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

82 KiB

1modelinfer_img_sizeinfer_samples_per_secinfer_step_timeinfer_batch_sizeparam_countinfer_gmacsinfer_macts
2test_vit160188343.615.42610240.370.040.48
3test_byobnet160114439.828.93310240.460.030.43
4test_efficientnet160101055.2610.12110240.360.060.55
5tinynet_e10676644.0613.34610242.040.030.69
6mobilenetv3_small_05022470186.6314.57910241.590.030.92
7lcnet_03522464212.3615.93610241.640.031.04
8efficientvit_m022454771.5318.68610242.350.080.91
9lcnet_05022453644.1119.07810241.880.051.26
10mobilenetv3_small_07522449475.9820.68610242.040.051.3
11mobilenetv3_small_10022443953.4923.28610242.540.061.42
12tinynet_d15240047.0825.55410242.340.051.42
13efficientvit_m122438637.7826.49110242.980.171.33
14tf_mobilenetv3_small_07522437336.4627.40810242.040.051.3
15tf_mobilenetv3_small_minimal_10022437294.3327.44210242.040.061.41
16efficientvit_m222434551.8929.62510244.190.21.47
17tf_mobilenetv3_small_10022434059.6830.04910242.540.061.42
18lcnet_07522433742.3630.33710242.360.11.99
19mobilenetv4_conv_small22432546.331.4510243.770.191.97
20efficientvit_m322429796.0934.35510246.90.271.62
21mnasnet_small22429488.7334.71310242.030.072.16
22levit_128s22428915.9735.39710247.780.311.88
23ghostnet_05022427810.9336.80810242.590.051.77
24efficientvit_m422427584.6837.11110248.80.31.7
25vit_small_patch32_22422427011.3537.895102422.881.152.5
26lcnet_10022426901.0938.05310242.950.162.52
27regnetx_00222426857.8538.10510242.680.22.16
28resnet1816026266.2338.966102411.690.931.27
29resnet10t17625959.2839.42610245.440.71.51
30mobilenetv4_conv_small25625751.0239.75310243.770.252.57
31repghostnet_05022425423.4940.2610242.310.052.02
32levit_conv_128s22425136.4440.72510247.780.311.88
33regnety_00222425031.9840.88910243.160.22.17
34mobilenetv2_03522425024.3840.90910241.680.072.86
35vit_tiny_r_s16_p8_22422424696.8641.44610246.340.442.06
36efficientvit_b022422706.8445.08410243.410.12.87
37mnasnet_05022422309.7345.88810242.220.113.07
38pit_ti_22422421640.6847.29810244.850.76.19
39pit_ti_distilled_22422421496.6647.61610245.10.716.23
40tinynet_c18420204.9350.6610242.460.112.87
41repghostnet_05822419802.2151.68910242.550.072.59
42mixer_s32_22422419527.3852.427102419.11.02.28
43mobilenetv2_05022419456.7352.61610241.970.13.64
44semnasnet_05022419111.1953.55910242.080.113.44
45levit_12822419082.453.65110249.210.412.71
46efficientvit_m522418614.4654.998102412.470.532.41
47vit_medium_patch32_clip_22422418383.7955.687102439.692.03.34
48regnetx_00422418131.3556.44810245.160.43.14
49gernet_s22417973.3556.96110248.170.752.65
50lcnet_15022417737.5157.71710244.50.343.79
51deit_tiny_patch16_22422417673.8457.92610245.721.265.97
52vit_tiny_patch16_22422417666.0957.95210245.721.265.97
53cs3darknet_focus_s25617602.3758.16110243.270.692.7
54deit_tiny_distilled_patch16_22422417560.7458.29910245.911.276.01
55levit_conv_12822417447.4658.67610249.210.412.71
56regnetx_004_tv22417439.6458.68910245.50.423.17
57levit_19222416980.8360.29102410.950.663.2
58cs3darknet_s25616965.4260.34510243.280.722.97
59resnet10t22416340.3862.64310245.441.12.43
60resnet3416016119.9463.502102421.81.871.91
61repghostnet_08022415726.4165.09110243.280.13.22
62levit_conv_19222415726.0565.102102410.950.663.2
63mobilenetv3_large_07522415518.9565.96210243.990.164.0
64vit_xsmall_patch16_clip_22422415266.0967.06310248.281.796.65
65hardcorenas_a22414844.7768.96910245.260.234.38
66mnasnet_07522414443.1970.88510243.170.234.77
67ese_vovnet19b_slim_dw22414337.0671.4110241.90.45.28
68nf_regnet_b019214314.0971.52510248.760.373.15
69mobilenetv3_rw22414298.3471.59410245.480.234.41
70resnet14t17614213.2972.022102410.081.073.61
71mobilenetv3_large_10022414191.1772.13410245.480.234.41
72pit_xs_22422414164.0172.272102410.621.47.71
73pit_xs_distilled_22422414041.0372.903102411.01.417.76
74ghostnet_10022413948.6473.410245.180.153.55
75regnetx_00622413813.9874.09110246.20.613.98
76mobilenetv1_10022413760.0974.40610244.230.585.04
77tf_mobilenetv3_large_07522413614.375.18610243.990.164.0
78hardcorenas_b22413584.575.36710245.180.265.09
79resnet1822413537.1575.62102411.691.822.48
80hardcorenas_c22413512.5475.76810245.520.285.01
81mobilenetv1_100h22413446.3176.14310245.280.635.09
82regnety_00422413238.4477.29610244.340.413.89
83tf_efficientnetv2_b019213104.6678.11710247.140.543.51
84tf_mobilenetv3_large_minimal_10022413074.9978.29210243.920.224.4
85tinynet_b18813009.478.68610243.730.214.44
86mobilenet_edgetpu_v2_xs22412965.3178.96710244.460.74.8
87vit_betwixt_patch32_clip_22422412906.6379.313102461.413.094.17
88convnext_atto22412819.9979.86210243.70.553.81
89repghostnet_10022412769.6780.16410244.070.153.98
90mnasnet_10022412674.1280.77910244.380.335.46
91seresnet1822412647.4480.94102411.781.822.49
92hardcorenas_d22412555.0981.54810247.50.34.93
93levit_25622412506.5281.863102418.891.134.23
94legacy_seresnet1822412443.2482.276102411.781.822.49
95tf_mobilenetv3_large_10022412230.5683.69810245.480.234.41
96convnext_atto_ols22412208.8183.85910243.70.584.11
97mobilenetv2_07522412206.9983.87210242.640.225.86
98edgenext_xx_small25612172.1784.11110241.330.263.33
99semnasnet_07522412007.1485.25610242.910.235.54
100regnety_00622411941.1285.70710246.060.614.33
101levit_conv_25622411783.7186.886102418.891.134.23
102repghostnet_11122411492.8689.07310244.540.184.38
103spnasnet_10022411256.7190.9410244.420.356.03
104levit_256d22411118.1992.088102426.211.44.93
105hardcorenas_f22411102.2292.2210248.20.355.57
106convnext_femto22411040.9392.73210245.220.794.57
107resnet18d22411008.6992.989102411.712.063.29
108repvgg_a022410985.093.18110249.111.523.59
109dla46_c22410958.8493.42610241.30.584.5
110mobilenetv1_10025610920.2893.75610244.230.766.59
111hardcorenas_e22410912.9493.8210248.070.355.65
112mobilenetv4_conv_medium22410887.0494.04410249.720.845.8
113ghostnet_13022410826.8694.56610247.360.244.6
114ese_vovnet19b_slim22410822.9594.60210243.171.693.52
115mobilenetv2_10022410810.0894.7110243.50.316.68
116mobilenetv1_100h25610741.5995.31710245.280.826.65
117semnasnet_10022410684.4295.81310243.890.326.23
118regnetx_00822410649.5896.11610247.260.815.15
119convnext_femto_ols22410568.0196.8810245.230.824.87
120crossvit_tiny_24024010467.4697.81110247.011.579.08
121mobilenet_edgetpu_10022410392.9298.51610244.091.05.75
122efficientnet_lite022410376.8798.66510244.650.46.74
123mobilenetv1_12522410367.5898.74810246.270.896.3
124mobilevit_xxs25610336.799.04810241.270.428.34
125fbnetc_10022410321.1399.19810245.570.46.51
126tinynet_a19210287.9999.50710246.190.355.41
127tf_efficientnetv2_b022410217.13100.19810247.140.734.77
128mobilenetv4_hybrid_medium_07522410204.4100.33310247.310.665.65
129hgnetv2_b022410169.22100.68310246.00.332.12
130vit_base_patch32_clip_22422410127.52101.084102488.224.415.01
131vit_base_patch32_22422410112.91101.231102488.224.415.01
132tf_efficientnetv2_b119210100.97101.3510248.140.764.59
133regnety_0082249957.68102.80610246.260.815.25
134levit_conv_256d2249877.75103.652102426.211.44.93
135crossvit_9_2402409867.74103.75910248.551.859.52
136repghostnet_1302249782.41104.65210245.480.255.24
137regnety_008_tv2249578.99106.85610246.430.845.42
138edgenext_xx_small2889574.3106.93810241.330.334.21
139resnetblur182249357.08109.406102411.692.343.39
140vit_small_patch32_3843849286.73110.252102422.923.458.25
141xcit_nano_12_p16_2242249284.43110.26210243.050.564.17
142mobilenet_edgetpu_v2_s2249204.18111.2410245.991.216.6
143visformer_tiny2249194.72111.341102410.321.275.72
144dla46x_c2249155.27111.83410241.070.545.66
145crossvit_9_dagger_2402409081.92112.73510248.781.999.97
146mobilenetv4_conv_medium2569068.95112.89910249.721.17.58
147pvt_v2_b02248956.42114.30510243.670.577.99
148resnet14t2248930.87114.632102410.081.695.8
149efficientnet_b02248926.12114.70310245.290.46.75
150mnasnet_1402248908.91114.92710247.120.67.71
151fbnetv3_b2248904.43114.98510248.60.426.97
152pit_s_2242248898.37115.049102423.462.8811.56
153pit_s_distilled_2242248880.77115.275102424.042.911.64
154mobilevitv2_0502568864.77115.49810241.370.488.04
155cs3darknet_focus_m2568810.63116.20710249.31.984.89
156tf_efficientnet_lite02248709.74117.54210244.650.46.74
157dla60x_c2248644.34118.44410241.320.596.01
158efficientnet_b1_pruned2408640.04118.50310246.330.46.21
159efficientvit_b12248637.15118.54310249.10.537.25
160convnext_pico2248576.11119.38810249.051.376.1
161regnetz_0052248537.29119.91710247.120.525.86
162rexnet_1002248512.86120.24810244.80.417.44
163repghostnet_1502248511.4120.28210246.580.326.0
164mobilenetv1_1252568425.89121.51110246.271.168.23
165repvit_m12248403.37121.80110245.490.837.45
166vit_base_patch32_clip_quickgelu_2242248389.12122.035102487.854.415.01
167ese_vovnet19b_dw2248324.1123.00210246.541.348.25
168resnet182888261.03123.927102411.693.014.11
169repvgg_a12248255.57124.011102414.092.644.74
170rexnetr_1002248248.96124.10910244.880.437.72
171convnext_pico_ols2248234.27124.34410249.061.436.5
172cs3darknet_m2568195.28124.93410249.312.085.28
173resnet342248192.41124.968102421.83.673.74
174resnet501608139.65125.774102425.562.15.67
175mobilenetv4_hybrid_medium2248135.37125.856102411.070.986.84
176vit_tiny_r_s16_p8_3843848129.06125.95310246.361.346.49
177selecsls422248099.05126.406102430.352.944.62
178mobilenetv2_110d2248095.22126.46910244.520.458.71
179nf_regnet_b02568083.32126.66610248.760.645.58
180selecsls42b2248049.57127.183102432.462.984.62
181repvit_m0_92247983.61128.23410245.490.837.45
182tf_efficientnetv2_b22087955.98128.679102410.11.066.0
183vit_base_patch32_clip_2562567846.08130.484102487.865.766.65
184hrnet_w18_small2247772.99131.724102413.191.615.72
185convnext_atto2887751.5132.0910243.70.916.3
186efficientnet_b0_gn2247748.62132.13710245.290.426.75
187levit_3842247713.47132.738102439.132.366.26
188seresnet182887713.21132.732102411.783.014.11
189gernet_m2247709.22132.814102421.143.025.24
190vit_small_patch16_2242247693.38133.087102422.054.6111.95
191deit_small_patch16_2242247687.89133.182102422.054.6111.95
192resnet50d1607681.19133.288102425.582.226.08
193tf_efficientnet_b02247640.8133.98510245.290.46.75
194deit_small_distilled_patch16_2242247620.92134.352102422.444.6312.02
195edgenext_x_small2567580.19135.07510242.340.545.93
196seresnet342247569.0135.26102421.963.673.74
197ghostnetv2_1002247562.78135.38510246.160.184.55
198skresnet182247543.01135.725102411.961.823.24
199mobilenetv2_1402247486.19136.76710246.110.69.57
200semnasnet_1402247485.31136.7510246.110.68.87
201legacy_seresnet342247446.07137.508102421.963.673.74
202fbnetv3_d2247426.0137.878102410.310.528.5
203hgnetv2_b12247416.62138.05410246.340.492.73
204convnext_atto_ols2887379.61138.74510243.70.966.8
205mixer_b32_2242247373.37138.863102460.293.246.29
206vit_pwee_patch16_reg1_gap_2562567329.65139.691102415.254.3715.87
207resnet34d2247202.58142.142102421.823.914.54
208levit_conv_3842247171.07142.782102439.132.366.26
209efficientnet_lite12407085.22144.50810245.420.6210.14
210efficientnet_b02567082.56144.56410245.290.528.81
211dla342247078.3144.651102415.743.075.02
212mobilenet_edgetpu_v2_m2247064.66144.92810248.461.858.15
213mixnet_s2247052.75145.17710244.130.256.25
214fbnetv3_b2567022.87145.79310248.60.559.1
215seresnet501606986.99146.503102428.092.15.69
216cs3darknet_focus_m2886969.39146.9110249.32.516.19
217eva02_tiny_patch14_2242246896.46148.46710245.51.79.14
218ecaresnet50t1606885.36148.705102425.572.216.04
219tf_efficientnetv2_b12406876.19148.89110248.141.217.34
220efficientvit_b12566866.64149.11110249.10.699.46
221selecsls60b2246862.29149.193102432.773.635.52
222selecsls602246832.72149.84102430.673.595.52
223vit_wee_patch16_reg1_gap_2562566818.08150.174102413.423.8313.9
224mobilenetv4_conv_blur_medium2246816.69150.20510249.721.228.58
225deit3_small_patch16_2242246812.85150.286102422.064.6111.95
226efficientnet_es2246810.09150.34810245.441.818.73
227mixer_s16_2242246808.46150.387102418.533.795.97
228efficientnet_blur_b02246806.84150.4210245.290.438.72
229tiny_vit_5m_2242246795.79150.652102412.081.2811.25
230repvit_m1_02246784.56150.90310247.31.138.69
231regnetx_0162246766.08151.31310249.191.627.93
232resnet501766703.95152.718102425.562.626.92
233convnext_femto2886687.36153.10910245.221.37.56
234flexivit_small2406660.66153.724102422.065.3514.18
235efficientnet_b0_g16_evos2246654.19153.87110248.111.017.42
236resmlp_12_2242246650.72153.939102415.353.015.5
237resnet262246639.65154.197102416.02.367.35
238resnet18d2886633.67154.335102411.713.415.43
239repvit_m22246610.13154.88610248.81.369.43
240mobilenetv4_hybrid_medium2566587.07155.438102411.071.299.01
241convnextv2_atto2246572.88155.77310243.710.553.81
242resnetrs501606568.89155.826102435.692.296.2
243resnext50_32x4d1606540.25156.542102425.032.177.35
244cs3darknet_m2886499.55157.53310249.312.636.69
245rexnetr_1302246489.24157.76910247.610.689.81
246rexnet_1302246476.24158.08910247.560.689.71
247resnetaa34d2246464.72158.371102421.824.435.07
248repghostnet_2002246438.16159.02310249.80.547.96
249convnext_femto_ols2886405.94159.83510245.231.358.06
250xcit_tiny_12_p16_2242246316.09162.10110246.721.246.29
251gmixer_12_2242246305.79162.375102412.72.677.26
252tf_mixnet_s2246303.08162.4310244.130.256.25
253mobilenetv4_conv_aa_medium2566295.03162.65310249.721.5810.3
254repvit_m1_12246283.35162.91710248.81.369.43
255tf_efficientnet_es2246275.13163.15410245.441.818.73
256efficientnet_b12246258.96163.58710247.790.599.36
257efficientnet_es_pruned2246256.91163.6310245.441.818.73
258efficientnet_b0_g8_gn2246255.71163.67210246.560.666.75
259convnext_nano2246249.99163.825102415.592.468.37
260repvgg_b02246210.44164.855102415.823.416.15
261hgnetv2_b02886150.46166.47710246.00.543.51
262ecaresnet50d_pruned2246136.73166.846102419.942.536.43
263hgnetv2_b42246125.62167.15102419.82.756.7
264tf_efficientnet_lite12406121.06167.2610245.420.6210.14
265resnet26d2246072.87168.59102416.012.68.15
266efficientnet_cc_b0_4e2246016.7170.181102413.310.419.42
267efficientnet_cc_b0_8e2246014.04170.256102424.010.429.42
268nf_regnet_b12566005.41170.494102410.220.827.27
269mobilenetv4_conv_medium3205999.7170.6610249.721.7111.84
270mobilenet_edgetpu_v2_l2245960.09171.794102410.922.559.05
271vit_relpos_small_patch16_2242245956.13171.907102421.984.5913.05
272edgenext_x_small2885955.77171.9210242.340.687.5
273regnety_0162245939.38172.381102411.21.638.04
274darknet172565937.82172.434102414.33.267.18
275fbnetv3_d2565909.96173.251102410.310.6811.1
276vit_srelpos_small_patch16_2242245903.24173.446102421.974.5912.16
277nf_resnet262245897.16173.627102416.02.417.35
278mobilevitv2_0752565875.41174.27110242.871.0512.06
279nf_regnet_b22405860.87174.704102414.310.977.23
280ghostnetv2_1302245854.47174.89410248.960.285.9
281efficientnet_b2_pruned2605817.56176.00210248.310.739.13
282vit_base_patch32_plus_2562565803.45176.4151024119.487.797.76
283tiny_vit_11m_2242245800.65176.504102420.352.0413.49
284vit_tiny_patch16_3843845746.17178.18910245.794.725.39
285gmlp_ti16_2242245736.13178.50210245.871.347.55
286mobilenet_edgetpu_v2_m2565727.79178.76110248.462.4210.65
287mobilenetv2_120d2245720.65178.97210245.830.6911.97
288vit_relpos_small_patch16_rpn_2242245707.01179.411102421.974.5913.05
289resnetblur182885705.18179.458102411.693.875.6
290rexnetr_1502245686.03180.06310249.780.8911.13
291convnext_nano_ols2245675.19180.417102415.652.659.38
292poolformer_s122245647.45181.292102411.921.825.53
293efficientformer_l12245641.9181.48102412.291.35.53
294convnextv2_femto2245629.97181.86810245.230.794.57
295rexnet_1502245597.8182.90110249.730.911.21
296efficientnet_lite22605526.09185.28210246.090.8912.9
297efficientnet_b12405515.48185.6410247.790.7110.88
298darknet212565507.84185.899102420.863.937.47
299edgenext_small2565504.6186.0110245.591.269.07
300mobilenetv4_conv_blur_medium2565452.15140.8447689.721.5911.2
301resnext50_32x4d1765448.72187.904102425.032.718.97
302tf_efficientnet_cc_b0_8e2245378.31190.379102424.010.429.42
303tf_efficientnet_cc_b0_4e2245350.74191.362102413.310.419.42
304resnet1011605347.38191.468102444.554.08.28
305gernet_l2565345.88191.534102431.084.578.0
306efficientvit_b12885336.48191.86910249.10.8711.96
307regnetz_0052885324.94192.27510247.120.869.68
308hgnet_tiny2245289.94193.552102414.744.546.36
309repvgg_a22245234.66195.589102428.215.76.26
310mobilenetv4_conv_large2565210.97196.493102432.592.8612.14
311convnext_pico2885203.54196.77210249.052.2710.08
312cs3darknet_focus_l2565201.05196.865102421.154.668.03
313vit_relpos_base_patch32_plus_rpn_2562565200.74196.8791024119.427.688.01
314mobilenetv3_large_150d2565199.32196.924102414.621.0312.35
315resnest14d2245198.83196.94102410.612.767.33
316vit_medium_patch16_clip_2242245170.05198.043102438.598.015.93
317sedarknet212565136.28199.326102420.953.937.47
318tf_efficientnetv2_b22605112.53200.262102410.11.729.84
319regnetz_b162245111.47200.30610249.721.459.95
320efficientnetv2_rw_t2245105.62200.547102413.651.939.94
321hgnetv2_b22245071.32201.903102411.221.154.12
322edgenext_small_rw2565063.53202.21310247.831.589.51
323legacy_seresnext26_32x4d2245035.51203.34102416.792.499.39
324mobilenetv4_hybrid_large_0752565015.06204.168102422.752.0611.64
325ecaresnet101d_pruned2245009.62204.385102424.883.487.69
326tf_efficientnetv2_b32405006.45204.508102414.361.939.95
327crossvit_small_2402405004.67204.591102426.865.6318.17
328convnext_pico_ols2884990.08205.19210249.062.3710.74
329resnext26ts2564989.4205.207102410.32.4310.52
330resnet342884989.09205.219102421.86.076.18
331efficientnet_b12564979.81205.6110247.790.7712.22
332pvt_v2_b12244972.11205.919102414.012.1215.39
333mixnet_m2244961.12206.38710245.010.368.19
334dpn48b2244946.37207.00210249.131.698.92
335sam2_hiera_tiny2244939.34207.285102426.854.9117.12
336nf_ecaresnet262244936.32207.425102416.02.417.36
337eca_resnext26ts2564936.16207.428102410.32.4310.52
338mobilevit_xs2564915.37156.2297682.321.0516.33
339cs3darknet_l2564898.39209.032102421.164.868.55
340tf_efficientnet_b12404891.58209.30910247.790.7110.88
341nf_seresnet262244877.41209.923102417.42.417.36
342gcresnext26ts2564873.11210.116102410.482.4310.53
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344seresnext26ts2564825.46212.166102410.392.4310.52
345tf_efficientnet_lite22604812.46212.75410246.090.8912.9
346resnet26t2564797.54213.414102416.013.3510.52
347convnext_tiny2244796.99213.45102428.594.4713.44
348coatnext_nano_rw_2242244780.38214.189102414.72.4712.8
349ecaresnext50t_32x4d2244760.92215.063102415.412.710.09
350ecaresnext26t_32x4d2244760.44215.086102415.412.710.09
351ghostnetv2_1602244741.68215.94102412.390.427.23
352mobileone_s12244716.61217.08310244.830.869.67
353efficientnet_b22564713.06217.24910249.110.8912.81
354ese_vovnet19b_dw2884711.0217.34810246.542.2213.63
355vit_little_patch16_reg1_gap_2562564683.45218.614102422.526.2718.06
356gc_efficientnetv2_rw_t2244667.78219.357102413.681.949.97
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359vit_little_patch16_reg4_gap_2562564660.7219.682102422.526.3518.33
360efficientnet_b3_pruned3004660.19219.71410249.861.0411.86
361seresnext26t_32x4d2244649.25220.222102416.812.710.09
362tf_mixnet_m2244635.47220.87610245.010.368.19
363crossvit_15_2402404634.12220.945102427.535.8119.77
364vit_small_r26_s32_2242244628.86221.202102436.433.569.85
365seresnet342884622.08221.495102421.966.076.18
366vit_relpos_medium_patch16_cls_2242244616.98221.77102438.768.0318.24
367tresnet_m2244615.66221.824102431.395.757.31
368deit3_medium_patch16_2242244613.13221.958102438.858.015.93
369seresnext26d_32x4d2244594.08222.859102416.812.7310.19
370hgnetv2_b12884576.22223.74910246.340.824.51
371cs3sedarknet_l2564561.19224.486102421.914.868.56
372levit_5122244507.01227.185102495.175.6410.22
373nf_regnet_b22724499.96227.541102414.311.229.27
374repvit_m32244488.27228.109102410.681.8913.94
375selecsls842244485.13228.28102450.955.97.57
376coatnet_pico_rw_2242244472.02228.953102410.852.0514.62
377resnetv2_502244451.45230.006102425.554.1111.11
378mobilevitv2_1002564424.26173.5747684.91.8416.08
379wide_resnet50_21764418.37231.739102468.887.298.97
380hiera_tiny_2242244417.32231.797102427.914.9117.13
381coat_lite_tiny2244413.07232.01810245.721.611.65
382resnet1011764401.33232.627102444.554.9210.08
383crossvit_15_dagger_2402404395.44232.947102428.216.1320.43
384vgg112244384.0233.5451024132.867.617.44
385resnet34d2884379.98233.76102421.826.477.51
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387ecaresnet26t2564365.68234.537102416.013.3510.53
388convit_tiny2244364.79234.58510245.711.267.94
389skresnet342244357.69234.957102422.283.675.13
390vovnet39a2244329.41236.505102422.67.096.73
391convnextv2_pico2244303.27237.94310249.071.376.1
392eca_halonext26ts2564303.05237.954102410.762.4411.46
393cspresnet502564286.58238.859102421.624.5411.5
394fbnetv3_g2404271.76239.698102416.621.2814.87
395fastvit_t82564268.46239.8810244.030.78.63
396dla602244267.0239.958102422.044.2610.16
397resnetv2_50t2244244.14241.24102425.574.3211.82
398regnetx_0322244235.6241.712102415.33.211.37
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402mobilenetv4_hybrid_medium3204223.22242.451102411.072.0514.36
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405resnetv2_50d2244198.97243.837102425.574.3511.92
406efficientvit_b22244196.18244.014102424.331.614.62
407lambda_resnet26t2564192.89244.204102410.963.0211.87
408coat_lite_mini2244171.78245.439102411.012.012.25
409resnet33ts2564170.49245.507102419.684.7611.66
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411botnet26t_2562564164.92245.843102412.493.3211.98
412halonet26t2564157.99246.255102412.483.1911.69
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414eca_vovnet39b2244144.28247.067102422.67.096.74
415dpn682244139.9247.329102412.612.3510.47
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417coatnet_nano_cc_2242244135.45247.589102413.762.2415.02
418rexnetr_2002244135.03185.776816.521.5915.11
419rexnet_2002244128.12186.01376816.371.5614.91
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421eca_resnet33ts2564101.91249.618102419.684.7611.66
422vit_srelpos_medium_patch16_2242244077.53251.113102438.747.9616.21
423gcresnet33ts2564074.93251.273102419.884.7611.68
424dpn68b2244071.04251.513102412.612.3510.47
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427seresnet33ts2564037.86253.571102419.784.7611.66
428resnet50t2244031.22253.987102425.574.3211.82
429visformer_small2244021.8254.581102440.224.8811.43
430resnet50d2243994.33256.335102425.584.3511.92
431davit_tiny2243979.92192.95276828.364.5418.89
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435resnetv2_50x1_bit2243946.63259.432102425.554.2311.11
436cspresnet50d2563928.57260.626102421.644.8612.55
437efficientnet_b12883916.7261.42310247.790.9715.46
438resnext26ts2883914.08261.582102410.33.0713.31
439convnext_tiny_hnf2243907.17262.058102428.594.4713.44
440vit_base_resnet26d_2242243907.09262.0611024101.46.9713.16
441bat_resnext26ts2563900.03262.512102410.732.5312.51
442resnetaa502243892.01263.074102425.565.1511.64
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444regnetv_0402243888.77263.292102420.644.012.29
445vit_relpos_medium_patch16_rpn_2242243883.35263.671102438.737.9717.02
446twins_svt_small2243875.45264.197102424.062.9413.75
447eca_resnext26ts2883875.29264.216102410.33.0713.32
448mobileone_s22243859.75265.28610247.881.3411.55
449hgnetv2_b42883849.96265.959102419.84.5411.08
450haloregnetz_b2243847.23266.147102411.681.9711.94
451legacy_seresnet502243845.77266.241102428.093.8810.6
452cs3darknet_l2883845.41266.274102421.166.1610.83
453efficientnet_cc_b1_8e2403844.11266.369102439.720.7515.44
454tf_efficientnet_em2403839.63266.66410246.93.0414.34
455mobilevit_s2563835.87200.1997685.582.0319.94
456levit_conv_512d2243830.33267.323102492.55.8511.3
457vgg11_bn2243829.44267.3721024132.877.627.44
458tf_efficientnet_b22603827.63267.510249.111.0213.83
459gcresnext26ts2883824.01267.764102410.483.0713.33
460regnety_0402243819.46268.036102420.654.012.29
461resnet1521603816.3268.292102460.195.911.51
462resnetv2_50d_gn2243798.52269.547102425.574.3811.92
463convnext_nano2883784.13270.586102415.594.0613.84
464mixnet_l2243783.23270.64810247.330.5810.84
465ecaresnet50d_pruned2883782.37270.708102419.944.1910.61
466seresnext26ts2883781.76270.745102410.393.0713.32
467resnet50_gn2243769.97271.59102425.564.1411.11
468res2net50_48w_2s2243744.75273.407102425.294.1811.72
469repvit_m1_52243729.62274.53102414.642.3115.7
470tiny_vit_21m_2242243725.54274.83102433.224.2920.08
471resnest26d2243723.36274.993102417.073.649.97
472resnet26d2883717.52275.422102416.014.2913.48
473efficientnet_b22883712.61275.79710249.111.1216.2
474efficientnet_em2403709.85275.98710246.93.0414.34
475vovnet57a2243706.22276.265102436.648.957.52
476resnetaa50d2243694.51277.138102425.585.3912.44
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478regnetx_0402243677.93278.37102422.123.9912.2
479convnextv2_atto2883666.13279.27810243.710.916.3
480inception_v32993663.18279.511102423.835.738.97
481hiera_small_2242243657.67279.941102435.016.4220.75
482gcvit_xxtiny2243656.12280.058102412.02.1415.36
483twins_pcpvt_small2243652.03280.363102424.113.8318.08
484seresnet502243649.19280.58102428.094.1111.13
485resnetblur502243629.01282.14102425.565.1612.02
486densenet1212243614.99283.24710247.982.876.9
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488ecaresnet50t2243581.41285.899102425.574.3211.83
489cs3sedarknet_l2883578.3286.15102421.916.1610.83
490vit_base_r26_s32_2242243567.73286.9871024101.386.8112.36
491mobilenetv4_conv_large3203558.21287.765102432.594.4718.97
492inception_next_tiny2243555.09288.019102428.064.1911.98
493ecaresnet50d2243553.36288.157102425.584.3511.93
494mobileone_s02243552.46288.22710245.291.0915.48
495coatnet_rmlp_nano_rw_2242243537.96289.405102415.152.6220.34
496tf_mixnet_l2243536.96289.48410247.330.5810.84
497dla60x2243535.6289.605102417.353.5413.8
498ese_vovnet57b2243532.21289.885102438.618.957.52
499edgenext_small3203521.78290.74410245.591.9714.16
500mobilevitv2_1252563514.09218.5327687.482.8620.1
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502vit_base_patch32_3843843507.62291.907102488.313.0616.5
503nf_regnet_b32883505.93292.061102418.591.6711.84
504vit_base_patch32_clip_3843843505.16292.11102488.313.0616.5
505hgnetv2_b52243503.99292.219102439.576.5611.19
506tf_efficientnet_cc_b1_8e2403502.1292.382102439.720.7515.44
507seresnet50t2243492.13293.202102428.14.3211.83
508vit_large_patch32_2242243482.36294.0331024305.5115.3913.3
509vit_medium_patch16_reg1_gap_2562563459.44295.982102438.8810.6322.26
510vit_medium_patch16_reg4_gap_2562563450.76296.726102438.8810.7622.6
511resnetblur50d2243438.8297.748102425.585.412.82
512cs3darknet_focus_x2563437.61297.861102435.028.0310.69
513eca_nfnet_l02243436.69297.944102424.144.3510.47
514convnext_nano_ols2883435.64298.035102415.654.3815.5
515resnetrs502243434.24298.144102435.694.4812.14
516resnext50_32x4d2243427.06298.772102425.034.2614.4
517coatnet_0_rw_2242243425.88298.879102427.444.4318.73
518hgnet_small2243416.04299.744102424.368.538.79
519cspresnext502563409.98300.268102420.574.0515.86
520dla60_res2net2243403.55300.841102420.854.1512.34
521res2net50_26w_4s2243401.73300.973102425.74.2812.61
522maxvit_pico_rw_2562563401.1225.7927687.461.8322.3
523resmlp_24_2242243399.81301.162102430.025.9610.91
524res2net50_14w_8s2243398.1301.29102425.064.2113.28
525maxvit_rmlp_pico_rw_2562563396.4226.1057687.521.8524.86
526resnet50s2243396.16301.49102425.685.4713.52
527convnextv2_femto2883395.92301.51610245.231.37.56
528regnety_040_sgn2243390.72301.971102420.654.0312.29
529xcit_tiny_24_p16_2242243375.55303.331102412.122.3411.82
530efficientvit_b22563369.65303.868102424.332.0919.03
531nfnet_f01923349.0305.741102471.497.2110.16
532nfnet_l02243341.81306.39102435.074.3610.47
533hieradet_small2563335.5230.23276834.728.5127.76
534edgenext_base2563315.68308.815102418.513.8515.58
535resnest50d_1s4x24d2243309.67309.367102425.684.4313.57
536efficientnet_lite33003296.2155.315128.21.6521.85
537dla60_res2next2243295.03310.75102417.033.4913.17
538mobilenetv3_large_150d3203287.23233.60676814.621.6119.29
539cs3darknet_x2563280.58312.118102435.058.3811.35
540crossvit_18_2402403276.68312.485102443.279.0526.26
541lambda_resnet26rpt_2562563275.72234.43576810.993.1611.87
542resnet32ts2883273.65312.761102417.965.8614.65
543resnext50d_32x4d2243267.01313.407102425.054.515.2
544densenetblur121d2243260.14314.07710248.03.117.9
545res2net50d2243253.03314.728102425.724.5213.41
546darknetaa532563249.03315.15102436.027.9712.39
547edgenext_small_rw3203242.29315.80710247.832.4614.85
548resnet33ts2883239.71316.048102419.686.0214.75
549seresnetaa50d2243235.08316.472102428.115.412.46
550tf_efficientnetv2_b33003232.69316.734102414.363.0415.74
551focalnet_tiny_srf2243226.46317.357102428.434.4216.32
552efficientnetv2_rw_t2883225.91317.41102413.653.1916.42
553eva02_small_patch14_2242243225.8317.422102421.626.1418.28
554gcresnext50ts2563223.82317.616102415.673.7515.46
555res2next502243218.65318.1102424.674.213.71
556gcresnet50t2563218.31318.16102425.95.4214.67
557gmixer_24_2242243213.22318.663102424.725.2814.45
558eca_resnet33ts2883197.58320.22102419.686.0214.76
559efficientvit_l12243180.29321.964102452.655.2715.85
560mobileone_s32243179.46322.047102410.171.9413.85
561repvgg_b1g42243167.88323.216102439.978.1510.64
562gcresnet33ts2883167.19323.296102419.886.0214.78
563crossvit_18_dagger_2402403155.34324.503102444.279.527.03
564vit_medium_patch16_gap_2562563146.86325.379102438.8610.5922.15
565resnet1521763145.18325.546102460.197.2213.99
566hgnetv2_b22883131.53326.979102411.221.896.8
567seresnet33ts2883123.88327.768102419.786.0214.76
568regnetz_b162883121.28328.04310249.722.3916.43
569legacy_seresnext50_32x4d2243106.31329.614102427.564.2614.42
570nextvit_small2243105.38329.731102431.765.8118.44
571convnextv2_nano2243104.37329.834102415.622.468.37
572xcit_nano_12_p16_3843843100.3330.2610243.051.6412.15
573regnetz_c162563087.39331.642102413.462.5116.57
574resnet26t3203086.83331.703102416.015.2416.44
575pit_b_distilled_2242243072.82333.214102474.7912.533.07
576poolformerv2_s122243071.46333.361102411.891.835.53
577cs3sedarknet_x2563067.22333.833102435.48.3811.35
578ecaresnet101d_pruned2883064.98334.074102424.885.7512.71
579pit_b_2242243054.02335.268102473.7612.4232.94
580eva02_tiny_patch14_3363363050.79335.6310245.764.6827.16
581gc_efficientnetv2_rw_t2883042.11336.591102413.683.216.45
582resnetrs1011923039.94336.818102463.626.0412.7
583fbnetv3_g2883035.76337.294102416.621.7721.09
584resnet51q2563034.29337.446102435.76.3816.55
585seresnext50_32x4d2243033.27337.56102427.564.2614.42
586rdnet_tiny2243025.51338.425102423.865.0615.98
587darknet532562995.64341.801102441.619.3112.39
588ecaresnetlight2882980.87343.501102430.166.7913.91
589xcit_small_12_p16_2242242979.57343.65102426.254.8212.58
590nf_ecaresnet502242969.89344.775102425.564.2111.13
591convnext_small2242968.52344.929102450.228.7121.56
592coatnet_bn_0_rw_2242242961.32345.762102427.444.6722.04
593densenet1692242960.88345.825102414.153.47.3
594focalnet_tiny_lrf2242958.28346.126102428.654.4917.76
595pvt_v2_b22242957.1346.245102425.364.0527.53
596nf_seresnet502242955.47346.454102428.094.2111.13
597fastvit_t122562935.13348.8610247.551.4212.42
598hgnet_tiny2882932.95349.114102414.747.5110.51
599regnetx_0802242928.56349.629102439.578.0214.06
600vit_base_resnet50d_2242242926.61349.8651024110.978.7316.92
601convnext_tiny2882917.07351.019102428.597.3922.21
602mobilevitv2_1502562915.63175.5951210.594.0924.11
603coatnet_rmlp_0_rw_2242242907.73352.136102427.454.7224.89
604skresnet502242900.52353.008102425.84.1112.5
605poolformer_s242242899.97353.076102421.393.4110.68
606mobilenetv4_hybrid_medium3842891.5354.122102411.073.0121.18
607nf_regnet_b33202880.71355.451102418.592.0514.61
608tf_efficientnet_lite33002879.81177.7615128.21.6521.85
609resnet50_mlp2562876.92355.906102426.657.0516.25
610sehalonet33ts2562863.49357.576102413.693.5514.7
611gcvit_xtiny2242857.49358.335102419.982.9320.26
612cs3sedarknet_xdw2562854.33358.703102421.65.9717.18
613seresnext26t_32x4d2882852.69358.931102416.814.4616.68
614gmlp_s16_2242242850.78359.18102419.424.4215.1
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628skresnet50d2242791.4366.81102425.824.3613.31
629vit_base_patch16_2242242787.15367.372102486.5717.5823.9
630vit_base_patch16_clip_2242242783.55367.849102486.5717.5823.9
631fastvit_sa122562781.99368.06102411.581.9614.03
632vgg132242780.3368.2771024133.0511.3112.25
633resnet61q2562779.68368.358102436.857.817.01
634fastvit_s122562776.35368.80610249.471.8213.67
635maxxvit_rmlp_nano_rw_2562562775.33276.70776816.784.3726.05
636cs3edgenet_x2562763.68370.501102447.8211.5312.92
637lambda_resnet50ts2562759.83371.018102421.545.0717.48
638dm_nfnet_f01922757.16371.375102471.497.2110.16
639nest_tiny_jx2242755.91371.543102417.065.8325.48
640rexnetr_3002242754.02278.83676834.813.3922.16
641cspdarknet532562752.11372.057102427.646.5716.81
642mixnet_xl2242741.75373.463102411.90.9314.57
643resnet1012242736.75374.138102444.557.8316.23
644resnetv2_502882733.41374.59102425.556.7918.37
645repvgg_b12242730.49374.994102457.4213.1610.64
646coatnet_0_2242242722.37188.05151225.044.5824.01
647resnetv2_101d2242718.59376.633102444.568.0717.04
648wide_resnet101_21762695.47379.8751024126.8914.3113.18
649vit_base_mci_2242242690.01380.639102486.3517.7324.65
650beitv2_base_patch16_2242242684.73381.393102486.5317.5823.9
651res2net50_26w_6s2242681.29381.848102437.056.3315.28
652rexnet_3002242677.08286.84976834.713.4422.4
653swin_tiny_patch4_window7_2242242659.27385.037102428.294.5117.06
654maxxvitv2_nano_rw_2562562649.05289.89676823.76.2623.05
655beit_base_patch16_2242242644.21387.233102486.5317.5823.9
656resnet101d2242638.05388.135102444.578.0817.04
657vit_base_patch32_clip_4484482613.19391.83102488.3417.9323.9
658resnet101c2242612.47391.937102444.578.0817.04
659mixer_b16_2242242607.54392.687102459.8812.6214.53
660vit_relpos_base_patch16_clsgap_2242242605.09393.051102486.4317.625.12
661efficientnetv2_s2882604.83393.096102421.464.7520.13
662twins_pcpvt_base2242604.17393.184102443.836.6825.25
663efficientvit_b22882600.38393.768102424.332.6424.03
664convnextv2_pico2882600.23393.7910249.072.2710.08
665vit_relpos_base_patch16_cls_2242242599.77393.861102486.4317.625.12
666efficientformer_l32242594.92394.593102431.413.9312.01
667resnet502882592.09395.018102425.566.818.37
668maxvit_nano_rw_2562562589.91296.51676815.454.4630.28
669maxvit_rmlp_nano_rw_2562562586.52296.90576815.54.4731.92
670deit3_base_patch16_2242242583.38396.36102486.5917.5823.9
671pvt_v2_b2_li2242575.01397.638102422.553.9127.6
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673efficientvit_l22242558.08400.28102463.716.9719.58
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676darknetaa532882551.71401.279102436.0210.0815.68
677tresnet_v2_l2242548.5401.775102446.178.8516.34
678hgnetv2_b32882548.29401.817102416.292.948.38
679cs3se_edgenet_x2562541.11402.95102450.7211.5312.94
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681gcresnext50ts2882518.28406.608102415.674.7519.57
682gcresnet50t2882515.86406.998102425.96.8618.57
683xcit_nano_12_p8_2242242506.42408.52510243.052.1615.71
684vit_small_patch16_3843842502.77409.123102422.215.5250.78
685resnet101_clip_gap2242494.59410.455102442.529.1117.56
686hiera_base_2242242493.69410.614102451.529.430.42
687resnetaa101d2242493.54410.631102444.579.1217.56
688resnetv2_101x1_bit2242493.42410.646102444.548.0416.23
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690dpn68b2882486.84411.746102412.613.8917.3
691efficientnetv2_rw_s2882485.89411.904102423.944.9121.41
692hrnet_w18_ssld2242477.35413.328102421.34.3216.31
693mobilenetv4_conv_large3842476.57413.456102432.596.4327.31
694cait_xxs24_2242242472.37414.153102411.962.5320.29
695mobilevitv2_1752562468.71207.37651214.255.5428.13
696resnet50t2882467.58414.952102425.577.1419.53
697vit_betwixt_patch16_reg1_gap_2562562466.98415.052102460.416.3227.83
698lamhalobotnet50ts_2562562464.83415.423102422.575.0218.44
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700vit_base_patch16_siglip_gap_2242242459.11416.38102485.817.4923.75
701flexivit_base2402458.77416.449102486.5920.2928.36
702vit_betwixt_patch16_reg4_gap_2562562454.92417.093102460.416.5228.24
703legacy_seresnet1012242446.63418.514102449.337.6115.74
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705vit_base_patch16_siglip_2242242438.72419.861102492.8817.7324.06
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707tresnet_l2242412.56424.417102455.9910.911.9
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709darknet532882407.72425.266102441.6111.7815.68
710cs3sedarknet_x2882391.52428.157102435.410.614.37
711mixer_l32_2242242388.54428.6931024206.9411.2719.86
712resnetblur101d2242387.51428.868102444.579.1217.94
713coat_lite_small2242386.34429.081102419.843.9622.09
714regnetv_0402882386.15429.115102420.646.620.3
715swin_s3_tiny_2242242384.47429.416102428.334.6419.13
716regnety_0802242379.83430.251102439.188.017.97
717resnetaa502882379.68430.28102425.568.5219.24
718nextvit_base2242376.93430.787102444.828.2923.71
719vit_base_patch16_gap_2242242375.57431.026102486.5717.4925.59
720sebotnet33ts_2562562374.22161.70938413.73.8917.46
721resnet101s2242366.29432.714102444.679.1918.64
722convnext_tiny_hnf2882365.38432.876102428.597.3922.21
723mobileone_s42242361.85433.537102414.953.0417.74
724regnety_0402882353.01435.158102420.656.6120.3
725vit_small_patch16_36x1_2242242352.87435.189102464.6713.7135.69
726regnetv_0642242352.23435.302102430.586.3916.41
727vit_relpos_base_patch16_2242242344.88436.673102486.4317.5124.97
728seresnet1012242343.32436.959102449.337.8416.27
729dla102x2242342.65437.086102426.315.8919.42
730vit_small_resnet50d_s16_2242242336.25438.285102457.5313.4824.82
731ecaresnet101d2242325.28440.352102444.578.0817.07
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733volo_d1_2242242323.65440.668102426.636.9424.43
734resnetv2_50d_gn2882323.37440.707102425.577.2419.7
735hiera_small_abswin_2562562323.14440.761102434.368.2926.38
736densenet2012242317.12441.908102420.014.347.85
737resnet51q2882316.81441.957102435.78.0720.94
738efficientnet_b33202307.8221.83751212.232.0126.52
739resnet50_gn2882303.59444.495102425.566.8518.37
740halonet50ts2562300.62445.077102422.735.319.2
741nf_resnet1012242293.33446.489102444.558.0116.23
742resnext101_32x8d1762291.04446.931102488.7910.3319.37
743maxvit_tiny_rw_2242242283.98336.23576829.065.1133.11
744resmlp_36_2242242277.0449.683102444.698.9116.33
745efficientnet_b3_gn2882272.8225.25351211.731.7423.35
746vit_base_patch16_clip_quickgelu_2242242269.68451.136102486.1917.5823.9
747legacy_xception2992267.92338.61776822.868.435.83
748tf_efficientnet_b33002265.14226.00651212.231.8723.83
749resnetaa50d2882259.31453.205102425.588.9220.57
750vitamin_small_2242242252.3454.619102422.035.9226.38
751vit_medium_patch16_rope_reg1_gap_2562562246.04455.888102438.7410.6322.26
752vgg13_bn2242243.6456.381024133.0511.3312.25
753sequencer2d_s2242241.43456.822102427.654.9611.31
754seresnet502882233.67458.373102428.096.818.39
755efficientvit_b32242229.48459.279102448.653.9926.9
756repvgg_b2g42242226.86459.812102461.7612.6312.9
757vit_small_patch16_18x2_2242242225.09460.18102464.6713.7135.69
758tf_efficientnetv2_s3002217.63461.725102421.465.3522.73
759deit3_small_patch16_3843842216.36461.997102422.2115.5250.78
760resnetblur502882215.39462.19102425.568.5219.87
761res2net101_26w_4s2242210.59463.166102445.218.118.45
762regnety_080_tv2242199.69465.492102439.388.5119.73
763xcit_tiny_12_p16_3843842198.84465.67210246.723.6418.26
764hgnetv2_b52882192.99466.916102439.5710.8418.5
765resnext101_32x4d2242191.44467.242102444.188.0121.23
766res2net50_26w_8s2242190.96467.347102448.48.3717.95
767ecaresnet50t2882189.92467.571102425.577.1419.55
768vit_relpos_base_patch16_rpn_2242242183.57468.919102486.4117.5124.97
769densenet1212882181.11469.46510247.984.7411.41
770ecaresnet50d2882174.22470.95102425.587.1919.72
771pvt_v2_b32242173.14471.171102445.246.9237.7
772vgg162242165.35472.8761024138.3615.4713.56
773vit_base_patch16_xp_2242242165.22472.901102486.5117.5623.9
774vit_base_patch16_rpn_2242242161.0473.826102486.5417.4923.75
775repvit_m2_32242157.85474.494102423.694.5726.21
776cs3edgenet_x2882155.75474.984102447.8214.5916.36
777mvitv2_tiny2242155.16475.117102424.174.721.16
778swinv2_cr_tiny_2242242153.94475.376102428.334.6628.45
779nf_resnet502882147.63476.776102425.566.8818.37
780ese_vovnet99b2242146.96476.932102463.216.5111.27
781mobilevitv2_2002562143.14358.3376818.457.2232.15
782res2net101d2242140.6478.302102445.238.3519.25
783seresnet50t2882138.78478.747102428.17.1419.55
784edgenext_base3202134.2479.781102418.516.0124.32
785resnet61q2882130.61480.584102436.859.8721.52
786swinv2_cr_tiny_ns_2242242127.09481.38102428.334.6628.45
787inception_next_small2242115.6484.002102449.378.3619.27
788vit_mediumd_patch16_reg4_gap_2562562113.09484.575102464.1117.8737.57
789ese_vovnet39b_evos2242111.78484.876102424.587.076.74
790rdnet_small2242110.32485.203102450.448.7422.55
791resnext50_32x4d2882108.45485.637102425.037.0423.81
792eca_nfnet_l02882099.14487.794102424.147.1217.29
793mobilenetv4_hybrid_medium4482097.44366.13976811.074.229.64
794convnext_base2242095.37488.672102488.5915.3828.75
795resnetblur50d2882095.33488.675102425.588.9221.19
796regnety_040_sgn2882093.1489.199102420.656.6720.3
797resnet101d2562091.32489.613102444.5710.5522.25
798coatnet_rmlp_1_rw_2242242085.77490.917102441.697.8535.47
799xception41p2992084.2245.63751226.919.2539.86
800regnetz_0402562068.8494.89102427.124.0624.19
801nf_regnet_b43202065.2495.816102430.213.2919.88
802regnetz_040_h2562063.38496.243102428.944.1224.29
803efficientvit_l22562060.07497.046102463.719.0925.49
804resnest50d_4s2x40d2242047.78500.025102430.424.417.94
805nfnet_l02882047.5500.093102435.077.1317.29
806vit_base_patch16_reg4_gap_2562562044.87500.737102486.6223.533.89
807regnetz_d322562033.99503.413102427.585.9823.74
808dpn922242027.88504.934102437.676.5418.21
809regnetz_d82562018.69507.232102423.373.9723.74
810resnext50d_32x4d2882012.24508.858102425.057.4425.13
811focalnet_small_srf2241995.65513.095102449.898.6226.26
812hgnet_small2881995.54384.84176824.3614.0914.53
813vgg192241994.6513.3581024143.6719.6314.86
814crossvit_base_2402401994.0513.5161024105.0321.2236.33
815regnetz_c163201992.12513.999102413.463.9225.88
816resnetv2_1522241991.8514.076102460.1911.5522.56
817mobilenetv4_conv_aa_large3841988.94514.825102432.597.0732.29
818hiera_base_plus_2242241983.12516.333102469.912.6737.98
819regnetx_1202241982.95516.372102446.1112.1321.37
820convnextv2_tiny2241982.1516.59102428.644.4713.44
821seresnetaa50d2881977.18517.879102428.118.9220.59
822repvgg_b22241974.36518.618102489.0220.4512.9
823legacy_seresnext101_32x4d2241971.37519.379102448.968.0221.26
824densenetblur121d2881970.87519.54510248.05.1413.06
825convit_small2241970.28519.698102427.785.7617.87
826coatnet_1_rw_2242241960.67522.246102441.728.0434.6
827nfnet_f02561953.19524.243102471.4912.6218.05
828botnet50ts_2562561951.79262.30551222.745.5422.23
829poolformer_s362241948.45525.506102430.865.015.82
830convmixer_1024_20_ks9_p142241942.47527.139102424.385.555.51
831resnet1522241941.85527.301102460.1911.5622.56
832skresnext50_32x4d2241938.97528.085102427.484.517.18
833resnetv2_152d2241938.05528.334102460.211.823.36
834fastvit_mci02561935.03529.168102411.412.4218.29
835inception_v42991934.57529.276102442.6812.2815.09
836seresnext101_32x4d2241925.49531.724102448.968.0221.26
837nextvit_large2241924.7532.009102457.8710.7828.99
838halo2botnet50ts_2562561915.33534.611102422.645.0221.78
839coatnet_rmlp_1_rw2_2242241914.3534.892102441.728.1140.13
840vgg16_bn2241909.7536.1821024138.3715.513.56
841resnetv2_50d_frn2241907.53536.788102425.594.3311.92
842twins_svt_base2241904.0537.783102456.078.5926.33
843gcvit_tiny2241903.79537.854102428.224.7929.82
844vit_base_patch16_siglip_gap_2562561894.78540.402102485.8423.1333.23
845dla1692241893.96540.641102453.3911.620.2
846convnextv2_nano2881893.91405.4976815.624.0613.84
847resnet152d2241891.46541.352102460.2111.823.36
848efficientnet_el3001884.76543.277102410.598.030.7
849resnet152c2241882.54543.916102460.2111.823.36
850twins_pcpvt_large2241881.08544.338102460.999.8435.82
851nf_ecaresnet1012241877.87545.282102444.558.0116.27
852vit_base_patch16_siglip_2562561875.34546.002102492.9323.4433.63
853maxvit_tiny_tf_2242241873.59409.88876830.925.635.78
854maxxvit_rmlp_tiny_rw_2562561870.47410.57176829.646.6639.76
855efficientnet_el_pruned3001867.55548.285102410.598.030.7
856efficientnet_b3_gn3201866.95205.66338411.732.1428.83
857seresnext50_32x4d2881856.61551.512102427.567.0423.82
858regnetz_b16_evos2241854.56552.12310249.741.439.95
859nf_seresnet1012241848.05554.073102449.338.0216.27
860repvgg_b3g42241843.59555.409102483.8317.8915.1
861regnety_1202241840.57556.321102451.8212.1421.38
862mobilenetv4_conv_large4481830.25419.59276832.598.7537.17
863focalnet_small_lrf2241830.02559.535102450.348.7428.61
864caformer_s182241825.4560.94102426.344.1319.39
865nest_small2241821.81562.055102438.3510.3540.04
866efficientnet_b3_g8_gn2881817.33422.57876814.252.5923.35
867densenet1612241806.94566.679102428.687.7911.06
868tresnet_xl2241805.47567.135102478.4415.215.34
869convnext_small2881801.22568.48102450.2214.3935.65
870nest_small_jx2241800.35568.755102438.3510.3540.04
871ecaresnet50t3201797.24569.733102425.578.8224.13
872vit_small_patch8_2242241790.17571.984102421.6722.4480.84
873vit_large_r50_s32_2242241790.0572.0421024328.9919.5824.41
874efficientvit_b32561789.45429.15676848.655.235.01
875davit_base2241784.6430.32476887.9515.5140.66
876tf_efficientnet_el3001777.69576.0102410.598.030.7
877vit_base_patch16_plus_2402401770.19578.4411024117.5627.4133.08
878maxvit_tiny_rw_2562561767.83434.40676829.076.7444.35
879maxvit_rmlp_tiny_rw_2562561764.91435.12976829.156.7746.92
880sequencer2d_m2241760.97581.467102438.316.5514.26
881xception412991760.86290.74851226.979.2839.86
882resnet152s2241745.67586.565102460.3212.9224.96
883efficientnet_b43201740.06294.22251219.343.1334.76
884coatnet_1_2242241739.09294.38651242.238.739.0
885resnetv2_1012881737.4589.353102444.5412.9426.83
886hrnet_w302241723.75593.993102437.718.1521.21
887mixnet_xxl2241723.5445.58476823.962.0423.43
888convformer_s182241723.21594.213102426.773.9615.82
889legacy_seresnet1522241717.65596.143102466.8211.3322.08
890regnetx_1602241711.44598.295102454.2815.9925.52
891resnetv2_50d_evos2241709.91598.829102425.594.3311.92
892rexnetr_3002881708.11299.71851234.815.5936.61
893mobilenetv4_hybrid_large3841707.76599.592102437.767.7734.52
894eva02_base_patch16_clip_2242241707.16599.804102486.2617.6226.32
895wide_resnet50_22881707.11599.82102468.8818.8923.81
896mvitv2_small_cls2241705.56600.369102434.877.0428.17
897hrnet_w322241694.43604.278102441.238.9722.02
898xcit_tiny_12_p8_2242241681.45608.96910246.714.8123.6
899resnet1012881679.51609.673102444.5512.9526.83
900tnt_s_patch16_2242241675.64611.078102423.765.2424.37
901wide_resnet101_22241674.87611.3661024126.8922.821.23
902vgg19_bn2241663.12615.6811024143.6819.6614.86
903cait_xxs36_2242241660.72616.58102417.33.7730.34
904swin_small_patch4_window7_2242241658.9617.245102449.618.7727.47
905seresnet1522241654.98618.709102466.8211.5722.61
906vit_betwixt_patch16_rope_reg4_gap_2562561646.55621.878102460.2316.5228.24
907convnext_tiny3841644.05311.40851228.5913.1439.48
908efficientformerv2_s02241630.94627.82810243.60.415.3
909cs3se_edgenet_x3201622.94630.928102450.7218.0120.21
910mvitv2_small2241621.36631.548102434.877.028.08
911vit_relpos_base_patch16_plus_2402401621.32631.5591024117.3827.334.33
912efficientvit_l22881608.39636.638102463.7111.5132.19
913convnext_base2561605.42637.811102488.5920.0937.55
914dm_nfnet_f02561604.65638.122102471.4912.6218.05
915dla102x22241600.16639.91102441.289.3429.91
916maxvit_tiny_pm_2562561598.65480.38376830.096.6147.9
917efficientnet_lite43801596.86240.4538413.014.0445.66
918xcit_small_24_p16_2242241593.77642.475102447.679.123.64
919samvit_base_patch16_2242241591.15643.539102486.4617.5424.54
920vit_small_r26_s32_3843841589.79644.083102436.4710.4329.85
921regnety_1602241584.47646.244102483.5915.9623.04
922hiera_base_abswin_2562561579.74648.184102451.2712.4640.7
923hgnetv2_b62241577.08649.276102475.2616.8821.23
924vit_base_r50_s16_2242241574.79650.212102497.8921.6635.28
925poolformerv2_s242241572.19651.293102421.343.4210.68
926coat_tiny2241561.91655.58410245.54.3527.2
927pvt_v2_b42241560.91655.996102462.5610.1453.74
928pvt_v2_b52241557.23657.547102481.9611.7650.92
929eca_nfnet_l12561553.7659.05102441.419.6222.04
930repvgg_b32241551.91659.8031024123.0929.1615.1
931xception65p2991551.33329.99951239.8213.9152.48
932swinv2_tiny_window8_2562561547.17661.823102428.355.9624.57
933resnetaa101d2881535.29666.945102444.5715.0729.03
934fastvit_sa242561525.62671.177102421.553.824.32
935efficientnetv2_s3841507.35679.311102421.468.4435.77
936efficientformerv2_s12241505.34680.21410246.190.677.66
937resnet152d2561501.71681.861102460.2115.4130.51
938inception_next_base2241485.4689.354102486.6714.8525.69
939efficientnet_b3_g8_gn3201480.62518.67976814.253.228.83
940regnety_0802881476.82693.353102439.1813.2229.69
941dpn982241476.36693.573102461.5711.7325.2
942mobilenetv4_conv_aa_large4481470.08522.39576832.599.6343.94
943hrnet_w18_ssld2881462.78700.012102421.37.1426.96
944resnetblur101d2881462.58700.1102444.5715.0729.65
945rdnet_base2241460.56525.79676887.4515.431.14
946hgnet_base2241454.32528.0676871.5825.1415.47
947efficientnetv2_rw_s3841440.54710.82102423.948.7238.03
948nf_regnet_b43841439.96711.11102430.214.728.61
949seresnet1012881437.85712.145102449.3312.9526.87
950regnetv_0642881435.74713.191102430.5810.5527.11
951focalnet_base_srf2241425.69718.219102488.1515.2835.01
952eva02_small_patch14_3363361424.13719.007102422.1315.4854.33
953ecaresnet101d2881423.42719.366102444.5713.3528.19
954regnety_0642881420.12720.99102430.5810.5627.11
955tf_efficientnetv2_s3841419.64721.279102421.468.4435.77
956tf_efficientnet_lite43801419.26270.53338413.014.0445.66
957inception_resnet_v22991412.75724.752102455.8413.1825.06
958resnext101_64x4d2241412.06725.153102483.4615.5231.21
959crossvit_15_dagger_4084081397.53732.691102428.521.4595.05
960resnext101_32x8d2241396.99732.978102488.7916.4831.21
961resnet2002241396.79733.081102464.6715.0732.19
962efficientvit_b32881387.6553.44776848.656.5844.2
963resnetrs1012881381.07741.426102463.6213.5628.53
964poolformer_m362241377.13743.544102456.178.822.02
965maxvit_rmlp_small_rw_2242241365.13562.56376864.910.7549.3
966vit_mediumd_patch16_rope_reg1_gap_2562561360.17752.819102463.9517.6537.02
967resnext101_32x4d2881355.28755.535102444.1813.2435.09
968vit_so150m_patch16_reg4_gap_2562561352.83756.9041024134.1336.7553.21
969vit_medium_patch16_gap_3843841340.12764.084102439.0326.0867.54
970vit_so150m_patch16_reg4_map_2562561340.1764.0941024141.4837.1853.68
971swinv2_cr_small_2242241339.46764.46102449.79.0750.27
972resnet101d3201328.63770.69102444.5716.4834.77
973regnetz_0403201328.31385.42451227.126.3537.78
974swinv2_cr_small_ns_2242241326.17772.119102449.79.0850.27
975regnetz_040_h3201323.75386.75251228.946.4337.94
976focalnet_base_lrf2241318.02776.898102488.7515.4338.13
977eva02_base_patch14_2242241315.36778.472102485.7623.2236.55
978xception652991311.64390.31451239.9213.9652.48
979vit_base_patch16_rope_reg1_gap_2562561310.51781.347102486.4323.2233.39
980nest_base2241310.17781.549102467.7217.9653.39
981convnextv2_small2241310.01781.645102450.328.7121.56
982nfnet_f12241306.81783.5621024132.6317.8722.94
983efficientnetv2_m3201304.81784.765102454.1411.0139.97
984volo_d2_2242241303.25785.708102458.6814.3441.34
985coatnet_2_rw_2242241301.67393.31951273.8715.0949.22
986regnetz_d323201300.21787.532102427.589.3337.08
987seresnext101_64x4d2241298.53788.558102488.2315.5331.25
988nest_base_jx2241295.76790.243102467.7217.9653.39
989gmlp_b16_2242241289.85793.862102473.0815.7830.21
990mobilevitv2_1503841286.35198.99525610.599.254.25
991hrnet_w402241285.98796.256102457.5612.7525.29
992regnetz_d83201285.82796.348102423.376.1937.08
993seresnext101_32x8d2241284.38797.243102493.5716.4831.25
994seresnet152d2561276.56802.126102466.8415.4230.56
995resnetrs1522561273.91803.74102486.6215.5930.83
996mobilenetv4_conv_aa_large4801272.27603.6276832.5911.0550.45
997convnextv2_tiny2881271.26604.09776828.647.3922.21
998cait_s24_2242241270.01806.265102446.929.3540.58
999convnext_base2881266.87808.261102488.5925.4347.53
1000seresnext101d_32x8d2241264.56809.737102493.5916.7232.05
1001resnest101e2561259.59812.93102448.2813.3828.66
1002efficientformer_l72241257.98813.975102482.2310.1724.45
1003twins_svt_large2241250.2819.039102499.2715.1535.1
1004maxvit_small_tf_2242241245.42411.08751268.9311.6653.17
1005maxxvit_rmlp_small_rw_2562561239.49619.58876866.0114.6758.38
1006mobilenetv4_hybrid_large4481233.31622.69176837.7610.7448.61
1007resnet50x4_clip_gap2881228.45833.533102465.6219.5734.11
1008coatnet_rmlp_2_rw_2242241227.94416.93551273.8815.1854.78
1009coat_mini2241224.8836.033102410.346.8233.68
1010coatnet_2_2242241217.65420.45551274.6816.552.67
1011coat_lite_medium2241217.51841.038102444.579.8140.06
1012efficientnet_b43841211.17317.02438419.344.5150.04
1013swin_base_patch4_window7_2242241207.02848.341102487.7715.4736.63
1014convnext_large2241206.16848.951024197.7734.443.13
1015tresnet_m4481204.65850.01102431.3922.9929.21
1016mvitv2_base_cls2241201.41852.308102465.4410.2340.65
1017vit_large_patch32_3843841196.88855.5331024306.6345.3143.86
1018resnet1522881192.43858.72102460.1919.1137.28
1019seresnext101_32x4d2881192.03859.008102448.9613.2535.12
1020tiny_vit_21m_3843841188.05646.40976821.2313.7777.83
1021seresnextaa101d_32x8d2241183.29865.35102493.5917.2534.16
1022resnet50x4_clip2881179.84867.878102487.1421.3535.27
1023xcit_tiny_24_p16_3843841171.17874.311102412.126.8734.29
1024levit_conv_384_s82241166.16439.02651239.129.9835.86
1025dm_nfnet_f12241150.17890.2851024132.6317.8722.94
1026regnetz_e82561147.85892.072102457.79.9140.94
1027swin_s3_small_2242241145.1670.65676849.749.4337.84
1028mvitv2_base2241138.44899.454102451.4710.1640.5
1029sequencer2d_l2241135.5901.779102454.39.7422.12
1030efficientnetv2_rw_m3201134.41902.651102453.2412.7247.14
1031gcvit_small2241132.43904.224102451.098.5741.61
1032regnety_1202881127.97680.84276851.8220.0635.34
1033hrnet_w442241125.91909.412102467.0614.9426.92
1034levit_384_s82241123.29455.78451239.129.9835.86
1035regnetz_b16_evos2881122.27684.37689.742.3616.43
1036hrnet_w48_ssld2241116.96916.749102477.4717.3428.56
1037hrnet_w482241113.97919.215102477.4717.3428.56
1038regnetz_c16_evos2561112.53690.28976813.492.4816.57
1039tf_efficientnet_b43801110.38345.79838419.344.4949.49
1040xcit_medium_24_p16_2242241105.25926.46102484.416.1331.71
1041tnt_b_patch16_2242241094.56935.51102465.4114.0939.01
1042mobilevitv2_1753841091.31234.56325614.2512.4763.29
1043dpn1312241083.25945.269102479.2516.0932.97
1044nextvit_small3841081.98946.382102431.7617.2657.14
1045resnet200d2561077.87949.987102464.6920.043.09
1046vit_betwixt_patch16_reg4_gap_3843841077.83950.026102460.639.7185.28
1047efficientvit_l32241066.9719.814768246.0427.6239.16
1048convnextv2_nano3841066.76359.94738415.627.2224.61
1049maxvit_rmlp_small_rw_2562561061.31723.61376864.914.1566.09
1050poolformerv2_s362241054.78970.792102430.795.0115.82
1051fastvit_sa362561050.89974.39102431.535.6434.61
1052davit_large2241043.66735.848768196.8134.660.99
1053convit_base2241041.2983.452102486.5417.5231.77
1054legacy_senet1542241041.02983.6331024115.0920.7738.69
1055resnetv2_50d_evos2881038.94985.591102425.597.1519.7
1056poolformer_m482241037.67986.794102473.4711.5929.17
1057vitamin_base_2242241035.95494.20951287.7222.6852.77
1058crossvit_18_dagger_4084081032.79991.461102444.6132.47124.87
1059fastvit_mci12561032.41991.824102421.544.7232.84
1060maxxvitv2_rmlp_base_rw_2242241032.37743.892768116.0924.262.77
1061swinv2_base_window12_1921921028.07996.0111024109.2811.939.72
1062convnext_base3201024.52749.59276888.5931.3958.68
1063xcit_small_12_p16_3843841021.491002.43102426.2514.1436.51
1064resnetv2_50x1_bit4481019.03502.40651225.5516.6244.46
1065senet1542241016.881006.9031024115.0920.7738.69
1066densenet264d2241016.071007.782102472.7413.5714.0
1067convnext_small3841015.93755.92976850.2225.5863.37
1068seresnet1522881013.711010.121102466.8219.1137.34
1069regnety_3202241007.781016.0661024145.0532.3430.26
1070dpn1072241005.011018.86102486.9218.3833.46
1071xception712991004.0509.93851242.3418.0969.92
1072hgnetv2_b6288981.26782.64376875.2627.935.09
1073swinv2_cr_base_224224978.091046.904102487.8815.8659.66
1074eca_nfnet_l1320976.831048.265102441.4114.9234.42
1075regnety_160288976.51524.28451283.5926.3738.07
1076caformer_s36224971.411054.103102439.38.037.53
1077swinv2_cr_base_ns_224224970.91054.655102487.8815.8659.66
1078mobilenetv4_conv_aa_large544968.9528.41551232.5914.1964.79
1079swinv2_small_window8_256256964.831061.297102449.7311.5840.14
1080resnetv2_50x3_bit224964.09796.571768217.3237.0633.34
1081regnetx_320224962.491063.8811024107.8131.8136.3
1082swinv2_cr_small_ns_256256961.421065.06102449.712.0776.21
1083nf_regnet_b5384955.45803.7976849.747.9542.9
1084swin_s3_base_224224954.891072.349102471.1313.6948.26
1085resnet152d320952.681074.832102460.2124.0847.67
1086swinv2_tiny_window16_256256949.54404.37838428.356.6839.02
1087mobilevitv2_200384949.03269.72925618.4516.2472.34
1088efficientvit_l2384946.77540.76251263.7120.4557.01
1089coat_small224946.541081.808102421.6912.6144.25
1090convnextv2_base224943.15814.26176888.7215.3828.75
1091volo_d3_224224938.881090.634102486.3320.7860.09
1092ecaresnet200d256930.321100.668102464.6920.043.15
1093vit_mediumd_patch16_reg4_gap_384384927.51104.011102464.2743.67113.51
1094deit_base_patch16_384384924.351107.782102486.8655.54101.56
1095deit_base_distilled_patch16_384384923.141109.233102487.6355.65101.82
1096convnext_large_mlp256921.21833.66768200.1344.9456.33
1097vit_base_patch16_384384915.771118.154102486.8655.54101.56
1098convformer_s36224915.391118.618102440.017.6730.5
1099vit_base_patch16_clip_384384912.891121.683102486.8655.54101.56
1100vit_large_patch16_224224912.71121.9131024304.3361.663.52
1101eva_large_patch14_196196906.881129.1131024304.1461.5763.52
1102seresnet200d256906.731129.3102471.8620.0143.15
1103resnetrs200256903.321133.498102493.2120.1843.42
1104hgnet_base288882.61580.05851271.5841.5525.57
1105xcit_tiny_24_p8_224224882.261160.631102412.119.2145.39
1106rdnet_large224880.89581.2512186.2734.7446.67
1107resnext101_64x4d288874.911170.378102483.4625.6651.59
1108fastvit_ma36256873.151172.691102444.077.8841.09
1109tf_efficientnetv2_m384871.161175.422102454.1415.8557.52
1110beit_large_patch16_224224866.71181.4651024304.4361.663.52
1111hrnet_w64224866.31181.9771024128.0628.9735.09
1112efficientvit_l3256859.51893.502768246.0436.0650.98
1113mixer_l16_224224858.481192.7731024208.244.641.69
1114vit_small_patch14_dinov2518855.541196.86102422.0646.76198.79
1115beitv2_large_patch16_224224855.131197.4491024304.4361.663.52
1116resnet200288849.171205.852102464.6724.9153.21
1117xcit_nano_12_p8_384384849.151205.88710243.056.3446.08
1118nextvit_base384845.411211.22102444.8224.6473.95
1119deit3_base_patch16_384384844.281212.833102486.8855.54101.56
1120deit3_large_patch16_224224842.041216.0661024304.3761.663.52
1121gcvit_base224837.141223.178102490.3214.8755.48
1122vit_base_patch16_18x2_224224836.781223.7131024256.7352.5171.38
1123beit_base_patch16_384384834.751226.684102486.7455.54101.56
1124hiera_large_224224833.731228.1871024213.7440.3483.37
1125maxvit_rmlp_base_rw_224224831.5923.612768116.1423.1592.64
1126vit_small_patch14_reg4_dinov2518820.761247.592102422.0646.95199.77
1127seresnet152d320810.781262.948102466.8424.0947.72
1128resnetrs152320806.911269.013102486.6224.3448.14
1129vit_base_patch16_siglip_gap_384384803.811273.896102486.0955.43101.3
1130resnext101_32x16d224802.861275.4141024194.0336.2751.18
1131volo_d1_384384801.941276.869102426.7822.75108.55
1132levit_conv_512_s8224796.51321.38525674.0521.8252.28
1133vit_base_patch16_siglip_384384796.231286.031102493.1856.12102.2
1134efficientformerv2_s2224793.271290.823102412.711.2711.77
1135flexivit_large240792.481292.1131024304.3670.9975.39
1136seresnext101_32x8d288790.851294.776102493.5727.2451.63
1137convnext_xlarge224789.11973.216768350.260.9857.5
1138seresnext101d_32x8d288779.131314.209102493.5927.6452.95
1139fastvit_mci2256770.691328.66102435.827.9143.34
1140xcit_small_12_p8_224224768.931331.684102426.2118.6947.21
1141efficientnetv2_m416757.661351.509102454.1418.667.5
1142levit_512_s8224756.91338.19725674.0521.8252.28
1143nfnet_f2256754.411357.3311024193.7833.7641.85
1144poolformerv2_m36224753.911358.223102456.088.8122.02
1145coatnet_rmlp_3_rw_224224747.12342.626256165.1533.5679.47
1146swin_large_patch4_window7_224224734.471045.628768196.5334.5354.94
1147coatnet_3_rw_224224734.18348.657256181.8133.4473.83
1148coatnet_3_224224734.12348.691256166.9736.5679.01
1149efficientnet_b5416732.18349.61425630.398.2780.68
1150maxvit_base_tf_224224727.37703.885512119.4724.0495.01
1151seresnextaa101d_32x8d288726.541409.397102493.5928.5156.44
1152regnetz_e8320726.441057.18276857.715.4663.94
1153convnext_large288724.73706.442512197.7756.8771.29
1154convnextv2_tiny384722.62531.37238428.6413.1439.48
1155ecaresnet200d288722.051418.16102464.6925.3154.59
1156regnetz_d8_evos256720.341421.53102423.464.524.92
1157resnetv2_152x2_bit224716.981428.181024236.3446.9545.11
1158seresnet269d256714.471433.1981024113.6726.5953.6
1159convnext_base384714.31716.74951288.5945.2184.49
1160regnetz_c16_evos320711.04720.04251213.493.8625.88
1161seresnet200d288706.461449.448102471.8625.3254.6
1162caformer_m36224705.551451.316102456.213.2950.48
1163swinv2_base_window8_256256704.561090.00576887.9220.3752.59
1164davit_huge224697.25734.284512348.9261.2381.32
1165xcit_large_24_p16_224224695.711471.8471024189.135.8647.27
1166nextvit_large384694.81473.781102457.8732.0390.76
1167nfnet_f1320694.641474.111024132.6335.9746.77
1168resnetrs270256693.431476.6851024129.8627.0655.84
1169maxxvitv2_rmlp_large_rw_224224685.541120.26768215.4244.1487.15
1170resnet200d320684.311496.359102464.6931.2567.33
1171eca_nfnet_l2320677.831510.682102456.7220.9547.43
1172hrnet_w48_ssld288674.811517.452102477.4728.6647.21
1173convformer_m36224673.41520.613102457.0512.8942.05
1174vit_large_patch14_224224671.421525.0991024304.281.0888.79
1175efficientnetv2_rw_m416660.691162.38976853.2421.4979.62
1176vit_base_patch8_224224659.11165.19576886.5878.22161.69
1177vit_large_patch14_clip_224224658.441555.161024304.281.0888.79
1178resnetv2_101x1_bit448655.55780.98751244.5431.6564.93
1179swinv2_large_window12_192192647.21791.055512228.7726.1756.53
1180nf_regnet_b5456647.09791.21951249.7411.761.95
1181efficientnet_b5448640.21399.8425630.399.5993.56
1182tiny_vit_21m_512512639.87600.09238421.2727.02177.93
1183dm_nfnet_f2256635.021612.5381024193.7833.7641.85
1184tresnet_l448634.371614.169102455.9943.5947.56
1185halonet_h1256633.74403.9312568.13.051.17
1186caformer_s18384629.68813.07351226.3413.4277.34
1187vit_large_patch16_siglip_gap_256256628.221629.9771024303.3680.888.34
1188maxvit_tiny_tf_384384626.52408.58625630.9817.53123.42
1189vit_large_patch16_siglip_256256625.661636.6441024315.9681.3488.88
1190vit_large_r50_s32_384384615.761662.9531024329.0957.4376.52
1191regnety_640224613.161252.507768281.3864.1642.5
1192swinv2_cr_large_224224606.351266.568768196.6835.178.42
1193swinv2_small_window16_256256601.52638.35438449.7312.8266.29
1194seresnextaa101d_32x8d320597.681284.93376893.5935.1969.67
1195convnextv2_large224595.67859.51512197.9634.443.13
1196convmixer_768_32224587.981741.521102421.1119.5525.95
1197convnext_large_mlp320587.82870.986512200.1370.2188.02
1198convformer_s18384584.32876.20651226.7711.6346.49
1199volo_d4_224224581.511760.8991024192.9644.3480.22
1200convnextv2_base288576.25888.46851288.7225.4347.53
1201resnetrs200320573.921784.186102493.2131.5167.81
1202dm_nfnet_f1320570.821793.8971024132.6335.9746.77
1203resnetv2_101x3_bit224568.431351.065768387.9371.2348.7
1204poolformerv2_m48224567.131805.556102473.3511.5929.17
1205vit_large_patch14_clip_quickgelu_224224566.471807.6571024303.9781.0888.79
1206xcit_tiny_12_p8_384384566.01809.15610246.7114.1369.14
1207regnety_160384565.42679.10838483.5946.8767.67
1208seresnet269d288556.071841.4811024113.6733.6567.81
1209vit_large_patch14_xp_224224555.641842.8971024304.0681.0188.79
1210tf_efficientnet_b5456553.22462.71825630.3910.4698.86
1211tf_efficientnetv2_m480552.281390.55576854.1424.7689.84
1212xcit_small_24_p16_384384550.051861.633102447.6726.7268.58
1213efficientvit_l3320548.76932.978512246.0456.3279.34
1214vit_base_r50_s16_384384528.191938.65102498.9567.43135.03
1215swinv2_cr_tiny_384384527.59485.19325628.3315.34161.01
1216inception_next_base384523.15978.65451286.6743.6475.48
1217caformer_b36224522.731469.16776898.7523.2267.3
1218efficientformerv2_l224520.871965.917102426.322.5918.54
1219maxvit_large_tf_224224511.9750.122384211.7943.68127.35
1220efficientnetv2_l384505.242026.7161024118.5236.1101.16
1221convformer_b36224493.891554.9976899.8822.6956.06
1222nasnetalarge331490.88782.24938488.7523.8990.56
1223vitamin_large2_224224490.431043.963512333.5875.05112.83
1224vitamin_large_224224490.331044.155512333.3275.05112.83
1225tf_efficientnetv2_l384486.382105.3281024118.5236.1101.16
1226eca_nfnet_l2384481.181596.05276856.7230.0568.28
1227convnext_xlarge288474.06809.995384350.2100.895.05
1228tresnet_xl448468.781638.26876878.4460.7761.31
1229ecaresnet269d320467.072192.3381024102.0941.5383.69
1230vit_so400m_patch14_siglip_gap_224224464.212205.8891024412.44109.57106.13
1231vit_so400m_patch14_siglip_224224463.582208.8741024427.68110.26106.73
1232regnetz_d8_evos320459.771670.38576823.467.0338.92
1233pnasnet5large331451.71850.07738486.0625.0492.89
1234coatnet_4_224224448.81570.366256275.4362.48129.26
1235volo_d2_384384446.31720.79876858.8746.17184.51
1236swinv2_base_window16_256256443.63865.55538487.9222.0284.71
1237swinv2_base_window12to16_192to256256443.19866.40638487.9222.0284.71
1238eca_nfnet_l3352438.822333.492102472.0432.5773.12
1239vit_base_patch16_siglip_gap_512512436.481172.9851286.43107.0246.15
1240resnest200e320433.872360.1102470.235.6982.78
1241repvgg_d2se320433.462362.3431024133.3374.5746.82
1242vit_base_patch16_siglip_512512432.681183.2851293.52108.22247.74
1243resnetrs350288431.82371.3511024163.9643.6787.09
1244eva02_large_patch14_224224427.612394.6571024303.2781.1597.2
1245eva02_large_patch14_clip_224224422.172425.5291024304.1181.1897.2
1246maxvit_small_tf_384384417.56459.7919269.0235.87183.65
1247xcit_small_24_p8_224224413.852474.292102447.6335.8190.78
1248coat_lite_medium_384384412.651240.73651244.5728.73116.7
1249cait_xxs24_384384409.042503.383102412.039.63122.66
1250convnext_large384408.43626.768256197.77101.1126.74
1251convnext_large_mlp384408.43626.758256200.13101.11126.74
1252resnet50x16_clip_gap384408.061254.695512136.270.32100.64
1253coatnet_rmlp_2_rw_384384407.99470.5719273.8847.69209.43
1254resnext101_32x32d224402.221272.909512468.5387.2991.12
1255nfnet_f2352397.351932.786768193.7863.2279.06
1256mvitv2_large_cls224396.761935.67768234.5842.17111.69
1257resnet50x16_clip384396.571291.043512167.3374.9103.54
1258ecaresnet269d352387.682641.2961024102.0950.25101.25
1259volo_d5_224224384.552662.8541024295.4672.4118.11
1260xcit_medium_24_p16_384384381.472684.348102484.447.3991.64
1261mvitv2_large224376.521359.807512217.9943.87112.02
1262vitamin_large2_256256375.971021.316384333.6499.0154.99
1263vitamin_large_256256375.751021.913384333.3899.0154.99
1264hiera_huge_224224370.31382.641512672.78124.85150.95
1265nfnet_f3320368.662777.5711024254.9268.7783.93
1266efficientvit_l3384368.281042.649384246.0481.08114.02
1267resnetrs270352365.82799.3361024129.8651.13105.48
1268efficientnetv2_xl384365.742799.7731024208.1252.81139.2
1269convnextv2_large288360.11710.871256197.9656.8771.29
1270regnety_320384355.951078.775384145.0595.088.87
1271tf_efficientnetv2_xl384352.92901.6771024208.1252.81139.2
1272maxvit_tiny_tf_512512350.4365.27412831.0533.49257.59
1273efficientnet_b6528348.25367.52712843.0419.4167.39
1274vit_huge_patch14_224224346.112958.61024630.76167.4139.41
1275resmlp_big_24_224224346.092958.7211024129.14100.2387.31
1276vit_huge_patch14_clip_224224345.852960.8281024632.05167.4139.41
1277maxxvitv2_rmlp_base_rw_384384338.231135.306384116.0972.98213.74
1278dm_nfnet_f2352333.32304.205768193.7863.2279.06
1279caformer_s36384330.561548.87351239.326.08150.33
1280vit_base_patch14_dinov2518330.071551.14651286.58151.71397.58
1281deit3_huge_patch14_224224328.483117.3961024632.13167.4139.41
1282vit_base_patch14_reg4_dinov2518326.81566.68251286.58152.25399.53
1283swinv2_cr_small_384384326.37784.35625649.729.7298.03
1284convnextv2_base384326.0785.25425688.7245.2184.49
1285efficientnetv2_l480324.021580.122512118.5256.4157.99
1286tf_efficientnet_b6528322.38397.02112843.0419.4167.39
1287vit_huge_patch14_gap_224224320.653193.4851024630.76166.73138.74
1288eva02_base_patch14_448448313.011635.69251287.12107.11259.14
1289convformer_s36384312.771636.96551240.0122.5489.62
1290tf_efficientnetv2_l480311.921641.431512118.5256.4157.99
1291regnety_1280224311.671642.714512644.81127.6671.58
1292dm_nfnet_f3320308.43320.3071024254.9268.7783.93
1293focalnet_huge_fl3224308.261660.931512745.28118.26104.8
1294maxvit_xlarge_tf_224224304.7840.149256506.9997.52191.04
1295convmixer_1536_20224304.653361.196102451.6348.6833.03
1296vit_huge_patch14_clip_quickgelu_224224301.933391.4871024632.08167.4139.41
1297xcit_tiny_24_p8_384384301.93391.864102412.1127.05132.95
1298seresnextaa201d_32x8d320301.183399.9691024149.3970.22138.71
1299rdnet_large384300.8638.262192186.27102.09137.13
1300vitamin_xlarge_256256299.66854.266256436.06130.13177.37
1301resnetrs420320299.373420.5321024191.8964.2126.56
1302swin_base_patch4_window12_384384298.5857.58125687.947.19134.78
1303vit_large_patch16_384384297.482581.665768304.72191.21270.24
1304vit_huge_patch14_xp_224224293.383490.2671024631.8167.3139.41
1305eva_large_patch14_336336293.212619.236768304.53191.1270.24
1306vit_large_patch14_clip_336336291.642633.322768304.53191.11270.24
1307swinv2_cr_huge_224224289.131328.114384657.83115.97121.08
1308cait_xs24_384384285.752687.59376826.6719.28183.98
1309xcit_medium_24_p8_224224285.743583.627102484.3263.53121.23
1310sam2_hiera_tiny896284.13225.2186426.8599.86384.63
1311swinv2_large_window12to16_192to256256282.09680.616192196.7447.81121.53
1312convnext_xxlarge256281.32909.972256846.47198.09124.45
1313maxvit_rmlp_base_rw_384384277.191385.303384116.1470.97318.95
1314davit_giant224275.781392.4013841406.47192.92153.06
1315beit_large_patch16_384384274.33733.0611024305.0191.21270.24
1316convnextv2_huge224273.48936.071256660.29115.079.07
1317cait_xxs36_384384273.323746.438102417.3714.35183.7
1318deit3_large_patch16_384384271.883766.2741024304.76191.21270.24
1319vit_giant_patch16_gap_224224271.623769.88810241011.37202.46139.26
1320eca_nfnet_l3448271.281887.30651272.0452.55118.4
1321convnext_xlarge384266.61960.183256350.2179.2168.99
1322vit_large_patch16_siglip_gap_384384265.412893.649768303.69190.85269.55
1323xcit_small_12_p8_384384264.431452.16338426.2154.92138.29
1324vit_large_patch16_siglip_384384264.412904.586768316.28192.07270.75
1325resnetv2_152x2_bit384257.561490.858384236.34136.16132.56
1326coatnet_5_224224255.18752.374192687.47145.49194.24
1327vit_large_patch14_clip_quickgelu_336336250.083071.031768304.29191.11270.24
1328resnetv2_152x4_bit224249.772049.841512936.53186.990.22
1329resnetv2_50x3_bit448246.98777.372192217.32145.7133.37
1330maxvit_base_tf_384384242.99790.147192119.6573.8332.9
1331sam2_hiera_small896242.55263.8366433.95123.99442.63
1332swinv2_cr_base_384384240.191065.81225687.8850.57333.68
1333caformer_m36384240.011066.5725656.242.11196.35
1334xcit_large_24_p16_384384237.613232.218768189.1105.35137.17
1335resnetrs350384236.94322.5051024163.9677.59154.74
1336maxvit_small_tf_512512235.03408.449669.1367.26383.77
1337volo_d3_448448231.12215.49151286.6396.33446.83
1338eva_giant_patch14_224224229.924453.69810241012.56267.18192.64
1339eva_giant_patch14_clip_224224229.314465.49710241012.59267.18192.64
1340convformer_m36384228.981117.98225657.0537.87123.56
1341vit_giant_patch14_224224225.314544.74510241012.61267.18192.64
1342vit_giant_patch14_clip_224224224.094569.51110241012.65267.18192.64
1343regnety_640384219.61165.748256281.38188.47124.83
1344cait_s24_384384215.822372.28351247.0632.17245.31
1345vitamin_large_336336214.38895.584192333.57175.72307.47
1346vitamin_large2_336336214.36895.665192333.83175.72307.47
1347seresnextaa201d_32x8d384212.892405.003512149.39101.11199.72
1348nfnet_f3416210.032437.746512254.92115.58141.78
1349efficientnetv2_xl512209.862439.71512208.1293.85247.32
1350focalnet_huge_fl4224209.112448.416512686.46118.9113.34
1351resnest269e416205.522491.203512110.9377.69171.98
1352nfnet_f4384204.253760.055768316.07122.14147.57
1353efficientnet_b7600202.28474.5739666.3538.33289.94
1354tf_efficientnetv2_xl512202.252531.445512208.1293.85247.32
1355convnextv2_large384201.98950.553192197.96101.1126.74
1356tf_efficientnet_b7600189.69506.0529666.3538.33289.94
1357resnetv2_152x2_bit448187.231367.275256236.34184.99180.43
1358eva02_large_patch14_clip_336336186.434119.531768304.43191.34289.13
1359swin_large_patch4_window12_384384185.91688.483128196.74104.08202.16
1360dm_nfnet_f3416181.392822.569512254.92115.58141.78
1361caformer_b36384177.611441.3525698.7572.33261.79
1362resnetrs420416176.814343.655768191.89108.45213.79
1363dm_nfnet_f4384176.152906.576512316.07122.14147.57
1364xcit_large_24_p8_224224176.142906.744512188.93141.23181.56
1365maxvit_large_tf_384384171.73745.342128212.03132.55445.84
1366vitamin_xlarge_336336171.611118.79192436.06230.18347.33
1367mvitv2_huge_cls224171.542238.569384694.8120.67243.63
1368convformer_b36384169.761508.01925699.8866.67164.75
1369convnextv2_huge288165.43773.711128660.29190.1130.7
1370vit_so400m_patch14_siglip_gap_384384154.693309.867512412.99333.46451.19
1371vitamin_large_384384154.641241.528192333.71234.44440.16
1372vitamin_large2_384384154.61241.879192333.97234.44440.16
1373vit_so400m_patch14_siglip_384384153.853327.91512428.23335.4452.89
1374focalnet_large_fl3384153.051672.622256239.13105.06168.04
1375swinv2_cr_large_384384151.56844.525128196.68108.96404.96
1376resnet50x64_clip_gap448151.541689.315256365.03253.96233.22
1377davit_base_fl768150.78848.88112890.37190.32530.15
1378vit_huge_patch14_clip_336336150.493402.128512632.46390.97407.54
1379resnetv2_101x3_bit448148.241295.156192387.93280.33194.78
1380resnet50x64_clip448147.71733.217256420.38265.02239.13
1381focalnet_large_fl4384145.841755.371256239.32105.2181.78
1382nfnet_f5416144.213550.232512377.21170.71204.56
1383cait_s36_384384143.553566.73951268.3747.99367.4
1384beit_large_patch16_512512142.333597.213512305.67362.24656.39
1385volo_d4_448448141.312717.358384193.41197.13527.35
1386xcit_small_24_p8_384384138.772767.03838447.63105.24265.91
1387maxvit_base_tf_512512136.61702.7396119.88138.02703.99
1388vit_gigantic_patch14_clip_224224131.253900.975121844.91483.96275.37
1389vit_gigantic_patch14_224224131.13905.3425121844.44483.95275.37
1390efficientnet_b8672130.9733.3749687.4163.48442.89
1391sam2_hiera_base_plus896129.71493.3896468.68227.48828.88
1392vitamin_xlarge_384384129.66987.169128436.06306.38493.46
1393dm_nfnet_f5416123.974129.905512377.21170.71204.56
1394tf_efficientnet_b8672123.56776.899687.4163.48442.89
1395swinv2_base_window12to24_192to384384116.6548.8386487.9255.25280.36
1396nfnet_f4512116.513295.94384316.07216.26262.26
1397vit_huge_patch14_clip_378378115.854419.399512632.68503.79572.79
1398regnety_1280384113.911123.629128644.81374.99210.2
1399nfnet_f6448108.834704.573512438.36229.7273.62
1400vit_large_patch14_reg4_dinov2518108.713532.214384304.37508.91064.02
1401focalnet_xlarge_fl3384108.531769.039192408.79185.61223.99
1402vit_large_patch14_dinov2518108.273546.558384304.37507.151058.82
1403vit_so400m_patch14_siglip_gap_448448107.183582.703384413.33487.18764.26
1404focalnet_xlarge_fl4384103.71851.388192409.03185.79242.31
1405vit_huge_patch14_clip_quickgelu_378378103.323716.757384632.68503.79572.79
1406maxvit_xlarge_tf_384384102.58935.8596475.32292.78668.76
1407eva02_large_patch14_448448102.54995.169512305.08362.33689.95
1408eva_giant_patch14_336336100.675085.9185121013.01620.64550.67
1409dm_nfnet_f451298.993879.344384316.07216.26262.26
1410vit_huge_patch16_gap_44844898.473899.461384631.67544.7636.83
1411xcit_medium_24_p8_38438495.832671.48325684.32186.67354.73
1412maxvit_large_tf_51251295.8668.01864212.33244.75942.15
1413volo_d5_44844894.172718.505256295.91315.06737.92
1414dm_nfnet_f644893.554104.519384438.36229.7273.62
1415convnextv2_huge38493.181030.23796660.29337.96232.35
1416swinv2_cr_giant_22422486.221484.5411282598.76483.85309.15
1417nfnet_f554484.483030.209256377.21290.97349.71
1418nfnet_f748082.664645.539384499.5300.08355.86
1419tf_efficientnet_l247582.51163.65696480.31172.11609.89
1420swinv2_large_window12to24_192to38438474.51644.20248196.74116.15407.83
1421dm_nfnet_f554472.963508.675256377.21290.97349.71
1422volo_d5_51251272.053553.134256296.09425.091105.37
1423swinv2_cr_huge_38438471.81891.15964657.94352.04583.18
1424nfnet_f657666.273862.681256438.36378.69452.2
1425regnety_256038462.81528.693961282.6747.83296.49
1426cait_m36_38438462.364105.492256271.22173.11734.81
1427davit_huge_fl76858.911086.41964360.64744.841060.3
1428xcit_large_24_p8_38438458.63276.243192188.93415.0531.82
1429maxvit_xlarge_tf_51251257.35836.87548475.77534.141413.22
1430dm_nfnet_f657656.674517.07256438.36378.69452.2
1431resnetv2_152x4_bit48056.512265.038128936.53844.84414.26
1432convnextv2_huge51252.45915.1548660.29600.81413.07
1433nfnet_f760852.014921.813256499.5480.39570.85
1434sam2_hiera_large102442.981116.81448212.15907.482190.34
1435eva_giant_patch14_56056033.623807.5211281014.451906.762577.17
1436vit_giant_patch14_dinov251833.113866.1111281136.481784.22757.89
1437vit_giant_patch14_reg4_dinov251832.883893.061281136.481790.082771.21
1438samvit_base_patch16102431.14385.3741289.67486.431343.27
1439efficientnet_l280030.891035.97632480.31479.121707.39
1440tf_efficientnet_l280030.041065.1732480.31479.121707.39
1441cait_m48_44844827.154715.382128356.46329.411708.23
1442swinv2_cr_giant_38438423.321372.464322598.761450.711394.86
1443vit_so400m_patch14_siglip_gap_89689619.94824.74296416.872731.498492.88
1444samvit_large_patch16102414.97534.4028308.281493.862553.78
1445samvit_huge_patch1610249.99600.876637.032982.233428.16