pytorch-image-models/results/benchmark-infer-amp-nchw-pt...

80 KiB

1modelinfer_img_sizeinfer_samples_per_secinfer_step_timeinfer_batch_sizeparam_countinfer_gmacsinfer_macts
2test_efficientnet160188911.311.3472560.360.060.55
3test_byobnet160178532.031.4262560.460.030.43
4test_vit160155871.091.6352560.370.040.48
5lcnet_03522497850.772.6082561.640.031.04
6tf_mobilenetv3_small_minimal_10022493614.742.7262562.040.061.41
7lcnet_05022486660.682.9462561.880.051.26
8mobilenetv3_small_05022483744.913.0492561.590.030.92
9tinynet_e10683059.883.0742562.040.030.69
10mobilenetv3_small_07522482620.813.0912562.040.051.3
11mobilenetv3_small_10022479752.523.2022562.540.061.42
12mobilenetv4_conv_small22474963.653.4072563.770.191.97
13tf_mobilenetv3_small_07522468793.663.7122562.040.051.3
14tf_mobilenetv3_small_10022463377.084.0312562.540.061.42
15tinynet_d15262921.334.0612562.340.051.42
16lcnet_07522459549.334.292562.360.11.99
17mnasnet_small22458424.524.3732562.030.072.16
18levit_conv_128s22458296.584.3832567.780.311.88
19mobilenetv4_conv_small25654925.264.6522563.770.252.57
20levit_128s22453157.924.8072567.780.311.88
21resnet10t17652732.024.8462565.440.71.51
22ghostnet_05022452648.584.8542562.590.051.77
23regnetx_00222450885.475.0232562.680.22.16
24repghostnet_05022449844.855.1272562.310.052.02
25resnet1816049720.415.1425611.690.931.27
26mobilenetv2_03522447284.895.4042561.680.072.86
27regnety_00222447175.785.4182563.160.22.17
28lcnet_10022446545.585.4912562.950.162.52
29mnasnet_05022445318.195.642562.220.113.07
30repghostnet_05822444344.165.7642562.550.072.59
31levit_conv_12822443034.185.942569.210.412.71
32vit_tiny_r_s16_p8_22422440905.756.252566.340.442.06
33efficientvit_b022440487.216.3152563.410.12.87
34regnetx_00422440146.516.3682565.160.43.14
35levit_12822439948.516.42569.210.412.71
36regnetx_004_tv22438547.286.6332565.50.423.17
37repghostnet_08022437919.746.7422563.280.13.22
38levit_conv_19222437779.546.76825610.950.663.2
39semnasnet_05022437506.256.8172562.080.113.44
40hgnetv2_b022437356.266.8452566.00.332.12
41mobilenetv2_05022437215.016.872561.970.13.64
42gernet_s22436311.597.0412568.170.752.65
43efficientvit_m222436122.027.0792564.190.21.47
44pit_ti_22422436065.647.0892564.850.76.19
45pit_ti_distilled_22422435852.047.1322565.10.716.23
46efficientvit_m122434221.227.4722562.980.171.33
47resnet10t22433377.17.6612565.441.12.43
48vit_small_patch32_22422432872.07.77925622.881.152.5
49efficientvit_m322432739.67.812566.90.271.62
50mixer_s32_22422432505.377.86725619.11.02.28
51levit_19222431250.488.18325610.950.663.2
52edgenext_xx_small25631029.418.2422561.330.263.33
53xcit_nano_12_p16_22422430599.928.3572563.050.564.17
54tinynet_c18430555.738.3692562.460.112.87
55nf_regnet_b019230346.818.4272568.760.373.15
56efficientvit_m022430313.38.4372562.350.080.91
57lcnet_15022430064.968.5062564.50.343.79
58resnet3416029702.788.60825621.81.871.91
59repghostnet_10022429445.748.6852564.070.153.98
60efficientvit_m422429026.748.812568.80.31.7
61cs3darknet_focus_s25628372.659.0142563.270.692.7
62regnety_00422427981.579.1392564.340.413.89
63tf_mobilenetv3_large_minimal_10022427961.289.1472563.920.224.4
64mobilenetv3_large_07522427774.49.2082563.990.164.0
65resnet14t17627760.249.21325610.081.073.61
66mnasnet_07522427169.479.4142563.170.234.77
67convnext_atto22427156.879.4182563.70.553.81
68hgnetv2_b122427032.229.4622566.340.492.73
69cs3darknet_s25626830.419.5332563.280.722.97
70regnety_00622426488.559.6562566.060.614.33
71efficientvit_m522426226.69.75325612.470.532.41
72resnet1822425948.799.85725611.691.822.48
73tf_efficientnetv2_b019225767.899.9262567.140.543.51
74tf_mobilenetv3_large_07522425675.449.9622563.990.164.0
75ghostnet_10022425628.259.982565.180.153.55
76levit_conv_25622425595.469.99325618.891.134.23
77convnextv2_atto22425550.9910.0112563.710.553.81
78convnext_atto_ols22425437.3210.0562563.70.584.11
79repghostnet_11122425146.6410.1712564.540.184.38
80mobilenetv3_rw22424721.3710.3472565.480.234.41
81mobilenetv3_large_10022424474.8510.4512565.480.234.41
82deit_tiny_patch16_22422424312.1510.5212565.721.265.97
83vit_tiny_patch16_22422424266.1110.542565.721.265.97
84repvgg_a022424061.210.632569.111.523.59
85seresnet1822424041.6410.63925611.781.822.49
86legacy_seresnet1822424022.1710.64825611.781.822.49
87hardcorenas_b22423830.510.7342565.180.265.09
88deit_tiny_distilled_patch16_22422423769.8810.7612565.911.276.01
89mnasnet_10022423629.3610.8252564.380.335.46
90edgenext_xx_small28823592.0810.8422561.330.334.21
91regnetx_00822423475.6610.8962567.260.815.15
92hardcorenas_c22423258.0710.9982565.520.285.01
93mobilenetv1_10022422998.411.1232564.230.585.04
94mobilenet_edgetpu_v2_xs22422908.6211.1662564.460.74.8
95semnasnet_07522422722.9411.2572562.910.235.54
96levit_25622422644.7111.29625618.891.134.23
97mobilenetv1_100h22422625.2111.3062565.280.635.09
98tf_mobilenetv3_large_10022422476.6911.3812565.480.234.41
99convnext_femto22422282.5111.482565.220.794.57
100resnet18d22422111.1111.56925611.712.063.29
101levit_conv_256d22422077.9611.58625626.211.44.93
102spnasnet_10022422077.7211.5862564.420.356.03
103mobilenetv4_hybrid_medium_07522422065.8411.5932567.310.665.65
104dla46_c22421982.611.6362561.30.584.5
105vit_medium_patch32_clip_22422421846.5711.70925639.692.03.34
106mobilenetv2_07522421759.1611.7572562.640.225.86
107hardcorenas_a22421729.511.7732565.260.234.38
108mobilenetv4_conv_medium22421722.1211.7762569.720.845.8
109hgnetv2_b028821721.7711.7772566.00.543.51
110regnety_00822421671.8411.8032566.260.815.25
111hardcorenas_d22421580.6611.8532567.50.34.93
112convnextv2_femto22421531.0111.8812565.230.794.57
113convnext_femto_ols22421072.212.142565.230.824.87
114repghostnet_13022421064.3812.1442565.480.255.24
115mobilenet_edgetpu_10022421052.5212.1512564.091.05.75
116pit_xs_22422420835.0512.27825610.621.47.71
117efficientformerv2_s022420726.9712.3422563.60.415.3
118ese_vovnet19b_slim_dw22420707.5412.3542561.90.45.28
119pit_xs_distilled_22422420528.3312.46125611.01.417.76
120regnety_008_tv22420329.1512.5832566.430.845.42
121fbnetc_10022420140.5212.7022565.570.46.51
122vit_xsmall_patch16_clip_22422419971.8112.8092568.281.796.65
123tf_efficientnetv2_b119219947.0612.8252568.140.764.59
124levit_256d22419733.2912.96425626.211.44.93
125semnasnet_10022419697.1912.9882563.890.326.23
126ese_vovnet19b_slim22419687.2712.9942563.171.693.52
127ghostnet_13022419375.9913.2032567.360.244.6
128regnetx_00622419266.7413.2772566.20.613.98
129mobilenetv2_10022418995.9113.4682563.50.316.68
130tinynet_b18818989.8613.4722563.730.214.44
131hrnet_w18_small22418828.8313.58725613.191.615.72
132repghostnet_15022418415.2813.8922566.580.326.0
133efficientnet_lite022417985.6714.2252564.650.46.74
134skresnet1822417812.4614.36325611.961.823.24
135resnetblur1822417704.6214.45125611.692.343.39
136tf_efficientnet_lite022417685.0114.4662564.650.46.74
137gmlp_ti16_22422417642.2814.5012565.871.347.55
138mobilevit_xxs25617607.3114.532561.270.428.34
139edgenext_x_small25617443.4914.6672562.340.545.93
140resnet14t22417428.6314.6825610.081.695.8
141hardcorenas_e22417401.1514.7022568.070.355.65
142tf_efficientnetv2_b022417323.9214.7682567.140.734.77
143mobilenetv4_hybrid_medium22417322.1114.76925611.070.986.84
144repvit_m122417266.0814.8172565.490.837.45
145pvt_v2_b022417238.7714.8412563.670.577.99
146xcit_tiny_12_p16_22422417236.2514.8432566.721.246.29
147mobilenetv1_12522417195.5114.8792566.270.896.3
148hardcorenas_f22417171.4814.92568.20.355.57
149hgnetv2_b222417062.4514.99525611.221.154.12
150repvgg_a122417061.0714.99625614.092.644.74
151nf_regnet_b025616940.5515.1022568.760.645.58
152mobilenetv1_10025616680.5115.3382564.230.766.59
153mobilenetv1_100h25616453.6715.552565.280.826.65
154resnet5016016423.7215.57825625.562.15.67
155repvit_m0_922416304.2915.6922565.490.837.45
156hgnetv2_b128816122.9615.8692566.340.824.51
157mobilenetv4_conv_medium25616108.1815.8832569.721.17.58
158crossvit_tiny_24024016046.4215.9452567.011.579.08
159convnext_pico22416034.6315.9572569.051.376.1
160convnext_atto28815915.616.0762563.70.916.3
161gernet_m22415764.4316.2325621.143.025.24
162vit_betwixt_patch32_clip_22422415727.0916.26825661.413.094.17
163efficientvit_b122415699.7116.2962569.10.537.25
164resnet1828815598.1216.40225611.693.014.11
165crossvit_9_24024015301.8416.722568.551.859.52
166resnet50d16015291.8316.73225625.582.226.08
167resnet3422415291.5916.73225621.83.673.74
168convnext_pico_ols22415194.2816.842569.061.436.5
169tinynet_a19215162.9916.8732566.190.355.41
170mobilenet_edgetpu_v2_s22415100.5816.9442565.991.216.6
171mnasnet_14022415010.9817.0452567.120.67.71
172convnextv2_pico22414927.017.1412569.071.376.1
173levit_conv_38422414906.8817.16425639.132.366.26
174convnext_atto_ols28814901.4817.172563.70.966.8
175fbnetv3_b22414619.2517.5022568.60.426.97
176convnextv2_atto28814583.2817.5462563.710.916.3
177regnetz_00522414395.1717.7742567.120.525.86
178mobilenetv4_conv_blur_medium22414300.0617.8932569.721.228.58
179seresnet1828814286.3917.9125611.783.014.11
180efficientformerv2_s122414252.2517.9532566.190.677.66
181seresnet3422414239.3117.96925621.963.673.74
182mobilevitv2_05025614216.3917.9982561.370.488.04
183legacy_seresnet3422414186.4718.03625621.963.673.74
184mobilenetv2_110d22414184.2718.0392564.520.458.71
185crossvit_9_dagger_24024014117.9718.1232568.781.999.97
186efficientformer_l122414110.0618.13325612.291.35.53
187rexnetr_10022414090.0318.1592564.880.437.72
188cs3darknet_focus_m25614044.3318.2192569.31.984.89
189resnet34d22413891.6718.4225621.823.914.54
190eva02_tiny_patch14_22422413809.6118.5292565.51.79.14
191tf_efficientnetv2_b220813703.3818.67325610.11.066.0
192resnext50_32x4d16013655.3218.73925625.032.177.35
193vit_tiny_r_s16_p8_38438413521.2318.9242566.361.346.49
194dla3422413514.018.93425615.743.075.02
195cs3darknet_m25613508.3618.9422569.312.085.28
196repghostnet_20022413466.3719.0012569.80.547.96
197selecsls4222413463.1419.00625630.352.944.62
198rexnet_10022413432.9919.0482564.80.417.44
199ghostnetv2_10022413426.1819.0572566.160.184.55
200selecsls42b22413399.3119.09625632.462.984.62
201resnet18d28813378.1719.12725611.713.415.43
202seresnet5016013373.4719.13325628.092.15.69
203repvgg_b022413287.1119.25725615.823.416.15
204hgnetv2_b322413275.8819.27425616.291.785.07
205resnet2622413255.6619.30425616.02.367.35
206convnext_femto28813199.4519.3862565.221.37.56
207edgenext_x_small28813195.319.3922562.340.687.5
208resnet5017613189.3819.40125625.562.626.92
209nf_regnet_b224013112.119.51525614.310.977.23
210repvit_m1_022413097.6219.5372567.31.138.69
211levit_38422413010.1719.66825639.132.366.26
212mobilenetv4_hybrid_medium25612899.4519.83725611.071.299.01
213mobilenetv1_12525612862.0619.8942566.271.168.23
214ecaresnet50t16012731.2120.125625.572.216.04
215semnasnet_14022412618.9420.2772566.110.68.87
216nf_regnet_b125612525.7720.42925610.220.827.27
217repvit_m222412475.4220.5112568.81.369.43
218resnetrs5016012428.4520.58825635.692.296.2
219convnext_femto_ols28812403.2120.6312565.231.358.06
220gmixer_12_22422412369.9620.68625612.72.677.26
221mobilenetv2_14022412263.5120.8652566.110.69.57
222pit_s_distilled_22422412210.4220.95725624.042.911.64
223resnetaa34d22412190.820.99125621.824.435.07
224convnextv2_femto28812161.5121.0412565.231.37.56
225fbnetv3_d22412090.6921.16425610.310.528.5
226nf_resnet2622412044.2221.24625616.02.417.35
227visformer_tiny22411983.4121.35425610.321.275.72
228poolformerv2_s1222411968.4321.38125611.891.835.53
229pit_s_22422411936.7921.43725623.462.8811.56
230efficientnet_es_pruned22411927.4521.4542565.441.818.73
231vit_base_patch32_22422411925.1421.45825688.224.415.01
232efficientnet_es22411898.421.5072565.441.818.73
233vit_base_patch32_clip_22422411887.6121.52625688.224.415.01
234vit_base_patch32_clip_quickgelu_22422411884.7921.53225687.854.415.01
235efficientnet_lite124011883.9821.5332565.420.6210.14
236tiny_vit_5m_22422411858.9821.57825612.081.2811.25
237selecsls6022411842.4321.60825630.673.595.52
238tf_efficientnet_es22411819.8821.6492565.441.818.73
239ese_vovnet19b_dw22411813.9121.662566.541.348.25
240repvit_m1_122411786.221.7112568.81.369.43
241selecsls60b22411784.4821.71425632.773.635.52
242resnet26d22411759.2421.76125616.012.68.15
243tf_efficientnet_lite124011696.221.8772565.420.6210.14
244efficientnet_b022411670.6921.9262565.290.46.75
245efficientvit_b125611622.2422.0182569.10.699.46
246mobilenet_edgetpu_v2_m22411435.9522.3772568.461.858.15
247hgnetv2_b422411396.4622.45425619.82.756.7
248resmlp_12_22422411392.3322.46325615.353.015.5
249darknet1725611376.0622.49525614.33.267.18
250nf_ecaresnet2622411300.7522.64425616.02.417.36
251nf_seresnet2622411261.3322.72425617.42.417.36
252convnext_nano22411259.022.72725615.592.468.37
253vit_small_patch32_38438411156.9222.93625622.923.458.25
254efficientnet_b1_pruned24011085.1223.0842566.330.46.21
255resnext50_32x4d17611026.9323.20625625.032.718.97
256tf_efficientnetv2_b124011002.3323.2592568.141.217.34
257dla46x_c22410979.4423.3072561.070.545.66
258mobilenetv4_conv_aa_medium25610961.8523.3442569.721.5810.3
259cs3darknet_focus_m28810880.7523.5192569.32.516.19
260mixer_s16_22422410874.123.53325618.533.795.97
261edgenext_small25610831.2623.6262565.591.269.07
262dla60x_c22410780.6123.7372561.320.596.01
263mobilenetv4_conv_blur_medium25610753.2623.7972569.721.5911.2
264mixer_b32_22422410749.1923.80725660.293.246.29
265resnetblur1828810709.9523.89425611.693.875.6
266rexnetr_13022410680.7523.9592567.610.689.81
267poolformer_s1222410614.3124.10825611.921.825.53
268cs3darknet_m28810519.824.3262569.312.636.69
269fbnetv3_b25610482.2224.4132568.60.559.1
270resnet10116010466.6424.4525644.554.08.28
271skresnet3422410457.9224.46925622.283.675.13
272convnextv2_nano22410414.7424.57225615.622.468.37
273darknet2125610326.9224.7825620.863.937.47
274ghostnetv2_13022410285.1624.8812568.960.285.9
275gernet_l25610282.9424.88725631.084.578.0
276hgnetv2_b228810247.9324.97125611.221.896.8
277mobilenetv2_120d22410245.924.9772565.830.6911.97
278convnext_nano_ols22410137.5525.24425615.652.659.38
279dpn48b22410002.525.5842569.131.698.92
280nf_regnet_b22729981.625.63825614.311.229.27
281ecaresnet50d_pruned2249963.1725.68525619.942.536.43
282mobilenetv4_conv_medium3209962.2325.6872569.721.7111.84
283mobileone_s12249945.0325.7322564.830.869.67
284mobilenet_edgetpu_v2_l2249929.9425.77225610.922.559.05
285efficientnet_b0_gn2249920.3725.7962565.290.426.75
286tiny_vit_11m_2242249911.2425.81925620.352.0413.49
287convnext_pico2889741.7126.272569.052.2710.08
288resnext26ts2569713.5426.34625610.32.4310.52
289nf_regnet_b12889675.1526.4525610.221.029.2
290vit_small_patch16_2242249665.9726.47525622.054.6111.95
291repvgg_a22249665.6826.47625628.215.76.26
292deit_small_patch16_2242249661.4126.48725622.054.6111.95
293deit3_small_patch16_2242249645.4626.53225622.064.6111.95
294tf_efficientnet_b02249637.326.5542565.290.46.75
295tf_mixnet_s2249581.9226.7072564.130.256.25
296rexnet_1302249568.9826.7442567.560.689.71
297deit_small_distilled_patch16_2242249556.6126.77825622.444.6312.02
298vit_wee_patch16_reg1_gap_2562569553.4126.78825613.423.8313.9
299xcit_tiny_24_p16_2242249465.4727.03625612.122.3411.82
300mixnet_s2249398.8327.2282564.130.256.25
301vit_relpos_small_patch16_2242249365.7127.32525621.984.5913.05
302vit_srelpos_small_patch16_2242249347.2627.37725621.974.5912.16
303gc_efficientnetv2_rw_t2249344.1727.38625613.681.949.97
304vit_pwee_patch16_reg1_gap_2562569263.8127.62525615.254.3715.87
305rexnetr_1502249243.827.6842569.780.8911.13
306hrnet_w18_small_v22249242.4327.68825615.62.629.65
307vit_base_patch32_clip_2562569241.9127.6925687.865.766.65
308convnext_pico_ols2889219.9427.7572569.062.3710.74
309mobilevitv2_0752569169.7227.9082562.871.0512.06
310resnet26t2569168.7827.91225616.013.3510.52
311resnet342889144.827.98525621.86.076.18
312gcresnext26ts2569136.9428.00925610.482.4310.53
313legacy_seresnext26_32x4d2249127.3128.03725616.792.499.39
314efficientformerv2_s22249079.9528.18425612.711.2711.77
315regnetx_0162249048.9928.2812569.191.627.93
316sedarknet212569044.0628.29725620.953.937.47
317mobilenetv4_hybrid_large_0752569021.7528.36625622.752.0611.64
318convnextv2_pico2888940.7528.6242569.072.2710.08
319mobilenetv4_conv_large2568935.4228.6425632.592.8612.14
320efficientnet_lite22608893.6528.7752566.090.8912.9
321efficientvit_b12888878.5228.8252569.10.8711.96
322dpn682248840.2728.94925612.612.3510.47
323regnety_0162248805.3629.06325611.21.638.04
324tf_efficientnet_lite22608796.9229.0922566.090.8912.9
325hgnet_tiny2248776.2729.16125614.744.546.36
326seresnext26ts2568763.9529.20225610.392.4310.52
327eca_resnext26ts2568762.1629.20725610.32.4310.52
328vit_relpos_small_patch16_rpn_2242248724.8429.33225621.974.5913.05
329fbnetv3_d2568723.7329.33525610.310.6811.1
330vit_small_r26_s32_2242248684.2829.46925636.433.569.85
331efficientnet_b02568654.6329.572565.290.528.81
332mobilenet_edgetpu_v2_m2568614.8529.7072568.462.4210.65
333botnet26t_2562568607.729.72825612.493.3211.98
334halonet26t2568583.8929.81425612.483.1911.69
335efficientnet_blur_b02248559.0529.92565.290.438.72
336resnest14d2248557.729.90525610.612.767.33
337edgenext_small_rw2568555.5529.9132567.831.589.51
338flexivit_small2408505.3530.0925622.065.3514.18
339ecaresnext50t_32x4d2248481.3930.17525615.412.710.09
340ecaresnext26t_32x4d2248479.7230.1825615.412.710.09
341seresnext26t_32x4d2248460.9130.24525616.812.710.09
342dpn68b2248448.1830.29225612.612.3510.47
343seresnet342888419.9730.39525621.966.076.18
344efficientnet_b0_g16_evos2248418.5230.3992568.111.017.42
345ecaresnet101d_pruned2248411.8630.42225624.883.487.69
346resnet1011768404.4330.45125644.554.9210.08
347seresnext26d_32x4d2248398.8530.47125616.812.7310.19
348resnet34d2888385.3330.52125621.826.477.51
349rexnet_1502248361.1330.6082569.730.911.21
350efficientnetv2_rw_t2248343.8730.67125613.651.939.94
351repvit_m32248338.030.69325610.681.8913.94
352pvt_v2_b12248309.5130.79925614.012.1215.39
353convit_tiny2248301.1930.832565.711.267.94
354ecaresnetlight2248286.5330.88525630.164.118.42
355eca_nfnet_l02248268.2930.95325624.144.3510.47
356xcit_nano_12_p16_3843848253.5931.0072563.051.6412.15
357resnet502248237.4631.06925625.564.1111.11
358nfnet_l02248226.2131.1125635.074.3610.47
359cs3darknet_focus_l2568211.831.16625621.154.668.03
360tresnet_m2248210.7931.16925631.395.757.31
361mobileone_s22248190.4331.2462567.881.3411.55
362coatnext_nano_rw_2242248142.2931.43125614.72.4712.8
363regnetz_0052888113.2931.5432567.120.869.68
364efficientnet_b12248096.8931.6072567.790.599.36
365eca_botnext26ts_2562568088.9731.63725610.592.4611.6
366mobileone_s02248070.3931.712565.291.0915.48
367dla602248036.0231.84725622.044.2610.16
368ghostnetv2_1602248032.9131.85925612.390.427.23
369resnet262888028.1631.87925616.03.912.15
370hgnetv2_b32887993.2832.01725616.292.948.38
371resnet32ts2567987.0732.04325617.964.6311.58
372eca_halonext26ts2567959.4432.15325610.762.4411.46
373cs3darknet_l2567898.1132.40325621.164.868.55
374resnet33ts2567888.4132.44425619.684.7611.66
375resnet50c2247858.2832.56725625.584.3511.92
376fastvit_t82567845.1132.6222564.030.78.63
377mobilenetv3_large_150d2567830.332.68325614.621.0312.35
378efficientnet_b0_g8_gn2247820.2332.7252566.560.666.75
379vit_small_resnet26d_2242247754.9633.00225663.615.0711.12
380lambda_resnet26t2567725.0233.12925610.963.0211.87
381coat_lite_tiny2247696.3533.2522565.721.611.65
382resnet50t2247687.233.29325625.574.3211.82
383levit_conv_5122247679.5933.32625695.175.6410.22
384mobilevit_xs2567674.333.3482562.321.0516.33
385resnext26ts2887671.0233.36325610.33.0713.31
386tf_efficientnetv2_b22607642.7433.48725610.11.729.84
387resnet50d2247639.2333.50225625.584.3511.92
388mobilenetv4_hybrid_medium3207554.5333.87725611.072.0514.36
389ecaresnet26t2567544.4233.92325616.013.3510.53
390efficientnet_cc_b0_8e2247516.5334.04925624.010.429.42
391nf_regnet_b32887509.8934.07925618.591.6711.84
392efficientnet_cc_b0_4e2247508.0234.08725613.310.419.42
393gmlp_s16_2242247502.5334.11225619.424.4215.1
394resnetv2_502247495.7834.14425625.554.1111.11
395vit_tiny_patch16_3843847452.4534.3422565.794.725.39
396vovnet39a2247432.234.43625622.67.096.73
397gcresnet33ts2567420.034.49125619.884.7611.68
398tf_efficientnetv2_b32407371.5234.71825614.361.939.95
399wide_resnet50_21767362.7134.76125668.887.298.97
400resnet1521607349.1234.82525660.195.911.51
401resnetaa34d2887340.234.86725621.827.338.38
402selecsls842247334.134.89525650.955.97.57
403resnetaa502247291.335.10125625.565.1511.64
404efficientnet_em2407258.9335.2572566.93.0414.34
405levit_conv_512d2247214.8935.47225692.55.8511.3
406tf_efficientnet_em2407200.6735.5432566.93.0414.34
407gcresnext26ts2887186.0535.61425610.483.0713.33
408vit_base_patch32_plus_2562567183.8435.627256119.487.797.76
409res2net50_48w_2s2247183.7335.62725625.294.1811.72
410coat_lite_mini2247158.5435.7525611.012.012.25
411resnet26d2887151.5935.78725616.014.2913.48
412efficientvit_b22247108.8136.00225624.331.614.62
413repvit_m1_52247103.036.03125614.642.3115.7
414ese_vovnet19b_dw2887097.1136.0622566.542.2213.63
415resnet50_gn2247077.236.16325625.564.1411.11
416eca_resnet33ts2567061.6236.24325619.684.7611.66
417resnetv2_50t2247051.536.29525625.574.3211.82
418seresnet33ts2567046.4736.32125619.784.7611.66
419eca_vovnet39b2247017.6936.4725622.67.096.74
420resnetv2_50d2247006.5836.52825625.574.3511.92
421crossvit_small_2402406948.3636.83425626.865.6318.17
422inception_v32996933.8236.91125623.835.738.97
423levit_5122246931.7336.92225695.175.6410.22
424seresnext26ts2886920.4436.98225610.393.0713.32
425eca_resnext26ts2886919.1136.98925610.33.0713.32
426nf_ecaresnet502246916.8937.00125625.564.2111.13
427resnetblur502246906.0637.0625625.565.1612.02
428ese_vovnet39b2246897.0737.10725624.577.096.74
429hgnetv2_b42886892.1637.13425619.84.5411.08
430nf_seresnet502246872.8237.23925628.094.2111.13
431vgg11_bn2246872.7437.239256132.877.627.44
432vgg112246868.9637.26256132.867.617.44
433resnext50_32x4d2246858.2137.31925625.034.2614.4
434resnetaa50d2246834.0137.4525625.585.3912.44
435sam2_hiera_tiny2246819.5237.5325626.854.9117.12
436legacy_seresnet502246808.1337.59225628.093.8810.6
437resnet50_clip_gap2246805.8337.60625623.535.3912.44
438convnext_nano2886796.7337.65525615.594.0613.84
439dla60x2246789.7837.69525617.353.5413.8
440efficientnet_b12406787.5737.7062567.790.7110.88
441mobileone_s32246778.337.75725610.171.9413.85
442edgenext_small3206777.5937.7622565.591.9714.16
443mobilevitv2_1002566775.0937.7762564.91.8416.08
444convnext_tiny_hnf2246762.1837.84825628.594.4713.44
445xcit_small_12_p16_2242246719.8938.08625626.254.8212.58
446inception_next_tiny2246716.7138.10425628.064.1911.98
447convnext_tiny2246713.7438.12125628.594.4713.44
448twins_svt_small2246712.4238.12925624.062.9413.75
449resnet50s2246700.5238.19625625.685.4713.52
450vit_little_patch16_reg1_gap_2562566683.5438.29325622.526.2718.06
451vit_relpos_base_patch32_plus_rpn_2562566635.138.573256119.427.688.01
452ese_vovnet39b_evos2246627.2438.61825624.587.076.74
453vit_little_patch16_reg4_gap_2562566624.2938.63625622.526.3518.33
454skresnet502246610.4238.71625625.84.1112.5
455rexnetr_2002246609.1838.72525616.521.5915.11
456cs3sedarknet_l2566604.7738.7525621.914.868.56
457regnetz_b16_evos2246598.5238.7872569.741.439.95
458efficientnet_b2_pruned2606597.6838.7912568.310.739.13
459levit_512d2246590.9738.83225692.55.8511.3
460crossvit_15_2402406583.9238.87325627.535.8119.77
461densenet1212246580.9538.892567.982.876.9
462tf_efficientnet_cc_b0_4e2246574.9738.92625613.310.419.42
463tf_efficientnet_cc_b0_8e2246564.0838.9925624.010.429.42
464seresnet502246510.4439.31225628.094.1111.13
465regnetz_b162246497.9839.3862569.721.459.95
466resnetblur50d2246469.239.56325625.585.412.82
467regnetx_0322246433.9639.77925615.33.211.37
468resnext50d_32x4d2246433.3639.78225625.054.515.2
469cspresnet502566423.7739.84325621.624.5411.5
470haloregnetz_b2246420.8439.8625611.681.9711.94
471convformer_s182246401.9339.97725626.773.9615.82
472gmixer_24_2242246397.3840.00725624.725.2814.45
473resnest26d2246382.940.09825617.073.649.97
474caformer_s182246357.6140.25525626.344.1319.39
475resnet50_clip2246340.640.36525638.326.1412.98
476hgnetv2_b52246336.0740.39325639.576.5611.19
477tf_mixnet_m2246323.5640.4732565.010.368.19
478cs3darknet_focus_l2886307.8340.57525621.155.910.16
479repvgg_b1g42246303.2640.60425639.978.1510.64
480vit_medium_patch16_clip_2242246298.3940.63525638.598.015.93
481resnet32ts2886297.1340.64425617.965.8614.65
482deit3_medium_patch16_2242246292.4440.67525638.858.015.93
483mixnet_m2246274.6540.7892565.010.368.19
484convnextv2_tiny2246265.4240.84925628.644.4713.44
485convnextv2_nano2886252.0440.93625615.624.0613.84
486efficientformer_l32246248.8740.95825631.413.9312.01
487coatnet_pico_rw_2242246223.5441.12525610.852.0514.62
488resnet33ts2886212.4541.19825619.686.0214.75
489vit_base_resnet26d_2242246210.8941.208256101.46.9713.16
490skresnet50d2246206.4741.23825625.824.3613.31
491tiny_vit_21m_2242246202.5141.26425633.224.2920.08
492ecaresnet50t2246182.2541.425625.574.3211.83
493rexnet_2002246181.0841.40725616.371.5614.91
494vit_relpos_medium_patch16_2242246168.2241.49325638.757.9717.02
495poolformerv2_s242246162.4641.53225621.343.4210.68
496seresnet50t2246161.7941.53725628.14.3211.83
497sehalonet33ts2566154.7241.58425613.693.5514.7
498ecaresnet50d2246146.9241.63825625.584.3511.93
499vit_srelpos_medium_patch16_2242246143.041.66525638.747.9616.21
500cs3darknet_l2886142.0241.6725621.166.1610.83
501crossvit_15_dagger_2402406130.9941.74525628.216.1320.43
502vovnet57a2246130.5941.74925636.648.957.52
503cspresnet50d2566120.9941.81425621.644.8612.55
504convnext_nano_ols2886113.6541.86425615.654.3815.5
505cspresnet50w2566107.3641.90725628.125.0412.19
506vit_relpos_medium_patch16_cls_2242246098.6441.96725638.768.0318.24
507resnetrs502246086.4742.0525635.694.4812.14
508xcit_nano_12_p8_2242246075.3142.1292563.052.1615.71
509gcresnext50ts2566060.8742.22825615.673.7515.46
510fbnetv3_g2406057.8342.2525616.621.2814.87
511densenetblur121d2246056.8242.2562568.03.117.9
512gcvit_xxtiny2246049.4542.30825612.02.1415.36
513vit_base_r26_s32_2242246038.442.386256101.386.8112.36
514nf_regnet_b33206032.7442.42425618.592.0514.61
515efficientnet_b12566002.0842.6422567.790.7712.22
516mobilevit_s2565976.1142.8272565.582.0319.94
517resnet1521765947.9343.03125660.197.2213.99
518tf_efficientnet_b12405946.343.0422567.790.7110.88
519res2next502245944.6943.05425624.674.213.71
520res2net50_26w_4s2245895.4643.41225625.74.2812.61
521resnet26t3205888.0743.46825616.015.2416.44
522res2net50_14w_8s2245885.4543.48725625.064.2113.28
523dla60_res2next2245850.8743.74425617.033.4913.17
524resmlp_24_2242245846.343.77825630.025.9610.91
525twins_pcpvt_small2245845.6243.78425624.113.8318.08
526dla60_res2net2245837.4743.84525620.854.1512.34
527edgenext_base2565822.0143.96125618.513.8515.58
528gcresnet33ts2885797.7144.14525619.886.0214.78
529regnety_0402245793.2944.17925620.654.012.29
530eva02_tiny_patch14_3363365792.2344.1862565.764.6827.16
531resnetv2_50x1_bit2245786.0844.23425625.554.2311.11
532regnetv_0402245783.7844.25225620.644.012.29
533ecaresnet50d_pruned2885762.0344.41825619.944.1910.61
534efficientvit_l12245756.4644.46125652.655.2715.85
535visformer_small2245750.744.50725640.224.8811.43
536eva02_small_patch14_2242245748.3844.52425621.626.1418.28
537ese_vovnet57b2245743.0344.56625638.618.957.52
538hgnet_small2245739.3644.59525624.368.538.79
539gcresnet50t2565724.0944.71325625.95.4214.67
540nf_resnet502565711.7144.8125625.565.4614.52
541resnet51q2565706.8744.84925635.76.3816.55
542hiera_tiny_2242245685.0345.02125627.914.9117.13
543efficientnet_b22565683.0745.0372569.110.8912.81
544seresnext50_32x4d2245625.8445.49525627.564.2614.42
545legacy_seresnext50_32x4d2245623.1945.51625627.564.2614.42
546sebotnet33ts_2562565614.5745.58525613.73.8917.46
547seresnetaa50d2245601.1845.69525628.115.412.46
548res2net50d2245592.3545.76825625.724.5213.41
549regnety_0322245575.1245.90825619.443.211.26
550eca_resnet33ts2885547.2646.13925619.686.0214.76
551seresnet33ts2885546.7846.14325619.786.0214.76
552mobilenetv4_conv_large3205543.6346.16925632.594.4718.97
553focalnet_tiny_srf2245540.3346.19725628.434.4216.32
554resnetv2_50d_frn2245526.1746.31625625.594.3311.92
555coatnet_0_rw_2242245518.9946.37525627.444.4318.73
556davit_tiny2245515.2946.40725628.364.5418.89
557fastvit_t122565513.8646.4182567.551.4212.42
558vit_relpos_medium_patch16_rpn_2242245513.646.42125638.737.9717.02
559resnetrs1011925499.5146.5425663.626.0412.7
560vit_medium_patch16_gap_2402405483.4446.67725644.49.2218.81
561efficientformerv2_l2245466.5446.81925626.322.5918.54
562regnetx_0402245462.7546.85425622.123.9912.2
563resnetv2_50d_gn2245452.7846.93925625.574.3811.92
564coatnet_nano_rw_2242245433.1247.10925615.142.4115.41
565edgenext_small_rw3205425.7947.1732567.832.4614.85
566resnetv2_50d_evos2245402.3747.37825625.594.3311.92
567efficientvit_b22565396.447.42725624.332.0919.03
568dla1022245369.8447.66425633.277.1914.18
569cspresnext502565358.1447.76825620.574.0515.86
570hrnet_w18_ssld2245312.4348.17825621.34.3216.31
571mobilevitv2_1252565304.5148.2512567.482.8620.1
572gc_efficientnetv2_rw_t2885303.0248.26325613.683.216.45
573resnest50d_1s4x24d2245302.5548.26825625.684.4313.57
574coatnet_nano_cc_2242245300.8148.28525613.762.2415.02
575densenet1692245293.8548.34725614.153.47.3
576resnet61q2565274.4348.52625636.857.817.01
577darknet532565272.348.54525641.619.3112.39
578hgnet_tiny2885268.9448.57825614.747.5110.51
579lambda_resnet26rpt_2562565256.5848.68925610.993.1611.87
580resnet50_mlp2565238.4348.8625626.657.0516.25
581rdnet_tiny2245230.5448.93325623.865.0615.98
582nextvit_small2245230.1748.93725631.765.8118.44
583nfnet_f01925229.6848.9425671.497.2110.16
584efficientnet_b3_pruned3005219.7249.0332569.861.0411.86
585cs3darknet_focus_x2565215.3549.07625635.028.0310.69
586resnet1012245204.9949.17425644.557.8316.23
587poolformer_s242245178.849.42325621.393.4110.68
588dm_nfnet_f01925176.6449.44225671.497.2110.16
589fastvit_s122565169.4449.5112569.471.8213.67
590xcit_tiny_12_p16_3843845122.1849.9692566.723.6418.26
591efficientnet_lite33005121.6249.9752568.21.6521.85
592fastvit_sa122565118.5150.00425611.581.9614.03
593focalnet_tiny_lrf2245112.5650.06325628.654.4917.76
594seresnext26t_32x4d2885093.8750.24725616.814.4616.68
595darknetaa532565089.8850.28625636.027.9712.39
596cs3sedarknet_l2885080.4150.3825621.916.1610.83
597tf_efficientnet_lite33005063.450.552568.21.6521.85
598hrnet_w182245061.8650.56425621.34.3216.31
599seresnext26d_32x4d2885057.0350.61425616.814.5116.85
600cs3darknet_x2565045.7950.72625635.058.3811.35
601resnet101c2245044.4950.73925644.578.0817.04
602swin_tiny_patch4_window7_2242245039.4550.78925628.294.5117.06
603maxvit_pico_rw_2562564998.3251.2072567.461.8322.3
604ecaresnetlight2884963.5551.56725630.166.7913.91
605maxvit_rmlp_pico_rw_2562564963.2251.5682567.521.8524.86
606eca_nfnet_l02884962.5251.57725624.147.1217.29
607resnet502884962.2551.5825625.566.818.37
608resnet101d2244941.9551.79225644.578.0817.04
609mobilenetv4_hybrid_medium3844939.0351.82225611.073.0121.18
610mobileone_s42244931.7451.89925614.953.0417.74
611nfnet_l02884931.0951.90625635.077.1317.29
612skresnext50_32x4d2244919.1852.03125627.484.517.18
613vit_medium_patch16_gap_2562564903.652.19725638.8610.5922.15
614coatnet_bn_0_rw_2242244887.1352.37125627.444.6722.04
615dpn68b2884849.752.77725612.613.8917.3
616mobilenetv3_large_150d3204830.5452.98725614.621.6119.29
617vit_base_resnet50d_2242244826.5353.03256110.978.7316.92
618ecaresnet26t3204809.1153.22325616.015.2416.44
619vgg132244804.8653.27256133.0511.3112.25
620vgg13_bn2244801.1253.312256133.0511.3312.25
621repvgg_b12244794.1253.38925657.4213.1610.64
622halonet50ts2564780.3653.54225622.735.319.2
623coatnet_rmlp_nano_rw_2242244765.253.71225615.152.6220.34
624gcresnext50ts2884747.6353.9125615.674.7519.57
625lambda_resnet50ts2564746.6653.92325621.545.0717.48
626swinv2_cr_tiny_2242244745.9853.9325628.334.6628.45
627efficientnet_cc_b1_8e2404739.3854.00525639.720.7515.44
628ecaresnet50t2564722.8154.19525625.575.6415.45
629ecaresnet101d_pruned2884706.454.38325624.885.7512.71
630pvt_v2_b22244697.7154.48525625.364.0527.53
631efficientnetv2_rw_t2884690.1754.57225613.653.1916.42
632efficientnet_b12884690.1354.5732567.790.9715.46
633swinv2_cr_tiny_ns_2242244689.9454.57525628.334.6628.45
634vit_medium_patch16_reg1_gap_2562564686.9554.60925638.8810.6322.26
635gcvit_xtiny2244677.1654.72225619.982.9320.26
636nf_resnet1012244669.0254.81925644.558.0116.23
637regnety_040_sgn2244665.3454.86325620.654.0312.29
638lamhalobotnet50ts_2562564659.154.93625622.575.0218.44
639vit_medium_patch16_reg4_gap_2562564651.0555.03225638.8810.7622.6
640resnet50t2884649.0755.05525625.577.1419.53
641dla102x2244635.3355.21925626.315.8919.42
642hiera_small_2242244619.5555.40825635.016.4220.75
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644wide_resnet50_22244612.6355.4925668.8811.4314.4
645resnetv2_1012244600.0155.64225644.547.8316.23
646resnet101_clip_gap2244595.5555.69625642.529.1117.56
647tf_efficientnet_b22604594.4855.7092569.111.0213.83
648resnetaa101d2244591.3955.74725644.579.1217.56
649tf_mixnet_l2244570.8555.9972567.330.5810.84
650efficientvit_l22244564.3156.07625663.716.9719.58
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655gcresnet50t2884540.8756.36425625.96.8618.57
656mvitv2_tiny2244518.9256.6425624.174.721.16
657cait_xxs24_2242244502.756.83925611.962.5320.29
658resnet51q2884496.2356.92725635.78.0720.94
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660resnest50d2244484.4157.07725627.485.414.36
661nf_regnet_b43204455.9557.44125630.213.2919.88
662crossvit_18_2402404445.9957.56925643.279.0526.26
663resnetblur101d2244442.6157.61425644.579.1217.94
664efficientnet_b22884434.8357.7152569.111.1216.2
665resnext101_32x4d2244430.1157.77625644.188.0121.23
666halo2botnet50ts_2562564424.9657.84325622.645.0221.78
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668vitamin_small_2242244405.8158.09425622.035.9226.38
669resnetv2_101d2244395.9758.22525644.568.0717.04
670resnetaa502884392.8658.26725625.568.5219.24
671nf_ecaresnet1012244388.1358.32925644.558.0116.27
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673nf_seresnet1012244356.8158.74725649.338.0216.27
674hieradet_small2564349.4358.84825634.728.5127.76
675mobilevitv2_1502564334.659.0525610.594.0924.11
676rexnetr_3002244324.7359.18425634.813.3922.16
677tf_efficientnet_cc_b1_8e2404322.3859.21725639.720.7515.44
678tresnet_v2_l2244301.459.50525646.178.8516.34
679swin_s3_tiny_2242244290.2659.6625628.334.6419.13
680resnext101_32x8d1764284.2759.74325688.7910.3319.37
681res2net50_26w_6s2244277.0259.84425637.056.3315.28
682ese_vovnet39b2884248.8260.24125624.5711.7111.13
683legacy_seresnet1012244227.9360.5425649.337.6115.74
684resnet50_gn2884222.3660.6225625.566.8518.37
685cs3sedarknet_x2564215.7760.71525635.48.3811.35
686wide_resnet101_21764209.7960.801256126.8914.3113.18
687fbnetv3_g2884208.8160.81425616.621.7721.09
688crossvit_18_dagger_2402404205.8460.85825644.279.527.03
689maxxvit_rmlp_nano_rw_2562564202.6960.90325616.784.3726.05
690vit_base_patch32_3843844178.5661.25625688.313.0616.5
691vit_base_patch32_clip_3843844178.461.25825688.313.0616.5
692twins_pcpvt_base2244172.7261.34125643.836.6825.25
693resnetblur502884164.261.46725625.568.5219.87
694efficientvit_b22884145.8161.73725624.332.6424.03
695resnet61q2884130.4961.96825636.859.8721.52
696darknet532884124.0962.06525641.6111.7815.68
697resnext50_32x4d2884120.7562.11525625.037.0423.81
698coatnet_rmlp_0_rw_2242244120.5162.11725627.454.7224.89
699poolformerv2_s362244120.1862.12325630.795.0115.82
700resnetaa50d2884119.7162.1325625.588.9220.57
701seresnet1012244119.5362.13225649.337.8416.27
702cs3edgenet_x2564107.962.30925647.8211.5312.92
703cspdarknet532564106.0262.33725627.646.5716.81
704volo_d1_2242244101.9862.39925626.636.9424.43
705convnext_tiny_hnf2884094.4962.51325628.597.3922.21
706convnext_tiny2884073.9662.82825628.597.3922.21
707hrnet_w322244056.2563.10125641.238.9722.02
708regnetx_0802244050.363.19625639.578.0214.06
709nextvit_base2244038.0863.38525644.828.2923.71
710pit_b_distilled_2242244034.4263.44425674.7912.533.07
711pit_b_2242244022.1863.63725673.7612.4232.94
712fastvit_mci02564004.8363.91125611.412.4218.29
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714darknetaa532883994.4564.07925636.0210.0815.68
715inception_next_small2243986.6564.20425649.378.3619.27
716ecaresnet101d2243983.0564.26125644.578.0817.07
717coat_lite_small2243969.6864.47725619.843.9622.09
718regnetz_c162563947.4764.84125613.462.5116.57
719regnetx_0642243944.5564.8925626.216.4916.37
720cs3sedarknet_xdw2563941.8564.93225621.65.9717.18
721cs3darknet_x2883934.3265.05825635.0510.614.36
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723rexnetr_2002883927.7865.16625616.522.6224.96
724resnetblur50d2883921.9965.26325625.588.9221.19
725resmlp_36_2242243921.8165.26625644.698.9116.33
726pvt_v2_b2_li2243910.4265.45525622.553.9127.6
727maxxvitv2_nano_rw_2562563888.0565.83225623.76.2623.05
728resnext50d_32x4d2883885.3865.87925625.057.4425.13
729vit_large_patch32_2242243882.765.923256305.5115.3913.3
730seresnet502883880.9165.95525628.096.818.39
731res2net101_26w_4s2243875.6166.04325645.218.118.45
732regnetz_c16_evos2563866.4666.225613.492.4816.57
733repvit_m2_32243852.066.44825623.694.5726.21
734xcit_tiny_12_p8_2242243851.2866.4612566.714.8123.6
735densenet1212883850.0566.4812567.984.7411.41
736vgg16_bn2243843.2966.6256138.3715.513.56
737resnet101d2563841.9966.62225644.5710.5522.25
738mixer_b16_2242243841.0166.6425659.8812.6214.53
739regnetz_b16_evos2883840.1166.6542569.742.3616.43
740vgg162243839.8866.659256138.3615.4713.56
741vit_medium_patch16_rope_reg1_gap_2562563839.2866.66925638.7410.6322.26
742mobilenetv4_conv_large3843820.1767.00325632.596.4327.31
743convnextv2_tiny2883792.5967.4925628.647.3922.21
744rexnet_3002243771.9667.85925634.713.4422.4
745convnextv2_small2243766.9467.94925650.328.7121.56
746densenet2012243748.6468.2825620.014.347.85
747res2net101d2243734.1868.54525645.238.3519.25
748hgnetv2_b52883726.1168.69325639.5710.8418.5
749nest_tiny2243705.2469.08225617.065.8325.48
750efficientnetv2_s2883702.9469.12425621.464.7520.13
751ecaresnet50t2883690.8869.3525625.577.1419.55
752seresnet50t2883690.4269.35925628.17.1419.55
753edgenext_base3203685.3469.45525618.516.0124.32
754coatnet_0_2242243684.1969.47525625.044.5824.01
755convit_small2243679.6269.56325627.785.7617.87
756ecaresnet50d2883676.5569.62125625.587.1919.72
757swinv2_tiny_window8_2562563670.6469.73325628.355.9624.57
758nest_tiny_jx2243669.1169.76125617.065.8325.48
759eca_nfnet_l12563668.2669.77725641.419.6222.04
760efficientvit_b32243667.5269.79125648.653.9926.9
761mobilevitv2_1752563660.4169.92725614.255.5428.13
762resnet1522243646.5570.19325660.1911.5622.56
763seresnext101_32x4d2243626.870.57525648.968.0221.26
764legacy_seresnext101_32x4d2243621.1770.68525648.968.0221.26
765inception_v42993620.4270.725642.6812.2815.09
766xcit_small_24_p16_2242243616.9470.76825647.679.123.64
767tresnet_l2243593.1771.23525655.9910.911.9
768resnet152c2243589.371.31325660.2111.823.36
769dla1692243570.8671.68125653.3911.620.2
770densenetblur121d2883562.8571.8412568.05.1413.06
771tnt_s_patch16_2242243559.6871.90625623.765.2424.37
772resnetv2_101x1_bit2243551.1872.07825644.548.0416.23
773convnextv2_nano3843546.1572.1825615.627.2224.61
774rdnet_small2243539.4672.31425650.448.7422.55
775resnet152d2243528.5372.54225660.2111.823.36
776regnetv_0402883523.7472.63925620.646.620.3
777efficientvit_l22563518.2572.75325663.719.0925.49
778efficientnetv2_rw_s2883505.3673.0225623.944.9121.41
779vit_small_resnet50d_s16_2242243504.2673.04325657.5313.4824.82
780maxvit_nano_rw_2562563501.5873.09925615.454.4630.28
781vit_small_patch16_18x2_2242243500.7373.11725664.6713.7135.69
782maxvit_rmlp_nano_rw_2562563494.6473.24425615.54.4731.92
783res2net50_26w_8s2243491.273.31725648.48.3717.95
784hgnet_small2883466.973.8325624.3614.0914.53
785coatnet_rmlp_1_rw_2242243457.7374.02625641.697.8535.47
786mobilenetv4_hybrid_medium4483448.7174.2225611.074.229.64
787resnest50d_4s2x40d2243439.6574.41625630.424.417.94
788focalnet_small_srf2243422.6574.78525649.898.6226.26
789regnety_0402883396.5775.3625620.656.6120.3
790poolformer_s362243394.3275.4125630.865.015.82
791mvitv2_small2243388.4775.54125634.877.028.08
792davit_small2243382.9675.66325649.758.830.49
793ese_vovnet99b2243373.7675.86925663.216.5111.27
794mixer_l32_2242243364.376.082256206.9411.2719.86
795vit_base_patch16_siglip_gap_2242243352.5576.3525685.817.4923.75
796vit_base_patch16_xp_2242243348.6376.43925686.5117.5623.9
797vit_base_patch16_224_miil2243348.4276.44325694.417.5923.91
798seresnext50_32x4d2883348.3376.44525627.567.0423.82
799seresnetaa50d2883347.6576.46125628.118.9220.59
800vit_betwixt_patch16_reg1_gap_2562563346.8676.47925660.416.3227.83
801vit_base_patch16_2242243345.6776.50825686.5717.5823.9
802convformer_s362243344.8876.52325640.017.6730.5
803deit_base_patch16_2242243344.8176.52725686.5717.5823.9
804vit_base_patch16_clip_quickgelu_2242243343.276.56425686.1917.5823.9
805deit3_base_patch16_2242243342.6876.57625686.5917.5823.9
806vit_base_patch16_clip_2242243342.0376.59125686.5717.5823.9
807pvt_v2_b32243337.3976.69625645.246.9237.7
808hiera_small_abswin_2562563333.9276.77725634.368.2926.38
809caformer_s362243329.6576.87225639.38.037.53
810efficientnet_b32883326.6576.94425612.231.6321.49
811vit_base_patch16_siglip_2242243320.6177.08525692.8817.7324.06
812vit_betwixt_patch16_reg4_gap_2562563319.2577.11625660.416.5228.24
813resnet152s2243317.7877.1525660.3212.9224.96
814cs3se_edgenet_x2563309.2477.34925650.7211.5312.94
815vit_base_patch16_gap_2242243303.2677.48925686.5717.4925.59
816vit_small_patch16_36x1_2242243302.1977.51325664.6713.7135.69
817deit_base_distilled_patch16_2242243300.2577.5625687.3417.6824.05
818cs3sedarknet_x2883293.7577.71425635.410.614.37
819vit_relpos_base_patch16_2242243288.4777.83825686.4317.5124.97
820nextvit_large2243287.1877.86725657.8710.7828.99
821vit_base_mci_2242243282.2577.98625686.3517.7324.65
822regnetv_0642243266.8178.35325630.586.3916.41
823resnetv2_50d_gn2883266.3978.36425625.577.2419.7
824vit_relpos_base_patch16_clsgap_2242243264.1778.41725686.4317.625.12
825repvgg_b22243260.078.51725689.0220.4512.9
826beit_base_patch16_2242243259.8378.51925686.5317.5823.9
827vit_relpos_base_patch16_cls_2242243259.4778.52925686.4317.625.12
828repvgg_b2g42243254.2678.65625661.7612.6312.9
829resnetv2_50d_evos2883251.1678.73125625.597.1519.7
830regnety_0802243246.0778.85425639.188.017.97
831beitv2_base_patch16_2242243245.7178.86225686.5317.5823.9
832regnety_0642243237.9979.0525630.586.3916.41
833sequencer2d_s2243229.5479.25825627.654.9611.31
834cs3edgenet_x2883219.8479.49725647.8214.5916.36
835maxvit_tiny_rw_2242243218.3679.53225629.065.1133.11
836coatnet_1_rw_2242243216.0279.5925641.728.0434.6
837efficientnet_el_pruned3003211.4679.70425610.598.030.7
838efficientnet_el3003210.8879.71925610.598.030.7
839mixnet_xl2243208.2279.78325611.90.9314.57
840vgg192243200.779.971256143.6719.6314.86
841vgg19_bn2243198.6480.025256143.6819.6614.86
842fastvit_sa242563196.780.07125621.553.824.32
843legacy_xception2993195.7280.09725622.868.435.83
844tf_efficientnet_el3003194.9280.11725610.598.030.7
845regnety_0322883185.880.34625619.445.2918.61
846vit_small_patch16_3843843183.8680.39525622.215.5250.78
847resnetv2_1522243179.3680.50925660.1911.5522.56
848deit3_small_patch16_3843843174.680.6325622.2115.5250.78
849hrnet_w302243172.7280.67725637.718.1521.21
850focalnet_small_lrf2243161.3980.96625650.348.7428.61
851swin_small_patch4_window7_2242243153.8381.16125649.618.7727.47
852tf_efficientnetv2_s3003151.0381.23325621.465.3522.73
853mobilevitv2_2002563150.5181.24725618.457.2232.15
854resnet1012883147.9481.31225644.5512.9526.83
855vit_base_patch32_clip_4484483138.5981.55525688.3417.9323.9
856dpn922243109.7382.31225637.676.5418.21
857hiera_base_2242243102.5382.50325651.529.430.42
858nfnet_f02563101.1982.53925671.4912.6218.05
859mobilenetv4_conv_aa_large3843093.5382.74325632.597.0732.29
860dm_nfnet_f02563083.5683.01125671.4912.6218.05
861resnetv2_152d2243076.5983.19825660.211.823.36
862hrnet_w18_ssld2883064.1583.53525621.37.1426.96
863dla102x22243061.6883.60325641.289.3429.91
864nf_regnet_b43843049.7183.93225630.214.728.61
865gcvit_tiny2243042.2584.13825628.224.7929.82
866cait_xxs36_2242243031.3884.43825617.33.7730.34
867xception41p2993019.5384.77125626.919.2539.86
868densenet1612243006.885.12925628.687.7911.06
869ecaresnet50t3202995.4485.45225625.578.8224.13
870regnety_080_tv2242993.1885.51625639.388.5119.73
871vit_base_patch16_rpn_2242242978.2585.94425686.5417.4923.75
872twins_pcpvt_large2242977.8585.95825660.999.8435.82
873regnetz_0402562959.1486.49925627.124.0624.19
874vit_small_r26_s32_3843842948.6386.8125636.4710.4329.85
875gmlp_b16_2242242948.5886.81225673.0815.7830.21
876legacy_seresnet1522242940.4487.05225666.8211.3322.08
877regnetz_040_h2562937.2987.14325628.944.1224.29
878twins_svt_base2242935.0987.2125656.078.5926.33
879regnetz_d82562918.4687.70725623.373.9723.74
880flexivit_base2402911.5387.91625686.5920.2928.36
881vit_relpos_base_patch16_rpn_2242242909.1887.98725686.4117.5124.97
882efficientformer_l72242896.4188.37425682.2310.1724.45
883regnetz_d8_evos2562895.7888.39425623.464.524.92
884seresnet1522242888.0388.6325666.8211.5722.61
885mvitv2_small_cls2242869.2389.21225634.877.0428.17
886swinv2_cr_small_2242242869.1889.21325649.79.0750.27
887dpn982242866.5689.29425661.5711.7325.2
888swinv2_cr_small_ns_2242242851.9289.75325649.79.0850.27
889inception_resnet_v22992841.2590.0925655.8413.1825.06
890hrnet_w402242841.090.09725657.5612.7525.29
891vit_mediumd_patch16_reg4_gap_2562562831.2490.4125664.1117.8737.57
892maxxvit_rmlp_tiny_rw_2562562818.890.80825629.646.6639.76
893regnety_040_sgn2882814.1790.95625620.656.6720.3
894eva02_base_patch16_clip_2242242810.1791.08825686.2617.6226.32
895wide_resnet50_22882801.891.3625668.8818.8923.81
896efficientvit_b32562799.7291.42625648.655.235.01
897poolformerv2_m362242797.0191.51525656.088.8122.02
898resnetv2_1012882796.7791.52325644.5412.9426.83
899vit_betwixt_patch16_rope_reg4_gap_2562562794.7791.58925660.2316.5228.24
900resnetaa101d2882788.1591.80725644.5715.0729.03
901hgnetv2_b62242778.7292.11525675.2616.8821.23
902xcit_tiny_24_p16_3843842775.4992.22525612.126.8734.29
903mobilenetv4_hybrid_large3842771.9292.34425637.767.7734.52
904efficientvit_l22882770.7192.38525663.7111.5132.19
905levit_conv_384_s82242749.9693.08325639.129.9835.86
906resnet152d2562742.4993.33625660.2115.4130.51
907mobilenetv4_conv_large4482739.8493.42625632.598.7537.17
908coatnet_rmlp_1_rw2_2242242704.0294.66225641.728.1140.13
909resnetblur101d2882697.0494.90925644.5715.0729.65
910repvgg_b3g42242696.8894.91425683.8317.8915.1
911efficientnet_b33202696.0494.94425612.232.0126.52
912convnext_base2242678.5295.56425688.5915.3828.75
913regnetx_1202242677.2295.61125646.1112.1321.37
914resnext101_64x4d2242667.5895.95725683.4615.5231.21
915levit_384_s82242646.8696.70825639.129.9835.86
916resnext101_32x8d2242646.7196.71425688.7916.4831.21
917wide_resnet101_22242643.9196.816256126.8922.821.23
918inception_next_base2242636.3397.09325686.6714.8525.69
919tf_efficientnet_b33002632.2597.24425612.231.8723.83
920resnet2002242631.5697.2725664.6715.0732.19
921resnext101_32x4d2882614.0597.92225644.1813.2435.09
922rexnetr_3002882612.5897.97725634.815.5936.61
923vit_base_patch16_siglip_gap_2562562590.298.82425685.8423.1333.23
924vit_large_r50_s32_2242242566.8999.721256328.9919.5824.41
925vit_base_patch16_siglip_2562562564.6799.80825692.9323.4433.63
926maxvit_tiny_tf_2242242550.75100.35125630.925.635.78
927efficientnet_b3_gn2882546.16100.53325611.731.7423.35
928regnetz_d322562543.95100.6225627.585.9823.74
929samvit_base_patch16_2242242528.02101.25425686.4617.5424.54
930eva02_small_patch14_3363362526.33101.32325622.1315.4854.33
931crossvit_base_2402402521.38101.521256105.0321.2236.33
932convnextv2_base2242520.76101.54625688.7215.3828.75
933sequencer2d_m2242518.88101.62125638.316.5514.26
934regnety_1202242511.21101.93225651.8212.1421.38
935regnetz_c163202510.69101.95425613.463.9225.88
936coat_tiny2242491.49102.7382565.54.3527.2
937vit_base_patch16_reg4_gap_2562562482.98103.09125686.6223.533.89
938seresnet1012882460.54104.03225649.3312.9526.87
939repvgg_b32242459.38104.081256123.0929.1615.1
940swinv2_tiny_window16_2562562451.11104.43325628.356.6839.02
941resnet101d3202444.46104.71625644.5716.4834.77
942regnetz_c16_evos3202443.36104.76325613.493.8625.88
943xception412992423.55105.6225626.979.2839.86
944tresnet_xl2242413.65106.05225678.4415.215.34
945efficientnet_lite43802412.2106.11725613.014.0445.66
946convnext_small2882411.61106.14225650.2214.3935.65
947coatnet_1_2242242409.54106.23325642.238.739.0
948hrnet_w48_ssld2242404.14106.47125677.4717.3428.56
949hrnet_w482242403.21106.51325677.4717.3428.56
950tf_efficientnet_lite43802401.87106.57425613.014.0445.66
951caformer_m362242378.95107.59825656.213.2950.48
952ecaresnet101d2882377.02107.68825644.5713.3528.19
953hiera_base_plus_2242242375.75107.74525669.912.6737.98
954fastvit_mci12562370.49107.98325621.544.7232.84
955rdnet_base2242367.82108.10525687.4515.431.14
956maxvit_tiny_rw_2562562365.28108.2225629.076.7444.35
957resnetrs1012882361.51108.39525663.6213.5628.53
958convformer_m362242358.97108.51125657.0512.8942.05
959pvt_v2_b52242356.7108.61525681.9611.7650.92
960pvt_v2_b42242355.66108.66325662.5610.1453.74
961maxvit_rmlp_tiny_rw_2562562354.21108.73125629.156.7746.92
962seresnext101_64x4d2242353.54108.7625688.2315.5331.25
963xcit_medium_24_p16_2242242347.78109.02825684.416.1331.71
964seresnext101_32x8d2242341.18109.33525693.5716.4831.25
965vit_mediumd_patch16_rope_reg1_gap_2562562336.5109.55625663.9517.6537.02
966regnetx_1602242330.93109.81625654.2815.9925.52
967fastvit_sa362562327.07109.99825631.535.6434.61
968volo_d2_2242242323.74110.15525658.6814.3441.34
969nest_small2242322.48110.21725638.3510.3540.04
970convnext_tiny3842310.31110.79825628.5913.1439.48
971vit_base_r50_s16_2242242309.82110.8225697.8921.6635.28
972nest_small_jx2242306.72110.9725638.3510.3540.04
973eca_nfnet_l13202302.23111.18325641.4114.9234.42
974hgnet_base2242292.28111.66925671.5825.1415.47
975davit_base2242283.75112.08625687.9515.5140.66
976mvitv2_base2242283.18112.11325651.4710.1640.5
977seresnext101d_32x8d2242279.47112.29525693.5916.7232.05
978vit_base_patch16_plus_2402402273.79112.577256117.5627.4133.08
979poolformer_m362242266.85112.92125656.178.822.02
980vit_small_patch8_2242242262.19113.15425621.6722.4480.84
981focalnet_base_srf2242247.74113.8825688.1515.2835.01
982hiera_base_abswin_2562562242.95114.12425651.2712.4640.7
983vit_relpos_base_patch16_plus_2402402237.99114.378256117.3827.334.33
984resnest101e2562234.57114.55225648.2813.3828.66
985mobilenetv4_conv_aa_large4482229.25114.82725632.599.6343.94
986xcit_small_12_p16_3843842221.32115.23525626.2514.1436.51
987xception65p2992220.07115.325639.8213.9152.48
988cait_s24_2242242217.42115.43725646.929.3540.58
989resnet1522882213.91115.62225660.1919.1137.28
990swinv2_small_window8_2562562213.69115.63325649.7311.5840.14
991efficientnet_b3_g8_gn2882210.95115.77725614.252.5923.35
992convformer_s183842192.78116.73625626.7711.6346.49
993swinv2_cr_small_ns_2562562188.78116.9525649.712.0776.21
994swin_base_patch4_window7_2242242187.06117.04125687.7715.4736.63
995efficientvit_b32882171.71117.86925648.656.5844.2
996seresnextaa101d_32x8d2242165.9118.18525693.5917.2534.16
997convnextv2_tiny3842148.79119.12725628.6413.1439.48
998seresnet152d2562148.49119.14325666.8415.4230.56
999resnet50x4_clip_gap2882144.6119.35925665.6219.5734.11
1000caformer_s183842141.55119.52725626.3413.4277.34
1001resnetrs1522562135.82119.8525686.6215.5930.83
1002vit_base_patch16_rope_reg1_gap_2562562133.64119.97225686.4323.2233.39
1003swinv2_base_window12_1921922130.04120.175256109.2811.939.72
1004seresnext101_32x4d2882120.08120.73925648.9613.2535.12
1005eva02_base_patch14_2242242117.73120.87425685.7623.2236.55
1006poolformerv2_m482242116.33120.95425673.3511.5929.17
1007focalnet_base_lrf2242108.01121.42925688.7515.4338.13
1008dm_nfnet_f12242107.34121.469256132.6317.8722.94
1009cs3se_edgenet_x3202106.36121.52525650.7218.0120.21
1010regnety_1602242105.14121.59725683.5915.9623.04
1011nfnet_f12242090.25122.462256132.6317.8722.94
1012vit_medium_patch16_gap_3843842078.7123.14325639.0326.0867.54
1013dpn1312242074.97123.36325679.2516.0932.97
1014efficientnetv2_s3842071.25123.58525621.468.4435.77
1015swin_s3_small_2242242068.44123.75425649.749.4337.84
1016hrnet_w442242065.62123.92225667.0614.9426.92
1017convnext_base2562065.1123.95425688.5920.0937.55
1018coat_lite_medium2242064.62123.97925644.579.8140.06
1019efficientnet_b3_gn3202056.56124.46925611.732.1428.83
1020mixnet_xxl2242051.52124.77425623.962.0423.43
1021nf_regnet_b53842048.92124.93225649.747.9542.9
1022resnet50x4_clip2882033.61125.87425687.1421.3535.27
1023maxvit_rmlp_small_rw_2242242024.79126.42125664.910.7549.3
1024efficientnet_b43202021.3126.6425619.343.1334.76
1025xcit_tiny_24_p8_2242242021.23126.64425612.119.2145.39
1026swinv2_cr_base_2242242018.07126.84325687.8815.8659.66
1027swinv2_cr_base_ns_2242242005.7127.62525687.8815.8659.66
1028tf_efficientnetv2_s3841994.9128.31625621.468.4435.77
1029regnetv_0642881990.64128.59125630.5810.5527.11
1030tresnet_m4481981.93129.15625631.3922.9929.21
1031xcit_nano_12_p8_3843841964.01130.3352563.056.3446.08
1032efficientnetv2_rw_s3841962.9130.40825623.948.7238.03
1033resnet200d2561962.4130.44225664.6920.043.09
1034twins_svt_large2241960.0130.60125699.2715.1535.1
1035crossvit_15_dagger_4084081958.74130.68525628.521.4595.05
1036mvitv2_base_cls2241952.99131.0725665.4410.2340.65
1037mobilenetv4_hybrid_large4481943.33131.72125637.7610.7448.61
1038tnt_b_patch16_2242241941.85131.82325665.4114.0939.01
1039mobilenetv4_conv_aa_large4801934.33132.33525632.5911.0550.45
1040gcvit_small2241930.43132.60125651.098.5741.61
1041regnety_0642881927.43132.80825630.5810.5627.11
1042halonet_h12561922.3133.1642568.13.051.17
1043regnety_0802881921.98133.18425639.1813.2229.69
1044convit_base2241918.39133.43525686.5417.5231.77
1045maxvit_tiny_pm_2562561916.11133.59325630.096.6147.9
1046coat_mini2241897.57134.89725610.346.8233.68
1047fastvit_ma362561894.76135.09825644.077.8841.09
1048regnetz_0403201893.7135.17425627.126.3537.78
1049regnetz_040_h3201880.89136.09525628.946.4337.94
1050mobilevitv2_1503841864.53137.28925610.599.254.25
1051regnetz_d83201863.04137.39825623.376.1937.08
1052regnetz_d8_evos3201832.93139.65725623.467.0338.92
1053dpn1072241826.37140.15625686.9218.3833.46
1054vitamin_base_2242241815.08141.03125687.7222.6852.77
1055efficientnet_b3_g8_gn3201805.58141.77125614.253.228.83
1056hrnet_w642241800.18142.196256128.0628.9735.09
1057coatnet_2_rw_2242241781.07143.72325673.8715.0949.22
1058xception652991774.28144.27325639.9213.9652.48
1059fastvit_mci22561766.58144.90125635.827.9143.34
1060maxxvit_rmlp_small_rw_2562561763.23145.17825666.0114.6758.38
1061nextvit_small3841756.58145.72625631.7617.2657.14
1062efficientnetv2_m3201752.86146.03625654.1411.0139.97
1063coatnet_rmlp_2_rw_2242241741.02147.02925673.8815.1854.78
1064resnet152d3201737.66147.31425660.2124.0847.67
1065efficientvit_l32241715.62149.206256246.0427.6239.16
1066tiny_vit_21m_3843841715.38149.22725621.2313.7777.83
1067seresnet1522881715.22149.24125666.8219.1137.34
1068levit_conv_512_s82241706.1150.03925674.0521.8252.28
1069xcit_small_12_p8_2242241700.59150.52425626.2118.6947.21
1070poolformer_m482241686.87151.74925673.4711.5929.17
1071volo_d3_2242241676.56152.68225686.3320.7860.09
1072levit_512_s82241666.95153.56325674.0521.8252.28
1073caformer_b362241666.61153.59225698.7523.2267.3
1074coatnet_2_2242241651.34155.01525674.6816.552.67
1075convformer_b362241649.96155.14325699.8822.6956.06
1076maxvit_small_tf_2242241638.94156.18725668.9311.6653.17
1077sequencer2d_l2241635.78156.48925654.39.7422.12
1078swin_s3_base_2242241634.71156.5925671.1313.6948.26
1079regnetz_e82561630.84156.96325657.79.9140.94
1080nest_base2241627.71157.26625667.7217.9653.39
1081hgnetv2_b62881622.05157.81225675.2627.935.09
1082convnext_base2881617.77158.23225688.5925.4347.53
1083eca_nfnet_l23201615.7158.4325656.7220.9547.43
1084nest_base_jx2241615.45158.45825667.7217.9653.39
1085convmixer_768_322241615.29158.47525621.1119.5525.95
1086resnext101_64x4d2881613.61158.6425683.4625.6651.59
1087regnetz_d323201612.01158.79725627.589.3337.08
1088vit_so150m_patch16_reg4_gap_2562561607.89159.204256134.1336.7553.21
1089vit_so150m_patch16_reg4_map_2562561592.32160.761256141.4837.1853.68
1090densenet264d2241591.16160.87725672.7413.5714.0
1091mobilevitv2_1753841573.85162.64825614.2512.4763.29
1092resnet2002881570.42163.00325664.6724.9153.21
1093efficientvit_l23841551.96164.94125663.7120.4557.01
1094regnety_1202881541.43166.0725651.8220.0635.34
1095swinv2_base_window8_2562561538.74166.35825687.9220.3752.59
1096convnextv2_base2881528.58167.46525688.7225.4347.53
1097ecaresnet200d2561516.5168.79825664.6920.043.15
1098efficientnetv2_rw_m3201516.44168.80425653.2412.7247.14
1099seresnet200d2561510.21169.525671.8620.0143.15
1100resnetrs2002561506.62169.90525693.2120.1843.42
1101maxvit_rmlp_small_rw_2562561505.28170.05625664.914.1566.09
1102mobilenetv4_conv_aa_large5441502.9170.32425632.5914.1964.79
1103maxxvitv2_rmlp_base_rw_2242241492.62171.499256116.0924.262.77
1104coat_small2241479.25173.04725621.6912.6144.25
1105convnext_large2241474.99173.55256197.7734.443.13
1106vit_betwixt_patch16_reg4_gap_3843841474.89173.56225660.639.7185.28
1107hrnet_w48_ssld2881457.57175.62325677.4728.6647.21
1108resnext101_32x16d2241452.32176.26256194.0336.2751.18
1109swinv2_small_window16_2562561451.76176.32625649.7312.8266.29
1110senet1542241443.54177.331256115.0920.7738.69
1111legacy_senet1542241435.62178.308256115.0920.7738.69
1112resnetv2_50x1_bit4481429.57179.06425625.5516.6244.46
1113nf_regnet_b54561421.4180.09325649.7411.761.95
1114seresnext101_32x8d2881405.19182.17125693.5727.2451.63
1115convnextv2_large2241398.77183.007256197.9634.443.13
1116efficientnet_b43841396.87183.25625619.344.5150.04
1117gcvit_base2241394.71183.53625690.3214.8755.48
1118volo_d1_3843841386.95184.56725626.7822.75108.55
1119hgnet_base2881385.67184.73725671.5841.5525.57
1120seresnext101d_32x8d2881371.24186.6825693.5927.6452.95
1121convnext_small3841370.68186.75725650.2225.5863.37
1122xception712991367.4187.20525642.3418.0969.92
1123vit_large_patch32_3843841360.57188.147256306.6345.3143.86
1124seresnet152d3201353.12189.18225666.8424.0947.72
1125crossvit_18_dagger_4084081350.07189.60825644.6132.47124.87
1126resnetrs1523201348.43189.8425686.6224.3448.14
1127nextvit_base3841347.63189.9525644.8224.6473.95
1128rdnet_large2241330.13192.452256186.2734.7446.67
1129efficientvit_l32561327.54192.828256246.0436.0650.98
1130convnext_base3201319.96193.93425688.5931.3958.68
1131resnetv2_50x3_bit2241315.05194.657256217.3237.0633.34
1132xcit_tiny_12_p8_3843841309.52195.4812566.7114.1369.14
1133seresnextaa101d_32x8d2881303.25196.41925693.5928.5156.44
1134regnety_1602881303.15196.43625683.5926.3738.07
1135davit_large2241281.18199.804256196.8134.660.99
1136tf_efficientnet_b43801278.54200.21625619.344.4949.49
1137xcit_large_24_p16_2242241277.51200.379256189.135.8647.27
1138regnety_3202241269.25201.683256145.0532.3430.26
1139swinv2_large_window12_1921921267.31201.991256228.7726.1756.53
1140vit_mediumd_patch16_reg4_gap_3843841254.95203.98125664.2743.67113.51
1141regnetx_3202241253.43204.228256107.8131.8136.3
1142swin_large_patch4_window7_2242241249.84204.814256196.5334.5354.94
1143swinv2_cr_tiny_3843841248.53205.03125628.3315.34161.01
1144resnet200d3201245.29205.56425664.6931.2567.33
1145dm_nfnet_f22561211.63211.274256193.7833.7641.85
1146nfnet_f22561207.12212.064256193.7833.7641.85
1147mixer_l16_2242241198.62213.568256208.244.641.69
1148xcit_small_24_p16_3843841191.61214.82325647.6726.7268.58
1149tf_efficientnetv2_m3841187.13215.63525654.1415.8557.52
1150ecaresnet200d2881180.84216.78425664.6925.3154.59
1151seresnet200d2881176.89217.51125671.8625.3254.6
1152vit_small_patch14_dinov25181176.63217.5625622.0646.76198.79
1153seresnet269d2561174.38217.976256113.6726.5953.6
1154vit_base_patch16_18x2_2242241171.44218.522256256.7352.5171.38
1155vit_small_patch14_reg4_dinov25181167.53219.25625622.0646.95199.77
1156swinv2_cr_large_2242241159.63220.749256196.6835.178.42
1157resnetrs2702561150.07222.584256129.8627.0655.84
1158convformer_s363841147.41223.09925640.0122.5489.62
1159convnext_large_mlp2561136.31225.279256200.1344.9456.33
1160eca_nfnet_l23841126.24227.29325656.7230.0568.28
1161maxvit_rmlp_base_rw_2242241122.54228.041256116.1423.1592.64
1162caformer_s363841120.64228.42725639.326.08150.33
1163vit_base_patch16_siglip_gap_3843841108.75230.87925686.0955.43101.3
1164vit_base_patch16_3843841108.32230.96925686.8655.54101.56
1165deit_base_patch16_3843841106.79231.28925686.8655.54101.56
1166deit3_base_patch16_3843841106.51231.34625686.8855.54101.56
1167vit_base_patch16_clip_3843841104.66231.73425686.8655.54101.56
1168deit_base_distilled_patch16_3843841099.37232.8525687.6355.65101.82
1169vit_base_patch16_siglip_3843841099.06232.91625693.1856.12102.2
1170nextvit_large3841093.53234.09225657.8732.0390.76
1171dm_nfnet_f13201086.93235.515256132.6335.9746.77
1172nfnet_f13201081.87236.614256132.6335.9746.77
1173seresnextaa101d_32x8d3201057.25242.12625693.5935.1969.67
1174convmixer_1024_20_ks9_p142241053.87242.90325624.385.555.51
1175regnetz_e83201043.8245.24625657.715.4663.94
1176vit_large_patch16_2242241041.62245.761256304.3361.663.52
1177eva_large_patch14_1961961041.47245.796256304.1461.5763.52
1178beit_base_patch16_3843841041.45245.79925686.7455.54101.56
1179swinv2_base_window16_2562561041.34245.82725687.9222.0284.71
1180deit3_large_patch16_2242241040.35246.06256304.3761.663.52
1181swinv2_base_window12to16_192to2562561035.65247.17625687.9222.0284.71
1182efficientnetv2_m4161034.88247.36125654.1418.667.5
1183eca_nfnet_l33521034.06247.55325672.0432.5773.12
1184beit_large_patch16_2242241021.33250.639256304.4361.663.52
1185mobilevitv2_2003841019.97250.97425618.4516.2472.34
1186beitv2_large_patch16_2242241019.31251.137256304.4361.663.52
1187volo_d4_224224972.56263.212256192.9644.3480.22
1188maxvit_base_tf_224224971.51263.496256119.4724.0495.01
1189hiera_large_224224954.9268.081256213.7440.3483.37
1190maxxvitv2_rmlp_large_rw_224224954.34268.236256215.4244.1487.15
1191resnetrs200320950.29269.38125693.2131.5167.81
1192resnetv2_152x2_bit224931.12274.926256236.3446.9545.11
1193convnext_xlarge224930.04275.246256350.260.9857.5
1194seresnet269d288924.08277.021256113.6733.6567.81
1195convnext_base384920.56278.08125688.5945.2184.49
1196nasnetalarge331914.25279.99825688.7523.8990.56
1197flexivit_large240911.71280.781256304.3670.9975.39
1198inception_next_base384899.71284.52425686.6743.6475.48
1199efficientnetv2_rw_m416897.78285.13725653.2421.4979.62
1200convnext_large288891.34287.196256197.7756.8771.29
1201xcit_small_24_p8_224224885.98288.93425647.6335.8190.78
1202vit_large_r50_s32_384384883.45289.761256329.0957.4376.52
1203tresnet_l448883.01289.90425655.9943.5947.56
1204convnextv2_base384870.69294.00625688.7245.2184.49
1205resnetv2_101x1_bit448859.26297.92125644.5431.6564.93
1206pnasnet5large331852.39300.3225686.0625.0492.89
1207efficientnet_b5416849.66301.28625630.398.2780.68
1208convnextv2_large288847.65301.999256197.9656.8771.29
1209efficientvit_l3320845.04302.933256246.0456.3279.34
1210davit_huge224829.13308.745256348.9261.2381.32
1211convformer_m36384815.63313.85525657.0537.87123.56
1212coatnet_rmlp_3_rw_224224808.28316.71256165.1533.5679.47
1213coatnet_3_rw_224224807.9316.858256181.8133.4473.83
1214xcit_medium_24_p16_384384806.79317.29725684.447.3991.64
1215vit_large_patch16_siglip_gap_256256806.47317.422256303.3680.888.34
1216caformer_m36384804.97318.0125656.242.11196.35
1217vit_large_patch16_siglip_256256801.91319.228256315.9681.3488.88
1218repvgg_d2se320798.65320.531256133.3374.5746.82
1219vit_base_patch8_224224795.31321.87525686.5878.22161.69
1220volo_d2_384384789.01324.44425658.8746.17184.51
1221vit_large_patch14_clip_quickgelu_224224782.99326.939256303.9781.0888.79
1222vit_large_patch14_xp_224224782.94326.962256304.0681.0188.79
1223vit_large_patch14_224224781.86327.414256304.281.0888.79
1224vit_large_patch14_clip_224224781.23327.678256304.281.0888.79
1225coatnet_3_224224772.28331.477256166.9736.5679.01
1226resnest200e320765.73334.30825670.235.6982.78
1227regnety_160384765.62334.35825683.5946.8767.67
1228vit_base_r50_s16_384384764.44334.87625698.9567.43135.03
1229swinv2_cr_small_384384761.16336.31925649.729.7298.03
1230tf_efficientnetv2_m480760.12336.77825654.1424.7689.84
1231regnety_640224754.37339.342256281.3864.1642.5
1232ecaresnet269d320742.7344.674256102.0941.5383.69
1233resnetv2_101x3_bit224740.89345.52256387.9371.2348.7
1234efficientnet_b5448731.74349.84125630.399.5993.56
1235convnext_large_mlp320724.03353.565256200.1370.2188.02
1236vitamin_large2_224224716.86357.1256333.5875.05112.83
1237vitamin_large_224224716.07357.492256333.3275.05112.83
1238resnetrs350288710.31360.394256163.9643.6787.09
1239mvitv2_large224709.52360.797256217.9943.87112.02
1240cait_xxs24_384384704.92363.14825612.039.63122.66
1241xcit_tiny_24_p8_384384690.01370.99825612.1127.05132.95
1242resnet50x16_clip_gap384680.63376.11256136.270.32100.64
1243maxvit_large_tf_224224679.37376.81256211.7943.68127.35
1244coat_lite_medium_384384679.13376.94125644.5728.73116.7
1245efficientnetv2_l384676.62378.337256118.5236.1101.16
1246tiny_vit_21m_512512663.92385.57325621.2727.02177.93
1247tf_efficientnetv2_l384663.26385.959256118.5236.1101.16
1248maxvit_tiny_tf_384384662.03386.67825630.9817.53123.42
1249resnet50x16_clip384652.97392.041256167.3374.9103.54
1250tf_efficientnet_b5456640.6399.61225630.3910.4698.86
1251eca_nfnet_l3448638.11401.17425672.0452.55118.4
1252nfnet_f2352631.24405.539256193.7863.2279.06
1253swinv2_large_window12to16_192to256256628.73407.156256196.7447.81121.53
1254dm_nfnet_f2352628.21407.495256193.7863.2279.06
1255volo_d5_224224617.89414.298256295.4672.4118.11
1256mvitv2_large_cls224615.19416.117256234.5842.17111.69
1257ecaresnet269d352613.97416.948256102.0950.25101.25
1258eva02_large_patch14_clip_224224605.15423.025256304.1181.1897.2
1259eva02_large_patch14_224224605.1423.058256303.2781.1597.2
1260vit_so400m_patch14_siglip_gap_224224597.92428.139256412.44109.57106.13
1261xcit_medium_24_p8_224224597.46428.46825684.3263.53121.23
1262vit_so400m_patch14_siglip_224224596.3429.305256427.68110.26106.73
1263vit_base_patch16_siglip_gap_512512595.41429.94125686.43107.0246.15
1264resnetrs270352593.7431.181256129.8651.13105.48
1265vit_base_patch16_siglip_512512592.23432.2525693.52108.22247.74
1266tresnet_xl448585.25437.40325678.4460.7761.31
1267nfnet_f3320580.98440.622256254.9268.7783.93
1268dm_nfnet_f3320578.4442.591256254.9268.7783.93
1269xcit_small_12_p8_384384575.87444.53725626.2154.92138.29
1270convformer_b36384571.54447.90225699.8866.67164.75
1271convnext_xlarge288564.23453.705256350.2100.895.05
1272caformer_b36384564.02453.86725698.7572.33261.79
1273efficientvit_l3384540.41473.7256246.0481.08114.02
1274swinv2_cr_base_384384538.78475.13825687.8850.57333.68
1275resmlp_big_24_224224534.87478.611256129.14100.2387.31
1276seresnextaa201d_32x8d320530.48482.573256149.3970.22138.71
1277swin_base_patch4_window12_384384526.43486.27825687.947.19134.78
1278convnextv2_huge224522.5489.937256660.29115.079.07
1279coatnet_4_224224516.83495.312256275.4362.48129.26
1280cait_xs24_384384514.59497.46825626.6719.28183.98
1281resnext101_32x32d224508.29503.635256468.5387.2991.12
1282convnext_large384505.8506.117256197.77101.1126.74
1283convnext_large_mlp384505.51506.405256200.13101.11126.74
1284eva02_base_patch14_448448495.86516.26625687.12107.11259.14
1285resnetrs420320490.22522.204256191.8964.2126.56
1286convnextv2_large384480.94532.276256197.96101.1126.74
1287vitamin_large_256256476.63537.095256333.3899.0154.99
1288vitamin_large2_256256476.34537.415256333.6499.0154.99
1289efficientnetv2_xl384473.56540.575256208.1252.81139.2
1290cait_xxs36_384384472.1542.23825617.3714.35183.7
1291regnety_320384471.4543.046256145.0595.088.87
1292tf_efficientnetv2_xl384467.46547.633256208.1252.81139.2
1293swinv2_cr_huge_224224461.55554.638256657.83115.97121.08
1294maxxvitv2_rmlp_base_rw_384384460.8555.548256116.0972.98213.74
1295rdnet_large384454.9562.743256186.27102.09137.13
1296focalnet_huge_fl3224451.28567.265256745.28118.26104.8
1297xcit_large_24_p16_384384445.92574.081256189.1105.35137.17
1298efficientnetv2_l480432.31592.158256118.5256.4157.99
1299maxvit_small_tf_384384430.69445.78419269.0235.87183.65
1300tf_efficientnetv2_l480425.62601.47256118.5256.4157.99
1301vit_base_patch14_dinov2518422.75605.54225686.58151.71397.58
1302vit_base_patch14_reg4_dinov2518420.52608.76325686.58152.25399.53
1303hiera_huge_224224415.21616.545256672.78124.85150.95
1304vit_huge_patch14_gap_224224405.72630.968256630.76166.73138.74
1305coatnet_rmlp_2_rw_384384405.05474.00119273.8847.69209.43
1306volo_d3_448448402.31636.31825686.6396.33446.83
1307resnetrs350384400.15639.744256163.9677.59154.74
1308cait_s24_384384399.34641.04325647.0632.17245.31
1309deit3_huge_patch14_224224397.79643.537256632.13167.4139.41
1310vit_huge_patch14_224224397.77643.573256630.76167.4139.41
1311vit_huge_patch14_clip_quickgelu_224224397.73643.637256632.08167.4139.41
1312vit_huge_patch14_clip_224224397.45644.094256632.05167.4139.41
1313vit_huge_patch14_xp_224224395.98646.484256631.8167.3139.41
1314sam2_hiera_tiny896388.8164.66426.8599.86384.63
1315vitamin_xlarge_256256386.93661.605256436.06130.13177.37
1316regnety_1280224379.67674.264256644.81127.6671.58
1317seresnextaa201d_32x8d384366.37698.744256149.39101.11199.72
1318maxvit_xlarge_tf_224224358.95713.18256506.9997.52191.04
1319resnest269e416358.78713.517256110.9377.69171.98
1320maxvit_tiny_tf_512512354.93360.62312831.0533.49257.59
1321efficientnet_b6528354.3722.54525643.0419.4167.39
1322vit_large_patch14_clip_quickgelu_336336344.63742.82256304.29191.11270.24
1323vit_large_patch16_siglip_gap_384384344.54743.009256303.69190.85269.55
1324vit_large_patch14_clip_336336343.67744.879256304.53191.11270.24
1325vit_large_patch16_384384343.49745.276256304.72191.21270.24
1326eva_large_patch14_336336343.16745.991256304.53191.1270.24
1327deit3_large_patch16_384384342.55747.334256304.76191.21270.24
1328vit_large_patch16_siglip_384384342.3747.871256316.28192.07270.75
1329nfnet_f3416340.62751.561256254.92115.58141.78
1330dm_nfnet_f3416339.53753.969256254.92115.58141.78
1331vit_giant_patch16_gap_224224338.53756.1872561011.37202.46139.26
1332nfnet_f4384335.52762.977256316.07122.14147.57
1333dm_nfnet_f4384332.75769.343256316.07122.14147.57
1334xcit_large_24_p8_224224331.23772.865256188.93141.23181.56
1335tf_efficientnet_b6528330.56580.81419243.0419.4167.39
1336beit_large_patch16_384384327.97780.534256305.0191.21270.24
1337sam2_hiera_small896325.93196.3516433.95123.99442.63
1338convnext_xxlarge256322.53793.713256846.47198.09124.45
1339swinv2_cr_large_384384319.63600.684192196.68108.96404.96
1340convnext_xlarge384319.57801.065256350.2179.2168.99
1341maxvit_rmlp_base_rw_384384319.22801.939256116.1470.97318.95
1342convnextv2_huge288317.37806.616256660.29190.1130.7
1343swin_large_patch4_window12_384384316.67606.299192196.74104.08202.16
1344resnetv2_152x4_bit224316.17809.666256936.53186.990.22
1345resnetv2_152x2_bit384314.26814.59256236.34136.16132.56
1346davit_giant224312.39819.4742561406.47192.92153.06
1347xcit_small_24_p8_384384302.44846.43625647.63105.24265.91
1348maxvit_base_tf_384384300.57425.842128119.6573.8332.9
1349swinv2_base_window12to24_192to384384298.98321.0779687.9255.25280.36
1350coatnet_5_224224295.77865.513256687.47145.49194.24
1351eva02_large_patch14_clip_336336288.34887.823256304.43191.34289.13
1352resnetrs420416284.53899.724256191.89108.45213.79
1353resnetv2_50x3_bit448281.44682.202192217.32145.7133.37
1354regnety_640384272.07940.925256281.38188.47124.83
1355focalnet_huge_fl4224270.92944.907256686.46118.9113.34
1356vitamin_large_336336270.63709.44192333.57175.72307.47
1357vitamin_large2_336336270.54709.67192333.83175.72307.47
1358mvitv2_huge_cls224270.48946.469256694.8120.67243.63
1359cait_s36_384384267.14958.27525668.3747.99367.4
1360efficientnetv2_xl512266.88959.22256208.1293.85247.32
1361tf_efficientnetv2_xl512263.31972.209256208.1293.85247.32
1362vit_giant_patch14_224224257.22995.2342561012.61267.18192.64
1363vit_giant_patch14_clip_224224256.33998.7052561012.65267.18192.64
1364eva_giant_patch14_224224256.2999.2162561012.56267.18192.64
1365eva_giant_patch14_clip_224224254.621005.4062561012.59267.18192.64
1366resnet50x64_clip_gap448235.461087.208256365.03253.96233.22
1367nfnet_f5416232.611100.541256377.21170.71204.56
1368maxvit_small_tf_512512232.28413.2759669.1367.26383.77
1369dm_nfnet_f5416231.561105.537256377.21170.71204.56
1370volo_d4_448448231.521105.726256193.41197.13527.35
1371resnet50x64_clip448228.541120.162256420.38265.02239.13
1372resnetv2_152x2_bit448225.561134.941256236.34184.99180.43
1373vitamin_xlarge_336336219.99872.741192436.06230.18347.33
1374efficientnet_b7600209.531221.78225666.3538.33289.94
1375vitamin_large_384384205.2623.762128333.71234.44440.16
1376vitamin_large2_384384205.17623.858128333.97234.44440.16
1377focalnet_large_fl3384204.281253.192256239.13105.06168.04
1378xcit_medium_24_p8_384384203.51257.96225684.32186.67354.73
1379tf_efficientnet_b7600198.11646.08712866.3538.33289.94
1380vit_so400m_patch14_siglip_gap_384384195.821307.314256412.99333.46451.19
1381focalnet_large_fl4384195.31310.76256239.32105.2181.78
1382vit_so400m_patch14_siglip_384384195.21311.466256428.23335.4452.89
1383davit_base_fl768192.39665.30512890.37190.32530.15
1384maxvit_large_tf_384384190.72671.13128212.03132.55445.84
1385nfnet_f4512190.381344.673256316.07216.26262.26
1386dm_nfnet_f4512189.191353.158256316.07216.26262.26
1387swinv2_large_window12to24_192to384384186.98342.26864196.74116.15407.83
1388convnextv2_huge384178.561433.694256660.29337.96232.35
1389nfnet_f6448177.221444.522256438.36229.7273.62
1390dm_nfnet_f6448175.571458.065256438.36229.7273.62
1391vit_huge_patch14_clip_336336173.021479.562256632.46390.97407.54
1392sam2_hiera_base_plus896170.31375.7796468.68227.48828.88
1393beit_large_patch16_512512169.731508.229256305.67362.24656.39
1394resnetv2_101x3_bit448167.541145.984192387.93280.33194.78
1395vitamin_xlarge_384384165.63772.812128436.06306.38493.46
1396convmixer_1536_20224153.791664.60125651.6348.6833.03
1397eva02_large_patch14_448448153.51667.723256305.08362.33689.95
1398volo_d5_448448148.891719.408256295.91315.06737.92
1399vit_gigantic_patch14_224224146.071752.632561844.44483.95275.37
1400vit_gigantic_patch14_clip_224224145.811755.7022561844.91483.96275.37
1401maxvit_base_tf_512512144.2665.74196119.88138.02703.99
1402regnety_1280384138.041390.849192644.81374.99210.2
1403nfnet_f5544137.11867.295256377.21290.97349.71
1404efficientnet_b8672136.75935.97112887.4163.48442.89
1405dm_nfnet_f5544136.71872.679256377.21290.97349.71
1406focalnet_xlarge_fl3384136.681873.042256408.79185.61223.99
1407focalnet_xlarge_fl4384135.521888.958256409.03185.79242.31
1408vit_huge_patch14_clip_quickgelu_378378135.211893.33256632.68503.79572.79
1409vit_so400m_patch14_siglip_gap_448448135.131894.403256413.33487.18764.26
1410vit_huge_patch14_clip_378378134.971896.634256632.68503.79572.79
1411nfnet_f7480133.41919.099256499.5300.08355.86
1412vit_large_patch14_dinov2518133.121923.026256304.37507.151058.82
1413vit_large_patch14_reg4_dinov2518132.041938.813256304.37508.91064.02
1414tf_efficientnet_b8672130.88977.9912887.4163.48442.89
1415swinv2_cr_huge_384384130.75489.48664657.94352.04583.18
1416swinv2_cr_giant_224224125.011023.8721282598.76483.85309.15
1417maxvit_xlarge_tf_384384123.97516.24464475.32292.78668.76
1418vit_huge_patch16_gap_448448123.462073.454256631.67544.7636.83
1419cait_m36_384384120.832118.7256271.22173.11734.81
1420volo_d5_512512113.482255.978256296.09425.091105.37
1421xcit_large_24_p8_384384112.542274.795256188.93415.0531.82
1422eva_giant_patch14_336336111.592294.192561013.01620.64550.67
1423nfnet_f6576107.922372.106256438.36378.69452.2
1424dm_nfnet_f6576107.352384.806256438.36378.69452.2
1425maxvit_large_tf_512512101.74629.04664212.33244.75942.15
1426convnextv2_huge512100.551273.014128660.29600.81413.07
1427tf_efficientnet_l247590.191064.38196480.31172.11609.89
1428nfnet_f760884.413032.802256499.5480.39570.85
1429regnety_256038476.591671.2231281282.6747.83296.49
1430davit_huge_fl76869.12925.97464360.64744.841060.3
1431resnetv2_152x4_bit48066.531442.98896936.53844.84414.26
1432eva02_enormous_patch14_clip_22422463.844009.9242564350.561132.46497.58
1433samvit_base_patch16102461.83258.7841689.67486.431343.27
1434maxvit_xlarge_tf_51251261.08785.83148475.77534.141413.22
1435sam2_hiera_large102453.33900.09248212.15907.482190.34
1436vit_giant_patch14_dinov251840.024797.8621921136.481784.22757.89
1437vit_giant_patch14_reg4_dinov251839.614847.5031921136.481790.082771.21
1438swinv2_cr_giant_38438436.91866.946322598.761450.711394.86
1439eva_giant_patch14_56056035.987115.8892561014.451906.762577.17
1440efficientnet_l280032.951942.19564480.31479.121707.39
1441tf_efficientnet_l280031.831005.23932480.31479.121707.39
1442samvit_large_patch16102426.29304.2338308.281493.862553.78
1443vit_so400m_patch14_siglip_gap_89689623.375478.218128416.872731.498492.88
1444samvit_huge_patch16102415.57770.86912637.032982.233428.16