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

76 KiB

1modelinfer_img_sizeinfer_batch_sizeinfer_samples_per_secinfer_step_timeinfer_gmacsinfer_mactsparam_count
2tinynet_e1061024.050604.0320.2250.030.692.04
3mobilenetv3_small_0502241024.046069.4222.2170.030.921.59
4lcnet_0352241024.041190.6424.850.031.041.64
5lcnet_0502241024.037663.8227.1780.051.261.88
6mobilenetv3_small_0752241024.033398.6430.6490.051.32.04
7efficientvit_m02241024.032179.1331.8120.080.912.35
8mobilenetv3_small_1002241024.029653.4134.5220.061.422.54
9tf_mobilenetv3_small_minimal_1002241024.028352.5736.1060.061.412.04
10tinynet_d1521024.027612.8737.0740.051.422.34
11tf_mobilenetv3_small_0752241024.027505.9537.2180.051.32.04
12tf_mobilenetv3_small_1002241024.024859.9541.180.061.422.54
13efficientvit_m12241024.024836.8741.2190.171.332.98
14lcnet_0752241024.024184.7842.330.11.992.36
15efficientvit_m22241024.021907.9546.7310.21.474.19
16mnasnet_small2241024.020764.9549.3030.072.162.03
17levit_128s2241024.020669.4449.5310.311.887.78
18lcnet_1002241024.019774.9351.7720.162.522.95
19regnetx_0022241024.018945.5554.040.22.162.68
20resnet10t1761024.018840.2854.3420.71.515.44
21efficientvit_m32241024.018627.1454.9630.271.626.9
22mobilenetv2_0352241024.018464.7855.4470.072.861.68
23ghostnet_0502241024.017741.4657.7070.051.772.59
24resnet181601024.017592.1558.1980.931.2711.69
25regnety_0022241024.017571.3258.2670.22.173.16
26levit_conv_128s2241024.017529.958.4040.311.887.78
27efficientvit_m42241024.017446.5258.6830.31.78.8
28repghostnet_0502241024.017090.9159.9040.052.022.31
29efficientvit_b02241024.016784.2660.9990.12.873.41
30vit_tiny_r_s16_p8_2242241024.016479.3162.1280.431.856.34
31vit_small_patch32_2242241024.015974.7864.0911.122.0922.88
32mnasnet_0502241024.015859.3564.5570.113.072.22
33mobilenetv2_0502241024.014885.1168.7830.13.641.97
34tinynet_c1841024.014726.269.5250.112.872.46
35pit_ti_2242241024.014628.5169.9890.52.754.85
36pit_ti_distilled_2242241024.014546.370.3850.512.775.1
37semnasnet_0502241024.014351.4271.3410.113.442.08
38levit_1282241024.014192.7872.1390.412.719.21
39repghostnet_0582241024.013482.9375.9370.072.592.55
40mixer_s32_2242241024.013082.5378.2621.02.2819.1
41cs3darknet_focus_s2561024.012838.8679.7480.692.73.27
42regnetx_0042241024.012620.5981.1270.43.145.16
43levit_conv_1282241024.012584.581.3590.412.719.21
44cs3darknet_s2561024.012531.5681.7030.722.973.28
45lcnet_1502241024.012510.0681.8440.343.794.5
46regnetx_004_tv2241024.012294.9183.2760.423.175.5
47efficientvit_m52241024.012067.1684.8470.532.4112.47
48mobilenetv3_large_0752241024.012041.4585.0290.164.03.99
49levit_1922241024.011986.9485.4160.663.210.95
50resnet10t2241024.011963.0585.5871.12.435.44
51gernet_s2241024.011809.2986.7010.752.658.17
52ese_vovnet19b_slim_dw2241024.011618.3288.1260.45.281.9
53vit_tiny_patch16_2242241024.011270.4290.8461.084.125.72
54deit_tiny_patch16_2242241024.011259.3790.9361.084.125.72
55deit_tiny_distilled_patch16_2242241024.011217.5491.2751.094.155.91
56repghostnet_0802241024.011079.5892.4120.13.223.28
57mobilenetv3_rw2241024.010908.7893.8590.234.415.48
58levit_conv_1922241024.010768.9695.0770.663.210.95
59mobilenetv3_large_1002241024.010731.2495.4120.234.415.48
60hardcorenas_a2241024.010620.3196.4080.234.385.26
61tf_mobilenetv3_large_0752241024.010495.8397.5520.164.03.99
62resnet14t1761024.010451.4597.9651.073.6110.08
63mnasnet_0752241024.010423.2498.2310.234.773.17
64tf_mobilenetv3_large_minimal_1002241024.010369.0798.7450.224.43.92
65resnet341601024.010330.8999.1091.871.9121.8
66regnety_0042241024.09931.33103.0970.413.894.34
67nf_regnet_b01921024.09884.05103.590.373.158.76
68regnetx_0062241024.09823.29104.2320.613.986.2
69hardcorenas_b2241024.09755.67104.9530.265.095.18
70hardcorenas_c2241024.09572.88106.9580.285.015.52
71ghostnet_1002241024.09528.83107.4530.153.555.18
72tf_mobilenetv3_large_1002241024.09484.05107.960.234.415.48
73tinynet_b1881024.09358.37109.4090.214.443.73
74mnasnet_1002241024.09357.9109.4160.335.464.38
75tf_efficientnetv2_b01921024.09316.15109.9060.543.517.14
76repghostnet_1002241024.09303.14110.060.153.984.07
77mobilenetv2_0752241024.09280.78110.3250.225.862.64
78resnet182241024.09222.44111.0231.822.4811.69
79pit_xs_distilled_2242241024.09172.76111.6241.114.1511.0
80semnasnet_0752241024.09145.4111.9590.235.542.91
81pit_xs_2242241024.09134.12112.0961.14.1210.62
82regnety_0062241024.09106.78112.4330.614.336.06
83convnext_atto2241024.08993.29113.8510.553.813.7
84hardcorenas_d2241024.08915.53114.8450.34.937.5
85levit_2562241024.08893.96115.1241.134.2318.89
86seresnet182241024.08718.39117.4421.822.4911.78
87convnext_atto_ols2241024.08549.03119.7690.584.113.7
88mobilenetv2_1002241024.08479.08120.7570.316.683.5
89legacy_seresnet182241024.08452.0121.1441.822.4911.78
90spnasnet_1002241024.08438.72121.3340.356.034.42
91repghostnet_1112241024.08382.7122.1460.184.384.54
92semnasnet_1002241024.08351.88122.5970.326.233.89
93dla46_c2241024.08209.51124.7210.584.51.3
94repvgg_a02241024.08124.8126.0241.523.599.11
95levit_conv_2562241024.07997.32128.0321.134.2318.89
96edgenext_xx_small2561024.07955.06128.7110.263.331.33
97regnetx_0082241024.07889.15129.7870.815.157.26
98resnet18d2241024.07873.83130.0412.063.2911.71
99convnext_femto2241024.07867.13130.1510.794.575.22
100ese_vovnet19b_slim2241024.07834.56130.6931.693.523.17
101mobilevit_xxs2561024.07818.95130.9530.345.741.27
102hardcorenas_f2241024.07811.68131.0750.355.578.2
103hardcorenas_e2241024.07751.65132.090.355.658.07
104efficientnet_lite02241024.07716.09132.6990.46.744.65
105xcit_nano_12_p16_2242241024.07711.63132.7760.564.173.05
106ghostnet_1302241024.07680.26133.3180.244.67.36
107levit_256d2241024.07643.23133.9641.44.9326.21
108tf_efficientnetv2_b02241024.07637.19134.070.734.777.14
109repghostnet_1302241024.07550.55135.6090.255.245.48
110convnext_femto_ols2241024.07514.81136.2540.824.875.23
111regnety_0082241024.07508.88136.3610.815.256.26
112tinynet_a1921024.07458.0137.2910.355.416.19
113fbnetc_1002241024.07362.02139.0820.46.515.57
114tf_efficientnetv2_b11921024.07241.64141.3940.764.598.14
115crossvit_tiny_2402401024.07093.57144.3451.35.677.01
116regnety_008_tv2241024.07067.28144.8820.845.426.43
117mobilevitv2_0502561024.07057.9145.0750.488.041.37
118crossvit_9_2402401024.06964.15147.0281.555.598.55
119dla46x_c2241024.06837.04149.7610.545.661.07
120tf_efficientnet_lite02241024.06819.73150.1420.46.744.65
121efficientnet_b02241024.06721.47152.3370.46.755.29
122rexnet_1002241024.06689.15153.0730.417.444.8
123rexnetr_1002241024.06646.85154.0470.437.724.88
124levit_conv_256d2241024.06618.0154.7191.44.9326.21
125repvit_m12241024.06591.52155.3390.837.455.49
126efficientnet_b1_pruned2401024.06583.2155.5370.46.216.33
127repghostnet_1502241024.06564.41155.9820.326.06.58
128mnasnet_1402241024.06559.1156.1080.67.717.12
129efficientvit_b12241024.06458.82158.5320.537.259.1
130visformer_tiny2241024.06456.3158.5941.275.7210.32
131crossvit_9_dagger_2402401024.06436.13159.0911.686.038.78
132resnet14t2241024.06404.13159.8861.695.810.08
133dla60x_c2241024.06404.11159.8850.596.011.32
134mobilenetv2_110d2241024.06387.15160.3110.458.714.52
135ghostnetv2_1002241024.06375.73160.5990.184.556.16
136regnetz_0052241024.06372.66160.6760.525.867.12
137repvit_m0_92241024.06295.33162.6490.837.455.49
138edgenext_xx_small2881024.06241.41164.0530.334.211.33
139fbnetv3_b2241024.06166.1166.0580.426.978.6
140convnext_pico2241024.06145.95166.6031.376.19.05
141cs3darknet_focus_m2561024.06145.46166.6161.984.899.3
142pvt_v2_b02241024.06126.38167.1350.537.013.67
143tf_efficientnet_b02241024.06026.91169.8940.46.755.29
144nf_regnet_b02561024.05970.36171.5030.645.588.76
145resnetblur182241024.05963.74171.6942.343.3911.69
146ese_vovnet19b_dw2241024.05956.2171.9111.348.256.54
147hrnet_w18_small2241024.05950.21172.0831.615.7213.19
148resnet501601024.05943.32172.2842.15.6725.56
149repvgg_a12241024.05891.09173.8122.644.7414.09
150cs3darknet_m2561024.05871.36174.3952.085.289.31
151convnext_pico_ols2241024.05852.38174.9611.436.59.06
152vit_base_patch32_clip_2242241024.05768.1177.5174.374.1988.22
153tf_efficientnetv2_b22081024.05753.76177.961.066.010.1
154vit_base_patch32_2242241024.05748.7178.1174.374.1988.22
155semnasnet_1402241024.05744.77178.2390.68.876.11
156skresnet182241024.05740.29178.3781.823.2411.96
157vit_tiny_r_s16_p8_3843841024.05663.72180.791.255.396.36
158resnet50d1601024.05651.35181.1852.226.0825.58
159resnet182881024.05636.85181.6513.014.1111.69
160mobilenetv2_1402241024.05629.57181.8860.69.576.11
161vit_small_patch32_3843841024.05499.31186.1953.266.0722.92
162convnext_atto2881024.05487.38186.5990.916.33.7
163efficientnet_b0_gn2241024.05481.83186.7880.426.755.29
164selecsls422241024.05458.22187.5962.944.6230.35
165efficientnet_lite12401024.05452.84187.7820.6210.145.42
166fbnetv3_d2241024.05449.6187.8930.528.510.31
167pit_s_2242241024.05438.08188.2912.426.1823.46
168selecsls42b2241024.05414.81189.12.984.6232.46
169resnet342241024.05413.46189.1473.673.7421.8
170pit_s_distilled_2242241024.05407.14189.3682.456.2224.04
171efficientvit_b12561024.05391.26189.9260.699.469.1
172seresnet182881024.05348.84191.4323.014.1111.78
173tf_efficientnetv2_b12401024.05293.37193.4391.217.348.14
174levit_3842241024.05286.23193.72.366.2639.13
175convnextv2_atto2241024.05265.85194.450.553.813.71
176repvit_m1_02241024.05259.32194.6831.138.697.3
177seresnet501601024.05236.4195.5432.15.6928.09
178convnext_atto_ols2881024.05201.4196.860.966.83.7
179gernet_m2241024.05195.05197.13.025.2421.14
180fbnetv3_b2561024.05178.49197.7290.559.18.6
181mixnet_s2241024.05129.76199.6080.256.254.13
182repghostnet_2002241024.05125.91199.7590.547.969.8
183vit_base_patch32_clip_quickgelu_2242241024.05125.16199.7874.374.1987.85
184seresnet342241024.05104.13200.6123.673.7421.96
185repvit_m22241024.05098.16200.8451.369.438.8
186rexnetr_1302241024.05082.35201.4710.689.817.61
187efficientnet_b0_g16_evos2241024.05016.04204.1341.017.428.11
188ghostnetv2_1302241024.05011.79204.3070.285.98.96
189edgenext_x_small2561024.04992.08205.1120.545.932.34
190ecaresnet50t1601024.04989.39205.2252.216.0425.57
191tiny_vit_5m_2242241024.04963.53206.2931.189.3212.08
192rexnet_1302241024.04939.41207.3010.689.717.56
193legacy_seresnet342241024.04938.49207.343.673.7421.96
194eva02_tiny_patch14_2242241024.04931.19207.6461.46.175.5
195resnet34d2241024.04924.89207.9123.914.5421.82
196tf_efficientnet_lite12401024.04918.8208.170.6210.145.42
197mixer_b32_2242241024.04917.45208.2273.246.2960.29
198resnet501761024.04914.58208.3482.626.9225.56
199resnetrs501601024.04904.24208.7882.296.235.69
200xcit_tiny_12_p16_2242241024.04900.19208.9611.246.296.72
201repvit_m1_12241024.04858.32210.7591.369.438.8
202levit_conv_3842241024.04851.29211.0662.366.2639.13
203efficientnet_es_pruned2241024.04832.02211.9091.818.735.44
204efficientnet_es2241024.04828.47212.0651.818.735.44
205dla342241024.04823.61212.2773.075.0215.74
206resnet262241024.04806.46213.0362.367.3516.0
207resnet18d2881024.04806.17213.0493.415.4311.71
208resnext50_32x4d1601024.04797.48213.4352.177.3525.03
209tf_mixnet_s2241024.04783.68214.050.256.254.13
210convnext_femto2881024.04774.19214.4751.37.565.22
211efficientnet_b12241024.04707.45217.5160.599.367.79
212gmlp_ti16_2242241024.04694.71218.1081.347.555.87
213cs3darknet_focus_m2881024.04686.36218.4952.516.199.3
214mobilenetv2_120d2241024.04673.25219.1080.6911.975.83
215selecsls602241024.04656.74219.8853.595.5230.67
216selecsls60b2241024.04628.67221.2193.635.5232.77
217tf_efficientnet_es2241024.04617.85221.7371.818.735.44
218resmlp_12_2242241024.04607.73222.2243.015.515.35
219vit_small_patch16_2242241024.04586.65223.2464.258.2522.05
220deit_small_patch16_2242241024.04584.29223.3594.258.2522.05
221fbnetv3_d2561024.04567.33224.190.6811.110.31
222gmixer_12_2242241024.04565.4224.2852.677.2612.7
223deit_small_distilled_patch16_2242241024.04564.97224.3064.278.2922.44
224convnext_femto_ols2881024.04561.96224.4541.358.065.23
225efficientnet_b0_g8_gn2241024.04561.27224.4880.666.756.56
226efficientnet_cc_b0_8e2241024.04542.29225.4260.429.4224.01
227efficientnet_cc_b0_4e2241024.04540.5225.5150.419.4213.31
228repvgg_b02241024.04526.99226.1883.416.1515.82
229mixer_s16_2242241024.04518.8226.5983.795.9718.53
230cs3darknet_m2881024.04513.42226.8682.636.699.31
231convnextv2_femto2241024.04509.16227.0820.794.575.23
232regnetx_0162241024.04476.6228.7341.627.939.19
233nf_regnet_b12561024.04444.68230.3770.827.2710.22
234vit_base_patch32_clip_2562561024.04442.76230.4765.685.4487.86
235mobilevitv2_0752561024.04419.22231.7041.0512.062.87
236rexnetr_1502241024.04415.72231.8880.8911.139.78
237darknet172561024.04402.14232.6033.267.1814.3
238resnet26d2241024.04396.77232.8872.68.1516.01
239resnetaa34d2241024.04381.9233.6774.435.0721.82
240efficientnet_b2_pruned2601024.04356.91235.0180.739.138.31
241convnext_nano2241024.04340.39235.9132.468.3715.59
242ecaresnet50d_pruned2241024.04337.48236.072.536.4319.94
243efficientformer_l12241024.04271.29239.7281.35.5312.29
244nf_resnet262241024.04216.31242.8562.417.3516.0
245deit3_small_patch16_2242241024.04203.29243.6074.258.2522.06
246nf_regnet_b22401024.04197.9243.920.977.2314.31
247tf_efficientnet_cc_b0_4e2241024.04196.5244.0020.419.4213.31
248tf_efficientnet_cc_b0_8e2241024.04190.23244.3670.429.4224.01
249regnety_0162241024.04161.97246.0261.638.0411.2
250rexnet_1502241024.04147.2246.9030.911.219.73
251ghostnetv2_1602241024.04116.92248.7180.427.2312.39
252tiny_vit_11m_2242241024.04086.56250.5661.910.7320.35
253poolformer_s122241024.04071.24251.511.825.5311.92
254regnetz_0052881024.04056.8252.4040.869.687.12
255efficientnet_lite22601024.04046.71253.0340.8912.96.09
256darknet212561024.04001.6255.8873.937.4720.86
257efficientvit_b12881024.03997.55256.1450.8711.969.1
258resnext50_32x4d1761024.03992.51256.472.718.9725.03
259edgenext_x_small2881024.03965.96258.1840.687.52.34
260efficientnet_b12561024.03961.36258.4860.7712.227.79
261convnext_nano_ols2241024.03944.64259.5822.659.3815.65
262resnest14d2241024.03932.19260.4042.767.3310.61
263tf_efficientnet_b12401024.03922.37261.0550.7110.887.79
264flexivit_small2401024.03913.54261.6454.889.4622.06
265mobilevit_xs256768.03904.8196.6720.9313.622.32
266regnetz_b162241024.03893.58262.9861.459.959.72
267sedarknet212561024.03874.2264.3023.937.4720.95
268resnext26ts2561024.03832.52267.1762.4310.5210.3
269mobileone_s12241024.03826.99267.5620.869.674.83
270tf_efficientnetv2_b22601024.03817.93268.1971.729.8410.1
271edgenext_small2561024.03770.23271.5881.269.075.59
272convnext_pico2881024.03731.48274.4112.2710.089.05
273gernet_l2561024.03727.69274.694.578.031.08
274seresnext26ts2561024.03724.62274.9162.4310.5210.39
275eca_resnext26ts2561024.03723.07275.0312.4310.5210.3
276dpn48b2241024.03716.75275.4971.698.929.13
277tf_efficientnet_lite22601024.03695.32277.0960.8912.96.09
278gcresnext26ts2561024.03691.17277.4092.4310.5310.48
279efficientnet_b22561024.03671.26278.9120.8912.819.11
280nf_ecaresnet262241024.03640.87281.242.417.3616.0
281resnetblur182881024.03639.91281.3143.875.611.69
282nf_seresnet262241024.03637.43281.5062.417.3617.4
283resnet1011601024.03616.15283.1644.08.2844.55
284vit_relpos_small_patch16_2242241024.03590.52285.1834.249.3821.98
285resnet26t2561024.03578.9286.1113.3510.5216.01
286vit_srelpos_small_patch16_2242241024.03572.97286.5854.238.4921.97
287convnext_pico_ols2881024.03558.03287.7892.3710.749.06
288cs3darknet_focus_l2561024.03544.69288.8724.668.0321.15
289tf_efficientnetv2_b32401024.03543.38288.9781.939.9514.36
290legacy_seresnext26_32x4d2241024.03516.72291.1692.499.3916.79
291pvt_v2_b12241024.03507.87291.9032.0414.0114.01
292repvit_m32241024.03501.61292.4251.8913.9410.68
293repvgg_a22241024.03495.75292.9165.76.2628.21
294efficientnetv2_rw_t2241024.03486.59293.6861.939.9413.65
295ecaresnet101d_pruned2241024.03483.13293.9773.487.6924.88
296ese_vovnet19b_dw2881024.03478.51294.3692.2213.636.54
297mixnet_m2241024.03474.22294.7310.368.195.01
298edgenext_small_rw2561024.03458.08296.1061.589.517.83
299convnextv2_pico2241024.03458.0296.1131.376.19.07
300gc_efficientnetv2_rw_t2241024.03445.15297.2181.949.9713.68
301cs3darknet_l2561024.03414.99299.8454.868.5521.16
302efficientnet_b3_pruned3001024.03412.19300.091.0411.869.86
303nf_regnet_b12881024.03373.08303.571.029.210.22
304tf_mixnet_m2241024.03353.29305.3610.368.195.01
305convit_tiny2241024.03342.83306.3161.267.945.71
306eca_botnext26ts_2562561024.03341.38306.4492.4611.610.59
307ecaresnext50t_32x4d2241024.03327.77307.7032.710.0915.41
308ecaresnext26t_32x4d2241024.03321.66308.2692.710.0915.41
309resnet342881024.03320.08308.4166.076.1821.8
310seresnext26t_32x4d2241024.03319.26308.4912.710.0916.81
311vit_tiny_patch16_3843841024.03311.59309.2063.1612.085.79
312vit_base_patch32_plus_2562561024.03301.22310.1777.76.35119.48
313seresnext26d_32x4d2241024.03300.83310.2142.7310.1916.81
314skresnet342241024.03294.57310.8033.675.1322.28
315mobilevitv2_100256768.03290.58233.3841.8416.084.9
316vit_relpos_small_patch16_rpn_2242241024.03279.29312.2454.249.3821.97
317eca_halonext26ts2561024.03270.39313.12.4411.4610.76
318coatnet_pico_rw_2242241024.03250.74314.9931.9612.9110.85
319rexnetr_200224768.03238.38237.1461.5915.1116.52
320ecaresnet26t2561024.03228.23317.193.3510.5316.01
321ecaresnetlight2241024.03222.96317.7084.118.4230.16
322coatnext_nano_rw_2242241024.03218.47318.1532.3610.6814.7
323cs3sedarknet_l2561024.03218.11318.1884.868.5621.91
324coat_lite_tiny2241024.03216.35318.3621.611.655.72
325nf_regnet_b22721024.03205.43319.4471.229.2714.31
326convnextv2_atto2881024.03199.9319.9990.916.33.71
327vit_small_r26_s32_2242241024.03174.89322.523.549.4436.43
328botnet26t_2562561024.03173.81322.633.3211.9812.49
329resnetv2_502241024.03170.95322.9194.1111.1125.55
330fastvit_t82561024.03164.9323.5380.78.634.03
331crossvit_small_2402401024.03164.86323.5415.0911.3426.86
332bat_resnext26ts2561024.03139.26326.182.5312.5110.73
333seresnet342881024.03136.77326.4396.076.1821.96
334halonet26t2561024.03132.55326.8793.1911.6912.48
335lambda_resnet26t2561024.03123.88327.7863.0211.8710.96
336rexnet_200224768.03120.89246.0731.5614.9116.37
337vit_small_resnet26d_2242241024.03106.26329.6455.0410.6563.61
338hrnet_w18_small_v22241024.03095.42330.82.629.6515.6
339mobileone_s22241024.03085.91331.821.3411.557.88
340vit_relpos_base_patch32_plus_rpn_2562561024.03081.88332.2477.596.63119.42
341tresnet_m2241024.03073.78333.1295.757.3131.39
342resnet32ts2561024.03072.91333.2244.6311.5817.96
343coatnet_nano_cc_2242241024.03066.72333.8962.1313.113.76
344resnet1011761024.03047.24336.0314.9210.0844.55
345resnet33ts2561024.03032.6337.6534.7611.6619.68
346efficientvit_b22241024.03030.14337.9271.614.6224.33
347resnet502241024.03021.24338.9224.1111.1125.56
348coat_lite_mini2241024.03021.22338.9252.012.2511.01
349resnet34d2881024.03013.98339.7396.477.5121.82
350cspresnet502561024.03012.57339.8984.5411.521.62
351resnetv2_50t2241024.03011.73339.9914.3211.8225.57
352dpn68b2241024.03008.58340.3472.3510.4712.61
353coatnet_nano_rw_2242241024.03001.39341.1652.2913.2915.14
354dpn682241024.03001.33341.172.3510.4712.61
355resnetv2_50d2241024.02992.98342.124.3511.9225.57
356convnext_tiny2241024.02986.71342.8414.4713.4428.59
357levit_5122241024.02974.0344.3055.6410.2295.17
358dla602241024.02959.44345.9994.2610.1622.04
359fbnetv3_g2401024.02957.87346.1841.2814.8716.62
360tf_efficientnet_b22601024.02957.04346.281.0213.839.11
361efficientnet_em2401024.02948.76347.2543.0414.346.9
362crossvit_15_2402401024.02948.65347.2665.1712.0127.53
363eca_resnet33ts2561024.02945.18347.6764.7611.6619.68
364seresnet33ts2561024.02940.4348.244.7611.6619.78
365regnetx_0322241024.02932.49349.183.211.3715.3
366gcresnet33ts2561024.02919.42350.7444.7611.6819.88
367mobileone_s02241024.02911.68351.6751.0915.485.29
368resnet50t2241024.02893.61353.8724.3211.8225.57
369resnet50c2241024.02893.38353.94.3511.9225.58
370repvit_m1_52241024.02891.53354.1262.3115.714.64
371selecsls842241024.02891.52354.1285.97.5750.95
372efficientnet_cc_b1_8e2401024.02883.89355.0640.7515.4439.72
373haloregnetz_b2241024.02883.33355.1341.9711.9411.68
374vgg112241024.02881.16355.47.617.44132.86
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376resnest26d2241024.02863.53357.593.649.9717.07
377tf_efficientnet_em2401024.02860.98357.9083.0414.346.9
378visformer_small2241024.02837.73360.8414.8811.4340.22
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380vovnet39a2241024.02834.5361.2527.096.7322.6
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382cspresnet50d2561024.02828.94361.9634.8612.5521.64
383resnet262881024.02826.83362.2333.912.1516.0
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385efficientnet_b22881024.02822.88362.7391.1216.29.11
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387levit_512d2241024.02784.75367.7075.8511.392.5
388levit_conv_5122241024.02781.3368.1625.6410.2295.17
389deit3_medium_patch16_2242241024.02780.75368.2357.5310.9938.85
390crossvit_15_dagger_2402401024.02776.34368.825.512.6828.21
391regnety_0402241024.02768.62369.8494.012.2920.65
392legacy_seresnet502241024.02766.98370.0663.8810.628.09
393eca_resnext26ts2881024.02756.51371.4733.0713.3210.3
394seresnext26ts2881024.02751.54372.1443.0713.3210.39
395regnety_0322241024.02744.75373.0653.211.2619.44
396convnext_tiny_hnf2241024.02744.61373.0824.4713.4428.59
397convnextv2_femto2881024.02744.25373.1311.37.565.23
398eca_vovnet39b2241024.02742.23373.4087.096.7422.6
399resnetv2_50x1_bit2241024.02741.57373.4974.2311.1125.55
400gcresnext26ts2881024.02728.39375.3023.0713.3310.48
401resnetaa502241024.02728.16375.3345.1511.6425.56
402densenet1212241024.02725.3375.7262.876.97.98
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404mixnet_l2241024.02712.93377.440.5810.847.33
405tf_efficientnet_cc_b1_8e2401024.02710.75377.7450.7515.4439.72
406mobilevit_s256768.02698.84284.5571.8617.035.58
407cs3darknet_focus_l2881024.02695.52379.8785.910.1621.15
408seresnet502241024.02693.22380.2034.1111.1328.09
409xcit_nano_12_p16_3843841024.02679.82382.1041.6412.143.05
410resnetaa34d2881024.02675.02382.797.338.3821.82
411twins_svt_small2241024.02670.35383.4582.8210.724.06
412ecaresnet50d_pruned2881024.02662.19384.6344.1910.6119.94
413convnext_nano2881024.02634.79388.6354.0613.8415.59
414resnet50_gn2241024.02631.91389.064.1411.1125.56
415resnetv2_50d_gn2241024.02623.43390.3174.3811.9225.57
416xcit_tiny_24_p16_2242241024.02616.39391.3682.3411.8212.12
417tf_mixnet_l2241024.02615.89391.4430.5810.847.33
418res2net50_48w_2s2241024.02611.06392.1664.1811.7225.29
419gcvit_xxtiny2241024.02608.34392.5742.1415.3612.0
420cs3darknet_l2881024.02607.33392.7286.1610.8321.16
421resnetaa50d2241024.02596.72394.3325.3912.4425.58
422vgg11_bn2241024.02590.27395.3157.627.44132.87
423vit_base_resnet26d_2242241024.02580.41396.8226.9312.34101.4
424vit_relpos_medium_patch16_cls_2242241024.02579.62396.9467.5513.338.76
425ecaresnet50t2241024.02579.62396.9464.3211.8325.57
426coatnet_rmlp_nano_rw_2242241024.02579.38396.9842.5118.2115.15
427davit_tiny2241024.02578.68397.0914.4717.0828.36
428seresnet50t2241024.02574.91397.6724.3211.8328.1
429resnet26d2881024.02569.96398.4384.2913.4816.01
430mobilevitv2_125256768.02568.23299.032.8620.17.48
431nf_regnet_b32881024.02563.17399.4941.6711.8418.59
432ecaresnet50d2241024.02560.76399.874.3511.9325.58
433levit_conv_512d2241024.02557.63400.3595.8511.392.5
434resnet1521601024.02531.48404.4955.911.5160.19
435efficientvit_b22561024.02531.18404.5442.0919.0324.33
436mobileone_s32241024.02513.71407.3551.9413.8510.17
437resnetrs502241024.02512.05407.6244.4812.1435.69
438twins_pcpvt_small2241024.02506.77408.4823.6815.5124.11
439resnetblur502241024.02495.43410.3385.1612.0225.56
440poolformerv2_s122241024.02489.38411.3371.835.5311.89
441convnextv2_nano2241024.02480.83412.7552.468.3715.62
442regnetx_0402241024.02478.03413.2223.9912.222.12
443eca_nfnet_l02241024.02476.91413.4074.3510.4724.14
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445nfnet_l02241024.02472.84414.0884.3610.4735.07
446tiny_vit_21m_2242241024.02468.7414.7814.0815.9633.22
447cs3sedarknet_l2881024.02463.79415.6096.1610.8321.91
448resnet50s2241024.02456.52416.8385.4713.5225.68
449dla60x2241024.02437.95420.0123.5413.817.35
450densenetblur121d2241024.02433.6420.7653.117.98.0
451edgenext_small3201024.02424.08422.4141.9714.165.59
452resnext50_32x4d2241024.02410.12424.8624.2614.425.03
453inception_next_tiny2241024.02404.04425.9374.1911.9828.06
454convnext_nano_ols2881024.02397.01427.1884.3815.515.65
455vit_relpos_medium_patch16_2242241024.02394.54427.6297.512.1338.75
456efficientnet_lite3300512.02392.78213.9671.6521.858.2
457vit_srelpos_medium_patch16_2242241024.02386.54429.0627.4911.3238.74
458regnetz_c162561024.02383.36429.6352.5116.5713.46
459resnetblur50d2241024.02382.64429.7655.412.8225.58
460vit_base_r26_s32_2242241024.02381.88429.9016.7611.54101.38
461gcresnet50t2561024.02372.96431.5185.4214.6725.9
462regnety_040_sgn2241024.02371.57431.774.0312.2920.65
463res2net50_26w_4s2241024.02359.62433.9574.2812.6125.7
464vovnet57a2241024.02357.12434.4168.957.5236.64
465resmlp_24_2242241024.02350.19435.6975.9610.9130.02
466maxvit_pico_rw_256256768.02346.84327.2381.6818.777.46
467inception_v32991024.02346.46436.3915.738.9723.83
468maxvit_rmlp_pico_rw_256256768.02343.0327.7741.6921.327.52
469seresnetaa50d2241024.02333.21438.875.412.4628.11
470focalnet_tiny_srf2241024.02331.81439.1324.4216.3228.43
471cspresnext502561024.02330.62439.3584.0515.8620.57
472res2net50_14w_8s2241024.02327.89439.8714.2113.2825.06
473dla60_res2net2241024.02327.26439.994.1512.3420.85
474coatnet_0_rw_2242241024.02319.62441.4384.2315.127.44
475regnetz_b162881024.02318.51441.6512.3916.439.72
476gmixer_24_2242241024.02315.73442.1825.2814.4524.72
477resnext50d_32x4d2241024.02305.65444.1164.515.225.05
478lambda_resnet26rpt_256256768.02282.36336.4843.1611.8710.99
479ese_vovnet57b2241024.02279.9449.1328.957.5238.61
480resnest50d_1s4x24d2241024.02278.75449.3574.4313.5725.68
481dla60_res2next2241024.02268.77451.3333.4913.1717.03
482sehalonet33ts2561024.02262.52452.5823.5514.713.69
483res2net50d2241024.02256.17453.8554.5213.4125.72
484vit_medium_patch16_gap_2402401024.02253.27454.4398.612.5744.4
485res2next502241024.02251.4454.8174.213.7124.67
486resnet32ts2881024.02244.87456.1395.8614.6517.96
487edgenext_base2561024.02239.63457.2043.8515.5818.51
488efficientvit_l12241024.02235.54458.0435.2715.8552.65
489skresnet502241024.02226.66459.874.1112.525.8
490nfnet_f01921024.02226.44459.9167.2110.1671.49
491tf_efficientnetv2_b33001024.02226.35459.9353.0415.7414.36
492efficientnetv2_rw_t2881024.02225.5460.113.1916.4213.65
493nf_ecaresnet502241024.02219.3461.3954.2111.1325.56
494darknetaa532561024.02219.0461.4597.9712.3936.02
495densenet1692241024.02218.3461.6043.47.314.15
496nf_seresnet502241024.02217.49461.7724.2111.1328.09
497edgenext_small_rw3201024.02214.15462.4682.4614.857.83
498resnet33ts2881024.02214.09462.4826.0214.7519.68
499xcit_small_12_p16_2242241024.02207.67463.8264.8212.5726.25
500focalnet_tiny_lrf2241024.02205.41464.3014.4917.7628.65
501resnet51q2561024.02195.84466.3256.3816.5535.7
502repvgg_b1g42241024.02195.75466.3448.1510.6439.97
503seresnext50_32x4d2241024.02188.04467.9864.2614.4227.56
504vit_relpos_medium_patch16_rpn_2242241024.02187.29468.1477.512.1338.73
505cs3darknet_focus_x2561024.02185.7468.4898.0310.6935.02
506legacy_seresnext50_32x4d2241024.02184.4468.7664.2614.4227.56
507tf_efficientnet_lite3300512.02178.27235.0391.6521.858.2
508resnet26t3201024.02173.03471.225.2416.4416.01
509gc_efficientnetv2_rw_t2881024.02170.84471.6963.216.4513.68
510gmlp_s16_2242241024.02161.42473.7524.4215.119.42
511seresnet33ts2881024.02156.33474.8686.0214.7619.78
512eca_resnet33ts2881024.02152.27475.7656.0214.7619.68
513fastvit_t122561024.02151.9475.8461.4212.427.55
514nf_regnet_b33201024.02148.66476.5642.0514.6118.59
515eva02_small_patch14_2242241024.02144.78477.4265.5312.3421.62
516resnet1521761024.02139.0478.7167.2213.9960.19
517vit_medium_patch16_reg4_gap_2562561024.02137.51479.0519.9314.5138.87
518gcresnet33ts2881024.02134.49479.7286.0214.7819.88
519skresnet50d2241024.02133.34479.9864.3613.3125.82
520ecaresnet101d_pruned2881024.02128.45481.095.7512.7124.88
521fbnetv3_g2881024.02127.74481.251.7721.0916.62
522vit_medium_patch16_reg4_2562561024.02119.83483.0479.9714.5638.87
523eva02_tiny_patch14_3363361024.02106.54486.0943.1413.855.76
524convnextv2_pico2881024.02101.04487.3672.2710.089.07
525nf_resnet502561024.02100.31487.5365.4614.5225.56
526resnetrs1011921024.02100.21487.5586.0412.763.62
527poolformer_s242241024.02099.97487.6153.4110.6821.39
528pvt_v2_b22241024.02099.92487.6263.924.9625.36
529efficientnet_b3288512.02089.91244.9771.6321.4912.23
530cs3sedarknet_xdw2561024.02078.01492.7685.9717.1821.6
531darknet532561024.02077.03493.09.3112.3941.61
532ecaresnet50t2561024.02076.41493.1495.6415.4525.57
533cs3darknet_x2561024.02060.02497.0718.3811.3535.05
534xcit_nano_12_p8_2242241024.02059.06497.3022.1615.713.05
535mobilevitv2_150256512.02058.61248.7024.0924.1110.59
536rexnetr_3002241024.02042.01501.4553.3922.1634.81
537lambda_resnet50ts2561024.02041.61501.5525.0717.4821.54
538fastvit_s122561024.02028.81504.7181.8213.679.47
539coatnet_rmlp_0_rw_2242241024.02024.25505.8554.5221.2627.45
540gcvit_xtiny2241024.02023.42506.0632.9320.2619.98
541fastvit_sa122561024.02022.28506.3471.9613.8311.58
542crossvit_18_2402401024.02014.44508.3188.2116.1443.27
543vit_medium_patch16_gap_2562561024.01996.45512.8999.7814.2938.86
544resnet61q2561024.01996.22512.9587.817.0136.85
545coatnet_bn_0_rw_2242241024.01985.64515.694.4818.4127.44
546vit_base_patch32_3843841024.01984.44516.00512.6712.1488.3
547vit_base_patch32_clip_3843841024.01981.44516.78412.6712.1488.3
548cspdarknet532561024.01981.04516.8886.5716.8127.64
549sebotnet33ts_256256512.01977.98258.8413.8917.4613.7
550ecaresnet26t3201024.01973.79518.7865.2416.4416.01
551vit_base_resnet50d_2242241024.01971.35519.4288.6816.1110.97
552cs3sedarknet_x2561024.01962.3521.8258.3811.3535.4
553regnetx_0802241024.01962.04521.8948.0214.0639.57
554seresnext26t_32x4d2881024.01950.77524.914.4616.6816.81
555mixnet_xl2241024.01948.29525.5760.9314.5711.9
556resnest50d2241024.01945.36526.3685.414.3627.48
557seresnext26d_32x4d2881024.01940.04527.8134.5116.8516.81
558coatnet_0_224224512.01939.29264.0044.4321.1425.04
559swin_tiny_patch4_window7_2242241024.01938.74528.1654.5117.0628.29
560resnetv2_1012241024.01935.15529.1467.8316.2344.54
561regnetx_0642241024.01933.12529.7036.4916.3726.21
562dla1022241024.01924.77531.9987.1914.1833.27
563crossvit_18_dagger_2402401024.01921.19532.9918.6516.9144.27
564rexnetr_200288512.01914.7267.3962.6224.9616.52
565rexnet_3002241024.01911.46535.7063.4422.434.71
566nest_tiny2241024.01908.27536.6015.2414.7517.06
567dm_nfnet_f01921024.01907.3536.8737.2110.1671.49
568ecaresnetlight2881024.01897.75539.5746.7913.9130.16
569maxxvit_rmlp_nano_rw_256256768.01897.05404.834.1721.5316.78
570resnet1012241024.01885.15543.1837.8316.2344.55
571nest_tiny_jx2241024.01884.26543.4375.2414.7517.06
572pvt_v2_b2_li2241024.01882.78543.8633.7725.0422.55
573vit_large_patch32_2242241024.01869.82547.63215.2711.11305.51
574vgg132241024.01868.34548.06811.3112.25133.05
575resnetv2_101d2241024.01865.75548.8278.0717.0444.56
576efficientformer_l32241024.01865.63548.8653.9312.0131.41
577resnetv2_502881024.01863.99549.3476.7918.3725.55
578mobileone_s42241024.01856.33551.6153.0417.7414.95
579res2net50_26w_6s2241024.01853.01552.6036.3315.2837.05
580efficientvit_b22881024.01851.14553.162.6424.0324.33
581lamhalobotnet50ts_2562561024.01841.89555.9385.0218.4422.57
582maxvit_nano_rw_256256768.01833.65418.8274.2625.7615.45
583maxvit_rmlp_nano_rw_256256768.01832.13419.1754.2827.415.5
584convnext_small2241024.01829.72559.6368.7121.5650.22
585resnet101c2241024.01824.57561.2178.0817.0444.57
586convnext_tiny2881024.01817.02563.5497.3922.2128.59
587resnet101d2241024.01816.61563.6778.0817.0444.57
588gcresnext50ts2881024.01802.21568.1814.7519.5715.67
589efficientnetv2_s2881024.01800.9568.5954.7520.1321.46
590pit_b_distilled_2242241024.01798.47569.36310.6316.6774.79
591resnet502881024.01790.94571.7576.818.3725.56
592twins_pcpvt_base2241024.01774.55577.0376.4621.3543.83
593halonet50ts2561024.01772.89577.5765.319.222.73
594dpn68b2881024.01770.85578.243.8917.312.61
595pit_b_2242241024.01769.93578.54210.5616.673.76
596hrnet_w18_ssld2241024.01769.77578.5944.3216.3121.3
597swin_s3_tiny_2242241024.01768.18579.1144.6419.1328.33
598efficientvit_l22241024.01765.89579.8666.9719.5863.71
599hrnet_w182241024.01763.75580.574.3216.3121.3
600coat_lite_small2241024.01746.27586.383.9622.0919.84
601repvgg_b12241024.01745.5586.6413.1610.6457.42
602wide_resnet50_22241024.01744.59586.94711.4314.468.88
603efficientnet_b3320512.01740.17294.2132.0126.5212.23
604gcresnet50t2881024.01734.6590.3286.8618.5725.9
605densenet2012241024.01731.46591.3974.347.8520.01
606tresnet_v2_l2241024.01730.52591.7178.8516.3446.17
607tf_efficientnet_b3300512.01724.68296.8561.8723.8312.23
608efficientnetv2_rw_s2881024.01722.48594.4814.9121.4123.94
609darknetaa532881024.01719.51595.50910.0815.6836.02
610maxxvitv2_nano_rw_256256768.01706.28450.0916.1219.6623.7
611resnetaa101d2241024.01701.55601.7929.1217.5644.57
612xcit_tiny_12_p16_3843841024.01700.55602.1443.6418.256.72
613cait_xxs24_2242241024.01698.66602.8152.5320.2911.96
614resnet50t2881024.01694.77604.27.1419.5325.57
615legacy_seresnet1012241024.01693.62604.6117.6115.7449.33
616cs3edgenet_x2561024.01692.79604.90711.5312.9247.82
617resnet50d2881024.01684.01608.0617.1919.725.58
618mobilevitv2_175256512.01675.38305.5925.5428.1314.25
619regnetv_0642241024.01674.09611.6636.3916.4130.58
620resnetv2_101x1_bit2241024.01672.61612.2048.0416.2344.54
621efficientnet_b3_gn288512.01669.75306.6231.7423.3511.73
622ese_vovnet39b288768.01667.87460.45911.7111.1324.57
623regnety_0322881024.01666.89614.3075.2918.6119.44
624seresnet1012241024.01666.33614.5097.8416.2749.33
625regnety_0642241024.01666.11614.5936.3916.4130.58
626convnext_tiny_hnf2881024.01663.94615.3937.3922.2128.59
627regnetv_0402881024.01658.56617.3916.620.320.64
628regnety_0402881024.01648.75621.0646.6120.320.65
629regnety_0802241024.01645.74622.2028.017.9739.18
630resnet101s2241024.01640.53624.1769.1918.6444.67
631mixer_b16_2242241024.01627.76629.07512.6214.5359.88
632dla102x2241024.01623.56630.6985.8919.4226.31
633nf_resnet1012241024.01622.48631.128.0116.2344.55
634swinv2_cr_tiny_2242241024.01621.28631.594.6628.4528.33
635ecaresnet101d2241024.01619.0632.4778.0817.0744.57
636convnextv2_tiny2241024.01618.49632.6764.4713.4428.64
637darknet532881024.01615.64633.79511.7815.6841.61
638wide_resnet101_21761024.01615.25633.94514.3113.18126.89
639repvit_m2_32241024.01614.73634.1494.5726.2123.69
640resnetaa502881024.01610.23635.9238.5219.2425.56
641resnetblur101d2241024.01609.76636.1099.1217.9444.57
642efficientvit_b32241024.01609.54636.1963.9926.948.65
643regnetz_d322561024.01603.03638.7795.9823.7427.58
644regnetz_b16_evos2241024.01602.47639.0011.439.959.74
645ese_vovnet39b_evos2241024.01599.88640.0367.076.7424.58
646davit_small2241024.01599.81640.0668.6927.5449.75
647seresnet502881024.01595.89641.6376.818.3928.09
648cs3se_edgenet_x2561024.01593.53642.58711.5312.9450.72
649nf_regnet_b43201024.01592.57642.9753.2919.8830.21
650swinv2_cr_tiny_ns_2242241024.01590.7643.7314.6628.4528.33
651sequencer2d_s2241024.01586.65645.3724.9611.3127.65
652tf_efficientnetv2_s3001024.01583.75646.5555.3522.7321.46
653densenet1212881024.01581.16647.6154.7411.417.98
654resnet51q2881024.01581.05647.6598.0720.9435.7
655regnetz_d82561024.01580.57647.8553.9723.7423.37
656resmlp_36_2242241024.01577.5649.1168.9116.3344.69
657mixer_l32_2242241024.01577.26649.21511.2719.86206.94
658regnetz_0402561024.01574.58650.324.0624.1927.12
659vit_base_patch16_224_miil2241024.01574.06650.53516.8816.594.4
660botnet50ts_256256512.01573.5325.385.5422.2322.74
661resnet50_gn2881024.01570.23652.1226.8518.3725.56
662vit_base_patch16_clip_2242241024.01569.93652.24816.8716.4986.57
663cs3darknet_x2881024.01569.68652.35210.614.3635.05
664deit_base_distilled_patch16_2242241024.01568.26652.94216.9516.5887.34
665vit_base_patch16_2242241024.01568.03653.03816.8716.4986.57
666deit_base_patch16_2242241024.01567.8653.13116.8716.4986.57
667regnetz_040_h2561024.01564.2654.6384.1224.2928.94
668resnetv2_50d_gn2881024.01555.81658.1647.2419.725.57
669resnetv2_50d_frn2241024.01553.07659.3264.3311.9225.59
670tresnet_l2241024.01528.92669.73910.911.955.99
671regnety_080_tv2241024.01528.54669.918.5119.7339.38
672resnetaa50d2881024.01524.48671.6928.9220.5725.58
673nf_resnet502881024.01524.41671.7246.8818.3725.56
674caformer_s182241024.01522.76672.4493.915.1826.34
675resnext101_32x8d1761024.01521.82672.86810.3319.3788.79
676seresnet50t2881024.01518.59674.2997.1419.5528.1
677ecaresnet50t2881024.01518.21674.4657.1419.5525.57
678mvitv2_tiny2241024.01518.01674.5564.721.1624.17
679resnet101d2561024.01517.18674.92610.5522.2544.57
680pvt_v2_b32241024.01516.27675.3266.7133.845.24
681maxvit_tiny_rw_224224768.01513.7507.3574.9328.5429.06
682ecaresnet50d2881024.01510.36677.9757.1919.7225.58
683convnextv2_nano288768.01503.98510.6374.0613.8415.62
684halo2botnet50ts_2562561024.01499.3682.9755.0221.7822.64
685cs3sedarknet_x2881024.01498.9683.15810.614.3735.4
686res2net50_26w_8s2241024.01498.8683.2018.3717.9548.4
687resnext101_32x4d2241024.01496.35684.328.0121.2344.18
688deit3_base_patch16_2242241024.01488.08688.12216.8716.4986.59
689regnetz_c163201024.01478.43692.6153.9225.8813.46
690resnest50d_4s2x40d2241024.01478.06692.7854.417.9430.42
691resnetblur502881024.01477.0693.2858.5219.8725.56
692skresnext50_32x4d2241024.01470.18696.5024.517.1827.48
693efficientvit_l22561024.01466.16698.419.0925.4963.71
694eca_nfnet_l02881024.01463.28699.7877.1217.2924.14
695mobilevitv2_200256768.01462.66525.0627.2232.1518.45
696nfnet_l02881024.01461.21700.7757.1317.2935.07
697resnet61q2881024.01460.17701.2779.8721.5236.85
698vit_base_patch32_clip_4484481024.01456.81702.89217.2116.4988.34
699vit_small_patch16_36x1_2242241024.01454.45704.03612.6324.5964.67
700vit_small_resnet50d_s16_2242241024.01451.55705.43913.021.1257.53
701beit_base_patch16_2242241024.01443.54709.35416.8716.4986.53
702res2net101_26w_4s2241024.01442.54709.8488.118.4545.21
703vit_base_patch16_siglip_2242241024.01439.5711.34317.0216.7192.88
704vit_base_patch16_gap_2242241024.01436.45712.85716.7816.4186.57
705regnety_040_sgn2881024.01436.16712.9996.6720.320.65
706beitv2_base_patch16_2242241024.01436.01713.07516.8716.4986.53
707convit_small2241024.01431.38715.3835.7617.8727.78
708edgenext_base3201024.01423.6719.2896.0124.3218.51
709convformer_s182241024.01421.81720.1973.9615.8226.77
710focalnet_small_srf2241024.01419.82721.2048.6226.2649.89
711densenetblur121d2881024.01416.47722.9145.1413.068.0
712poolformer_s362241024.01415.39723.4635.015.8230.86
713resnetv2_50d_evos2241024.01415.09723.6144.3311.9225.59
714coatnet_rmlp_1_rw_2242241024.01413.05724.6647.4428.0841.69
715res2net101d2241024.01406.68727.9438.3519.2545.23
716legacy_xception2991024.01405.99728.3028.435.8322.86
717vit_small_patch16_18x2_2242241024.01405.24728.68912.6324.5964.67
718resnetblur50d2881024.01403.3729.6958.9221.1925.58
719resnext50_32x4d2881024.01402.5730.1157.0423.8125.03
720inception_next_small2241024.01397.1732.9318.3619.2749.37
721repvgg_b2g42241024.01392.83735.18312.6312.961.76
722gcvit_tiny2241024.01390.57736.3764.7929.8228.22
723vit_relpos_base_patch16_clsgap_2242241024.01386.7738.43316.8817.7286.43
724vit_base_patch16_clip_quickgelu_2242241024.01384.47739.62116.8716.4986.19
725vit_relpos_base_patch16_cls_2242241024.01384.18739.77516.8817.7286.43
726dpn922241024.01380.04741.9956.5418.2137.67
727seresnetaa50d2881024.01379.8742.1258.9220.5928.11
728vit_small_patch16_3843841024.01379.23742.42912.4524.1522.2
729nf_ecaresnet1012241024.01375.27744.5698.0116.2744.55
730nf_seresnet1012241024.01370.83746.9838.0216.2749.33
731efficientnet_b3_gn320384.01366.12281.0772.1428.8311.73
732vgg16_bn2241024.01361.56752.06715.513.56138.37
733flexivit_base2401024.01360.19752.82219.3518.9286.59
734efficientformerv2_s02241024.01357.83754.1330.415.33.6
735resnetv2_1522241024.01356.74754.73511.5522.5660.19
736seresnext101_32x4d2241024.01356.08755.1058.0221.2648.96
737legacy_seresnext101_32x4d2241024.01355.29755.5438.0221.2648.96
738efficientnet_b3_g8_gn288768.01342.01572.2642.5923.3514.25
739efficientvit_b3256768.01340.35572.9725.235.0148.65
740efficientnet_b4320512.01338.46382.523.1334.7619.34
741nfnet_f02561024.01336.25766.31112.6218.0571.49
742resnext50d_32x4d2881024.01335.71766.627.4425.1325.05
743focalnet_small_lrf2241024.01333.55767.8638.7428.6150.34
744resnet1522241024.01331.42769.09411.5622.5660.19
745ese_vovnet99b2241024.01328.91770.54416.5111.2763.2
746resnetv2_152d2241024.01322.45774.30711.823.3660.2
747regnetx_1202241024.01317.68777.1112.1321.3746.11
748hrnet_w322241024.01308.75782.4148.9722.0241.23
749xception41p299512.01308.08391.4039.2539.8626.91
750vit_relpos_base_patch16_2242241024.01306.59783.7116.817.6386.43
751xcit_tiny_12_p8_2242241024.01306.3783.8834.8123.66.71
752coatnet_1_rw_2242241024.01303.02785.8577.6327.2241.72
753resnet152c2241024.01301.97786.48911.823.3660.21
754coatnet_rmlp_1_rw2_2242241024.01300.63787.2997.7132.7441.72
755twins_pcpvt_large2241024.01297.56789.1629.5330.2160.99
756maxvit_tiny_tf_224224768.01297.26592.0075.4231.2130.92
757resnet152d2241024.01296.94789.53811.823.3660.21
758cs3edgenet_x2881024.01296.8789.62614.5916.3647.82
759vit_base_patch16_xp_2242241024.01295.7790.29516.8516.4986.51
760poolformerv2_s242241024.01287.82795.1293.4210.6821.34
761dla1692241024.01280.41799.73211.620.253.39
762efficientnet_el_pruned3001024.01280.32799.7898.030.710.59
763efficientnet_el3001024.01279.02800.6038.030.710.59
764seresnext50_32x4d2881024.01276.82801.9787.0423.8227.56
765hrnet_w302241024.01276.63802.0988.1521.2137.71
766deit3_small_patch16_3843841024.01274.41803.49412.4524.1522.21
767ecaresnet50t3201024.01274.01803.7518.8224.1325.57
768maxxvit_rmlp_tiny_rw_256256768.01269.37605.0116.3632.6929.64
769volo_d1_2242241024.01269.05806.8946.9424.4326.63
770vgg192241024.01264.63809.71419.6314.86143.67
771convnext_base2241024.01259.04813.30615.3828.7588.59
772rexnetr_300288512.01257.05407.2935.5936.6134.81
773vit_base_patch16_rpn_2242241024.01255.24815.77116.7816.4186.54
774densenet1612241024.01254.96815.957.7911.0628.68
775efficientformerv2_s12241024.01251.09818.4770.677.666.19
776regnety_1202241024.01250.69818.73912.1421.3851.82
777twins_svt_base2241024.01249.89819.2588.3620.4256.07
778tf_efficientnet_el3001024.01249.79819.3238.030.710.59
779sequencer2d_m2241024.01238.3826.9276.5514.2638.31
780nest_small2241024.01229.99832.5129.4122.8838.35
781maxvit_tiny_rw_256256768.01229.06624.8556.4437.2729.07
782maxvit_rmlp_tiny_rw_256256768.01228.3625.2456.4739.8429.15
783repvgg_b22241024.01219.54839.65120.4512.989.02
784nest_small_jx2241024.01219.36839.7759.4122.8838.35
785mixnet_xxl224768.01211.88633.7162.0423.4323.96
786resnet152s2241024.01205.05849.74712.9224.9660.32
787swin_small_patch4_window7_2242241024.01202.25851.7248.7727.4749.61
788inception_v42991024.01191.21859.61712.2815.0942.68
789swinv2_tiny_window8_2562561024.01191.2859.6225.9624.5728.35
790legacy_seresnet1522241024.01187.19862.52711.3322.0866.82
791coatnet_1_224224512.01184.08432.3928.2831.342.23
792xcit_small_24_p16_2242241024.01178.16869.1389.123.6347.67
793vit_relpos_base_patch16_rpn_2242241024.01177.44869.66516.817.6386.41
794eca_nfnet_l12561024.01175.13871.389.6222.0441.41
795seresnet1522241024.01173.43872.6411.5722.6166.82
796maxvit_tiny_pm_256256768.01169.83656.4966.3140.8230.09
797crossvit_base_2402401024.01165.77878.37420.1322.67105.03
798efficientnet_lite4380384.01155.38332.3494.0445.6613.01
799xception41299512.01153.48443.8649.2839.8626.97
800regnetx_1602241024.01153.37887.8215.9925.5254.28
801vgg19_bn2241024.01151.34889.39119.6614.86143.68
802cait_xxs36_2242241024.01139.1898.9423.7730.3417.3
803tresnet_xl2241024.01138.98899.0415.215.3478.44
804tnt_s_patch16_2242241024.01134.46902.625.2424.3723.76
805davit_base2241024.01133.31903.53415.3636.7287.95
806dm_nfnet_f02561024.01132.28904.36112.6218.0571.49
807resnetv2_1012881024.01131.44905.02912.9426.8344.54
808mvitv2_small_cls2241024.01129.19906.8337.0428.1734.87
809mvitv2_small2241024.01128.19907.647.028.0834.87
810coat_tiny2241024.01126.07909.3454.3527.25.5
811convmixer_1024_20_ks9_p142241024.01123.31911.5775.555.5124.38
812vit_base_patch16_reg8_gap_2562561024.01115.77917.74422.622.0986.62
813fastvit_sa242561024.01114.43918.8413.7923.9221.55
814repvgg_b3g42241024.01113.37919.71717.8915.183.83
815convnext_small2881024.01110.94921.73114.3935.6550.22
816vit_base_patch16_siglip_2562561024.01108.01924.16822.2321.8392.93
817resnet1012881024.01104.31927.26712.9526.8344.55
818dla102x22241024.01104.21927.3429.3429.9141.28
819pvt_v2_b42241024.01101.67929.4819.8348.1462.56
820vit_large_r50_s32_2242241024.01091.33938.28919.4522.22328.99
821eva02_base_patch16_clip_2242241024.01090.31939.16716.918.9186.26
822vgg13_bn2241024.01090.15939.30611.3312.25133.05
823resnet152d2561024.01089.57939.80615.4130.5160.21
824nf_regnet_b43841024.01089.51939.864.728.6130.21
825efficientnet_b3_g8_gn320768.01085.43707.5413.228.8314.25
826vit_small_r26_s32_3843841024.01083.82944.79710.2427.6736.47
827efficientvit_l22881024.01083.69944.90611.5132.1963.71
828efficientnetv2_s3841024.01081.44946.8698.4435.7721.46
829tf_efficientnet_lite4380384.01073.72357.6284.0445.6613.01
830pvt_v2_b52241024.01068.28958.53611.3944.2381.96
831hrnet_w18_ssld2881024.01066.01960.5757.1426.9621.3
832tf_efficientnetv2_s3841024.01054.1971.4318.4435.7721.46
833regnety_1602241024.01046.76978.24215.9623.0483.59
834samvit_base_patch16_2242241024.01027.37996.71316.8317.286.46
835convnext_tiny384768.01026.31748.29913.1439.4828.59
836wide_resnet50_22881024.01025.91998.12918.8923.8168.88
837efficientnetv2_rw_s3841024.01024.66999.3438.7238.0323.94
838vgg162241024.01020.441003.47515.4713.56138.36
839cs3se_edgenet_x3201024.01009.451014.39718.0120.2150.72
840vit_base_patch16_plus_2402401024.01002.71021.23426.3122.07117.56
841swinv2_cr_small_2242241024.01001.721022.2329.0750.2749.7
842dpn982241024.0998.611025.40611.7325.261.57
843efficientvit_b3288768.0996.43770.7446.5844.248.65
844resnetaa101d2881024.0996.181027.91115.0729.0344.57
845wide_resnet101_22241024.0994.01030.16422.821.23126.89
846regnetz_d323201024.0994.01030.1659.3337.0827.58
847swinv2_cr_small_ns_2242241024.0991.131033.1499.0850.2749.7
848focalnet_base_srf2241024.0990.911033.38515.2835.0188.15
849convnextv2_small2241024.0989.671034.6748.7121.5650.32
850resnet2002241024.0987.281037.1815.0732.1964.67
851convnextv2_tiny288768.0983.87780.5787.3922.2128.64
852seresnet1012881024.0983.641041.01612.9526.8749.33
853vit_small_patch8_2242241024.0981.81042.96816.7632.8621.67
854regnetz_d83201024.0980.91043.9226.1937.0823.37
855regnety_0802881024.0977.861047.17713.2229.6939.18
856inception_next_base2241024.0977.11047.98814.8525.6986.67
857vit_base_r50_s16_2242241024.0974.471050.81620.9427.8897.89
858resnest101e2561024.0968.01057.83813.3828.6648.28
859convnext_base2561024.0965.931060.10120.0937.5588.59
860regnetz_c16_evos256768.0965.5795.4292.4816.5713.49
861regnetz_040320512.0964.02531.0966.3537.7827.12
862poolformer_m362241024.0963.91062.3378.822.0256.17
863regnetz_b16_evos288768.0961.28798.9232.3616.439.74
864inception_resnet_v22991024.0958.821067.96213.1825.0655.84
865regnetz_040_h320512.0958.46534.1826.4337.9428.94
866seresnet152d2561024.0956.441070.62915.4230.5666.84
867ecaresnet101d2881024.0951.621076.0513.3528.1944.57
868regnety_0642881024.0949.241078.74110.5627.1130.58
869resnetrs1522561024.0948.321079.79815.5930.8386.62
870resnext101_64x4d2241024.0947.791080.39715.5231.2183.46
871regnetv_0642881024.0947.231081.03810.5527.1130.58
872xception65p299512.0944.43542.11813.9152.4839.82
873resnetblur101d2881024.0942.521086.43815.0729.6544.57
874resnetrs1012881024.0941.791087.27713.5628.5363.62
875focalnet_base_lrf2241024.0941.311087.83115.4338.1388.75
876resnext101_32x8d2241024.0939.441090.00216.4831.2188.79
877repvgg_b32241024.0933.911096.44829.1615.1123.09
878hrnet_w402241024.0931.961098.7512.7525.2957.56
879nfnet_f12241024.0924.881107.15917.8722.94132.63
880eva02_small_patch14_3363361024.0923.991108.22312.4127.722.13
881resnet101d3201024.0923.181109.19316.4834.7744.57
882xcit_tiny_24_p16_3843841024.0910.961124.0826.8734.2912.12
883efficientnet_b4384384.0908.88422.4864.5150.0419.34
884cait_s24_2242241024.0904.241132.4249.3540.5846.92
885mobilevitv2_150384256.0899.17284.6979.254.2510.59
886maxvit_rmlp_small_rw_224224768.0898.81854.44910.4842.4464.9
887coat_mini2241024.0894.781144.4066.8233.6810.34
888coat_lite_medium2241024.0892.41147.4599.8140.0644.57
889efficientnetv2_m3201024.0889.261151.50511.0139.9754.14
890seresnext101_64x4d2241024.0888.731152.19615.5331.2588.23
891gmlp_b16_2242241024.0884.51157.70615.7830.2173.08
892seresnext101_32x8d2241024.0883.561158.93416.4831.2593.57
893swin_s3_small_224224768.0879.87872.8419.4337.8449.74
894vit_relpos_base_patch16_plus_2402401024.0875.041170.21526.2123.41117.38
895efficientformer_l72241024.0873.111172.80810.1724.4582.23
896nest_base2241024.0870.021176.97416.7130.5167.72
897poolformerv2_s362241024.0869.161178.1415.0115.8230.79
898maxvit_small_tf_224224512.0868.0589.8511.3946.3168.93
899seresnext101d_32x8d2241024.0866.351181.94916.7232.0593.59
900nest_base_jx2241024.0862.671187.00116.7130.5167.72
901levit_384_s8224512.0854.68599.0459.9835.8639.12
902regnetz_e82561024.0853.361199.9529.9140.9457.7
903swin_base_patch4_window7_2242241024.0852.781200.76215.4736.6387.77
904coatnet_2_rw_224224512.0852.23600.76714.5539.3773.87
905tf_efficientnet_b4380384.0851.5450.9564.4949.4919.34
906gcvit_small2241024.0841.821216.4018.5741.6151.09
907convnextv2_nano384512.0841.68608.37.2224.6115.62
908resnetv2_50d_evos2881024.0840.211218.7357.1519.725.59
909levit_conv_384_s8224512.0839.77609.689.9835.8639.12
910xception65299512.0839.39609.95313.9652.4839.92
911hrnet_w442241024.0835.381225.77914.9426.9267.06
912crossvit_15_dagger_4084081024.0833.71228.25216.0737.028.5
913tiny_vit_21m_384384512.0827.46618.74711.9446.8421.23
914twins_svt_large2241024.0824.231242.35314.8427.2399.27
915seresnextaa101d_32x8d2241024.0820.771247.60217.2534.1693.59
916xcit_medium_24_p16_2242241024.0820.511247.98816.1331.7184.4
917eva02_base_patch14_2242241024.0819.511249.5122.024.6785.76
918coatnet_rmlp_2_rw_224224512.0814.13628.88514.6444.9473.88
919hrnet_w48_ssld2241024.0812.331260.55117.3428.5677.47
920hrnet_w482241024.0811.261262.22817.3428.5677.47
921caformer_s362241024.0810.131263.9867.5529.2939.3
922tresnet_m4481024.0809.91264.34322.9929.2131.39
923resnet200d2561024.0803.171274.93820.043.0964.69
924sequencer2d_l2241024.0802.781275.5579.7422.1254.3
925maxxvit_rmlp_small_rw_256256768.0801.57958.10614.2147.7666.01
926swinv2_base_window12_1921921024.0799.541280.72411.939.72109.28
927dm_nfnet_f12241024.0798.671282.11817.8722.94132.63
928coatnet_2_224224512.0796.89642.48615.9442.4174.68
929vit_medium_patch16_gap_3843841024.0795.071287.92222.0132.1539.03
930mvitv2_base_cls2241024.0791.151294.29810.2340.6565.44
931mvitv2_base2241024.0785.871303.00710.1640.551.47
932efficientnetv2_rw_m3201024.0785.271303.99712.7247.1453.24
933resnet1522881024.0781.771309.82719.1137.2860.19
934swinv2_tiny_window16_256256512.0775.64660.0876.6839.0228.35
935fastvit_sa362561024.0768.441332.5455.6234.0231.53
936xcit_small_12_p16_3843841024.0764.71339.07414.1436.526.25
937convnext_base2881024.0763.361341.42725.4347.5388.59
938convformer_s362241024.0754.921356.4247.6730.540.01
939regnety_120288768.0738.361040.1320.0635.3451.82
940swinv2_small_window8_2562561024.0737.991387.54811.5840.1449.73
941dpn1312241024.0732.61397.74416.0932.9779.25
942swinv2_cr_small_ns_2562561024.0731.791399.29112.0776.2149.7
943mobilevitv2_175384256.0731.75349.83812.4763.2914.25
944convit_base2241024.0730.431401.9117.5231.7786.54
945resnetv2_50x1_bit448512.0729.61701.73416.6244.4625.55
946poolformer_m482241024.0727.011408.49111.5929.1773.47
947maxvit_rmlp_small_rw_256256768.0724.691059.74513.6955.4864.9
948tnt_b_patch16_2242241024.0721.671418.91214.0939.0165.41
949eca_nfnet_l13201024.0720.221421.7714.9234.4241.41
950swinv2_cr_base_2242241024.0716.891428.38315.8659.6687.88
951swin_s3_base_2242241024.0715.811430.53413.6948.2671.13
952volo_d2_2242241024.0711.41439.40814.3441.3458.68
953swinv2_cr_base_ns_2242241024.0711.071440.06815.8659.6687.88
954convnextv2_base224768.0708.711083.6415.3828.7588.72
955densenet264d2241024.0697.851467.34813.5714.072.74
956ecaresnet200d2561024.0697.31468.50620.043.1564.69
957seresnet200d2561024.0696.921469.30120.0143.1571.86
958nf_regnet_b53841024.0694.761473.8797.9542.949.74
959seresnet1522881024.0693.471476.61619.1137.3466.82
960resnetrs2002561024.0693.261477.05720.1843.4293.21
961coat_small2241024.0689.681484.73212.6144.2521.69
962convnext_large2241024.0686.691491.20734.443.13197.77
963xcit_tiny_24_p8_2242241024.0684.21496.6159.2145.3812.11
964efficientvit_l32241024.0667.41534.30727.6239.16246.04
965dpn1072241024.0666.431536.52718.3833.4686.92
966resnet152d3201024.0664.61540.76824.0847.6760.21
967senet1542241024.0664.591540.79120.7738.69115.09
968legacy_senet1542241024.0663.621543.04520.7738.69115.09
969efficientformerv2_s22241024.0658.111555.9621.2711.7712.71
970maxxvitv2_rmlp_base_rw_224224768.0650.481180.65423.8854.39116.09
971xcit_nano_12_p8_3843841024.0649.921575.566.3446.063.05
972xception71299512.0649.47788.32518.0969.9242.34
973vit_large_patch32_3843841024.0643.511591.26844.2832.22306.63
974mobilevitv2_200384256.0640.82399.4816.2472.3418.45
975davit_large2241024.0630.011625.36134.3755.08196.81
976hrnet_w642241024.0629.261627.29928.9735.09128.06
977convnext_small384768.0628.811221.34125.5863.3750.22
978regnetz_d8_evos2561024.0626.831633.6044.524.9223.46
979regnety_160288768.0626.541225.75926.3738.0783.59
980convnext_base320768.0617.041244.64131.3958.6888.59
981fastvit_ma362561024.0615.751662.9957.8540.3944.07
982tf_efficientnetv2_m3841024.0614.241667.0915.8557.5254.14
983gcvit_base2241024.0612.921670.66914.8755.4890.32
984regnety_3202241024.0612.341672.27232.3430.26145.05
985efficientvit_l2384768.0610.031258.94920.4557.0163.71
986poolformerv2_m362241024.0609.21680.8868.8122.0256.08
987regnetz_c16_evos320512.0608.23841.783.8625.8813.49
988resnetv2_50x3_bit224768.0585.491311.71937.0633.34217.32
989seresnet152d3201024.0585.321749.45324.0947.7266.84
990xcit_small_12_p8_2242241024.0584.751751.15918.6947.1926.21
991resnet2002881024.0584.491751.95224.9153.2164.67
992resnetrs1523201024.0580.711763.33624.3448.1486.62
993caformer_m362241024.0580.71763.37312.7540.6156.2
994resnext101_64x4d2881024.0579.651766.57825.6651.5983.46
995levit_conv_512_s8224256.0579.33441.87921.8252.2874.05
996crossvit_18_dagger_4084081024.0578.671769.5625.3149.3844.61
997levit_512_s8224256.0564.15453.7721.8252.2874.05
998convnextv2_tiny384384.0553.95693.18913.1439.4828.64
999convformer_m362241024.0546.861872.50712.8942.0557.05
1000efficientnet_b5416256.0546.68468.2688.2780.6830.39
1001seresnet269d2561024.0545.351877.67926.5953.6113.67
1002efficientvit_l3256768.0542.991414.37336.0650.98246.04
1003seresnext101_32x8d2881024.0537.91903.66927.2451.6393.57
1004efficientnetv2_m4161024.0531.241927.54918.667.554.14
1005resnetrs2702561024.0529.331934.51527.0655.84129.86
1006maxvit_rmlp_base_rw_224224768.0529.11451.50222.6379.3116.14
1007swinv2_base_window8_2562561024.0528.711936.77520.3752.5987.92
1008regnetz_e8320768.0528.461453.26415.4663.9457.7
1009seresnext101d_32x8d2881024.0527.361941.72627.6452.9593.59
1010convnext_large_mlp256768.0525.721460.83444.9456.33200.13
1011nfnet_f22561024.0524.141953.65733.7641.85193.78
1012halonet_h1256256.0522.84489.6213.051.178.1
1013regnetx_3202241024.0522.61959.40831.8136.3107.81
1014mixer_l16_2242241024.0520.221968.37644.641.69208.2
1015resnext101_32x16d2241024.0519.81969.97536.2751.18194.03
1016eca_nfnet_l23201024.0509.512009.75820.9547.4356.72
1017ecaresnet200d2881024.0503.742032.79325.3154.5964.69
1018seresnet200d2881024.0503.362034.32925.3254.671.86
1019caformer_s18384512.0501.381021.16211.4544.6126.34
1020volo_d3_2242241024.0497.872056.75720.7860.0986.33
1021resnet200d3201024.0493.822073.62131.2567.3364.69
1022swin_large_patch4_window7_224224768.0492.351559.85234.5354.94196.53
1023vit_base_patch16_18x2_2242241024.0492.322079.91850.3749.17256.73
1024deit_base_patch16_3843841024.0491.822082.04649.448.386.86
1025vit_base_patch16_clip_3843841024.0491.742082.40549.4148.386.86
1026vit_base_patch16_3843841024.0491.422083.72749.448.386.86
1027deit_base_distilled_patch16_3843841024.0491.322084.16449.4948.3987.63
1028hrnet_w48_ssld2881024.0490.922085.87628.6647.2177.47
1029eva_large_patch14_1961961024.0490.452087.86359.6643.77304.14
1030maxvit_base_tf_224224512.0488.881047.28523.5281.67119.47
1031efficientnet_b5448256.0488.83523.6919.5993.5630.39
1032vit_large_patch16_2242241024.0488.52096.21959.743.77304.33
1033swinv2_small_window16_256256512.0486.591052.21512.8266.2949.73
1034swinv2_large_window12_192192768.0485.581581.626.1756.53228.77
1035convformer_s18384512.0484.081057.66311.6346.4926.77
1036seresnextaa101d_32x8d2881024.0479.962133.49728.5156.4493.59
1037coatnet_3_rw_224224256.0478.44535.06732.6359.07181.81
1038coatnet_rmlp_3_rw_224224256.0477.75535.83332.7564.7165.15
1039xcit_large_24_p16_2242241024.0472.072169.16635.8647.26189.1
1040vit_small_patch14_dinov25181024.0469.292181.98729.4657.3422.06
1041deit3_base_patch16_3843841024.0466.882193.28649.448.386.88
1042deit3_large_patch16_2242241024.0466.562194.77759.743.77304.37
1043efficientnetv2_rw_m416768.0466.51646.28121.4979.6253.24
1044nfnet_f13201024.0466.352195.77435.9746.77132.63
1045nf_regnet_b5456768.0464.51653.38511.761.9549.74
1046coatnet_3_224224256.0464.1551.59435.7263.61166.97
1047vit_small_patch14_reg4_dinov25181024.0460.42224.11929.5557.5122.06
1048poolformerv2_m482241024.0459.372229.11311.5929.1773.35
1049beitv2_large_patch16_2242241024.0452.162264.69759.743.77304.43
1050beit_large_patch16_2242241024.0452.152264.71659.743.77304.43
1051resnetv2_101x1_bit448512.0451.351134.36531.6564.9344.54
1052dm_nfnet_f22561024.0451.222269.39533.7641.85193.78
1053vit_base_patch16_siglip_3843841024.0448.342283.99150.049.1193.18
1054resnetv2_152x2_bit2241024.0441.52319.3546.9545.11236.34
1055convnext_xlarge224768.0435.621762.98860.9857.5350.2
1056maxvit_tiny_tf_384384256.0434.99588.50316.094.2230.98
1057efficientformerv2_l2241024.0431.022375.7692.5918.5426.32
1058convnext_base384512.0430.721188.69845.2184.4988.59
1059convnextv2_base288512.0429.591191.83225.4347.5388.72
1060resnetrs2003201024.0428.052392.21731.5167.8193.21
1061flexivit_large2401024.0424.672411.27968.4850.22304.36
1062convnextv2_large224512.0423.491208.97734.443.13197.96
1063xcit_tiny_12_p8_3843841024.0423.22419.66114.1269.126.71
1064swinv2_cr_large_224224768.0422.051819.67535.178.42196.68
1065caformer_b36224768.0419.191832.11122.554.1498.75
1066swinv2_cr_tiny_384384256.0419.04610.90915.34161.0128.33
1067tf_efficientnet_b5456256.0418.1612.27810.4698.8630.39
1068convnext_large288512.0415.421232.48256.8771.29197.77
1069davit_huge224512.0410.451247.40260.9373.44348.92
1070maxxvitv2_rmlp_large_rw_224224768.0409.411875.86143.6975.4215.42
1071tiny_vit_21m_512512384.0408.26940.57521.2383.2621.27
1072xcit_small_24_p16_3843841024.0408.082509.30826.7268.5747.67
1073tf_efficientnetv2_m480768.0405.021896.18524.7689.8454.14
1074tresnet_l4481024.0403.562537.40743.5947.5655.99
1075beit_base_patch16_3843841024.0401.762548.78649.448.386.74
1076convformer_b36224768.0396.811935.43122.6956.0699.88
1077regnetz_d8_evos320768.0395.821940.2857.0338.9223.46
1078seresnextaa101d_32x8d3201024.0395.02592.38635.1969.6793.59
1079seresnet269d2881024.0393.842600.05933.6567.81113.67
1080dm_nfnet_f13201024.0393.62601.64235.9746.77132.63
1081regnety_160384384.0378.471014.58946.8767.6783.59
1082vit_large_r50_s32_3843841024.0372.962745.58956.464.88329.09
1083regnety_640224768.0362.452118.90664.1642.5281.38
1084eca_nfnet_l2384768.0361.662123.50430.0568.2856.72
1085vit_large_patch14_2242241024.0359.792846.06977.8357.11304.2
1086vit_large_patch14_clip_2242241024.0359.082851.74477.8357.11304.2
1087swinv2_base_window12to16_192to256256384.0358.351071.56922.0284.7187.92
1088swinv2_base_window16_256256384.0358.251071.86922.0284.7187.92
1089vit_large_patch16_siglip_2562561024.0351.532912.94278.1257.42315.96
1090vit_base_patch8_2242241024.0350.952917.81366.8765.7186.58
1091efficientvit_l3320512.0346.11479.34156.3279.34246.04
1092efficientnetv2_l3841024.0342.832986.9236.1101.16118.52
1093tf_efficientnetv2_l3841024.0338.973020.89736.1101.16118.52
1094ecaresnet269d3201024.0337.133037.3941.5383.69102.09
1095resnest200e3201024.0336.333044.62735.6982.7870.2
1096maxvit_large_tf_224224384.0336.261141.95442.99109.57211.79
1097convnext_large_mlp320512.0336.031523.66970.2188.02200.13
1098inception_next_base384512.0335.91524.2743.6475.4886.67
1099resnetv2_101x3_bit224768.0334.562295.50971.2348.7387.93
1100eca_nfnet_l3352768.0328.622337.04332.5773.1272.04
1101vit_large_patch14_clip_quickgelu_2242241024.0324.153159.02377.8357.11303.97
1102repvgg_d2se3201024.0320.23197.94374.5746.82133.33
1103vit_base_r50_s16_3843841024.0317.013230.17561.2981.7798.95
1104volo_d4_2242241024.0317.03230.2244.3480.22192.96
1105volo_d1_384384512.0314.11630.02322.75108.5526.78
1106vit_large_patch14_xp_2242241024.0309.843304.9277.7757.11304.06
1107convmixer_768_322241024.0308.63318.22719.5525.9521.11
1108xcit_small_24_p8_2242241024.0305.723349.46435.8190.7747.63
1109resnetrs3502881024.0304.483363.09843.6787.09163.96
1110nasnetalarge331384.0300.791276.64223.8990.5688.75
1111coat_lite_medium_384384512.0299.621708.83128.73116.744.57
1112tresnet_xl448768.0296.152593.30460.7761.3178.44
1113maxvit_small_tf_384384192.0288.16666.29533.58139.8669.02
1114pnasnet5large331384.0287.261336.77825.0492.8986.06
1115xcit_medium_24_p16_3843841024.0282.763621.45147.3991.6384.4
1116ecaresnet269d3521024.0281.173641.86750.25101.25102.09
1117coatnet_4_224224256.0280.04914.12860.8198.85275.43
1118cait_xxs24_3843841024.0277.043696.169.63122.6512.03
1119coatnet_rmlp_2_rw_384384192.0273.87701.05943.04132.5773.88
1120resnetrs2703521024.0271.913765.91451.13105.48129.86
1121nfnet_f2352768.0270.882835.24463.2279.06193.78
1122caformer_s36384512.0266.291922.68622.286.0839.3
1123convnext_xlarge288512.0263.751941.25100.895.05350.2
1124swinv2_cr_small_384384256.0258.42990.61829.7298.0349.7
1125efficientnet_b6528128.0257.57496.94419.4167.3943.04
1126convformer_s36384512.0257.361989.40122.5489.6240.01
1127convnextv2_large288256.0256.91996.44856.8771.29197.96
1128eva02_large_patch14_2242241024.0256.793987.73977.965.52303.27
1129eva02_large_patch14_clip_2242241024.0253.514039.31277.9365.52304.11
1130resnext101_32x32d224512.0253.02023.67287.2991.12468.53
1131maxvit_tiny_tf_512512192.0249.39769.86428.66172.6631.05
1132tf_efficientnet_b6528128.0247.44517.2919.4167.3943.04
1133nfnet_f33201024.0247.374139.57568.7783.93254.92
1134mvitv2_large_cls224768.0246.553114.92642.17111.69234.58
1135vit_so400m_patch14_siglip_2242241024.0246.494154.292106.1870.45427.68
1136efficientnetv2_xl3841024.0244.464188.73952.81139.2208.12
1137mvitv2_large224512.0242.62110.48543.87112.02217.99
1138convnextv2_base384256.0242.261056.69945.2184.4988.72
1139vit_base_patch16_siglip_512512512.0241.22122.70588.8987.393.52
1140convnext_large384384.0234.691636.209101.1126.74197.77
1141convnext_large_mlp384384.0234.651636.476101.11126.74200.13
1142dm_nfnet_f2352768.0234.383276.68563.2279.06193.78
1143tf_efficientnetv2_xl3841024.0230.184448.67952.81139.2208.12
1144efficientnetv2_l480512.0229.942226.6856.4157.99118.52
1145tf_efficientnetv2_l480512.0227.382251.74256.4157.99118.52
1146swin_base_patch4_window12_384384256.0226.651129.48347.19134.7887.9
1147regnety_320384384.0225.951699.50495.088.87145.05
1148resnetrs4203201024.0221.84616.72964.2126.56191.89
1149xcit_tiny_24_p8_3843841024.0221.034632.75327.05132.9412.11
1150efficientvit_l3384384.0220.151744.2581.08114.02246.04
1151swinv2_large_window12to16_192to256256256.0218.911169.4147.81121.53196.74
1152maxxvitv2_rmlp_base_rw_384384384.0215.871778.82570.18160.22116.09
1153resmlp_big_24_2242241024.0214.654770.604100.2387.31129.14
1154dm_nfnet_f33201024.0212.334822.6268.7783.93254.92
1155volo_d5_2242241024.0212.34823.34972.4118.11295.46
1156xcit_medium_24_p8_2242241024.0210.354868.03863.52121.2284.32
1157seresnextaa201d_32x8d3201024.0207.054945.75270.22138.71149.39
1158eca_nfnet_l3448512.0204.742500.73752.55118.472.04
1159xcit_small_12_p8_384384512.0195.782615.13454.92138.2526.21
1160cait_xs24_384384768.0193.453970.03719.28183.9826.67
1161caformer_m36384256.0191.511336.72837.45119.3356.2
1162focalnet_huge_fl3224384.0190.452016.221118.26104.8745.28
1163eva02_base_patch14_448448512.0189.132707.05387.7498.487.12
1164maxvit_xlarge_tf_224224256.0188.971354.68296.49164.37506.99
1165convformer_m36384384.0186.962053.84737.87123.5657.05
1166cait_xxs36_3843841024.0185.145531.03814.35183.717.37
1167swinv2_cr_base_384384256.0184.661386.33850.57333.6887.88
1168resnetrs3503841024.0184.395553.56277.59154.74163.96
1169regnety_1280224512.0182.892799.45127.6671.58644.81
1170swinv2_cr_huge_224224384.0181.272118.357115.97121.08657.83
1171vit_huge_patch14_clip_2242241024.0179.255712.71161.9995.07632.05
1172vit_huge_patch14_2242241024.0179.245713.082161.9995.07630.76
1173volo_d2_384384384.0177.672161.24746.17184.5158.87
1174maxvit_rmlp_base_rw_384384384.0177.212166.87566.51233.79116.14
1175vit_base_patch14_dinov2518512.0175.932910.275117.11114.6886.58
1176vit_huge_patch14_gap_2242241024.0175.355839.715161.3694.7630.76
1177vit_base_patch14_reg4_dinov2518512.0175.342920.066117.45115.0286.58
1178convnextv2_huge224256.0174.191469.676115.079.07660.29
1179deit3_huge_patch14_2242241024.0172.495936.531161.9995.07632.13
1180convmixer_1536_202241024.0172.275944.07448.6833.0351.63
1181vit_huge_patch14_clip_quickgelu_2242241024.0165.126201.386161.9995.07632.08
1182maxvit_small_tf_51251296.0163.95585.54660.02256.3669.13
1183maxvit_base_tf_384384192.0162.751179.7269.34247.75119.65
1184xcit_large_24_p16_3843841024.0162.016320.659105.34137.15189.1
1185resnetv2_152x2_bit384384.0160.062399.153136.16132.56236.34
1186vit_huge_patch14_xp_2242241024.0159.216431.544161.8895.07631.8
1187resnest269e416512.0159.043219.27877.69171.98110.93
1188eva_large_patch14_336336768.0155.414941.906174.74128.21304.53
1189vit_large_patch14_clip_336336768.0155.094951.819174.74128.21304.53
1190vit_large_patch16_384384768.0154.944956.737174.85128.21304.72
1191convnext_xxlarge256384.0152.352520.42198.09124.45846.47
1192davit_giant224384.0151.562533.626192.34138.21406.47
1193resnetv2_50x3_bit448192.0150.441276.251145.7133.37217.32
1194coatnet_5_224224192.0149.611283.336142.72143.69687.47
1195efficientnetv2_xl512512.0149.153432.87793.85247.32208.12
1196cait_s24_384384512.0148.913438.21932.17245.347.06
1197convnext_xlarge384256.0148.611722.573179.2168.99350.2
1198tf_efficientnetv2_xl512512.0148.03459.52593.85247.32208.12
1199efficientnet_b760096.0147.91649.05338.33289.9466.35
1200deit3_large_patch16_3843841024.0147.796928.856174.85128.21304.76
1201seresnextaa201d_32x8d384768.0147.055222.537101.11199.72149.39
1202nfnet_f3416512.0146.713489.974115.58141.78254.92
1203vit_giant_patch16_gap_2242241024.0145.387043.632198.14103.641011.37
1204convnextv2_large384192.0144.921324.86101.1126.74197.96
1205resnetv2_152x4_bit224512.0144.913533.266186.990.22936.53
1206vit_large_patch16_siglip_384384768.0144.235324.878175.76129.18316.28
1207tf_efficientnet_b760096.0143.48669.05838.33289.9466.35
1208nfnet_f4384768.0142.675383.101122.14147.57316.07
1209vit_large_patch14_clip_quickgelu_336336768.0140.955448.604174.74128.21304.29
1210caformer_b36384256.0138.421849.45866.12159.1198.75
1211swin_large_patch4_window12_384384128.0135.49944.717104.08202.16196.74
1212convformer_b36384256.0135.291892.22166.67164.7599.88
1213resnetrs4204161024.0130.117870.213108.45213.79191.89
1214beit_large_patch16_384384768.0129.315939.365174.84128.21305.0
1215dm_nfnet_f3416512.0127.574013.328115.58141.78254.92
1216regnety_640384256.0126.82018.836188.47124.83281.38
1217dm_nfnet_f4384768.0123.056241.189122.14147.57316.07
1218focalnet_huge_fl4224512.0122.814169.023118.9113.34686.46
1219xcit_large_24_p8_224224512.0120.14263.036141.22181.53188.93
1220resnetv2_152x2_bit448256.0117.912171.109184.99180.43236.34
1221eva_giant_patch14_2242241024.0116.718773.739259.74135.891012.56
1222eva_giant_patch14_clip_2242241024.0116.648779.464259.74135.891012.59
1223vit_giant_patch14_2242241024.0114.188968.21259.74135.891012.61
1224vit_giant_patch14_clip_2242241024.0114.098975.383259.74135.891012.65
1225swinv2_cr_large_384384128.0112.811134.666108.96404.96196.68
1226maxvit_large_tf_384384128.0111.171151.411126.61332.3212.03
1227eva02_large_patch14_clip_3363361024.0110.289285.405174.97147.1304.43
1228mvitv2_huge_cls224384.0107.613568.518120.67243.63694.8
1229convnextv2_huge288128.0105.351214.957190.1130.7660.29
1230xcit_small_24_p8_384384512.0102.734983.926105.23265.8747.63
1231nfnet_f5416512.0100.115114.164170.71204.56377.21
1232cait_s36_384384512.099.615140.2947.99367.3968.37
1233swinv2_base_window12to24_192to38438496.096.35996.36455.25280.3687.92
1234efficientnet_b867296.095.781002.24863.48442.8987.41
1235focalnet_large_fl3384384.094.474064.948105.06168.04239.13
1236tf_efficientnet_b867296.093.181030.25263.48442.8987.41
1237maxvit_base_tf_51251296.092.21041.169123.93456.26119.88
1238focalnet_large_fl4384256.090.172839.222105.2181.78239.32
1239resnetv2_101x3_bit448192.087.882184.819280.33194.78387.93
1240dm_nfnet_f5416512.086.645909.833170.71204.56377.21
1241nfnet_f4512384.081.514711.211216.26262.26316.07
1242volo_d3_448448192.076.742501.83196.33446.8386.63
1243vit_so400m_patch14_siglip_384384512.075.926743.556302.34200.62428.23
1244nfnet_f6448512.075.596773.482229.7273.62438.36
1245vit_huge_patch14_clip_336336768.075.4910173.683363.7213.44632.46
1246xcit_medium_24_p8_384384384.071.155396.903186.67354.6984.32
1247dm_nfnet_f4512384.069.565520.408216.26262.26316.07
1248vit_gigantic_patch14_224224512.066.187736.423473.4204.121844.44
1249vit_gigantic_patch14_clip_224224512.066.187735.92473.41204.121844.91
1250focalnet_xlarge_fl3384256.066.073874.786185.61223.99408.79
1251dm_nfnet_f6448512.065.287842.994229.7273.62438.36
1252maxvit_large_tf_51251264.063.681005.087225.96611.85212.33
1253focalnet_xlarge_fl4384192.063.393028.979185.79242.31409.03
1254maxvit_xlarge_tf_38438496.063.21518.995283.86498.45475.32
1255regnety_1280384128.062.142059.919374.99210.2644.81
1256beit_large_patch16_512512256.061.474164.41310.6227.76305.67
1257convnextv2_huge38496.060.731580.79337.96232.35660.29
1258swinv2_large_window12to24_192to38438448.060.6792.119116.15407.83196.74
1259eva02_large_patch14_448448512.059.68591.147310.69261.32305.08
1260tf_efficientnet_l2475128.059.142164.439172.11609.89480.31
1261nfnet_f5544384.058.556558.595290.97349.71377.21
1262vit_huge_patch14_clip_378378512.058.178801.788460.13270.04632.68
1263volo_d4_448448192.057.23356.883197.13527.35193.41
1264nfnet_f7480384.057.056730.663300.08355.86499.5
1265vit_large_patch14_dinov2518384.056.816759.458414.89304.42304.37
1266vit_large_patch14_reg4_dinov2518384.056.516795.142416.1305.31304.37
1267vit_huge_patch14_clip_quickgelu_378378384.053.97123.722460.13270.04632.68
1268swinv2_cr_giant_224224192.052.423662.593483.85309.152598.76
1269dm_nfnet_f5544384.050.827555.977290.97349.71377.21
1270eva_giant_patch14_336336512.049.610322.486583.14305.11013.01
1271swinv2_cr_huge_38438464.048.851310.056352.04583.18657.94
1272nfnet_f6576256.045.995566.397378.69452.2438.36
1273xcit_large_24_p8_384384256.040.546315.135415.0531.74188.93
1274volo_d5_448448192.039.974803.918315.06737.92295.91
1275dm_nfnet_f6576256.039.686452.4378.69452.2438.36
1276nfnet_f7608256.035.927127.91480.39570.85499.5
1277maxvit_xlarge_tf_51251248.035.731343.449505.95917.77475.77
1278regnety_256038496.035.192728.299747.83296.491282.6
1279convnextv2_huge51248.034.071408.989600.81413.07660.29
1280cait_m36_384384256.032.537868.895173.11734.79271.22
1281resnetv2_152x4_bit480128.032.313961.512844.84414.26936.53
1282volo_d5_51251296.027.943435.72425.091105.37296.09
1283samvit_base_patch16102412.023.01521.487371.55403.0889.67
1284efficientnet_l280032.022.531420.616479.121707.39480.31
1285tf_efficientnet_l280032.022.121446.454479.121707.39480.31
1286vit_giant_patch14_dinov2518192.017.1411200.6391553.56871.891136.48
1287vit_giant_patch14_reg4_dinov2518128.017.057505.8471558.09874.431136.48
1288swinv2_cr_giant_38438432.015.012131.2561450.711394.862598.76
1289eva_giant_patch14_560560192.015.0112792.9761618.04846.561014.45
1290cait_m48_448448128.013.769299.464329.41708.21356.46
1291samvit_large_patch1610248.010.25780.2371317.081055.58308.28
1292samvit_huge_patch1610246.06.31950.4752741.591727.57637.03
1293eva02_enormous_patch14_clip_2242241132.46497.584350.56
1294vit_huge_patch16_gap_448448544.7636.83631.67