141	efficientnet_b0_g16_evos	4394.3	233.017	1024	224	8.11
142	efficientnet_es	4389.85	233.253	1024	224	5.44
143	efficientnet_es_pruned	4389.6	233.266	1024	224	5.44
144	resnet26	4383.27	233.604	1024	224	16.0
145	cs3darknet_m	4330.89	236.429	1024	288	9.31
146	fbnetv3_d	4328.59	236.555	1024	256	10.31
147	repvgg_b0	4286.85	238.858	1024	224	15.82
148	selecsls60	4286.11	238.899	1024	224	30.67
149	darknet17	4270.14	179.843	768	256	14.3
150	selecsls60b	4265.59	240.05	1024	224	32.77
151	efficientnet_b2_pruned	4264.69	240.099	1024	260	8.31
152	tf_efficientnet_es	4239.07	241.551	1024	224	5.44
153	regnetx_016	4196.72	243.986	1024	224	9.19
154	rexnetr_150	4170.12	245.545	1024	224	9.78
155	crossvit_tiny_240	4122.19	248.4	1024	240	7.01
156	dla34	4120.09	248.525	1024	224	15.74
157	mixer_s16_224	4085.83	250.611	1024	224	18.53
158	vit_small_patch32_384	4015.79	254.982	1024	384	22.92
159	rexnet_150	3990.72	256.583	1024	224	9.73
160	resnet26d	3989.2	256.681	1024	224	16.01
161	ecaresnet50d_pruned	3983.23	257.066	1024	224	19.94
162	efficientnet_lite2	3977.91	257.41	1024	260	6.09
163	gmlp_ti16_224	3944.3	259.603	1024	224	5.87
164	mobilevitv2_075	3905.27	262.199	1024	256	2.87
165	crossvit_9_240	3875.46	264.215	1024	240	8.55
166	darknet21	3872.25	198.322	768	256	20.86
167	nf_resnet26	3857.21	265.465	1024	224	16.0
168	convnext_nano_ols	3756.44	272.585	1024	224	15.6
169	convnext_nano_hnf	3749.56	273.084	1024	224	15.59
170	sedarknet21	3744.18	205.107	768	256	20.95
171	efficientnet_b1	3742.67	273.59	1024	256	7.79
172	crossvit_9_dagger_240	3734.14	274.215	1024	240	8.78
173	tf_efficientnet_b1	3731.51	274.409	1024	240	7.79
174	tf_efficientnet_b1_ns	3731.48	274.411	1024	240	7.79
175	tf_efficientnet_b1_ap	3726.19	274.8	1024	240	7.79
176	resnest14d	3644.88	280.93	1024	224	10.61
177	regnety_016	3624.55	282.503	1024	224	11.2
178	tf_efficientnet_lite2	3624.06	282.543	1024	260	6.09
179	vit_tiny_r_s16_p8_384	3594.94	213.622	768	384	6.36
180	tf_efficientnetv2_b2	3593.98	284.91	1024	260	10.1
181	poolformer_s12	3483.41	293.951	1024	224	11.92
182	resmlp_12_224	3460.87	295.868	1024	224	15.35
183	resmlp_12_distilled_224	3458.54	296.067	1024	224	15.35
184	mixnet_m	3455.23	296.35	1024	224	5.01
185	gmixer_12_224	3401.29	301.051	1024	224	12.7
186	resnext26ts	3375.26	303.371	1024	256	10.3
187	nf_ecaresnet26	3365.9	304.215	1024	224	16.0
188	nf_seresnet26	3360.23	304.729	1024	224	17.4
189	gernet_l	3328.59	307.626	1024	256	31.08
190	repvgg_a2	3325.03	307.955	1024	224	28.21
191	tf_mixnet_m	3322.0	308.236	1024	224	5.01
192	efficientnet_b3_pruned	3297.4	310.535	1024	300	9.86
193	nf_regnet_b1	3293.07	310.944	1024	288	10.22
194	seresnext26ts	3291.26	311.115	1024	256	10.39
195	eca_resnext26ts	3290.56	311.182	1024	256	10.3
196	legacy_seresnext26_32x4d	3269.09	313.225	1024	224	16.79
197	skresnet34	3229.96	317.02	1024	224	22.28
198	gcresnext26ts	3229.79	317.037	1024	256	10.48
199	nf_regnet_b2	3193.49	320.64	1024	272	14.31
200	convit_tiny	3179.42	322.058	1024	224	5.71
201	resnet26t	3149.41	325.128	1024	256	16.01
202	rexnetr_200	3135.78	244.904	768	224	16.52
203	ecaresnet101d_pruned	3129.51	327.195	1024	224	24.88
204	seresnext26tn_32x4d	3050.2	335.704	1024	224	16.81
205	seresnext26t_32x4d	3050.01	335.724	1024	224	16.81
206	ecaresnext50t_32x4d	3049.83	335.744	1024	224	15.41
207	ecaresnext26t_32x4d	3048.36	335.905	1024	224	15.41
208	seresnext26d_32x4d	3037.9	337.063	1024	224	16.81
209	deit_small_patch16_224	3002.36	341.052	1024	224	22.05
210	rexnet_200	3001.86	255.828	768	224	16.37
211	vit_small_patch16_224	3000.37	341.279	1024	224	22.05
212	mobilevit_xs	2981.72	257.559	768	256	2.32
213	deit_small_distilled_patch16_224	2950.87	347.001	1024	224	22.44
214	pit_s_224	2945.22	347.668	1024	224	23.46
215	ecaresnetlight	2941.7	348.085	1024	224	30.16
216	coat_lite_tiny	2932.4	349.189	1024	224	5.72
217	eca_botnext26ts_256	2930.99	349.358	1024	256	10.59
218	pit_s_distilled_224	2918.75	350.821	1024	224	24.04
219	tf_efficientnet_b2_ns	2903.13	352.71	1024	260	9.11
220	tf_efficientnet_b2	2902.67	352.766	1024	260	9.11
221	tf_efficientnet_b2_ap	2901.98	352.851	1024	260	9.11
222	eca_halonext26ts	2883.09	355.163	1024	256	10.76
223	tresnet_m	2870.7	356.694	1024	224	31.39
224	botnet26t_256	2862.72	357.688	1024	256	12.49
225	regnetx_032	2852.1	359.019	1024	224	15.3
226	hrnet_w18_small_v2	2845.04	359.912	1024	224	15.6
227	deit3_small_patch16_224_in21ft1k	2837.48	360.868	1024	224	22.06
228	halonet26t	2832.73	361.477	1024	256	12.48
229	resnetv2_50	2829.74	361.858	1024	224	25.55
230	deit3_small_patch16_224	2828.59	362.004	1024	224	22.06
231	vgg11	2795.7	183.125	512	224	132.86
232	haloregnetz_b	2794.73	366.391	1024	224	11.68
233	bat_resnext26ts	2793.93	366.495	1024	256	10.73
234	vit_relpos_base_patch32_plus_rpn_256	2775.87	368.882	1024	256	119.42
235	vit_base_patch32_plus_256	2773.66	369.174	1024	256	119.48
236	dpn68b	2762.53	370.662	1024	224	12.61
237	vit_small_resnet26d_224	2758.05	371.264	1024	224	63.61
238	efficientnet_b2	2753.12	371.929	1024	288	9.11
239	coat_lite_mini	2752.31	372.037	1024	224	11.01
240	efficientnet_b2a	2752.1	372.068	1024	288	9.11
241	efficientnet_b0_gn	2748.63	372.536	1024	224	5.29
242	resnet50	2733.34	374.621	1024	224	25.56
243	ssl_resnet50	2732.73	374.705	1024	224	25.56
244	tv_resnet50	2732.0	374.804	1024	224	25.56
245	gluon_resnet50_v1b	2731.92	374.815	1024	224	25.56
246	swsl_resnet50	2730.89	374.957	1024	224	25.56
247	cspresnet50	2720.51	376.385	1024	256	21.62
248	resnet32ts	2719.03	376.593	1024	256	17.96
249	dpn68	2711.28	377.669	1024	224	12.61
250	mobilevitv2_100	2710.59	283.322	768	256	4.9
251	vovnet39a	2706.48	378.339	1024	224	22.6
252	resnetv2_50t	2687.6	380.997	1024	224	25.57
253	resnet33ts	2683.32	381.605	1024	256	19.68
254	resnetv2_50d	2678.25	382.327	1024	224	25.57
255	efficientnet_em	2663.14	384.496	1024	240	6.9
256	mixnet_l	2651.17	289.672	768	224	7.33
257	visformer_small	2638.82	388.04	1024	224	40.22
258	ese_vovnet39b	2631.4	389.135	1024	224	24.57
259	resnest26d	2624.21	390.2	1024	224	17.07
260	vit_relpos_small_patch16_224	2615.53	391.496	1024	224	21.98
261	seresnet33ts	2613.57	391.79	1024	256	19.78
262	eca_resnet33ts	2609.68	392.373	1024	256	19.68
263	vit_srelpos_small_patch16_224	2607.7	392.67	1024	224	21.97
264	eca_vovnet39b	2607.14	392.755	1024	224	22.6
265	gluon_resnet50_v1c	2599.91	393.848	1024	224	25.58
266	tf_efficientnet_em	2599.16	393.961	1024	240	6.9
267	cspresnet50w	2589.44	395.44	1024	256	28.12
268	resnet50d	2584.02	396.27	1024	224	25.58
269	legacy_seresnet50	2582.34	396.527	1024	224	28.09
270	resnet50t	2580.37	396.829	1024	224	25.57
271	twins_svt_small	2576.63	397.407	1024	224	24.06
272	gluon_resnet50_v1d	2570.89	398.293	1024	224	25.58
273	gcresnet33ts	2569.2	398.556	1024	256	19.88
274	cspresnet50d	2560.0	399.988	1024	256	21.64
275	lambda_resnet26t	2551.69	401.29	1024	256	10.96
276	tf_mixnet_l	2550.79	301.072	768	224	7.33
277	selecsls84	2543.3	402.613	1024	224	50.95
278	vgg11_bn	2541.42	201.45	512	224	132.87
279	dla60	2525.2	405.498	1024	224	22.04
280	cs3darknet_focus_l	2520.03	406.331	1024	288	21.15
281	res2net50_48w_2s	2502.4	409.196	1024	224	25.29
282	cs3darknet_l	2485.99	411.896	1024	288	21.16
283	densenet121	2467.71	414.945	1024	224	7.98
284	xcit_nano_12_p16_384_dist	2466.74	415.111	1024	384	3.05
285	xcit_tiny_24_p16_224_dist	2463.21	415.705	1024	224	12.12
286	tv_densenet121	2461.4	416.011	1024	224	7.98
287	xcit_tiny_24_p16_224	2457.2	416.72	1024	224	12.12
288	seresnet50	2438.84	419.859	1024	224	28.09
289	convnext_tiny_hnfd	2399.93	426.664	1024	224	28.59
290	convnext_tiny_hnf	2395.62	427.433	1024	224	28.59
291	efficientnet_lite3	2383.15	214.83	512	300	8.2
292	efficientnet_b0_g8_gn	2375.8	431.002	1024	224	6.56
293	convnext_tiny_in22ft1k	2362.17	433.485	1024	224	28.59
294	densenet121d	2362.07	433.503	1024	224	8.0
295	convnext_tiny	2359.72	433.936	1024	224	28.59
296	cs3sedarknet_l	2353.08	435.161	1024	288	21.91
297	resnetaa50d	2350.26	435.685	1024	224	25.58
298	efficientnet_cc_b0_4e	2334.0	438.721	1024	224	13.31
299	seresnet50t	2333.68	438.78	1024	224	28.1
300	ecaresnet50d	2316.33	442.066	1024	224	25.58
301	resnetblur50	2298.66	445.465	1024	224	25.56
302	mobilevit_s	2279.76	336.866	768	256	5.58
303	resnetrs50	2276.18	449.864	1024	224	35.69
304	vit_base_resnet26d_224	2262.15	452.654	1024	224	101.4
305	gluon_resnet50_v1s	2257.16	453.655	1024	224	25.68
306	vovnet57a	2253.6	454.372	1024	224	36.64
307	adv_inception_v3	2250.27	455.041	1024	299	23.83
308	gluon_inception_v3	2249.35	455.229	1024	299	23.83
309	tf_inception_v3	2245.22	456.064	1024	299	23.83
310	tf_efficientnet_cc_b0_4e	2243.01	456.518	1024	224	13.31
311	inception_v3	2240.78	456.965	1024	299	23.83
312	tf_efficientnet_cc_b0_8e	2240.71	456.986	1024	224	24.01
313	densenetblur121d	2235.56	458.037	1024	224	8.0
314	resnest50d_1s4x24d	2213.57	462.589	1024	224	25.68
315	res2net50_26w_4s	2209.54	463.432	1024	224	25.7
316	ssl_resnext50_32x4d	2205.13	464.359	1024	224	25.03
317	swsl_resnext50_32x4d	2204.8	464.429	1024	224	25.03
318	gluon_resnext50_32x4d	2203.2	464.765	1024	224	25.03
319	resnext50_32x4d	2199.44	465.561	1024	224	25.03
320	tv_resnext50_32x4d	2198.23	465.818	1024	224	25.03
321	regnetx_040	2190.95	467.362	1024	224	22.12
322	cspresnext50	2182.4	469.194	1024	256	20.57
323	resnetblur50d	2182.09	469.263	1024	224	25.58
324	regnetz_b16	2180.8	469.54	1024	288	9.72
325	ese_vovnet57b	2171.57	471.535	1024	224	38.61
326	tf_efficientnet_lite3	2166.77	236.285	512	300	8.2
327	mobilevitv2_125	2151.63	356.926	768	256	7.48
328	efficientnet_cc_b0_8e	2149.58	476.36	1024	224	24.01
329	semobilevit_s	2143.19	358.331	768	256	5.74
330	twins_pcpvt_small	2142.01	478.043	1024	224	24.11
331	nf_regnet_b3	2133.81	479.88	1024	320	18.59
332	tf_efficientnetv2_b3	2121.62	482.639	1024	300	14.36
333	seresnetaa50d	2118.99	483.236	1024	224	28.11
334	efficientnetv2_rw_t	2117.33	483.616	1024	288	13.65
335	gcresnext50ts	2113.73	484.438	1024	256	15.67
336	edgenext_small	2107.47	485.876	1024	320	5.59
337	resnext50d_32x4d	2094.1	488.98	1024	224	25.05
338	dla60x	2080.97	492.062	1024	224	17.35
339	res2net50_14w_8s	2066.79	495.441	1024	224	25.06
340	gc_efficientnetv2_rw_t	2061.37	496.743	1024	288	13.68
341	sehalonet33ts	2057.14	373.322	768	256	13.69
342	gcresnet50t	2055.89	498.068	1024	256	25.9
343	skresnet50	2048.81	499.79	1024	224	25.8
344	fbnetv3_g	2047.87	500.019	1024	288	16.62
345	nf_ecaresnet50	2039.26	502.129	1024	224	25.56
346	nf_seresnet50	2037.45	502.576	1024	224	28.09
347	cs3darknet_focus_x	2026.01	505.415	1024	256	35.02
348	dla60_res2net	2015.55	508.035	1024	224	20.85
349	lambda_resnet26rpt_256	2015.24	190.536	384	256	10.99
350	seresnext50_32x4d	2010.4	509.339	1024	224	27.56
351	legacy_seresnext50_32x4d	2003.57	511.076	1024	224	27.56
352	repvgg_b1g4	2003.2	511.169	1024	224	39.97
353	gluon_seresnext50_32x4d	2002.45	511.358	1024	224	27.56
354	densenet169	1987.41	515.228	1024	224	14.15
355	res2next50	1967.78	520.369	1024	224	24.67
356	vit_relpos_small_patch16_rpn_224	1966.99	520.579	1024	224	21.97
357	skresnet50d	1957.14	523.201	1024	224	25.82
358	xcit_small_12_p16_224_dist	1952.72	524.382	1024	224	26.25
359	crossvit_small_240	1952.54	524.431	1024	240	26.86
360	xcit_small_12_p16_224	1952.1	524.55	1024	224	26.25
361	cs3sedarknet_xdw	1919.73	533.397	1024	256	21.6
362	swin_tiny_patch4_window7_224	1915.52	534.569	1024	224	28.29
363	vit_relpos_medium_patch16_cls_224	1909.56	536.236	1024	224	38.76
364	mixnet_xl	1903.31	268.993	512	224	11.9
365	dla60_res2next	1893.19	540.873	1024	224	17.03
366	xcit_nano_12_p8_224_dist	1887.0	542.649	1024	224	3.05
367	xcit_nano_12_p8_224	1883.21	543.74	1024	224	3.05
368	cspdarknet53	1881.33	408.211	768	256	27.64
369	gmlp_s16_224	1873.82	546.464	1024	224	19.42
370	edgenext_small_rw	1831.96	558.95	1024	320	7.83
371	ecaresnet26t	1828.87	559.898	1024	320	16.01
372	vit_small_r26_s32_224	1825.94	560.792	1024	224	36.43
373	vgg13	1819.73	281.346	512	224	133.05
374	poolformer_s24	1804.4	567.487	1024	224	21.39
375	crossvit_15_240	1799.06	569.173	1024	240	27.53
376	vit_relpos_medium_patch16_224	1794.09	570.75	1024	224	38.75
377	vit_srelpos_medium_patch16_224	1787.05	573.0	1024	224	38.74
378	mobilevitv2_150	1774.77	288.477	512	256	10.59
379	mobilevitv2_150_in22ft1k	1773.43	288.695	512	256	10.59
380	sebotnet33ts_256	1762.47	217.864	384	256	13.7
381	resmlp_24_224	1761.92	581.171	1024	224	30.02
382	efficientnet_b3	1761.71	290.615	512	320	12.23
383	efficientnet_b3a	1761.71	290.614	512	320	12.23
384	resmlp_24_distilled_224	1760.69	581.576	1024	224	30.02
385	regnetx_064	1757.88	436.877	768	224	26.21
386	resnest50d	1750.78	584.87	1024	224	27.48
387	gmixer_24_224	1741.35	588.036	1024	224	24.72
388	swin_s3_tiny_224	1737.42	589.369	1024	224	28.33
389	crossvit_15_dagger_240	1736.98	589.517	1024	240	28.21
390	vit_base_resnet50d_224	1722.65	594.42	1024	224	110.97
391	resnetv2_101	1717.18	596.314	1024	224	44.54
392	tf_efficientnet_b3_ap	1706.97	299.935	512	300	12.23
393	tf_efficientnet_b3	1705.74	300.151	512	300	12.23
394	tf_efficientnet_b3_ns	1705.51	300.191	512	300	12.23
395	lambda_resnet50ts	1694.68	604.231	1024	256	21.54
396	dla102	1693.75	604.56	1024	224	33.27
397	darknetaa53	1689.16	454.651	768	288	36.02
398	gluon_resnet101_v1b	1679.75	609.599	1024	224	44.55
399	tv_resnet101	1679.18	609.808	1024	224	44.55
400	resnet101	1676.67	610.719	1024	224	44.55
401	repvgg_b1	1663.53	615.546	1024	224	57.42
402	resnetv2_101d	1653.14	619.414	1024	224	44.56
403	gluon_resnet101_v1c	1649.02	620.96	1024	224	44.57
404	vgg13_bn	1642.15	311.774	512	224	133.05
405	cait_xxs24_224	1641.65	623.749	1024	224	11.96
406	res2net50_26w_6s	1639.34	624.627	1024	224	37.05
407	hrnet_w18	1631.65	627.569	1024	224	21.3
408	vit_large_patch32_224	1623.29	630.805	1024	224	306.54
409	wide_resnet50_2	1618.04	632.851	1024	224	68.88
410	gluon_resnet101_v1d	1616.88	633.307	1024	224	44.57
411	xcit_tiny_12_p16_384_dist	1614.06	634.414	1024	384	6.72
412	regnetv_040	1604.78	478.557	768	288	20.64
413	halonet50ts	1600.56	639.764	1024	256	22.73
414	regnety_040	1597.66	480.688	768	288	20.65
415	darknet53	1585.01	484.528	768	288	41.61
416	efficientnet_cc_b1_8e	1576.34	649.593	1024	240	39.72
417	coat_lite_small	1576.03	649.72	1024	224	19.84
418	regnety_032	1576.03	649.722	1024	288	19.44
419	resnetv2_50x1_bit_distilled	1575.9	649.775	1024	224	25.55
420	swinv2_cr_tiny_224	1574.62	650.304	1024	224	28.33
421	legacy_seresnet101	1569.43	652.454	1024	224	49.33
422	vit_base_patch32_384	1551.76	659.885	1024	384	88.3
423	ese_vovnet39b_evos	1551.37	660.05	1024	224	24.58
424	swinv2_cr_tiny_ns_224	1546.02	662.33	1024	224	28.33
425	vit_tiny_patch16_384	1542.96	663.648	1024	384	5.79
426	lamhalobotnet50ts_256	1533.2	667.873	1024	256	22.57
427	tf_efficientnet_cc_b1_8e	1527.24	670.479	1024	240	39.72
428	resnetaa101d	1521.49	673.009	1024	224	44.57
429	densenet201	1515.85	675.514	1024	224	20.01
430	resnetaa50	1510.7	677.817	1024	288	25.56
431	mixer_l32_224	1508.54	678.791	1024	224	206.94
432	seresnet101	1502.48	681.526	1024	224	49.33
433	vit_base_r26_s32_224	1492.4	686.129	1024	224	101.38
434	gluon_resnet101_v1s	1485.37	689.375	1024	224	44.67
435	twins_pcpvt_base	1484.93	689.584	1024	224	43.83
436	mobilevitv2_175	1472.18	347.77	512	256	14.25
437	mobilevitv2_175_in22ft1k	1472.06	347.8	512	256	14.25
438	nf_resnet101	1469.16	696.987	1024	224	44.55
439	resnest50d_4s2x40d	1467.36	697.84	1024	224	30.42
440	vgg16	1464.57	349.576	512	224	138.36
441	resnetv2_50d_frn	1463.93	699.474	1024	224	25.59
442	resnetblur101d	1458.09	702.276	1024	224	44.57
443	ecaresnet101d	1457.01	702.796	1024	224	44.57
444	sequencer2d_s	1455.29	703.627	1024	224	27.65
445	nf_resnet50	1445.9	708.195	1024	288	25.56
446	convnext_small	1445.85	708.22	1024	224	50.22
447	convnext_small_in22ft1k	1443.98	709.135	1024	224	50.22
448	regnetz_c16	1437.42	356.181	512	320	13.46
449	tresnet_l	1432.52	714.812	1024	224	55.99
450	cs3darknet_x	1429.24	716.453	1024	288	35.05
451	dla102x	1397.97	732.475	1024	224	26.31
452	ssl_resnext101_32x4d	1392.96	735.11	1024	224	44.18
453	swsl_resnext101_32x4d	1392.73	735.231	1024	224	44.18
454	resnext101_32x4d	1390.48	736.423	1024	224	44.18
455	botnet50ts_256	1389.99	276.247	384	256	22.74
456	skresnext50_32x4d	1389.9	736.732	1024	224	27.48
457	gluon_resnext101_32x4d	1389.41	736.987	1024	224	44.18
458	nest_tiny	1388.05	553.283	768	224	17.06
459	resnet50_gn	1386.72	738.422	1024	224	25.56
460	resnetv2_50d_evob	1383.3	740.244	1024	224	25.59
461	res2net50_26w_8s	1373.33	745.622	1024	224	48.4
462	halo2botnet50ts_256	1372.33	559.619	768	256	22.64
463	regnetx_080	1370.56	747.125	1024	224	39.57
464	jx_nest_tiny	1362.62	563.605	768	224	17.06
465	convit_small	1355.18	755.603	1024	224	27.78
466	res2net101_26w_4s	1353.43	756.586	1024	224	45.21
467	xception	1340.72	572.814	768	299	22.86
468	mixer_b16_224_miil	1340.03	764.147	1024	224	59.88
469	repvgg_b2g4	1335.06	766.992	1024	224	61.76
470	vgg16_bn	1335.02	383.503	512	224	138.37
471	mixer_b16_224	1328.05	771.041	1024	224	59.88
472	twins_svt_base	1307.2	783.34	1024	224	56.07
473	dpn92	1299.67	787.878	1024	224	37.67
474	ese_vovnet99b_iabn	1282.63	798.345	1024	224	63.2
475	crossvit_18_240	1272.74	804.553	1024	240	43.27
476	regnety_040s_gn	1271.39	805.405	1024	224	20.65
477	eca_nfnet_l0	1271.38	805.411	1024	288	24.14
478	nfnet_l0	1269.37	806.681	1024	288	35.07
479	seresnext101_32x4d	1268.1	807.494	1024	224	48.96
480	legacy_seresnext101_32x4d	1267.59	807.817	1024	224	48.96
481	gluon_seresnext101_32x4d	1265.67	809.045	1024	224	48.96
482	nf_ecaresnet101	1264.2	809.986	1024	224	44.55
483	vit_relpos_medium_patch16_rpn_224	1263.66	810.331	1024	224	38.73
484	nf_seresnet101	1261.42	811.77	1024	224	49.33
485	mobilevitv2_200	1256.15	305.684	384	256	18.45
486	mobilevitv2_200_in22ft1k	1255.83	305.762	384	256	18.45
487	xception41p	1254.65	408.071	512	299	26.91
488	resnet51q	1254.6	816.185	1024	288	35.7
489	efficientnet_el	1254.42	408.143	512	300	10.59
490	efficientnet_el_pruned	1254.28	408.188	512	300	10.59
491	ese_vovnet99b	1240.88	825.205	1024	224	63.2
492	xcit_tiny_12_p8_224_dist	1237.16	827.688	1024	224	6.71
493	xcit_tiny_12_p8_224	1235.05	829.105	1024	224	6.71
494	crossvit_18_dagger_240	1235.02	829.126	1024	240	44.27
495	vgg19	1227.1	417.229	512	224	143.67
496	tf_efficientnet_el	1226.94	417.286	512	300	10.59
497	poolformer_s36	1217.09	841.334	1024	224	30.86
498	hrnet_w32	1204.83	849.897	1024	224	41.23
499	hrnet_w30	1202.88	851.275	1024	224	37.71
500	resnetv2_152	1196.21	856.023	1024	224	60.19
501	nfnet_f0	1193.84	857.722	1024	256	71.49
502	swin_small_patch4_window7_224	1179.92	867.841	1024	224	49.61
503	resmlp_36_224	1179.88	867.87	1024	224	44.69
504	vit_small_resnet50d_s16_224	1179.15	868.406	1024	224	57.53
505	resmlp_36_distilled_224	1179.01	868.509	1024	224	44.69
506	efficientnet_lite4	1178.02	325.958	384	380	13.01
507	tv_resnet152	1172.68	873.198	1024	224	60.19
508	gluon_resnet152_v1b	1172.67	873.208	1024	224	60.19
509	resnet152	1170.69	874.682	1024	224	60.19
510	mixnet_xxl	1163.99	329.888	384	224	23.96
511	resnetv2_152d	1163.57	880.032	1024	224	60.2
512	ecaresnet50t	1162.34	880.97	1024	320	25.57
513	resnet61q	1160.54	882.331	1024	288	36.85
514	vit_base_patch16_224_miil	1154.75	886.763	1024	224	86.54
515	repvgg_b2	1154.25	887.146	1024	224	89.02
516	inception_v4	1153.57	887.661	1024	299	42.68
517	swinv2_tiny_window8_256	1152.79	888.266	1024	256	28.35
518	densenet161	1147.8	892.122	1024	224	28.68
519	gluon_resnet152_v1c	1146.71	892.979	1024	224	60.21
520	gluon_resnet152_v1d	1141.31	897.204	1024	224	60.21
521	sequencer2d_m	1138.06	899.765	1024	224	38.31
522	vit_base_patch16_224_sam	1132.42	904.242	1024	224	86.57
523	deit_base_patch16_224	1132.42	904.245	1024	224	86.57
524	vit_base_patch16_224	1132.21	904.413	1024	224	86.57
525	dla169	1130.13	906.071	1024	224	53.39
526	regnetx_120	1129.55	453.263	512	224	46.11
527	volo_d1_224	1126.62	908.904	1024	224	26.63
528	vgg19_bn	1122.31	456.189	512	224	143.68
529	deit_base_distilled_patch16_224	1116.6	917.056	1024	224	87.34
530	xception41	1110.46	461.057	512	299	26.97
531	cait_xxs36_224	1104.66	926.97	1024	224	17.3
532	tf_efficientnet_lite4	1091.59	351.767	384	380	13.01
533	convmixer_1024_20_ks9_p14	1091.56	938.092	1024	224	24.38
534	deit3_base_patch16_224	1090.26	939.213	1024	224	86.59
535	deit3_base_patch16_224_in21ft1k	1088.57	940.667	1024	224	86.59
536	legacy_seresnet152	1086.41	942.544	1024	224	66.82
537	tnt_s_patch16_224	1079.54	948.54	1024	224	23.76
538	regnety_120	1077.58	475.125	512	224	51.82
539	repvgg_b3g4	1077.28	950.524	1024	224	83.83
540	vit_relpos_base_patch16_clsgap_224	1077.01	950.767	1024	224	86.43
541	vit_relpos_base_patch16_cls_224	1076.19	951.489	1024	224	86.43
542	gluon_resnet152_v1s	1074.28	953.181	1024	224	60.32
543	twins_pcpvt_large	1061.77	964.416	1024	224	60.99
544	seresnet152	1047.32	977.721	1024	224	66.82
545	beit_base_patch16_224	1045.12	979.774	1024	224	86.53
546	xcit_small_24_p16_224_dist	1038.39	986.125	1024	224	47.67
547	xcit_small_24_p16_224	1037.69	986.793	1024	224	47.67
548	coat_tiny	1036.7	987.731	1024	224	5.5
549	dm_nfnet_f0	1035.11	989.253	1024	256	71.49
550	nf_regnet_b4	1027.0	997.065	1024	384	30.21
551	vit_relpos_base_patch16_224	1017.61	1006.263	1024	224	86.43
552	convnext_base_in22ft1k	1006.85	1017.02	1024	224	88.59
553	convnext_base	1006.73	1017.126	1024	224	88.59
554	pit_b_224	993.61	515.277	512	224	73.76
555	pit_b_distilled_224	985.16	519.696	512	224	74.79
556	tresnet_xl	983.38	1041.292	1024	224	78.44
557	efficientnetv2_s	976.0	1049.166	1024	384	21.46
558	dla102x2	973.1	526.138	512	224	41.28
559	vit_small_patch16_36x1_224	972.14	1053.329	1024	224	64.67
560	swinv2_cr_small_224	966.28	1059.712	1024	224	49.7
561	swinv2_cr_small_ns_224	955.69	1071.465	1024	224	49.7
562	tf_efficientnetv2_s_in21ft1k	955.24	1071.964	1024	384	21.46
563	tf_efficientnetv2_s	955.13	1072.086	1024	384	21.46
564	vit_small_patch16_18x2_224	948.32	1079.793	1024	224	64.67
565	wide_resnet101_2	939.08	1090.412	1024	224	126.89
566	regnetx_160	936.53	546.684	512	224	54.28
567	regnety_080	933.52	548.447	512	288	39.18
568	regnetz_b16_evos	933.51	822.691	768	288	9.74
569	efficientnetv2_rw_s	931.24	1099.596	1024	384	23.94
570	resnetv2_50d_gn	920.9	1111.946	1024	288	25.57
571	twins_svt_large	918.22	1115.185	1024	224	99.27
572	efficientnet_b4	917.89	418.339	384	384	19.34
573	regnetz_040	913.72	420.249	384	320	27.12
574	xception65p	910.71	562.184	512	299	39.82
575	regnetz_040h	909.33	422.274	384	320	28.94
576	dpn98	906.73	1129.316	1024	224	61.57
577	repvgg_b3	901.67	1135.661	1024	224	123.09
578	resnetrs101	898.53	1139.62	1024	288	63.62
579	gluon_resnext101_64x4d	887.37	1153.955	1024	224	83.46
580	nest_small	885.28	867.51	768	224	38.35
581	poolformer_m36	879.83	1163.84	1024	224	56.17
582	regnetz_d8	877.84	1166.489	1024	320	23.37
583	jx_nest_small	874.11	878.596	768	224	38.35
584	ssl_resnext101_32x8d	874.01	1171.597	1024	224	88.79
585	swsl_resnext101_32x8d	873.31	1172.532	1024	224	88.79
586	resnext101_32x8d	873.01	1172.932	1024	224	88.79
587	ig_resnext101_32x8d	872.81	1173.211	1024	224	88.79
588	regnetz_d32	869.58	1177.564	1024	320	27.58
589	inception_resnet_v2	868.78	1178.653	1024	299	55.84
590	ens_adv_inception_resnet_v2	868.32	1179.275	1024	299	55.84
591	xcit_tiny_24_p16_384_dist	866.54	1181.7	1024	384	12.12
592	cait_s24_224	865.33	1183.354	1024	224	46.92
593	resnest101e	858.93	894.122	768	256	48.28
594	tf_efficientnet_b4	858.91	447.067	384	380	19.34
595	tf_efficientnet_b4_ap	858.7	447.171	384	380	19.34
596	tf_efficientnet_b4_ns	858.52	447.267	384	380	19.34
597	swin_s3_small_224	853.54	899.766	768	224	49.74
598	regnetv_064	852.1	600.857	512	288	30.58
599	regnety_064	851.33	601.396	512	288	30.58
600	resnet200	847.44	1208.333	1024	224	64.67
601	gluon_seresnext101_64x4d	834.87	1226.518	1024	224	88.23
602	coat_mini	833.41	1228.669	1024	224	10.34
603	swin_base_patch4_window7_224	832.6	1229.869	1024	224	87.77
604	resnet101d	816.8	1253.661	1024	320	44.57
605	gluon_xception65	816.5	627.052	512	299	39.92
606	xception65	811.16	631.185	512	299	39.92
607	resnetv2_50d_evos	810.51	947.543	768	288	25.59
608	convnext_tiny_384_in22ft1k	807.27	634.218	512	384	28.59
609	gmlp_b16_224	789.84	1296.449	1024	224	73.08
610	hrnet_w40	787.85	1299.728	1024	224	57.56
611	crossvit_base_240	787.17	975.639	768	240	105.03
612	hrnet_w44	771.15	1327.87	1024	224	67.06
613	swinv2_tiny_window16_256	763.4	670.672	512	256	28.35
614	mobilevitv2_150_384_in22ft1k	757.55	337.918	256	384	10.59
615	xcit_medium_24_p16_224_dist	748.7	1367.689	1024	224	84.4
616	xcit_medium_24_p16_224	748.18	1368.635	1024	224	84.4
617	tresnet_m_448	743.16	1377.885	1024	448	31.39
618	vit_large_r50_s32_224	742.19	1379.692	1024	224	328.99
619	hrnet_w48	738.63	1386.343	1024	224	77.47
620	vit_base_patch16_plus_240	738.11	1387.321	1024	240	117.56
621	sequencer2d_l	736.17	1390.978	1024	224	54.3
622	xcit_small_12_p16_384_dist	715.91	1430.327	1024	384	26.25
623	swinv2_small_window8_256	710.32	1441.594	1024	256	49.73
624	swin_s3_base_224	693.67	1476.198	1024	224	71.13
625	vit_small_patch16_384	692.4	1109.164	768	384	22.2
626	vit_relpos_base_patch16_plus_240	691.79	1480.194	1024	240	117.38
627	tnt_b_patch16_224	691.78	1480.223	1024	224	65.41
628	swinv2_cr_base_224	688.11	1488.125	1024	224	87.88
629	densenet264d_iabn	687.57	1489.287	1024	224	72.74
630	convit_base	685.88	1492.962	1024	224	86.54
631	swinv2_cr_base_ns_224	682.58	1500.17	1024	224	87.88
632	vit_base_patch16_rpn_224	667.73	1533.544	1024	224	86.54
633	densenet264	664.62	1540.716	1024	224	72.69
634	deit3_small_patch16_384	664.03	1156.564	768	384	22.21
635	poolformer_m48	663.83	1542.547	1024	224	73.47
636	deit3_small_patch16_384_in21ft1k	663.62	1157.274	768	384	22.21
637	efficientnet_b3_gn	662.87	386.187	256	320	11.73
638	dpn131	660.11	1551.238	1024	224	79.25
639	eca_nfnet_l1	655.87	1561.27	1024	320	41.41
640	vit_relpos_base_patch16_rpn_224	655.49	1562.186	1024	224	86.41
641	xcit_tiny_24_p8_224	650.45	1574.283	1024	224	12.11
642	xcit_tiny_24_p8_224_dist	649.22	1577.262	1024	224	12.11
643	xcit_nano_12_p8_384_dist	643.06	1592.369	1024	384	3.05
644	nest_base	629.02	813.95	512	224	67.72
645	volo_d2_224	627.91	1630.781	1024	224	58.68
646	mobilevitv2_175_384_in22ft1k	627.52	407.942	256	384	14.25
647	jx_nest_base	621.88	823.3	512	224	67.72
648	vit_small_r26_s32_384	619.54	619.804	384	384	36.47
649	senet154	618.82	1654.743	1024	224	115.09
650	gluon_senet154	618.51	1655.586	1024	224	115.09
651	legacy_senet154	618.16	1656.503	1024	224	115.09
652	xception71	616.97	829.852	512	299	42.34
653	vit_base_r50_s16_224	613.11	1670.152	1024	224	98.66
654	hrnet_w64	609.7	1679.491	1024	224	128.06
655	regnety_320	607.61	842.637	512	224	145.05
656	dpn107	606.08	1689.539	1024	224	86.92
657	regnetz_c16_evos	598.89	854.904	512	320	13.49
658	ecaresnet200d	592.5	1728.248	1024	256	64.69
659	seresnet200d	591.19	1732.085	1024	256	71.86
660	resnet152d	576.9	1774.999	1024	320	60.21
661	convnext_large	559.02	1831.761	1024	224	197.77
662	convnext_large_in22ft1k	558.96	1831.941	1024	224	197.77
663	regnety_160	558.21	687.896	384	288	83.59
664	efficientnet_b3_g8_gn	557.9	458.854	256	320	14.25
665	xcit_small_12_p8_224	546.6	1873.371	1024	224	26.21
666	xcit_small_12_p8_224_dist	546.45	1873.905	1024	224	26.21
667	resnext101_64x4d	541.68	1417.803	768	288	83.46
668	mobilevitv2_200_384_in22ft1k	527.08	364.262	192	384	18.45
669	halonet_h1	518.76	493.471	256	256	8.1
670	vit_large_patch32_384	517.18	1979.967	1024	384	306.63
671	seresnet152d	516.02	1984.399	1024	320	66.84
672	resnetrs152	512.78	1996.941	1024	320	86.62
673	swinv2_base_window8_256	507.32	1513.812	768	256	87.92
674	seresnext101_32x8d	503.19	1526.235	768	288	93.57
675	convnext_small_384_in22ft1k	494.64	1035.087	512	384	50.22
676	seresnext101d_32x8d	494.43	1553.287	768	288	93.59
677	swin_large_patch4_window7_224	478.67	1604.435	768	224	196.53
678	swinv2_small_window16_256	476.38	1074.753	512	256	49.73
679	regnetz_e8	474.49	1618.577	768	320	57.7
680	regnetx_320	471.27	814.799	384	224	107.81
681	ssl_resnext101_32x16d	471.02	1086.983	512	224	194.03
682	swsl_resnext101_32x16d	470.83	1087.428	512	224	194.03
683	ig_resnext101_32x16d	470.74	1087.624	512	224	194.03
684	mixer_l16_224	470.73	2175.315	1024	224	208.2
685	seresnextaa101d_32x8d	463.39	1657.351	768	288	93.59
686	seresnet269d	463.29	2210.273	1024	256	113.67
687	nf_regnet_b5	450.96	1135.344	512	456	49.74
688	efficientnetv2_m	449.82	2276.453	1024	416	54.14
689	volo_d3_224	439.99	2327.294	1024	224	86.33
690	efficientnet_b5	425.78	601.238	256	456	30.39
691	xcit_large_24_p16_224_dist	423.07	2420.403	1024	224	189.1
692	xcit_large_24_p16_224	422.98	2420.908	1024	224	189.1
693	xcit_tiny_12_p8_384_dist	419.35	2441.847	1024	384	6.71
694	resnet200d	417.0	2455.593	1024	320	64.69
695	efficientnetv2_rw_m	411.82	1864.879	768	416	53.24
696	tf_efficientnet_b5_ns	408.16	627.186	256	456	30.39
697	swinv2_cr_tiny_384	408.1	627.286	256	384	28.33
698	tf_efficientnet_b5	407.78	627.773	256	456	30.39
699	tf_efficientnet_b5_ap	407.68	627.936	256	456	30.39
700	swinv2_cr_large_224	405.25	1895.127	768	224	196.68
701	resnetv2_50x1_bitm	401.93	955.37	384	448	25.55
702	nfnet_f1	399.69	2561.946	1024	320	132.63
703	xcit_small_24_p16_384_dist	382.57	2676.633	1024	384	47.67
704	regnetz_d8_evos	376.87	2037.797	768	320	23.46
705	tresnet_l_448	371.52	2756.242	1024	448	55.99
706	vit_large_patch16_224	369.7	2769.802	1024	224	304.33
707	resnetrs200	368.58	2778.22	1024	320	93.21
708	convnext_xlarge_in22ft1k	368.02	1391.221	512	224	350.2
709	crossvit_15_dagger_408	366.37	698.731	256	408	28.5
710	vit_base_patch16_18x2_224	361.96	2829.064	1024	224	256.73
711	deit3_large_patch16_224	358.07	2859.733	1024	224	304.37
712	deit3_large_patch16_224_in21ft1k	357.9	2861.143	1024	224	304.37
713	dm_nfnet_f1	357.87	2146.026	768	320	132.63
714	tf_efficientnetv2_m	350.54	2190.896	768	480	54.14
715	tf_efficientnetv2_m_in21ft1k	350.14	2193.372	768	480	54.14
716	swinv2_base_window16_256	345.6	1111.087	384	256	87.92
717	swinv2_base_window12to16_192to256_22kft1k	345.47	1111.525	384	256	87.92
718	convnext_base_384_in22ft1k	344.56	1485.926	512	384	88.59
719	beit_large_patch16_224	342.32	2991.347	1024	224	304.43
720	eca_nfnet_l2	322.02	2384.947	768	384	56.72
721	volo_d1_384	293.04	1747.159	512	384	26.78
722	convmixer_768_32	292.83	3496.872	1024	224	21.11
723	resnetv2_152x2_bit_teacher	291.46	2634.992	768	224	236.34
724	deit_base_patch16_384	288.65	1330.327	384	384	86.86
725	vit_base_patch16_384	288.47	1331.141	384	384	86.86
726	resnest200e	288.19	1776.58	512	320	70.2
727	xcit_small_24_p8_224	286.12	3578.848	1024	224	47.63
728	xcit_small_24_p8_224_dist	286.06	3579.677	1024	224	47.63
729	deit_base_distilled_patch16_384	284.56	1349.413	384	384	87.63
730	volo_d4_224	282.61	3623.333	1024	224	192.96
731	deit3_base_patch16_384	277.81	1382.217	384	384	86.88
732	deit3_base_patch16_384_in21ft1k	277.78	1382.367	384	384	86.88
733	tresnet_xl_448	277.15	2771.052	768	448	78.44
734	nasnetalarge	276.88	1386.877	384	331	88.75
735	vit_large_patch14_224	271.51	3771.489	1024	224	304.2
736	cait_xxs24_384	269.82	3795.14	1024	384	12.03
737	crossvit_18_dagger_408	269.4	950.247	256	408	44.61
738	xcit_medium_24_p16_384_dist	269.2	2852.889	768	384	84.4
739	pnasnet5large	264.84	1449.925	384	331	86.06
740	resnetv2_101x1_bitm	252.59	1520.226	384	448	44.54
741	efficientnet_b6	252.26	507.392	128	528	43.04
742	swinv2_cr_small_384	250.03	1023.876	256	384	49.7
743	beit_base_patch16_384	247.68	1550.363	384	384	86.74
744	vit_large_r50_s32_384	246.17	1559.866	384	384	329.09
745	tf_efficientnet_b6_ns	242.42	527.986	128	528	43.04
746	tf_efficientnet_b6	242.34	528.179	128	528	43.04
747	tf_efficientnet_b6_ap	242.3	528.255	128	528	43.04
748	ecaresnet269d	241.69	4236.816	1024	352	102.09
749	resnetrs270	234.11	4373.986	1024	352	129.86
750	nfnet_f2	224.73	4556.614	1024	352	193.78
751	swin_base_patch4_window12_384	220.36	871.278	192	384	87.9
752	xcit_tiny_24_p8_384_dist	219.9	4656.678	1024	384	12.11
753	resmlp_big_24_224	218.18	4693.363	1024	224	129.14
754	resmlp_big_24_224_in22ft1k	217.68	4704.164	1024	224	129.14
755	resmlp_big_24_distilled_224	217.65	4704.831	1024	224	129.14
756	swinv2_large_window12to16_192to256_22kft1k	211.96	1207.756	256	256	196.74
757	efficientnetv2_l	206.63	2477.808	512	480	118.52
758	tf_efficientnetv2_l	204.52	2503.355	512	480	118.52
759	tf_efficientnetv2_l_in21ft1k	204.48	2503.917	512	480	118.52
760	ig_resnext101_32x32d	202.59	1263.594	256	224	468.53
761	xcit_medium_24_p8_224	202.12	5066.293	1024	224	84.32
762	xcit_medium_24_p8_224_dist	201.88	5072.196	1024	224	84.32
763	dm_nfnet_f2	200.18	3836.576	768	352	193.78
764	convnext_large_384_in22ft1k	190.55	1343.472	256	384	197.77
765	vit_base_patch8_224	188.25	1359.85	256	224	86.58
766	volo_d5_224	187.56	5459.662	1024	224	295.46
767	cait_xs24_384	186.33	4121.716	768	384	26.67
768	xcit_small_12_p8_384_dist	183.57	2091.823	384	384	26.21
769	eca_nfnet_l3	182.91	2799.141	512	448	72.04
770	cait_xxs36_384	180.41	5675.791	1024	384	17.37
771	swinv2_cr_base_384	178.38	1435.085	256	384	87.88
772	vit_base_resnet50_384	177.85	2159.087	384	384	98.95
773	vit_base_r50_s16_384	177.6	2162.196	384	384	98.95
774	swinv2_cr_huge_224	175.47	2188.347	384	224	657.83
775	convmixer_1536_20	167.1	6128.044	1024	224	51.63
776	volo_d2_384	164.75	1553.889	256	384	58.87
777	resnetrs350	156.77	4898.75	768	384	163.96
778	xcit_large_24_p16_384_dist	154.33	3317.602	512	384	189.1
779	vit_huge_patch14_224	146.32	6998.359	1024	224	632.05
780	efficientnet_b7	145.11	661.558	96	600	66.35
781	cait_s24_384	144.99	3531.336	512	384	47.06
782	deit3_huge_patch14_224	142.26	7197.843	1024	224	632.13
783	deit3_huge_patch14_224_in21ft1k	142.17	7202.758	1024	224	632.13
784	tf_efficientnet_b7_ns	140.64	682.566	96	600	66.35
785	tf_efficientnet_b7_ap	140.61	682.704	96	600	66.35
786	tf_efficientnet_b7	140.6	682.756	96	600	66.35
787	efficientnetv2_xl	139.56	2751.573	384	512	208.12
788	tf_efficientnetv2_xl_in21ft1k	138.42	2774.117	384	512	208.12
789	resnest269e	135.65	2830.833	384	416	110.93
790	swin_large_patch4_window12_384	130.35	981.936	128	384	196.74
791	convnext_xlarge_384_in22ft1k	125.25	1532.9	192	384	350.2
792	nfnet_f3	124.74	4104.555	512	416	254.92
793	ig_resnext101_32x48d	118.28	1623.193	192	224	828.41
794	xcit_large_24_p8_224	115.22	4443.765	512	224	188.93
795	xcit_large_24_p8_224_dist	115.18	4445.056	512	224	188.93
796	resnetrs420	112.12	6849.78	768	416	191.89
797	dm_nfnet_f3	110.18	4647.097	512	416	254.92
798	swinv2_cr_large_384	108.04	1184.75	128	384	196.68
799	resnetv2_50x3_bitm	102.09	1253.798	128	448	217.32
800	resnetv2_152x2_bit_teacher_384	98.91	2588.163	256	384	236.34
801	vit_large_patch16_384	97.45	2626.88	256	384	304.72
802	cait_s36_384	97.05	5275.469	512	384	68.37
803	xcit_small_24_p8_384_dist	96.34	3985.916	384	384	47.63
804	vit_giant_patch14_224	95.73	8022.929	768	224	1012.61
805	deit3_large_patch16_384	94.64	2704.996	256	384	304.76
806	deit3_large_patch16_384_in21ft1k	94.52	2708.314	256	384	304.76
807	swinv2_base_window12to24_192to384_22kft1k	94.37	678.174	64	384	87.92
808	efficientnet_b8	91.29	1051.594	96	672	87.41
809	tf_efficientnet_b8	88.95	1079.277	96	672	87.41
810	tf_efficientnet_b8_ap	88.84	1080.533	96	672	87.41
811	beit_large_patch16_384	84.67	3023.634	256	384	305.0
812	resnetv2_152x2_bitm	73.09	2626.956	192	448	236.34
813	volo_d3_448	72.41	2651.496	192	448	86.63
814	nfnet_f4	69.91	5493.031	384	512	316.07
815	xcit_medium_24_p8_384_dist	67.93	3768.466	256	384	84.32
816	dm_nfnet_f4	62.55	4092.528	256	512	316.07
817	resnetv2_101x3_bitm	61.05	2096.759	128	448	387.93
818	swinv2_large_window12to24_192to384_22kft1k	59.71	803.821	48	384	196.74
819	vit_gigantic_patch14_224	57.59	8890.782	512	224	1844.44
820	tf_efficientnet_l2_ns_475	56.35	1135.833	64	475	480.31
821	volo_d4_448	52.92	2418.622	128	448	193.41
822	swinv2_cr_giant_224	50.53	2532.906	128	224	2598.76
823	nfnet_f5	49.64	5157.064	256	544	377.21
824	swinv2_cr_huge_384	47.06	1360.056	64	384	657.94
825	dm_nfnet_f5	44.17	5795.363	256	544	377.21
826	xcit_large_24_p8_384_dist	38.64	4968.379	192	384	188.93
827	nfnet_f6	37.99	6738.223	256	576	438.36
828	volo_d5_448	36.49	3507.831	128	448	295.91
829	beit_large_patch16_512	33.88	2833.282	96	512	305.67
830	dm_nfnet_f6	33.83	7567.962	256	576	438.36
831	cait_m36_384	31.72	8071.786	256	384	271.22
832	nfnet_f7	30.38	8426.213	256	608	499.5
833	volo_d5_512	25.58	3752.221	96	512	296.09
834	resnetv2_152x4_bitm	22.67	4234.474	96	480	936.53
835	efficientnet_l2	20.51	1169.975	24	800	480.31
836	tf_efficientnet_l2_ns	20.15	1191.261	24	800	480.31
837	swinv2_cr_giant_384	14.62	2188.205	32	384	2598.76
838	cait_m48_448	13.47	9503.031	128	448	356.46