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_vit160109337.219.35610240.370.040.48
3test_byobnet16082185.0212.4510240.460.030.43
4test_efficientnet16076411.5913.39210240.360.060.55
5tinynet_e10653275.7319.21110242.040.030.69
6mobilenetv3_small_05022447496.5221.5510241.590.030.92
7lcnet_03522442719.3223.96110241.640.031.04
8lcnet_05022438393.4326.66210241.880.051.26
9mobilenetv3_small_07522434935.9129.30110242.040.051.3
10efficientvit_m022432556.131.44310242.350.080.91
11mobilenetv3_small_10022431410.9632.5910242.540.061.42
12tf_mobilenetv3_small_minimal_10022429476.1634.7310242.040.061.41
13tinynet_d15229431.1234.78310242.340.051.42
14tf_mobilenetv3_small_07522428685.8335.68810242.040.051.3
15tf_mobilenetv3_small_10022426229.4339.0310242.540.061.42
16efficientvit_m122425342.7240.39710242.980.171.33
17lcnet_07522424815.5341.25510242.360.11.99
18efficientvit_m222422234.846.04410244.190.21.47
19mobilenetv4_conv_small22421980.6446.57710243.770.191.97
20mnasnet_small22421439.7147.75210242.030.072.16
21levit_128s22421017.4748.71110247.780.311.88
22lcnet_10022420320.0850.38410242.950.162.52
23mobilenetv4_conv_small25619758.7551.81610243.770.252.57
24regnetx_00222419130.4753.51610242.680.22.16
25efficientvit_m322419121.6253.54210246.90.271.62
26mobilenetv2_03522419047.7453.7510241.680.072.86
27resnet10t17619017.053.83710245.440.71.51
28ghostnet_05022418326.7155.86510242.590.051.77
29levit_conv_128s22417825.257.43610247.780.311.88
30regnety_00222417806.2957.49510243.160.22.17
31efficientvit_m422417783.1857.57310248.80.31.7
32resnet1816017690.7357.874102411.690.931.27
33repghostnet_05022417490.9858.53510242.310.052.02
34efficientvit_b022416914.460.5310243.410.12.87
35mnasnet_05022416594.5961.69710242.220.113.07
36vit_tiny_r_s16_p8_22422416372.5962.53410246.340.442.06
37tinynet_c18415537.2265.89610242.460.112.87
38mobilenetv2_05022415294.1666.94410241.970.13.64
39pit_ti_22422414941.6568.52410244.850.76.19
40pit_ti_distilled_22422414919.0268.62710245.10.716.23
41semnasnet_05022414881.1668.80210242.080.113.44
42levit_12822414392.7271.13710249.210.412.71
43repghostnet_05822413974.1973.26810242.550.072.59
44vit_small_patch32_22422413132.777.963102422.881.152.5
45lcnet_15022413019.5278.64110244.50.343.79
46cs3darknet_focus_s25612823.0779.84510243.270.692.7
47regnetx_00422412790.2580.05210245.160.43.14
48levit_conv_12822412771.2180.1710249.210.412.71
49mobilenetv3_large_07522412600.2781.25810243.990.164.0
50cs3darknet_s25612496.4781.93210243.280.722.97
51regnetx_004_tv22412440.4282.30310245.50.423.17
52efficientvit_m522412202.5783.907102412.470.532.41
53levit_19222412163.4284.177102410.950.663.2
54resnet10t22412120.784.47410245.441.12.43
55gernet_s22411872.3886.24110248.170.752.65
56ese_vovnet19b_slim_dw22411765.5287.02410241.90.45.28
57hardcorenas_a22411423.9489.62710245.260.234.38
58repghostnet_08022411343.5690.26110243.280.13.22
59mobilenetv3_rw22411309.8790.53110245.480.234.41
60mobilenetv3_large_10022411135.7291.94710245.480.234.41
61tf_mobilenetv3_large_07522410970.9493.32810243.990.164.0
62mixer_s32_22422410941.2693.581102419.11.02.28
63mnasnet_07522410916.293.79610243.170.234.77
64levit_conv_19222410869.0694.202102410.950.663.2
65mobilenetv1_10022410802.8794.7810244.230.585.04
66tf_mobilenetv3_large_minimal_10022410586.8896.71310243.920.224.4
67resnet14t17610568.0796.886102410.081.073.61
68mobilenetv1_100h22410512.6497.39710245.280.635.09
69hardcorenas_b22410474.5697.75110245.180.265.09
70resnet3416010402.1598.431102421.81.871.91
71hardcorenas_c22410270.0499.69710245.520.285.01
72nf_regnet_b019210246.9599.92210248.760.373.15
73deit_tiny_patch16_22422410236.41100.02510245.721.265.97
74vit_tiny_patch16_22422410231.54100.07210245.721.265.97
75regnety_00422410230.97100.07910244.340.413.89
76deit_tiny_distilled_patch16_22422410185.75100.52310245.911.276.01
77regnetx_00622410150.71100.8710246.20.613.98
78tinynet_b1889883.52103.59610243.730.214.44
79ghostnet_1002249881.78103.61610245.180.153.55
80tf_mobilenetv3_large_1002249800.29104.47710245.480.234.41
81mnasnet_1002249763.25104.87310244.380.335.46
82repghostnet_1002249586.17106.81110244.070.153.98
83hardcorenas_d2249568.31107.00910247.50.34.93
84tf_efficientnetv2_b01929480.34108.00310247.140.543.51
85mobilenetv2_0752249478.95108.01810242.640.225.86
86semnasnet_0752249435.3108.51910242.910.235.54
87regnety_0062249299.07110.10310246.060.614.33
88resnet182249260.29110.57102411.691.822.48
89pit_xs_2242249215.59111.106102410.621.47.71
90pit_xs_distilled_2242249179.35111.544102411.01.417.76
91mobilenet_edgetpu_v2_xs2249103.13112.47710244.460.74.8
92convnext_atto2249094.81112.58210243.70.553.81
93vit_xsmall_patch16_clip_2242249084.06112.71510248.281.796.65
94levit_2562249041.44113.246102418.891.134.23
95vit_medium_patch32_clip_2242249037.75113.292102439.692.03.34
96mobilenetv1_1002568925.01114.72410244.230.766.59
97spnasnet_1002248850.63115.68810244.420.356.03
98seresnet182248755.08116.951102411.781.822.49
99mobilenetv1_100h2568716.6117.46810245.280.826.65
100repghostnet_1112248703.6117.64210244.540.184.38
101convnext_atto_ols2248634.04118.59110243.70.584.11
102mobilenetv2_1002248629.73118.6510243.50.316.68
103semnasnet_1002248576.31119.38910243.890.326.23
104legacy_seresnet182248496.1120.516102411.781.822.49
105hgnetv2_b02248489.19120.61410246.00.332.12
106hardcorenas_f2248388.5122.06210248.20.355.57
107hardcorenas_e2248316.4123.1210248.070.355.65
108edgenext_xx_small2568267.32123.85110241.330.263.33
109repvgg_a02248195.29124.93810249.111.523.59
110regnetx_0082248145.67125.70110247.260.815.15
111levit_conv_2562248113.72126.196102418.891.134.23
112dla46_c2248109.77126.25710241.30.584.5
113mobilenetv1_1252248097.26126.45310246.270.896.3
114efficientnet_lite02247979.97128.31110244.650.46.74
115convnext_femto2247952.03128.76210245.220.794.57
116resnet18d2247915.36129.359102411.712.063.29
117ghostnet_1302247893.46129.71810247.360.244.6
118mobilevit_xxs2567881.37129.91710241.270.428.34
119ese_vovnet19b_slim2247874.63130.02910243.171.693.52
120levit_256d2247779.0131.627102426.211.44.93
121mobilenetv4_conv_medium2247776.66131.66610249.720.845.8
122mobilenet_edgetpu_1002247770.98131.76310244.091.05.75
123xcit_nano_12_p16_2242247759.26131.96110243.050.564.17
124repghostnet_1302247749.8132.12310245.480.255.24
125tinynet_a1927745.18132.20110246.190.355.41
126regnety_0082247721.37132.60510246.260.815.25
127tf_efficientnetv2_b02247710.08132.80310247.140.734.77
128fbnetc_1002247646.21133.90910245.570.46.51
129convnext_femto_ols2247577.53135.12710245.230.824.87
130mobilenetv4_hybrid_medium_0752247514.13136.26710247.310.665.65
131mobilevitv2_0502567395.66138.4510241.370.488.04
132tf_efficientnetv2_b11927389.78138.5610248.140.764.59
133regnety_008_tv2247307.18140.12310246.430.845.42
134tf_efficientnet_lite02247042.0145.40310244.650.46.74
135efficientnet_b02246924.93147.85710245.290.46.75
136mobilenetv4_conv_medium2566920.92147.94810249.721.17.58
137dla46x_c2246863.64149.18110241.070.545.66
138mnasnet_1402246835.02149.80510247.120.67.71
139resnet14t2246822.56150.08102410.081.695.8
140repghostnet_1502246798.46150.61210246.580.326.0
141rexnet_1002246759.37151.48310244.80.417.44
142rexnetr_1002246733.45152.06710244.880.437.72
143efficientnet_b1_pruned2406731.65152.10710246.330.46.21
144mobilenetv1_1252566707.02152.66610246.271.168.23
145visformer_tiny2246688.07153.098102410.321.275.72
146levit_conv_256d2246662.02153.697102426.211.44.93
147pvt_v2_b02246589.46155.38910243.670.577.99
148efficientvit_b12246579.31155.62910249.10.537.25
149fbnetv3_b2246563.03156.01510248.60.426.97
150repvit_m12246541.47156.52310245.490.837.45
151edgenext_xx_small2886532.74156.73810241.330.334.21
152mobilenet_edgetpu_v2_s2246516.09157.1410245.991.216.6
153mobilenetv2_110d2246504.09157.42910244.520.458.71
154vit_betwixt_patch32_clip_2242246503.93157.433102461.413.094.17
155regnetz_0052246484.34157.90910247.120.525.86
156ese_vovnet19b_dw2246451.87158.70410246.541.348.25
157dla60x_c2246417.77159.54610241.320.596.01
158hgnetv2_b12246310.48162.2610246.340.492.73
159repvit_m0_92246253.66163.73310245.490.837.45
160crossvit_tiny_2402406253.35163.74210247.011.579.08
161cs3darknet_focus_m2566210.25164.87910249.31.984.89
162tf_efficientnet_b02246210.04164.87910245.290.46.75
163convnext_pico2246200.96165.12610249.051.376.1
164nf_regnet_b02566157.62166.28810248.760.645.58
165semnasnet_1402246069.35168.70310246.110.68.87
166crossvit_9_dagger_2402406067.95168.74510248.781.999.97
167resnet501606033.87169.699102425.562.15.67
168repvgg_a12245998.64170.696102414.092.644.74
169resnetblur182245978.13171.282102411.692.343.39
170cs3darknet_m2565943.51172.27910249.312.085.28
171mobilenetv2_1402245943.08172.29210246.110.69.57
172convnext_pico_ols2245910.37173.24510249.061.436.5
173mobilenetv4_hybrid_medium2245890.59173.827102411.070.986.84
174efficientnet_b02565798.8176.57710245.290.528.81
175tf_efficientnetv2_b22085794.22176.717102410.11.066.0
176hrnet_w18_small2245781.49177.103102413.191.615.72
177crossvit_9_2402405771.83177.40310248.551.859.52
178skresnet182245765.67177.593102411.961.823.24
179resnet50d1605707.52179.403102425.582.226.08
180resnet182885648.23181.286102411.693.014.11
181vit_tiny_r_s16_p8_3843845625.7182.01210246.361.346.49
182efficientnet_b0_gn2245621.97182.13210245.290.426.75
183efficientnet_lite12405579.58183.51610245.420.6210.14
184ghostnetv2_1002245564.84184.00210246.160.184.55
185fbnetv3_d2245563.09184.06102410.310.528.5
186convnext_atto2885527.85185.23410243.70.916.3
187fbnetv3_b2565497.24186.26510248.60.559.1
188selecsls422245467.25187.287102430.352.944.62
189efficientnet_blur_b02245455.02187.70610245.290.438.72
190resnet342245454.89187.712102421.83.673.74
191efficientvit_b12565439.39188.24610249.10.699.46
192tiny_vit_5m_2242245432.07188.5102412.081.2811.25
193selecsls42b2245418.51188.972102432.462.984.62
194levit_3842245395.45189.779102439.132.366.26
195tf_efficientnetv2_b12405369.96190.6810248.141.217.34
196seresnet182885366.44190.805102411.783.014.11
197repvit_m1_02245361.91190.96610247.31.138.69
198convnextv2_atto2245357.95191.10810243.710.553.81
199mixnet_s2245315.69192.62710244.130.256.25
200repghostnet_2002245315.68192.62710249.80.547.96
201seresnet501605298.11193.266102428.092.15.69
202edgenext_x_small2565274.46194.13210242.340.545.93
203rexnetr_1302245269.16194.32910247.610.689.81
204convnext_atto_ols2885250.22195.0310243.70.966.8
205repvit_m22245242.24195.31910248.81.369.43
206gernet_m2245225.82195.94102421.143.025.24
207hgnetv2_b02885205.77196.69510246.00.543.51
208seresnet342245135.96199.368102421.963.673.74
209mobilenetv4_hybrid_medium2565134.61199.421102411.071.299.01
210resnet262245121.5199.932102416.02.367.35
211vit_base_patch32_2242245098.65200.828102488.224.415.01
212mobilenetv3_large_150d2245094.2201.003102414.62
213vit_base_patch32_clip_2242245090.11201.165102488.224.415.01
214ecaresnet50t1605084.11201.402102425.572.216.04
215mobilenetv4_conv_blur_medium2245057.66202.45610249.721.228.58
216mobilenet_edgetpu_v2_m2245045.14202.95610248.461.858.15
217tf_efficientnet_lite12405038.81203.21310245.420.6210.14
218resnet501765019.75203.984102425.562.626.92
219repvit_m1_12245014.8204.18510248.81.369.43
220legacy_seresnet342244973.36205.887102421.963.673.74
221resnet34d2244971.07205.982102421.823.914.54
222tf_mixnet_s2244958.21206.51610244.130.256.25
223resnetrs501604955.95206.604102435.692.296.2
224xcit_tiny_12_p16_2242244922.03208.03410246.721.246.29
225eva02_tiny_patch14_2242244913.38208.39910245.51.79.14
226mobilevitv2_0752564906.85208.67810242.871.0512.06
227pit_s_2242244895.76209.15102423.462.8811.56
228pit_s_distilled_2242244881.41209.765102424.042.911.64
229efficientnet_es_pruned2244880.76209.79210245.441.818.73
230efficientnet_es2244880.24209.81510245.441.818.73
231mobilenetv2_120d2244862.72210.57110245.830.6911.97
232resnet18d2884851.45211.06102411.713.415.43
233resnext50_32x4d1604849.69211.137102425.032.177.35
234efficientnet_b12244846.84211.26110247.790.599.36
235levit_conv_3842244839.13211.598102439.132.366.26
236rexnet_1302244831.59211.92610247.560.689.71
237cs3darknet_focus_m2884831.24211.94410249.32.516.19
238convnext_femto2884824.54212.23810245.221.37.56
239dla342244805.9213.06102415.743.075.02
240efficientnet_b0_g16_evos2244800.56213.29810248.111.017.42
241resnet26d2244679.82218.802102416.012.68.15
242tf_efficientnet_es2244673.69219.08910245.441.818.73
243resmlp_12_2242244653.37220.046102415.353.015.5
244cs3darknet_m2884646.1220.3910249.312.636.69
245fbnetv3_d2564637.02220.821102410.310.6811.1
246mobilenetv4_conv_aa_medium2564630.5221.13210249.721.5810.3
247selecsls602244624.54221.418102430.673.595.52
248rexnetr_1502244617.37221.76110249.780.8911.13
249convnext_femto_ols2884613.88221.92910245.231.358.06
250nf_regnet_b12564603.23222.442102410.220.827.27
251vit_base_patch32_clip_quickgelu_2242244601.51222.526102487.854.415.01
252selecsls60b2244600.54222.572102432.773.635.52
253convnextv2_femto2244593.84222.89610245.230.794.57
254regnetx_0162244589.73223.09610249.191.627.93
255deit_small_patch16_2242244586.09223.273102422.054.6111.95
256vit_small_patch16_2242244584.86223.334102422.054.6111.95
257gmixer_12_2242244571.76223.974102412.72.677.26
258gmlp_ti16_2242244565.24224.29310245.871.347.55
259repvgg_b02244553.06224.894102415.823.416.15
260deit_small_distilled_patch16_2242244543.3225.376102422.444.6312.02
261mixer_s16_2242244530.96225.99102418.533.795.97
262vit_small_patch32_3843844513.63226.858102422.923.458.25
263efficientnet_cc_b0_4e2244507.68227.158102413.310.419.42
264efficientnet_cc_b0_8e2244491.22227.99102424.010.429.42
265mixer_b32_2242244485.82228.265102460.293.246.29
266tiny_vit_11m_2242244481.54228.483102420.352.0413.49
267mobilenetv4_conv_medium3204477.38228.69510249.721.7111.84
268nf_resnet262244466.75229.24102416.02.417.35
269mobilenet_edgetpu_v2_l2244462.15229.476102410.922.559.05
270efficientnet_b2_pruned2604421.73231.57310248.310.739.13
271efficientformer_l12244415.57231.896102412.291.35.53
272resnetaa34d2244392.45233.118102421.824.435.07
273darknet172564386.8233.416102414.33.267.18
274ghostnetv2_1302244382.43233.6510248.960.285.9
275rexnet_1502244375.57234.01710249.730.911.21
276convnext_nano2244355.17235.113102415.592.468.37
277ecaresnet50d_pruned2244352.57235.254102419.942.536.43
278efficientnet_b12404341.0235.87910247.790.7110.88
279nf_regnet_b22404323.87236.815102414.310.977.23
280poolformer_s122244258.87240.428102411.921.825.53
281regnety_0162244256.18240.571102411.21.638.04
282mobilenetv4_conv_blur_medium2564255.16180.4777689.721.5911.2
283vit_wee_patch16_reg1_gap_2562564234.72241.8102413.423.8313.9
284mobilenet_edgetpu_v2_m2564230.57242.03810248.462.4210.65
285vit_pwee_patch16_reg1_gap_2562564211.58243.129102415.254.3715.87
286deit3_small_patch16_2242244202.98243.625102422.064.6111.95
287hgnetv2_b22244202.72243.64102411.221.154.12
288edgenext_x_small2884195.02244.08810242.340.687.5
289tf_efficientnet_cc_b0_4e2244189.01244.439102413.310.419.42
290efficientnet_lite22604184.61244.69610246.090.8912.9
291tf_efficientnet_cc_b0_8e2244158.98246.204102424.010.429.42
292regnetz_0052884139.21247.3810247.120.869.68
293hgnetv2_b42244136.11247.566102419.82.756.7
294efficientvit_b12884112.03249.01510249.10.8711.96
295resnest14d2244103.54249.531102410.612.767.33
296resnext26ts2564101.49249.654102410.32.4310.52
297efficientnet_b0_g8_gn2244095.29250.03310246.560.666.75
298efficientnet_b12564062.7252.03910247.790.7712.22
299tf_efficientnet_b12404009.73255.36910247.790.7110.88
300edgenext_small2563998.75256.06910245.591.269.07
301eca_resnext26ts2563985.65256.911102410.32.4310.52
302darknet212563985.31256.933102420.863.937.47
303seresnext26ts2563983.57257.043102410.392.4310.52
304regnetz_b162243982.17257.13410249.721.459.95
305resnext50_32x4d1763977.56257.434102425.032.718.97
306convnext_nano_ols2243963.35258.357102415.652.659.38
307vit_base_patch32_clip_2562563950.74259.181102487.865.766.65
308flexivit_small2403949.57259.258102422.065.3514.18
309gcresnext26ts2563942.19259.744102410.482.4310.53
310mobileone_s12243939.35259.9310244.830.869.67
311hgnetv2_b12883863.09265.06310246.340.824.51
312sedarknet212563855.83265.558102420.953.937.47
313tf_efficientnetv2_b22603852.83265.768102410.11.729.84
314nf_ecaresnet262243841.08266.581102416.02.417.36
315efficientnet_b22563835.68266.95710249.110.8912.81
316nf_seresnet262243835.46266.972102417.42.417.36
317mobilevit_xs2563825.9200.7277682.321.0516.33
318dpn48b2243821.05267.97810249.131.698.92
319mobilenetv4_conv_large2563819.0268.122102432.592.8612.14
320vit_relpos_small_patch16_2242243815.41268.375102421.984.5913.05
321tf_efficientnet_lite22603814.92268.40910246.090.8912.9
322pvt_v2_b12243812.97268.546102414.012.1215.39
323resnet26t2563801.26269.374102416.013.3510.52
324vit_srelpos_small_patch16_2242243792.64269.986102421.974.5912.16
325legacy_seresnext26_32x4d2243774.18271.304102416.792.499.39
326ese_vovnet19b_dw2883768.37271.72510246.542.2213.63
327convnext_pico2883762.1272.17810249.052.2710.08
328gernet_l2563741.79273.656102431.084.578.0
329mobilenetv4_hybrid_large_0752563731.28274.426102422.752.0611.64
330resnet1011603660.13279.761102444.554.08.28
331edgenext_small_rw2563647.4280.73710247.831.589.51
332resnetblur182883644.87280.933102411.693.875.6
333tf_efficientnetv2_b32403640.22281.291102414.361.939.95
334cs3darknet_focus_l2563628.94282.166102421.154.668.03
335efficientnetv2_rw_t2243628.38282.209102413.651.939.94
336repvit_m32243609.67283.663102410.681.8913.94
337mixnet_m2243606.44283.92610245.010.368.19
338coatnet_pico_rw_2242243590.64285.176102410.852.0514.62
339ghostnetv2_1602243589.83285.24102412.390.427.23
340gc_efficientnetv2_rw_t2243589.63285.255102413.681.949.97
341convnext_pico_ols2883587.72285.40810249.062.3710.74
342ecaresnext50t_32x4d2243560.67287.576102415.412.710.09
343ecaresnext26t_32x4d2243560.44287.594102415.412.710.09
344seresnext26t_32x4d2243558.26287.767102416.812.710.09
345eca_botnext26ts_2562563542.14289.08102410.592.4611.6
346efficientnet_b3_pruned3003528.65290.18510249.861.0411.86
347seresnext26d_32x4d2243528.55290.194102416.812.7310.19
348nf_regnet_b12883527.3290.296102410.221.029.2
349coat_lite_tiny2243515.07291.30710245.721.611.65
350convnextv2_pico2243514.61291.34410249.071.376.1
351cs3darknet_l2563497.24292.792102421.164.868.55
352repvgg_a22243492.05293.227102428.215.76.26
353tf_mixnet_m2243485.45293.78210245.010.368.19
354vit_relpos_small_patch16_rpn_2242243481.46294.119102421.974.5913.05
355hgnet_tiny2243480.86294.17102414.744.546.36
356eca_halonext26ts2563471.15294.993102410.762.4411.46
357mobilevitv2_1002563470.14221.3077684.91.8416.08
358ecaresnet101d_pruned2243466.94295.35102424.883.487.69
359ecaresnet26t2563417.04299.664102416.013.3510.53
360hgnetv2_b32243369.26303.913102416.291.785.07
361resnetv2_502243355.79305.133102425.554.1111.11
362botnet26t_2562563355.2305.187102412.493.3211.98
363nf_regnet_b22723353.24305.366102414.311.229.27
364bat_resnext26ts2563346.65305.963102410.732.5312.51
365coatnext_nano_rw_2242243342.84306.315102414.72.4712.8
366ecaresnetlight2243334.95307.041102430.164.118.42
367resnet342883329.62307.532102421.86.076.18
368rexnetr_2002243328.94230.69476816.521.5915.11
369skresnet342243313.88308.994102422.283.675.13
370fastvit_t82563313.63309.01610244.030.78.63
371halonet26t2563312.1309.159102412.483.1911.69
372vit_small_r26_s32_2242243304.01309.916102436.433.569.85
373cs3sedarknet_l2563303.09310.003102421.914.868.56
374coatnet_nano_cc_2242243289.43311.29102413.762.2415.02
375coat_lite_mini2243284.89311.72102411.012.012.25
376lambda_resnet26t2563270.07313.133102410.963.0211.87
377mobilenetv4_hybrid_medium3203262.62313.848102411.072.0514.36
378convnextv2_atto2883253.42314.73610243.710.916.3
379vit_small_resnet26d_2242243246.31315.424102463.615.0711.12
380resnet32ts2563243.82315.666102417.964.6311.58
381vit_tiny_patch16_3843843237.39316.29410245.794.725.39
382convit_tiny2243231.06316.91310245.711.267.94
383resnet502243219.06318.095102425.564.1111.11
384coatnet_nano_rw_2242243215.75318.422102415.142.4115.41
385rexnet_2002243200.93239.9276816.371.5614.91
386resnet33ts2563195.24320.467102419.684.7611.66
387resnetv2_50t2243185.32321.463102425.574.3211.82
388mobileone_s22243179.36322.06710247.881.3411.55
389sam2_hiera_tiny2243178.9322.114102426.854.9117.12
390resnetv2_50d2243167.44323.278102425.574.3511.92
391cspresnet502563155.9324.462102421.624.5411.5
392seresnet342883147.55325.319102421.966.076.18
393efficientvit_b22243143.3325.761102424.331.614.62
394resnext26ts2883127.83327.374102410.33.0713.31
395fbnetv3_g2403119.5328.234102416.621.2814.87
396hrnet_w18_small_v22243113.69328.86102415.62.629.65
397efficientnet_b12883113.4328.89110247.790.9715.46
398resnet262883110.68329.178102416.03.912.15
399tresnet_m2243098.68330.452102431.395.757.31
400resnet1011763098.41330.482102444.554.9210.08
401seresnet33ts2563096.38330.698102419.784.7611.66
402eca_resnet33ts2563095.76330.765102419.684.7611.66
403convnext_tiny2243090.39331.339102428.594.4713.44
404dpn68b2243087.27331.673102412.612.3510.47
405dpn682243074.12333.092102412.612.3510.47
406gcresnet33ts2563071.03333.428102419.884.7611.68
407resnet50t2243051.2335.595102425.574.3211.82
408resnet50c2243048.9335.849102425.584.3511.92
409seresnext26ts2883040.9336.731102410.393.0713.32
410eca_resnext26ts2883040.18336.812102410.33.0713.32
411tf_efficientnet_b22603038.71336.97510249.111.0213.83
412resnet34d2883032.3337.687102421.826.477.51
413regnetx_0322243027.88338.176102415.33.211.37
414resnet50d2243025.46338.448102425.584.3511.92
415dla602243019.09339.163102422.044.2610.16
416gcresnext26ts2883012.63339.891102410.483.0713.33
417efficientnet_em2403000.85341.22610246.93.0414.34
418vit_medium_patch16_clip_2242242993.15342.104102438.598.015.93
419levit_5122242990.53342.404102495.175.6410.22
420resnest26d2242990.32342.428102417.073.649.97
421vit_base_patch32_plus_2562562981.28343.4661024119.487.797.76
422crossvit_small_2402402972.85344.44102426.865.6318.17
423repvit_m1_52242972.23344.512102414.642.3115.7
424mobileone_s02242964.67345.38910245.291.0915.48
425cspresnet50d2562953.53346.693102421.644.8612.55
426efficientnet_b22882950.49347.0510249.111.1216.2
427haloregnetz_b2242936.32348.725102411.681.9711.94
428mobilevit_s2562931.67261.9567685.582.0319.94
429cspresnet50w2562926.16349.933102428.125.0412.19
430legacy_seresnet502242915.2351.251102428.093.8810.6
431tf_efficientnet_em2402908.61352.04810246.93.0414.34
432vgg112242887.76354.591024132.867.617.44
433resnetv2_50x1_bit2242880.89355.434102425.554.2311.11
434vit_little_patch16_reg1_gap_2562562872.75356.442102422.526.2718.06
435hiera_tiny_2242242872.44356.48102427.914.9117.13
436resnetaa502242865.28357.372102425.565.1511.64
437regnetv_0402242864.51357.468102420.644.012.29
438efficientnet_cc_b1_8e2402860.03358.028102439.720.7515.44
439selecsls842242852.61358.96102450.955.97.57
440regnety_0322242852.43358.981102419.443.211.26
441vit_little_patch16_reg4_gap_2562562849.96359.293102422.526.3518.33
442regnety_0402242844.62359.967102420.654.012.29
443vovnet39a2242844.48359.985102422.67.096.73
444coatnet_rmlp_nano_rw_2242242836.87360.951102415.152.6220.34
445seresnet502242831.5361.636102428.094.1111.13
446resnet26d2882828.9361.967102416.014.2913.48
447wide_resnet50_21762817.33363.453102468.887.298.97
448vit_relpos_base_patch32_plus_rpn_2562562816.85363.511024119.427.688.01
449mixnet_l2242808.18364.63810247.330.5810.84
450cs3darknet_focus_l2882803.64365.228102421.155.910.16
451levit_512d2242803.3365.271102492.55.8511.3
452convnextv2_femto2882792.8366.64610245.231.37.56
453deit3_medium_patch16_2242242781.17368.18102438.858.015.93
454crossvit_15_2402402780.78368.231102427.535.8119.77
455res2net50_48w_2s2242776.63368.782102425.294.1811.72
456resnet50_gn2242765.5370.266102425.564.1411.11
457convnext_tiny_hnf2242765.22370.304102428.594.4713.44
458densenet1212242764.41370.41210247.982.876.9
459levit_conv_5122242753.82371.836102495.175.6410.22
460resnetv2_50d_gn2242752.94371.954102425.574.3811.92
461visformer_small2242752.56372.007102440.224.8811.43
462ese_vovnet39b2242750.44372.293102424.577.096.74
463mobilevitv2_1252562748.02279.4647687.482.8620.1
464vit_relpos_medium_patch16_cls_2242242744.95373.038102438.768.0318.24
465eca_vovnet39b2242742.08373.43102422.67.096.74
466tiny_vit_21m_2242242740.23373.681102433.224.2920.08
467twins_svt_small2242734.38374.479102424.062.9413.75
468gcvit_xxtiny2242725.34375.722102412.02.1415.36
469twins_pcpvt_small2242723.83375.93102424.113.8318.08
470resnet50_clip_gap2242722.78376.075102423.535.3912.44
471resnetaa50d2242721.94376.192102425.585.3912.44
472tf_mixnet_l2242713.4377.37610247.330.5810.84
473crossvit_15_dagger_2402402708.78378.02102428.216.1320.43
474ecaresnet50t2242707.73378.166102425.574.3211.83
475seresnet50t2242705.39378.493102428.14.3211.83
476cs3darknet_l2882703.4378.772102421.166.1610.83
477tf_efficientnet_cc_b1_8e2402701.66379.016102439.720.7515.44
478davit_tiny2242698.07284.63876828.364.5418.89
479xcit_nano_12_p16_3843842693.55380.15610243.051.6412.15
480resnetaa34d2882691.25380.482102421.827.338.38
481ecaresnet50d2242687.82380.967102425.584.3511.93
482ecaresnet50d_pruned2882675.98382.653102419.944.1910.61
483vit_base_resnet26d_2242242655.81385.5591024101.46.9713.16
484convnext_nano2882652.03386.11102415.594.0613.84
485resnetrs502242651.0386.252102435.694.4812.14
486nf_regnet_b32882644.82387.161102418.591.6711.84
487xcit_tiny_24_p16_2242242635.92388.469102412.122.3411.82
488gcresnext50ts2562630.41389.282102415.673.7515.46
489efficientvit_b22562610.75392.214102424.332.0919.03
490resnetblur502242609.83392.352102425.565.1612.02
491vgg11_bn2242600.05393.8291024132.877.627.44
492resnet50s2242592.0395.051102425.685.4713.52
493mobileone_s32242581.04396.729102410.171.9413.85
494resnext50_32x4d2242577.31397.304102425.034.2614.4
495resnet1521602576.63397.407102460.195.911.51
496hgnetv2_b22882574.93397.67102411.221.896.8
497inception_next_tiny2242572.75398.008102428.064.1911.98
498eca_nfnet_l02242572.54398.04102424.144.3510.47
499poolformerv2_s122242568.37398.686102411.891.835.53
500edgenext_small3202567.9398.75610245.591.9714.16
501nfnet_l02242566.01399.053102435.074.3610.47
502cs3sedarknet_l2882552.9401.1102421.916.1610.83
503cspresnext502562550.51401.475102420.574.0515.86
504hgnetv2_b42882544.67402.4102419.84.5411.08
505vit_relpos_medium_patch16_2242242533.85404.118102438.757.9717.02
506resnet50_clip2242532.71404.3102438.326.1412.98
507levit_conv_512d2242532.59404.319102492.55.8511.3
508efficientnet_lite33002522.45202.9675128.21.6521.85
509convnextv2_nano2242515.35407.09102415.622.468.37
510res2net50_26w_4s2242515.04407.14102425.74.2812.61
511vit_srelpos_medium_patch16_2242242513.47407.394102438.747.9616.21
512gcresnet50t2562508.19408.251102425.95.4214.67
513dla60x2242506.41408.541102417.353.5413.8
514coatnet_0_rw_2242242498.58409.821102427.444.4318.73
515resnetblur50d2242484.69412.114102425.585.412.82
516resnest50d_1s4x24d2242468.01414.899102425.684.4313.57
517regnetx_0402242467.33415.012102422.123.9912.2
518densenetblur121d2242464.18415.54410248.03.117.9
519maxvit_pico_rw_2562562458.1312.4267687.461.8322.3
520resnext50d_32x4d2242457.94416.598102425.054.515.2
521res2net50_14w_8s2242455.12417.077102425.064.2113.28
522maxvit_rmlp_pico_rw_2562562451.7313.2417687.521.8524.86
523vit_base_r26_s32_2242242446.42418.561024101.386.8112.36
524regnetz_c162562443.63419.039102413.462.5116.57
525seresnetaa50d2242442.34419.253102428.115.412.46
526dla60_res2net2242435.63420.413102420.854.1512.34
527mobilenetv4_conv_large3202431.25421.172102432.594.4718.97
528regnety_040_sgn2242430.55421.294102420.654.0312.29
529resnet32ts2882428.67421.62102417.965.8614.65
530regnetz_b162882414.87424.02810249.722.3916.43
531convnext_nano_ols2882407.94425.249102415.654.3815.5
532res2net50d2242403.99425.948102425.724.5213.41
533res2next502242396.84427.213102424.674.213.71
534resnet33ts2882391.23428.221102419.686.0214.75
535resnet26t3202387.91428.817102416.015.2416.44
536focalnet_tiny_srf2242383.46429.616102428.434.4216.32
537lambda_resnet26rpt_2562562377.83322.97476810.993.1611.87
538resmlp_24_2242242376.96430.792102430.025.9610.91
539efficientnetv2_rw_t2882366.54432.688102413.653.1916.42
540sehalonet33ts2562360.24433.843102413.693.5514.7
541vovnet57a2242356.05434.611102436.648.957.52
542inception_v32992349.22435.874102423.835.738.97
543edgenext_base2562342.04437.215102418.513.8515.58
544gmixer_24_2242242339.36437.716102424.725.2814.45
545tf_efficientnetv2_b33002333.45438.824102414.363.0415.74
546dla60_res2next2242330.49439.381102417.033.4913.17
547hiera_small_2242242327.86439.879102435.016.4220.75
548seresnext50_32x4d2242326.69440.099102427.564.2614.42
549nf_ecaresnet502242326.39440.157102425.564.2111.13
550nf_seresnet502242322.81440.835102428.094.2111.13
551seresnet33ts2882321.27441.126102419.786.0214.76
552eca_resnet33ts2882320.92441.194102419.686.0214.76
553skresnet502242319.56441.453102425.84.1112.5
554legacy_seresnext50_32x4d2242319.29441.503102427.564.2614.42
555gc_efficientnetv2_rw_t2882314.22442.471102413.683.216.45
556vit_relpos_medium_patch16_rpn_2242242310.7443.143102438.737.9717.02
557hgnetv2_b52242308.27443.612102439.576.5611.19
558nfnet_f01922304.96444.248102471.497.2110.16
559gcresnet33ts2882301.68444.881102419.886.0214.78
560resnet51q2562298.43445.511102435.76.3816.55
561tf_efficientnet_lite33002290.61223.5115128.21.6521.85
562fbnetv3_g2882283.27448.453102416.621.7721.09
563ese_vovnet57b2242280.74448.967102438.618.957.52
564vit_medium_patch16_gap_2402402270.51450.989102444.49.2218.81
565hgnet_small2242266.61451.766102424.368.538.79
566fastvit_t122562264.32452.22210247.551.4212.42
567pvt_v2_b22242256.22453.841102425.364.0527.53
568edgenext_small_rw3202251.75454.74510247.832.4614.85
569rdnet_tiny2242248.51455.402102423.865.0615.98
570densenet1692242245.68455.974102414.153.47.3
571cs3darknet_focus_x2562244.78456.159102435.028.0310.69
572coatnet_rmlp_0_rw_2242242240.35457.061102427.454.7224.89
573darknetaa532562230.29459.123102436.027.9712.39
574focalnet_tiny_lrf2242229.47459.291102428.654.4917.76
575repvgg_b1g42242228.31459.531102439.978.1510.64
576efficientvit_l12242227.63459.67102452.655.2715.85
577skresnet50d2242225.51460.109102425.824.3613.31
578xcit_small_12_p16_2242242223.72460.479102426.254.8212.58
579nf_resnet502562213.33462.642102425.565.4614.52
580nextvit_small2242207.92463.775102431.765.8118.44
581mobilenetv4_hybrid_medium3842197.46465.981102411.073.0121.18
582poolformer_s242242197.0466.076102421.393.4110.68
583coatnet_bn_0_rw_2242242195.15466.473102427.444.6722.04
584resnet1521762193.45466.834102460.197.2213.99
585resnet50_mlp2562191.94467.155102426.657.0516.25
586ecaresnet50t2562191.4467.27102425.575.6415.45
587nf_regnet_b33202189.28467.722102418.592.0514.61
588efficientnet_b32882184.31234.38751212.231.6321.49
589seresnext26t_32x4d2882172.28471.381102416.814.4616.68
590fastvit_s122562167.43472.43810249.471.8213.67
591resnetrs1011922164.92472.987102463.626.0412.7
592cs3darknet_x2562164.39473.101102435.058.3811.35
593fastvit_sa122562158.11474.477102411.581.9614.03
594eva02_small_patch14_2242242155.47475.059102421.626.1418.28
595cs3sedarknet_xdw2562153.33475.532102421.65.9717.18
596seresnext26d_32x4d2882151.74475.88102416.814.5116.85
597ecaresnet26t3202151.68475.897102416.015.2416.44
598rexnetr_3002242147.85476.744102434.813.3922.16
599eva02_tiny_patch14_3363362147.15476.89910245.764.6827.16
600convnextv2_pico2882134.41479.74610249.072.2710.08
601ecaresnet101d_pruned2882128.71481.03102424.885.7512.71
602gcvit_xtiny2242125.89481.67102419.982.9320.26
603gmlp_s16_2242242125.3481.803102419.424.4215.1
604lambda_resnet50ts2562124.77481.923102421.545.0717.48
605mobilevitv2_1502562105.23243.19451210.594.0924.11
606coatnet_0_2242242091.24244.82151225.044.5824.01
607xcit_nano_12_p8_2242242072.91493.9810243.052.1615.71
608darknet532562072.88493.984102441.619.3112.39
609cs3sedarknet_x2562064.75495.935102435.48.3811.35
610hgnet_tiny2882057.8497.609102414.747.5110.51
611hieradet_small2562057.47373.26376834.728.5127.76
612vit_medium_patch16_reg1_gap_2562562056.16498.005102438.8810.6322.26
613hgnetv2_b32882054.95498.299102416.292.948.38
614rexnetr_2002882048.59249.91851216.522.6224.96
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618resnest50d2242025.99505.42102427.485.414.36
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620rexnet_3002242023.97505.926102434.713.4422.4
621mixnet_xl2242021.99506.421102411.90.9314.57
622resnetv2_502882021.6506.519102425.556.7918.37
623vit_medium_patch16_gap_2562562021.46506.555102438.8610.5922.15
624pvt_v2_b2_li2242015.57508.034102422.553.9127.6
625resnetv2_1012242011.15509.149102444.547.8316.23
626ecaresnetlight2882010.28509.37102430.166.7913.91
627sebotnet33ts_2562562002.67255.64951213.73.8917.46
628swin_tiny_patch4_window7_2242241994.25513.466102428.294.5117.06
629cspdarknet532561989.31514.74102427.646.5716.81
630maxvit_nano_rw_2562561987.74386.35776815.454.4630.28
631maxvit_rmlp_nano_rw_2562561983.0387.28176815.54.4731.92
632maxxvit_rmlp_nano_rw_2562561975.69388.70776816.784.3726.05
633dm_nfnet_f01921969.57519.898102471.497.2110.16
634gcresnext50ts2881969.42519.94102415.674.7519.57
635nest_tiny2241965.87520.878102417.065.8325.48
636dla1022241956.25523.44102433.277.1914.18
637resnet1012241956.19523.457102444.557.8316.23
638efficientvit_b22881950.05525.102102424.332.6424.03
639nest_tiny_jx2241941.61527.385102417.065.8325.48
640efficientformer_l32241940.81527.604102431.413.9312.01
641resnet502881939.79527.881102425.566.818.37
642resnetv2_101d2241936.61528.747102444.568.0717.04
643crossvit_18_2402401935.28529.112102443.279.0526.26
644lamhalobotnet50ts_2562561924.13532.179102422.575.0218.44
645convnext_tiny2881920.23533.259102428.597.3922.21
646res2net50_26w_6s2241912.13535.518102437.056.3315.28
647resnet101c2241894.68540.45102444.578.0817.04
648mobileone_s42241894.21540.586102414.953.0417.74
649crossvit_18_dagger_2402401889.12542.039102444.279.527.03
650resnet101d2241886.88542.683102444.578.0817.04
651coat_lite_small2241882.69543.892102419.843.9622.09
652gcresnet50t2881876.91545.567102425.96.8618.57
653twins_pcpvt_base2241875.57545.957102443.836.6825.25
654vgg132241872.83546.7561024133.0511.3112.25
655convnext_small2241866.18548.704102450.228.7121.56
656dpn68b2881861.61550.049102412.613.8917.3
657regnetx_0642241854.58552.136102426.216.4916.37
658mobilevitv2_1752561853.4276.23851214.255.5428.13
659halonet50ts2561851.66553.006102422.735.319.2
660efficientnet_b33201851.55276.51451212.232.0126.52
661resnet50t2881843.63555.416102425.577.1419.53
662efficientnetv2_s2881830.25559.474102421.464.7520.13
663resnet50d2881828.73559.94102425.587.1919.7
664wide_resnet50_22241825.62560.893102468.8811.4314.4
665swin_s3_tiny_2242241817.27563.471102428.334.6419.13
666tf_efficientnet_b33001797.7284.79851212.231.8723.83
667hrnet_w18_ssld2241790.44571.914102421.34.3216.31
668tresnet_v2_l2241789.04572.364102446.178.8516.34
669hrnet_w182241781.62574.732102421.34.3216.31
670repvgg_b12241778.73575.68102457.4213.1610.64
671maxxvitv2_nano_rw_2562561768.07434.36276823.76.2623.05
672cs3edgenet_x2561767.31579.4102447.8211.5312.92
673resnetaa101d2241761.72581.24102444.579.1217.56
674resnet101_clip_gap2241761.35581.36102442.529.1117.56
675efficientvit_l22241761.03581.466102463.716.9719.58
676vit_large_patch32_2242241759.2582.0721024305.5115.3913.3
677legacy_seresnet1012241752.85584.182102449.337.6115.74
678vit_base_patch32_clip_3843841750.87584.842102488.313.0616.5
679densenet2012241750.03585.121102420.014.347.85
680vit_base_patch32_3843841749.95585.149102488.313.0616.5
681efficientnetv2_rw_s2881749.21585.397102423.944.9121.41
682pit_b_distilled_2242241743.25587.399102474.7912.533.07
683darknetaa532881734.96590.204102436.0210.0815.68
684efficientnet_b3_gn2881734.87295.11251211.731.7423.35
685resnetv2_101x1_bit2241730.79591.627102444.548.0416.23
686resnetaa502881729.69592.003102425.568.5219.24
687seresnet1012241724.67593.727102449.337.8416.27
688regnety_0322881721.01594.988102419.445.2918.61
689seresnet502881715.52596.892102428.096.818.39
690regnetv_0402881714.23597.341102420.646.620.3
691pit_b_2242241713.92597.451102473.7612.4232.94
692xcit_tiny_12_p16_3843841713.1597.73610246.723.6418.26
693resnet101s2241707.16599.813102444.679.1918.64
694regnety_0402881706.68599.986102420.656.6120.3
695maxvit_tiny_rw_2242241699.84451.79676829.065.1133.11
696regnetv_0642241694.43604.321102430.586.3916.41
697cait_xxs24_2242241694.07604.451102411.962.5320.29
698regnety_0642241688.52606.436102430.586.3916.41
699densenet1212881688.36606.49410247.984.7411.41
700resnet50_gn2881685.84607.404102425.566.8518.37
701resnet51q2881684.11608.026102435.78.0720.94
702resnet101_clip2241683.83608.126102456.269.8118.08
703nf_resnet1012241683.1608.389102444.558.0116.23
704convnext_tiny_hnf2881681.41608.997102428.597.3922.21
705ese_vovnet39b2881678.63457.50676824.5711.7111.13
706repvit_m2_32241677.4610.445102423.694.5726.21
707resnetv2_50d_gn2881676.39610.823102425.577.2419.7
708ecaresnet101d2241674.43611.54102444.578.0817.07
709cs3darknet_x2881672.69612.175102435.0510.614.36
710vitamin_small_2242241669.96613.177102422.035.9226.38
711convnextv2_tiny2241666.61614.408102428.644.4713.44
712cs3se_edgenet_x2561659.92616.886102450.7211.5312.94
713resnetblur101d2241659.81616.926102444.579.1217.94
714dla102x2241657.53617.775102426.315.8919.42
715regnetz_d322561655.18618.654102427.585.9823.74
716nf_resnet502881650.24620.505102425.566.8818.37
717efficientvit_b32241649.16620.91102448.653.9926.9
718mobilenetv4_conv_large3841643.43623.074102432.596.4327.31
719resnetaa50d2881643.41623.082102425.588.9220.57
720regnetz_d82561642.29623.507102423.373.9723.74
721hiera_small_abswin_2562561642.12623.574102434.368.2926.38
722ecaresnet50t2881641.73623.721102425.577.1419.55
723seresnet50t2881641.04623.984102428.17.1419.55
724regnetz_b16_evos2241637.18625.45510249.741.439.95
725nextvit_base2241636.37625.762102444.828.2923.71
726davit_small2241634.36469.89776849.758.830.49
727mixer_b16_2242241632.43627.274102459.8812.6214.53
728ecaresnet50d2881630.52628.009102425.587.1919.72
729swinv2_cr_tiny_2242241629.93628.235102428.334.6628.45
730mobilenetv4_hybrid_medium4481629.05471.4376811.074.229.64
731regnety_0802241624.53630.326102439.188.017.97
732nf_regnet_b43201623.35630.784102430.213.2919.88
733regnetz_0402561621.31631.576102427.124.0624.19
734volo_d1_2242241620.03632.078102426.636.9424.43
735ese_vovnet39b_evos2241614.15634.378102424.587.076.74
736darknet532881612.47635.036102441.6111.7815.68
737regnetz_040_h2561612.19635.152102428.944.1224.29
738resnetv2_50d_frn2241608.23636.713102425.594.3311.92
739tf_efficientnetv2_s3001604.9638.035102421.465.3522.73
740swinv2_cr_tiny_ns_2242241602.17639.123102428.334.6628.45
741botnet50ts_2562561595.84320.82351222.745.5422.23
742resmlp_36_2242241595.2641.917102444.698.9116.33
743cs3sedarknet_x2881594.16642.334102435.410.614.37
744pvt_v2_b32241594.09642.356102445.246.9237.7
745wide_resnet101_21761589.86644.0711024126.8914.3113.18
746hiera_base_2242241588.68644.549102451.529.430.42
747mvitv2_tiny2241580.5647.884102424.174.721.16
748sequencer2d_s2241577.41649.155102427.654.9611.31
749resnetblur502881577.39649.165102425.568.5219.87
750resnet101d2561576.21649.647102444.5710.5522.25
751mobilevitv2_2002561575.87324.8951218.457.2232.15
752resnest50d_4s2x40d2241573.08650.942102430.424.417.94
753vit_base_patch16_224_miil2241571.45651.616102494.417.5923.91
754vit_base_patch16_2242241570.66651.945102486.5717.5823.9
755resnext50_32x4d2881565.78653.979102425.037.0423.81
756deit_base_patch16_2242241564.98654.312102486.5717.5823.9
757vit_base_patch16_clip_2242241564.55654.489102486.5717.5823.9
758deit_base_distilled_patch16_2242241562.81655.219102487.3417.6824.05
759resnext101_32x4d2241562.81655.22102444.188.0121.23
760halo2botnet50ts_2562561560.7656.107102422.645.0221.78
761skresnext50_32x4d2241546.56662.103102427.484.517.18
762caformer_s182241545.75662.45102426.344.1319.39
763vit_base_mci_2242241545.28662.65102486.3517.7324.65
764eca_nfnet_l02881542.25663.956102424.147.1217.29
765tresnet_l2241541.09664.452102455.9910.911.9
766nfnet_l02881540.89664.54102435.077.1317.29
767regnetz_c163201536.02666.649102413.463.9225.88
768vit_medium_patch16_rope_reg1_gap_2562561527.11670.537102438.7410.6322.26
769rdnet_small2241526.64670.743102450.448.7422.55
770convnextv2_nano2881526.13503.22476815.624.0613.84
771beit_base_patch16_2242241524.53671.669102486.5317.5823.9
772coatnet_rmlp_1_rw_2242241520.15673.605102441.697.8535.47
773mixer_l32_2242241519.29673.9861024206.9411.2719.86
774res2net50_26w_8s2241519.14674.046102448.48.3717.95
775vit_small_resnet50d_s16_2242241515.04675.876102457.5313.4824.82
776regnety_080_tv2241514.62676.066102439.388.5119.73
777res2net101_26w_4s2241512.48677.014102445.218.118.45
778beitv2_base_patch16_2242241510.67677.835102486.5317.5823.9
779resnet61q2881508.28678.909102436.859.8721.52
780resnetblur50d2881502.22681.649102425.588.9221.19
781densenetblur121d2881501.15682.1310248.05.1413.06
782resnext101_32x8d1761496.15684.414102488.7910.3319.37
783edgenext_base3201496.01684.475102418.516.0124.32
784resnext50d_32x4d2881492.98685.867102425.057.4425.13
785repvgg_b2g42241487.15688.554102461.7612.6312.9
786deit3_base_patch16_2242241485.67689.239102486.5917.5823.9
787fastvit_mci02561480.55691.623102411.412.4218.29
788poolformer_s362241480.43691.678102430.865.015.82
789regnety_040_sgn2881480.21691.781102420.656.6720.3
790seresnetaa50d2881478.73692.475102428.118.9220.59
791res2net101d2241471.66695.8102445.238.3519.25
792resnetv2_50d_evos2241466.16698.411102425.594.3311.92
793vit_relpos_base_patch16_clsgap_2242241464.16699.363102486.4317.625.12
794vit_relpos_base_patch16_cls_2242241462.1700.351102486.4317.625.12
795vit_small_patch16_36x1_2242241460.83700.959102464.6713.7135.69
796vit_small_patch16_3843841459.09701.796102422.215.5250.78
797efficientnet_b3_gn3201457.71263.41638411.732.1428.83
798inception_next_small2241454.59703.968102449.378.3619.27
799efficientvit_l22561451.75705.344102463.719.0925.49
800convformer_s182241450.71705.851102426.773.9615.82
801vit_base_patch16_siglip_gap_2242241449.9706.247102485.817.4923.75
802dpn922241447.04707.638102437.676.5418.21
803gcvit_tiny2241443.56709.345102428.224.7929.82
804convit_small2241442.31709.962102427.785.7617.87
805focalnet_small_srf2241440.19711.006102449.898.6226.26
806vit_betwixt_patch16_reg1_gap_2562561438.93711.629102460.416.3227.83
807vit_base_patch16_siglip_2242241434.62713.769102492.8817.7324.06
808vit_betwixt_patch16_reg4_gap_2562561427.38717.384102460.416.5228.24
809vit_base_patch16_gap_2242241426.06718.052102486.5717.4925.59
810maxvit_tiny_tf_2242241425.39538.7976830.925.635.78
811nf_ecaresnet1012241424.0719.089102444.558.0116.27
812coatnet_1_rw_2242241423.83719.174102441.728.0434.6
813nf_seresnet1012241422.7719.746102449.338.0216.27
814coatnet_rmlp_1_rw2_2242241422.67719.763102441.728.1140.13
815seresnext50_32x4d2881414.64723.843102427.567.0423.82
816seresnext101_32x4d2241413.69724.336102448.968.0221.26
817legacy_xception2991413.65543.26376822.868.435.83
818legacy_seresnext101_32x4d2241412.48724.957102448.968.0221.26
819hgnetv2_b52881407.43727.559102439.5710.8418.5
820vit_small_patch16_18x2_2242241406.97727.793102464.6713.7135.69
821resnetv2_1522241397.01732.984102460.1911.5522.56
822efficientnet_b43201389.63368.43251219.343.1334.76
823vit_base_patch16_clip_quickgelu_2242241387.46738.029102486.1917.5823.9
824nfnet_f02561379.83742.109102471.4912.6218.05
825resnet1522241373.51745.522102460.1911.5622.56
826flexivit_base2401371.79746.461102486.5920.2928.36
827ecaresnet50t3201370.27747.287102425.578.8224.13
828efficientvit_b32561369.93560.676848.655.235.01
829vit_relpos_base_patch16_2242241369.33747.799102486.4317.5124.97
830cs3edgenet_x2881368.22748.405102447.8214.5916.36
831vgg16_bn2241364.4750.5031024138.3715.513.56
832resnetv2_152d2241363.32751.094102460.211.823.36
833mobilenetv4_conv_aa_large3841359.23753.356102432.597.0732.29
834efficientformerv2_s02241356.88754.6610243.60.415.3
835regnetx_1202241352.8756.936102446.1112.1321.37
836focalnet_small_lrf2241350.27758.334102450.348.7428.61
837twins_pcpvt_large2241348.04759.609102460.999.8435.82
838deit3_small_patch16_3843841344.15761.807102422.2115.5250.78
839resnet152c2241340.85763.681102460.2111.823.36
840rexnetr_3002881339.94382.09751234.815.5936.61
841maxxvit_rmlp_tiny_rw_2562561339.27573.43376829.646.6639.76
842maxvit_tiny_rw_2562561338.26573.87176829.076.7444.35
843resnet152d2241336.77766.012102460.2111.823.36
844maxvit_rmlp_tiny_rw_2562561336.57574.59376829.156.7746.92
845ese_vovnet99b2241332.86768.26102463.216.5111.27
846poolformerv2_s242241332.11768.696102421.343.4210.68
847xcit_tiny_12_p8_2242241314.83778.79510246.714.8123.6
848xception41p2991314.22389.57451226.919.2539.86
849vit_base_patch32_clip_4484481306.81783.576102488.3417.9323.9
850convnext_base2241301.11787.008102488.5915.3828.75
851efficientnet_el3001300.79787.203102410.598.030.7
852nextvit_large2241299.51787.975102457.8710.7828.99
853efficientnet_el_pruned3001297.09789.448102410.598.030.7
854vit_base_patch16_xp_2242241295.73790.276102486.5117.5623.9
855dla1692241285.68796.451102453.3911.620.2
856regnety_1202241281.03799.347102451.8212.1421.38
857hrnet_w322241280.36799.766102441.238.9722.02
858coatnet_1_2242241275.86401.28651242.238.739.0
859tf_efficientnet_el3001270.05806.254102410.598.030.7
860hrnet_w302241268.85807.019102437.718.1521.21
861vgg192241266.93808.241024143.6719.6314.86
862mixnet_xxl2241264.71607.24276823.962.0423.43
863maxvit_tiny_pm_2562561264.25607.46176830.096.6147.9
864hiera_base_plus_2242241260.02812.675102469.912.6737.98
865mobilenetv4_conv_large4481258.67610.15876832.598.7537.17
866twins_svt_base2241256.07815.231102456.078.5926.33
867vit_base_patch16_rpn_2242241255.52815.59102486.5417.4923.75
868nest_small2241253.67816.789102438.3510.3540.04
869hgnet_small2881251.61613.59976824.3614.0914.53
870efficientformerv2_s12241251.14818.44210246.190.677.66
871densenet1612241249.24819.689102428.687.7911.06
872resnet152s2241245.59822.091102460.3212.9224.96
873vit_mediumd_patch16_reg4_gap_2562561243.97823.162102464.1117.8737.57
874nest_small_jx2241243.46823.5102438.3510.3540.04
875sequencer2d_m2241232.89830.559102438.316.5514.26
876vit_relpos_base_patch16_rpn_2242241232.22831.004102486.4117.5124.97
877repvgg_b22241228.43833.576102489.0220.4512.9
878swin_small_patch4_window7_2242241226.82834.669102449.618.7727.47
879legacy_seresnet1522241220.81838.774102466.8211.3322.08
880efficientnet_b3_g8_gn2881217.35630.86876814.252.5923.35
881eca_nfnet_l12561214.94842.831102441.419.6222.04
882mobilenetv4_hybrid_large3841210.73845.759102437.767.7734.52
883swinv2_tiny_window8_2562561208.62847.237102428.355.9624.57
884seresnet1522241205.5849.426102466.8211.5722.61
885inception_v42991197.2855.32102442.6812.2815.09
886repvgg_b3g42241194.99856.9102483.8317.8915.1
887fastvit_sa242561192.29858.839102421.553.824.32
888resnetv2_1012881191.07859.716102444.5412.9426.83
889efficientnet_lite43801188.14323.18538413.014.0445.66
890xcit_small_24_p16_2242241187.59862.241102447.679.123.64
891mvitv2_small_cls2241178.05869.223102434.877.0428.17
892dm_nfnet_f02561174.19872.081102471.4912.6218.05
893tnt_s_patch16_2242241171.01874.446102423.765.2424.37
894regnetx_1602241167.74876.901102454.2815.9925.52
895mvitv2_small2241166.57877.775102434.877.028.08
896resnet1012881162.74880.669102444.5512.9526.83
897xception412991160.72441.09651226.979.2839.86
898davit_base2241158.29663.03476887.9515.5140.66
899vgg19_bn2241153.27887.91024143.6819.6614.86
900convnext_small2881152.13888.774102450.2214.3935.65
901vit_base_patch16_reg4_gap_2562561148.57891.534102486.6223.533.89
902coat_tiny2241146.04893.49910245.54.3527.2
903pvt_v2_b42241144.8894.466102462.5610.1453.74
904cait_xxs36_2242241141.88896.758102417.33.7730.34
905nf_regnet_b43841139.48898.646102430.214.728.61
906tresnet_xl2241139.37898.735102478.4415.215.34
907crossvit_base_2402401129.38906.681024105.0321.2236.33
908vit_small_r26_s32_3843841128.5907.387102436.4710.4329.85
909vit_base_patch16_siglip_gap_2562561126.79908.765102485.8423.1333.23
910dla102x22241125.59909.733102441.289.3429.91
911resnet152d2561122.78912.013102460.2115.4130.51
912vit_base_patch16_siglip_2562561115.06918.328102492.9323.4433.63
913hiera_base_abswin_2562561108.56923.708102451.2712.4640.7
914wide_resnet50_22881108.54923.726102468.8818.8923.81
915eva02_base_patch16_clip_2242241105.74926.062102486.2617.6226.32
916tf_efficientnet_lite43801103.18348.07438413.014.0445.66
917vit_large_r50_s32_2242241102.83928.5111024328.9919.5824.41
918efficientnetv2_s3841096.79933.624102421.468.4435.77
919vit_betwixt_patch16_rope_reg4_gap_2562561096.33934.014102460.2316.5228.24
920vgg13_bn2241093.1936.7721024133.0511.3312.25
921efficientvit_l22881092.38937.387102463.7111.5132.19
922hrnet_w18_ssld2881090.28939.198102421.37.1426.96
923convnext_tiny3841087.48706.20976828.5913.1439.48
924pvt_v2_b52241085.62943.223102481.9611.7650.92
925samvit_base_patch16_2242241070.47956.58102486.4617.5424.54
926regnety_1602241070.01956.986102483.5915.9623.04
927tf_efficientnetv2_s3841069.37957.558102421.468.4435.77
928cs3se_edgenet_x3201057.79968.048102450.7218.0120.21
929resnetaa101d2881046.05978.908102444.5715.0729.03
930regnetz_d323201039.68984.905102427.589.3337.08
931efficientnetv2_rw_s3841037.06987.392102423.948.7238.03
932mobilenetv4_conv_aa_large4481034.18742.60976832.599.6343.94
933regnetz_d83201031.64992.584102423.376.1937.08
934seresnet1012881031.63992.588102449.3312.9526.87
935vit_small_patch8_2242241031.53992.686102421.6722.4480.84
936efficientvit_b32881028.85746.45576848.656.5844.2
937regnetv_0642881024.98999.029102430.5810.5527.11
938regnety_0642881024.29999.702102430.5810.5627.11
939poolformer_m362241023.881000.107102456.178.822.02
940vgg162241021.71002.2421024138.3615.4713.56
941wide_resnet101_22241020.621003.31024126.8922.821.23
942rdnet_base2241017.24754.97676887.4515.431.14
943dpn982241014.121009.734102461.5711.7325.2
944resnet2002241013.791010.054102464.6715.0732.19
945convnextv2_small2241013.291010.559102450.328.7121.56
946convnextv2_tiny2881011.72759.09276828.647.3922.21
947regnetz_0403201006.41508.72651227.126.3537.78
948convmixer_1024_20_ks9_p142241004.681019.218102424.385.555.51
949vit_base_patch16_plus_2402401004.421019.4851024117.5627.4133.08
950hgnetv2_b62241002.061021.881102475.2616.8821.23
951regnety_0802881001.831022.121102439.1813.2229.69
952ecaresnet101d2881000.751023.221102444.5713.3528.19
953swinv2_cr_small_2242241000.551023.43102449.79.0750.27
954regnetz_040_h3201000.36511.80351228.946.4337.94
955resnest101e256997.211026.848102448.2813.3828.66
956convnext_base256996.661027.418102488.5920.0937.55
957vit_base_r50_s16_224224993.231030.967102497.8921.6635.28
958resnetrs101288992.711031.506102463.6213.5628.53
959resnetblur101d288992.251031.989102444.5715.0729.65
960efficientnet_b3_g8_gn320990.46775.38876814.253.228.83
961focalnet_base_srf224989.981034.35102488.1515.2835.01
962swinv2_cr_small_ns_224224989.161035.213102449.79.0850.27
963regnetz_b16_evos288988.59776.8547689.742.3616.43
964regnetz_c16_evos256986.94778.1576813.492.4816.57
965maxvit_rmlp_small_rw_224224986.14778.78176864.910.7549.3
966inception_next_base224985.081039.5102486.6714.8525.69
967seresnet152d256984.131040.502102466.8415.4230.56
968resnetrs152256977.431047.637102486.6215.5930.83
969resnet101d320975.081050.156102444.5716.4834.77
970inception_resnet_v2299965.481060.586102455.8413.1825.06
971mobilevitv2_150384965.44265.15325610.599.254.25
972resnext101_64x4d224959.271067.461102483.4615.5231.21
973resnext101_32x8d224954.551072.743102488.7916.4831.21
974nfnet_f1224951.441076.2491024132.6317.8722.94
975xception65p299950.53538.62751239.8213.9152.48
976eva02_small_patch14_336336946.951081.358102422.1315.4854.33
977resnext101_32x4d288940.091089.251102444.1813.2435.09
978efficientnet_b4384937.43409.6238419.344.5150.04
979coat_lite_medium224936.831093.037102444.579.8140.06
980focalnet_base_lrf224931.651099.111102488.7515.4338.13
981vit_mediumd_patch16_rope_reg1_gap_256256927.191104.398102463.9517.6537.02
982repvgg_b3224927.071104.5491024123.0929.1615.1
983vit_relpos_base_patch16_plus_240240923.531108.7781024117.3827.334.33
984efficientformer_l7224921.361111.391102482.2310.1724.45
985xcit_tiny_24_p16_384384918.061115.38102412.126.8734.29
986coatnet_2_rw_224224914.51559.85251273.8715.0949.22
987hrnet_w40224911.041123.981102457.5612.7525.29
988efficientnetv2_m320906.731129.323102454.1411.0139.97
989cait_s24_224224906.11130.105102446.929.3540.58
990maxvit_small_tf_224224903.75566.5251268.9311.6653.17
991coat_mini224901.591135.767102410.346.8233.68
992swin_s3_small_224224900.95852.42276849.749.4337.84
993seresnext101_64x4d224899.361138.577102488.2315.5331.25
994poolformerv2_s36224899.231138.739102430.795.0115.82
995volo_d2_224224898.781139.307102458.6814.3441.34
996seresnext101_32x8d224896.761141.857102493.5716.4831.25
997mobilenetv4_conv_aa_large480895.59857.52176832.5911.0550.45
998gmlp_b16_224224892.771146.973102473.0815.7830.21
999mobilenetv4_hybrid_large448892.61860.38676837.7610.7448.61
1000nest_base224891.481148.639102467.7217.9653.39
1001regnetz_e8256885.161156.837102457.79.9140.94
1002nest_base_jx224884.721157.412102467.7217.9653.39
1003resnetv2_50d_evos288884.631157.531102425.597.1519.7
1004seresnext101d_32x8d224880.671162.73102493.5916.7232.05
1005swin_base_patch4_window7_224224877.351167.139102487.7715.4736.63
1006coatnet_rmlp_2_rw_224224872.68586.68951273.8815.1854.78
1007tf_efficientnet_b4380871.25440.73738419.344.4949.49
1008levit_384_s8224867.41590.25551239.129.9835.86
1009vit_base_patch16_rope_reg1_gap_256256867.281180.694102486.4323.2233.39
1010tiny_vit_21m_384384864.15592.48151221.2313.7777.83
1011gcvit_small224861.281188.917102451.098.5741.61
1012convnextv2_nano384858.36596.47351215.627.2224.61
1013crossvit_15_dagger_408408856.81195.136102428.521.4595.05
1014seresnext101_32x4d288853.891199.198102448.9613.2535.12
1015coatnet_2_224224853.24600.05551274.6816.552.67
1016xception65299843.97606.64651239.9213.9652.48
1017maxxvit_rmlp_small_rw_256256836.98917.57476866.0114.6758.38
1018twins_svt_large224833.51228.541102499.2715.1535.1
1019resnet50x4_clip_gap288832.971229.323102465.6219.5734.11
1020levit_conv_384_s8224832.4615.07551239.129.9835.86
1021seresnextaa101d_32x8d224831.451231.569102493.5917.2534.16
1022mvitv2_base_cls224829.711234.159102465.4410.2340.65
1023hgnet_base224828.09927.4276871.5825.1415.47
1024hrnet_w44224826.041239.642102467.0614.9426.92
1025xcit_medium_24_p16_224224825.941239.785102484.416.1331.71
1026resnet200d256824.851241.424102464.6920.043.09
1027eva02_base_patch14_224224824.571241.85102485.7623.2236.55
1028vit_medium_patch16_gap_384384824.051242.632102439.0326.0867.54
1029fastvit_sa36256823.611243.29102431.535.6434.61
1030dm_nfnet_f1224823.181243.9451024132.6317.8722.94
1031caformer_s36224822.121245.551102439.38.037.53
1032tresnet_m448818.791250.62102431.3922.9929.21
1033mvitv2_base224817.051253.276102451.4710.1640.5
1034resnet152288811.971261.117102460.1919.1137.28
1035swinv2_base_window12_192192804.651272.5851024109.2811.939.72
1036mobilevitv2_175384803.11318.74925614.2512.4763.29
1037sequencer2d_l224800.91278.551102454.39.7422.12
1038efficientnetv2_rw_m320796.231286.05102453.2412.7247.14
1039hrnet_w48_ssld224792.321292.387102477.4717.3428.56
1040fastvit_mci1256791.461293.799102421.544.7232.84
1041hrnet_w48224790.961294.607102477.4717.3428.56
1042resnet50x4_clip288789.831296.468102487.1421.3535.27
1043convnext_base288788.081299.342102488.5925.4347.53
1044swinv2_tiny_window16_256256783.75653.25951228.356.6839.02
1045regnety_120288782.19981.84376851.8220.0635.34
1046poolformer_m48224772.391325.737102473.4711.5929.17
1047convformer_s36224771.321327.576102440.017.6730.5
1048maxvit_rmlp_small_rw_256256770.25997.06976864.914.1566.09
1049xcit_small_12_p16_384384769.741330.306102426.2514.1436.51
1050resnetv2_50x1_bit448763.06670.96851225.5516.6244.46
1051tnt_b_patch16_224224751.211363.12102465.4114.0939.01
1052nextvit_small384743.781376.73102431.7617.2657.14
1053dpn131224742.221379.624102479.2516.0932.97
1054swinv2_small_window8_256256741.581380.817102449.7311.5840.14
1055eca_nfnet_l1320737.991387.537102441.4114.9234.42
1056convit_base224737.691388.094102486.5417.5231.77
1057swinv2_cr_small_ns_256256735.251392.717102449.712.0776.21
1058nf_regnet_b5384732.211398.493102449.747.9542.9
1059convnextv2_base224728.971053.52976888.7215.3828.75
1060swin_s3_base_224224726.961408.586102471.1313.6948.26
1061vit_so150m_patch16_reg4_gap_256256726.071410.3171024134.1336.7553.21
1062swinv2_cr_base_224224719.81422.605102487.8815.8659.66
1063seresnet152288718.931424.325102466.8219.1137.34
1064vit_so150m_patch16_reg4_map_256256718.361425.4631024141.4837.1853.68
1065vitamin_base_224224715.12715.94951287.7222.6852.77
1066ecaresnet200d256715.011432.144102464.6920.043.15
1067seresnet200d256714.81432.561102471.8620.0143.15
1068swinv2_cr_base_ns_224224714.11433.953102487.8815.8659.66
1069resnetrs200256710.991440.207102493.2120.1843.42
1070xcit_nano_12_p8_384384706.261449.8710243.056.3446.08
1071convnext_large224700.671461.4431024197.7734.443.13
1072densenet264d224698.281466.454102472.7413.5714.0
1073mobilenetv4_conv_aa_large544697.25550.72638432.5914.1964.79
1074resnet152d320692.741478.183102460.2124.0847.67
1075coat_small224688.091488.162102421.6912.6144.25
1076xcit_tiny_24_p8_224224688.061488.225102412.119.2145.39
1077senet154224671.821524.1951024115.0920.7738.69
1078maxxvitv2_rmlp_base_rw_224224671.731143.308768116.0924.262.77
1079legacy_senet154224671.251525.5111024115.0920.7738.69
1080efficientvit_l3224665.721538.1731024246.0427.6239.16
1081mobilevitv2_200384664.44385.27725618.4516.2472.34
1082dpn107224662.31546.122102486.9218.3833.46
1083efficientformerv2_s2224659.151553.507102412.711.2711.77
1084xception71299656.41779.99151242.3418.0969.92
1085regnety_160288653.91174.47276883.5926.3738.07
1086convnext_small384651.611178.60576850.2225.5863.37
1087regnety_320224650.191574.911024145.0532.3430.26
1088volo_d3_224224645.721585.818102486.3320.7860.09
1089fastvit_ma36256645.471586.419102444.077.8841.09
1090regnetz_d8_evos256644.051589.928102423.464.524.92
1091convnext_base320637.051205.55276888.5931.3958.68
1092poolformerv2_m36224635.871610.368102456.088.8122.02
1093davit_large224635.021209.401768196.8134.660.99
1094gcvit_base224632.311619.451102490.3214.8755.48
1095vit_betwixt_patch16_reg4_gap_384384627.161632.736102460.639.7185.28
1096tf_efficientnetv2_m384625.531636.99102454.1415.8557.52
1097regnetz_c16_evos320625.03819.1551213.493.8625.88
1098hgnetv2_b6288616.551245.62876875.2627.935.09
1099hrnet_w64224612.171672.7331024128.0628.9735.09
1100seresnet152d320607.381685.905102466.8424.0947.72
1101vit_large_patch32_384384604.741693.2881024306.6345.3143.86
1102resnetrs152320603.91695.633102486.6224.3448.14
1103resnet200288603.311697.296102464.6724.9153.21
1104efficientvit_l2384599.941280.12376863.7120.4557.01
1105crossvit_18_dagger_408408597.371714.173102444.6132.47124.87
1106caformer_m36224590.661733.627102456.213.2950.48
1107regnetx_320224589.671736.5511024107.8131.8136.3
1108xcit_small_12_p8_224224588.091741.223102426.2118.6947.21
1109resnext101_64x4d288587.41743.275102483.4625.6651.59
1110fastvit_mci2256583.91753.716102435.827.9143.34
1111resnetv2_50x3_bit224582.221319.082768217.3237.0633.34
1112levit_conv_512_s8224573.27669.82938474.0521.8252.28
1113rdnet_large224571.45895.96512186.2734.7446.67
1114levit_512_s8224570.5448.71725674.0521.8252.28
1115convnextv2_tiny384570.14673.51138428.6413.1439.48
1116efficientnet_b5416567.51451.08625630.398.2780.68
1117maxvit_rmlp_base_rw_224224564.831359.676768116.1423.1592.64
1118nextvit_base384564.241814.832102444.8224.6473.95
1119seresnet269d256557.611836.4011024113.6726.5953.6
1120convformer_m36224556.431840.292102457.0512.8942.05
1121seresnext101_32x8d288545.611876.8102493.5727.2451.63
1122vit_mediumd_patch16_reg4_gap_384384545.011878.868102464.2743.67113.51
1123resnetrs270256542.541887.4031024129.8627.0655.84
1124efficientnetv2_m416542.391887.938102454.1418.667.5
1125efficientvit_l3256537.651428.432768246.0436.0650.98
1126nfnet_f2256537.31905.8051024193.7833.7641.85
1127seresnext101d_32x8d288536.931907.142102493.5927.6452.95
1128convnext_large_mlp256535.861433.184768200.1344.9456.33
1129volo_d1_384384534.711915.039102426.7822.75108.55
1130swinv2_base_window8_256256531.771925.628102487.9220.3752.59
1131halonet_h1256529.72483.2672568.13.051.17
1132resnext101_32x16d224523.521955.9621024194.0336.2751.18
1133eca_nfnet_l2320520.541967.185102456.7220.9547.43
1134ecaresnet200d288520.381967.761102464.6925.3154.59
1135seresnet200d288520.311968.044102471.8625.3254.6
1136mixer_l16_224224519.581970.821024208.244.641.69
1137caformer_s18384518.39987.65651226.3413.4277.34
1138regnetz_e8320511.762000.937102457.715.4663.94
1139resnet200d320510.272006.761102464.6931.2567.33
1140vit_base_patch16_384384509.982007.91102486.8655.54101.56
1141deit_base_patch16_384384508.82012.559102486.8655.54101.56
1142vit_base_patch16_clip_384384508.482013.827102486.8655.54101.56
1143deit_base_distilled_patch16_384384508.272014.657102487.6355.65101.82
1144maxvit_base_tf_224224507.091009.673512119.4724.0495.01
1145efficientnet_b5448506.95504.9725630.399.5993.56
1146hgnet_base288502.621018.64751271.5841.5525.57
1147swin_large_patch4_window7_224224500.321535.009768196.5334.5354.94
1148seresnextaa101d_32x8d288496.572062.142102493.5928.5156.44
1149convformer_s18384496.261031.70651226.7711.6346.49
1150vit_base_patch16_18x2_224224493.72074.1021024256.7352.5171.38
1151coatnet_3_rw_224224492.8519.468256181.8133.4473.83
1152coatnet_rmlp_3_rw_224224492.67519.608256165.1533.5679.47
1153swinv2_small_window16_256256489.281046.41851249.7312.8266.29
1154vit_small_patch14_dinov2518488.221573.04576822.0646.76198.79
1155vit_large_patch16_224224486.72103.9411024304.3361.663.52
1156deit3_base_patch16_384384483.162119.352102486.8855.54101.56
1157eva_large_patch14_196196482.512122.2311024304.1461.5763.52
1158hrnet_w48_ssld288481.652125.993102477.4728.6647.21
1159swinv2_large_window12_192192480.441065.672512228.7726.1756.53
1160poolformerv2_m48224479.372136.125102473.3511.5929.17
1161vit_small_patch14_reg4_dinov2518477.582144.131102422.0646.95199.77
1162nf_regnet_b5456475.931613.68276849.7411.761.95
1163xcit_large_24_p16_224224474.282159.061024189.135.8647.27
1164nfnet_f1320473.952160.5511024132.6335.9746.77
1165hiera_large_224224472.692166.3251024213.7440.3483.37
1166coatnet_3_224224472.05542.3256166.9736.5679.01
1167beit_large_patch16_224224471.92169.9531024304.4361.663.52
1168beitv2_large_patch16_224224471.022173.9841024304.4361.663.52
1169efficientnetv2_rw_m416467.891641.39876853.2421.4979.62
1170beit_base_patch16_384384466.332195.871102486.7455.54101.56
1171deit3_large_patch16_224224466.02197.4021024304.3761.663.52
1172resnetv2_101x1_bit448465.551099.77351244.5431.6564.93
1173vit_base_patch16_siglip_gap_384384464.632203.912102486.0955.43101.3
1174dm_nfnet_f2256462.442214.3461024193.7833.7641.85
1175maxvit_tiny_tf_384384461.19555.07225630.9817.53123.42
1176vit_base_patch16_siglip_384384459.332229.343102493.1856.12102.2
1177nextvit_large384453.312258.917102457.8732.0390.76
1178xcit_tiny_12_p8_384384445.812296.92910246.7114.1369.14
1179convnext_base384444.681151.3751288.5945.2184.49
1180resnetv2_152x2_bit224443.472309.0451024236.3446.9545.11
1181convnext_xlarge224442.01737.54768350.260.9857.5
1182convnextv2_base288441.991158.38451288.7225.4347.53
1183resnetrs200320441.672318.444102493.2131.5167.81
1184efficientformerv2_l224430.682377.646102426.322.5918.54
1185tiny_vit_21m_512512429.7893.62838421.2727.02177.93
1186convnextv2_large224427.591197.409512197.9634.443.13
1187swinv2_cr_tiny_384384426.11600.77325628.3315.34161.01
1188tf_efficientnet_b5456425.94601.01525630.3910.4698.86
1189flexivit_large240425.422407.0381024304.3670.9975.39
1190caformer_b36224424.341809.84676898.7523.2267.3
1191convnext_large288423.151209.95512197.7756.8771.29
1192maxxvitv2_rmlp_large_rw_224224421.821820.649768215.4244.1487.15
1193swinv2_cr_large_224224421.571821.761768196.6835.178.42
1194seresnextaa101d_32x8d320419.271831.7676893.5935.1969.67
1195tf_efficientnetv2_m480411.31867.2476854.1424.7689.84
1196xcit_small_24_p16_384384410.232496.154102447.6726.7268.58
1197davit_huge224408.331253.884512348.9261.2381.32
1198regnetz_d8_evos320408.11881.8676823.467.0338.92
1199tresnet_l448406.592518.499102455.9943.5947.56
1200seresnet269d288404.462531.7811024113.6733.6567.81
1201dm_nfnet_f1320403.92535.2481024132.6335.9746.77
1202convformer_b36224402.481908.17376899.8822.6956.06
1203regnety_160384385.7995.58338483.5946.8767.67
1204vit_large_r50_s32_384384380.772689.2621024329.0957.4376.52
1205volo_d4_224224377.232714.521024192.9644.3480.22
1206eca_nfnet_l2384365.92098.9576856.7230.0568.28
1207regnety_640224364.692105.867768281.3864.1642.5
1208vit_base_patch8_224224364.142812.13102486.5878.22161.69
1209vit_large_patch14_224224359.912845.1391024304.281.0888.79
1210vit_large_patch14_clip_224224359.732846.61024304.281.0888.79
1211swinv2_base_window16_256256357.241074.89738487.9222.0284.71
1212swinv2_base_window12to16_192to256256357.131075.23338487.9222.0284.71
1213vit_large_patch16_siglip_gap_256256354.732886.6761024303.3680.888.34
1214vit_large_patch16_siglip_256256352.452905.341024315.9681.3488.88
1215maxvit_large_tf_224224347.371105.422384211.7943.68127.35
1216resnest200e320346.522955.04102470.235.6982.78
1217ecaresnet269d320346.032959.2421024102.0941.5383.69
1218efficientnetv2_l384345.282965.6591024118.5236.1101.16
1219convnext_large_mlp320342.481494.96512200.1370.2188.02
1220tf_efficientnetv2_l384341.982994.3451024118.5236.1101.16
1221efficientvit_l3320341.331500.013512246.0456.3279.34
1222convmixer_768_32224341.123001.86102421.1119.5525.95
1223inception_next_base384340.771502.45451286.6743.6475.48
1224eca_nfnet_l3352334.483061.425102472.0432.5773.12
1225resnetv2_101x3_bit224334.422296.52768387.9371.2348.7
1226vit_base_r50_s16_384384334.222297.89376898.9567.43135.03
1227vit_large_patch14_clip_quickgelu_224224325.863142.4151024303.9781.0888.79
1228repvgg_d2se320322.973170.5181024133.3374.5746.82
1229coat_lite_medium_384384313.991630.61951244.5728.73116.7
1230resnetrs350288312.343278.4791024163.9643.6787.09
1231vit_large_patch14_xp_224224310.383299.141024304.0681.0188.79
1232nasnetalarge331307.51248.75538488.7523.8990.56
1233xcit_small_24_p8_224224306.973335.811102447.6335.8190.78
1234tresnet_xl448297.762579.25476878.4460.7761.31
1235pnasnet5large331297.121292.40138486.0625.0492.89
1236volo_d2_384384296.763450.594102458.8746.17184.51
1237maxvit_small_tf_384384291.09659.58819269.0235.87183.65
1238vitamin_large2_224224290.221764.162512333.5875.05112.83
1239vitamin_large_224224290.091764.937512333.3275.05112.83
1240ecaresnet269d352288.693547.0341024102.0950.25101.25
1241coatnet_4_224224287.2891.364256275.4362.48129.26
1242xcit_medium_24_p16_384384284.243602.53102484.447.3991.64
1243coatnet_rmlp_2_rw_384384282.99678.45719273.8847.69209.43
1244cait_xxs24_384384280.883645.694102412.039.63122.66
1245resnetrs270352280.563649.8281024129.8651.13105.48
1246caformer_s36384275.881855.88551239.326.08150.33
1247resnet50x16_clip_gap384269.911896.893512136.270.32100.64
1248nfnet_f2352268.713810.8551024193.7863.2279.06
1249convnext_xlarge288267.691912.637512350.2100.895.05
1250efficientnet_b6528265.01482.99812843.0419.4167.39
1251convformer_s36384263.971939.56551240.0122.5489.62
1252eva02_large_patch14_224224260.653928.6591024303.2781.1597.2
1253swinv2_cr_small_384384260.05984.41425649.729.7298.03
1254maxvit_tiny_tf_512512259.65739.43619231.0533.49257.59
1255convnextv2_large288259.46986.639256197.9656.8771.29
1256resnet50x16_clip384258.31982.153512167.3374.9103.54
1257eva02_large_patch14_clip_224224256.993984.5331024304.1181.1897.2
1258mvitv2_large_cls224256.72991.779768234.5842.17111.69
1259tf_efficientnet_b6528254.23503.46812843.0419.4167.39
1260vit_so400m_patch14_siglip_gap_224224251.84066.7041024412.44109.57106.13
1261resnext101_32x32d224251.592035.02512468.5387.2991.12
1262nfnet_f3320250.994079.7571024254.9268.7783.93
1263vit_so400m_patch14_siglip_224224250.864082.0151024427.68110.26106.73
1264vit_base_patch16_siglip_gap_512512250.32045.52351286.43107.0246.15
1265convnextv2_base384249.331026.7525688.7245.2184.49
1266mvitv2_large224249.022056.082512217.9943.87112.02
1267vit_base_patch16_siglip_512512247.632067.61851293.52108.22247.74
1268volo_d5_224224246.424155.4641024295.4672.4118.11
1269efficientnetv2_xl384242.54222.7051024208.1252.81139.2
1270convnext_large384238.931607.182384197.77101.1126.74
1271convnext_large_mlp384238.861607.59384200.13101.11126.74
1272dm_nfnet_f2352235.333263.538768193.7863.2279.06
1273xcit_tiny_24_p8_384384233.444386.633102412.1127.05132.95
1274swin_base_patch4_window12_384384232.721100.04525687.947.19134.78
1275efficientnetv2_l480231.292213.666512118.5256.4157.99
1276tf_efficientnetv2_xl384229.944453.2611024208.1252.81139.2
1277tf_efficientnetv2_l480229.172234.12512118.5256.4157.99
1278resnetrs420320226.894513.0891024191.8964.2126.56
1279vitamin_large_256256224.621709.558384333.3899.0154.99
1280vitamin_large2_256256224.191712.805384333.6499.0154.99
1281maxxvitv2_rmlp_base_rw_384384219.771747.277384116.0972.98213.74
1282swinv2_large_window12to16_192to256256218.31172.672256196.7447.81121.53
1283regnety_320384216.751771.603384145.0595.088.87
1284dm_nfnet_f3320216.64727.5241024254.9268.7783.93
1285resmlp_big_24_224224215.294756.3071024129.14100.2387.31
1286efficientvit_l3384214.991786.092384246.0481.08114.02
1287seresnextaa201d_32x8d320214.124782.3051024149.3970.22138.71
1288xcit_medium_24_p8_224224211.664837.959102484.3263.53121.23
1289hiera_huge_224224211.182424.411512672.78124.85150.95
1290eca_nfnet_l3448206.312481.67751272.0452.55118.4
1291caformer_m36384198.381290.46525656.242.11196.35
1292xcit_small_12_p8_384384196.632603.88251226.2154.92138.29
1293cait_xs24_384384196.173914.89576826.6719.28183.98
1294rdnet_large384195.11984.048192186.27102.09137.13
1295eva02_base_patch14_448448193.772642.32751287.12107.11259.14
1296maxvit_xlarge_tf_224224190.881341.125256506.9997.52191.04
1297focalnet_huge_fl3224190.82683.391512745.28118.26104.8
1298convformer_m36384189.91348.04925657.0537.87123.56
1299resnetrs350384188.335437.3731024163.9677.59154.74
1300cait_xxs36_384384188.295438.504102417.3714.35183.7
1301swinv2_cr_base_384384185.691378.64625687.8850.57333.68
1302vit_huge_patch14_224224183.945567.1431024630.76167.4139.41
1303vit_huge_patch14_clip_224224183.875569.2091024632.05167.4139.41
1304vit_base_patch14_dinov2518181.942814.03551286.58151.71397.58
1305regnety_1280224181.492821.098512644.81127.6671.58
1306maxvit_rmlp_base_rw_384384181.152119.803384116.1470.97318.95
1307vit_base_patch14_reg4_dinov2518180.642834.28751286.58152.25399.53
1308vitamin_xlarge_256256180.271420.118256436.06130.13177.37
1309swinv2_cr_huge_224224179.142143.597384657.83115.97121.08
1310vit_huge_patch14_gap_224224178.215745.9661024630.76166.73138.74
1311deit3_huge_patch14_224224176.765793.2521024632.13167.4139.41
1312convnextv2_huge224175.221461.021256660.29115.079.07
1313sam2_hiera_tiny896173.99367.8186426.8599.86384.63
1314vit_huge_patch14_clip_quickgelu_224224169.486042.1391024632.08167.4139.41
1315maxvit_base_tf_384384163.191176.531192119.6573.8332.9
1316vit_huge_patch14_xp_224224162.966283.7551024631.8167.3139.41
1317maxvit_small_tf_512512162.91589.279669.1367.26383.77
1318xcit_large_24_p16_384384162.766291.3341024189.1105.35137.17
1319resnest269e416162.73146.963512110.9377.69171.98
1320vit_large_patch16_384384159.334820.268768304.72191.21270.24
1321resnetv2_152x2_bit384158.132428.302384236.34136.16132.56
1322eva_large_patch14_336336157.874864.597768304.53191.1270.24
1323vit_large_patch14_clip_336336157.734868.972768304.53191.11270.24
1324efficientnet_b7600155.34618.0019666.3538.33289.94
1325convmixer_1536_20224153.836656.648102451.6348.6833.03
1326coatnet_5_224224152.871255.992192687.47145.49194.24
1327seresnextaa201d_32x8d384152.075050.135768149.39101.11199.72
1328convnext_xxlarge256152.042525.627384846.47198.09124.45
1329deit3_large_patch16_384384151.96741.4381024304.76191.21270.24
1330cait_s24_384384150.933392.28851247.0632.17245.31
1331convnext_xlarge384150.771697.89256350.2179.2168.99
1332davit_giant224150.392553.3413841406.47192.92153.06
1333tf_efficientnet_b7600150.32638.6069666.3538.33289.94
1334volo_d3_448448150.33406.61551286.6396.33446.83
1335nfnet_f3416148.763441.715512254.92115.58141.78
1336vit_large_patch16_siglip_gap_384384148.025188.469768303.69190.85269.55
1337vit_giant_patch16_gap_224224147.296952.47710241011.37202.46139.26
1338vit_large_patch16_siglip_384384147.155219.006768316.28192.07270.75
1339sam2_hiera_small896147.12435.0066433.95123.99442.63
1340resnetv2_50x3_bit448147.081305.439192217.32145.7133.37
1341beit_large_patch16_384384146.926969.5651024305.0191.21270.24
1342convnextv2_large384146.461310.909192197.96101.1126.74
1343resnetv2_152x4_bit224144.263549.137512936.53186.990.22
1344efficientnetv2_xl512144.243549.736512208.1293.85247.32
1345vit_large_patch14_clip_quickgelu_336336143.455353.757768304.29191.11270.24
1346nfnet_f4384143.083578.376512316.07122.14147.57
1347tf_efficientnetv2_xl512143.043579.486512208.1293.85247.32
1348caformer_b36384142.661794.45925698.7572.33261.79
1349convformer_b36384137.391863.31125699.8866.67164.75
1350swin_large_patch4_window12_384384136.15940.102128196.74104.08202.16
1351resnetrs420416133.297682.7561024191.89108.45213.79
1352dm_nfnet_f3416128.513984.046512254.92115.58141.78
1353regnety_640384127.62006.234256281.38188.47124.83
1354vitamin_large2_336336125.131534.357192333.83175.72307.47
1355vitamin_large_336336125.01536.041192333.57175.72307.47
1356dm_nfnet_f4384124.434114.62512316.07122.14147.57
1357focalnet_huge_fl4224122.14193.181512686.46118.9113.34
1358xcit_large_24_p8_224224120.474249.905512188.93141.23181.56
1359eva_giant_patch14_224224119.098598.31510241012.56267.18192.64
1360eva_giant_patch14_clip_224224118.988606.66110241012.59267.18192.64
1361vit_giant_patch14_clip_224224116.638780.1510241012.65267.18192.64
1362vit_giant_patch14_224224116.598782.57810241012.61267.18192.64
1363resnetv2_152x2_bit448115.472217.012256236.34184.99180.43
1364maxvit_large_tf_384384114.311119.749128212.03132.55445.84
1365eva02_large_patch14_clip_336336113.186785.716768304.43191.34289.13
1366swinv2_cr_large_384384111.861144.308128196.68108.96404.96
1367mvitv2_huge_cls224111.113456.171384694.8120.67243.63
1368convnextv2_huge288106.251204.727128660.29190.1130.7
1369xcit_small_24_p8_384384103.144964.35151247.63105.24265.91
1370nfnet_f5416101.365051.238512377.21170.71204.56
1371vitamin_xlarge_336336101.31895.3192436.06230.18347.33
1372efficientnet_b8672101.16948.9539687.4163.48442.89
1373cait_s36_384384100.965071.45251268.3747.99367.4
1374tf_efficientnet_b867298.41975.5429687.4163.48442.89
1375davit_base_fl76897.71310.07612890.37190.32530.15
1376swinv2_base_window12to24_192to38438496.33664.3746487.9255.25280.36
1377focalnet_large_fl338494.314071.8384239.13105.06168.04
1378resnet50x64_clip_gap44893.272744.574256365.03253.96233.22
1379maxvit_base_tf_51251291.791045.90896119.88138.02703.99
1380focalnet_large_fl438491.434199.805384239.32105.2181.78
1381resnet50x64_clip44890.112840.862256420.38265.02239.13
1382vitamin_large2_38438488.052180.459192333.97234.44440.16
1383vitamin_large_38438487.972182.658192333.71234.44440.16
1384dm_nfnet_f541687.965820.621512377.21170.71204.56
1385volo_d4_44844886.815898.056512193.41197.13527.35
1386resnetv2_101x3_bit44885.752239.106192387.93280.33194.78
1387nfnet_f451281.274725.064384316.07216.26262.26
1388vit_so400m_patch14_siglip_gap_38438481.276299.962512412.99333.46451.19
1389vit_so400m_patch14_siglip_38438480.826335.238512428.23335.4452.89
1390vit_huge_patch14_clip_33633679.746420.825512632.46390.97407.54
1391sam2_hiera_base_plus89677.26828.3146468.68227.48828.88
1392nfnet_f644875.596773.363512438.36229.7273.62
1393beit_large_patch16_51251275.536779.013512305.67362.24656.39
1394vitamin_xlarge_38438475.141703.48128436.06306.38493.46
1395xcit_medium_24_p8_38438471.625361.49938484.32186.67354.73
1396dm_nfnet_f451270.245466.713384316.07216.26262.26
1397vit_gigantic_patch14_22422466.997643.4515121844.44483.95275.37
1398vit_gigantic_patch14_clip_22422466.837661.6825121844.91483.96275.37
1399dm_nfnet_f644866.085811.539384438.36229.7273.62
1400focalnet_xlarge_fl338465.693897.182256408.79185.61223.99
1401regnety_128038464.852960.449192644.81374.99210.2
1402maxvit_large_tf_51251264.1998.49264212.33244.75942.15
1403maxvit_xlarge_tf_38438463.881502.72896475.32292.78668.76
1404focalnet_xlarge_fl438463.844009.787256409.03185.79242.31
1405vit_huge_patch14_clip_37837862.238227.954512632.68503.79572.79
1406eva02_large_patch14_44844861.38351.964512305.08362.33689.95
1407convnextv2_huge38461.131570.4296660.29337.96232.35
1408swinv2_large_window12to24_192to38438461.02786.61448196.74116.15407.83
1409tf_efficientnet_l247560.441588.2496480.31172.11609.89
1410nfnet_f554458.886521.51384377.21290.97349.71
1411vit_large_patch14_dinov251858.846526.064384304.37507.151058.82
1412vit_large_patch14_reg4_dinov251858.656547.461384304.37508.91064.02
1413nfnet_f748057.756649.626384499.5300.08355.86
1414volo_d5_44844857.674439.066256295.91315.06737.92
1415vit_so400m_patch14_siglip_gap_44844857.556672.399384413.33487.18764.26
1416vit_huge_patch14_clip_quickgelu_37837857.448913.629512632.68503.79572.79
1417vit_huge_patch16_gap_44844853.547172.285384631.67544.7636.83
1418eva_giant_patch14_33633651.789887.5395121013.01620.64550.67
1419swinv2_cr_giant_22422451.73713.6891922598.76483.85309.15
1420dm_nfnet_f554451.674954.931256377.21290.97349.71
1421swinv2_cr_huge_38438448.441321.19564657.94352.04583.18
1422nfnet_f657645.985567.566256438.36378.69452.2
1423volo_d5_51251244.135800.796256296.09425.091105.37
1424xcit_large_24_p8_38438440.736285.389256188.93415.0531.82
1425dm_nfnet_f657639.876420.075256438.36378.69452.2
1426nfnet_f760836.147083.228256499.5480.39570.85
1427maxvit_xlarge_tf_51251235.641346.79948475.77534.141413.22
1428regnety_256038434.992743.264961282.6747.83296.49
1429convnextv2_huge51234.271400.4648660.29600.81413.07
1430davit_huge_fl76834.251868.53964360.64744.841060.3
1431cait_m36_38438433.177717.041256271.22173.11734.81
1432resnetv2_152x4_bit48032.373954.731128936.53844.84414.26
1433sam2_hiera_large102423.782018.06948212.15907.482190.34
1434efficientnet_l280022.941394.63532480.31479.121707.39
1435samvit_base_patch16102422.72528.0581289.67486.431343.27
1436tf_efficientnet_l280022.521420.71932480.31479.121707.39
1437vit_giant_patch14_dinov251817.717227.5291281136.481784.22757.89
1438vit_giant_patch14_reg4_dinov251817.617266.6461281136.481790.082771.21
1439eva_giant_patch14_56056016.997533.3991281014.451906.762577.17
1440swinv2_cr_giant_38438414.932142.906322598.761450.711394.86
1441cait_m48_44844814.069102.618128356.46329.411708.23
1442samvit_large_patch16102410.4769.5018308.281493.862553.78
1443vit_so400m_patch14_siglip_gap_89689610.279344.72996416.872731.498492.88
1444samvit_huge_patch1610246.35944.296637.032982.233428.16