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pytorch-image-models/results/results-sketch.csv

34 KiB

1modeltop1top1_errtop5top5_errparam_countimg_sizecropt_pctinterpolationtop1_difftop5_diffrank_diff
2ig_resnext101_32x48d58.81041.19081.07618.924828.412240.875bilinear-26.618-16.496+18
3ig_resnext101_32x32d58.38641.61480.38119.619468.532240.875bilinear-26.708-17.057+25
4ig_resnext101_32x16d57.69042.31079.90520.095194.032240.875bilinear-26.480-17.291+47
5swsl_resnext101_32x16d57.45842.54280.38519.615194.032240.875bilinear-25.888-16.461+66
6swsl_resnext101_32x8d56.43843.56278.94421.05688.792240.875bilinear-27.846-18.232+41
7ig_resnext101_32x8d54.91845.08277.53422.46688.792240.875bilinear-27.770-19.102+82
8swsl_resnext101_32x4d53.60346.39776.34723.65344.182240.875bilinear-29.627-20.413+66
9tf_efficientnet_l2_ns_47551.49448.50673.92826.072480.314750.936bicubic-36.740-24.618-6
10swsl_resnext50_32x4d50.43749.56373.36826.63325.032240.875bilinear-31.745-22.862+95
11swin_large_patch4_window12_38450.40449.59672.56427.436196.743841.000bicubic-36.744-25.670-7
12swsl_resnet5049.54150.45972.33427.66625.562240.875bilinear-31.625-23.638+125
13swin_large_patch4_window7_22448.99151.00971.39128.609196.532240.900bicubic-37.329-26.505-4
14swin_base_patch4_window12_38448.55351.44771.81328.18787.903841.000bicubic-37.879-26.245-6
15tf_efficientnet_b7_ns47.80052.20069.64030.36066.356000.949bicubic-39.040-28.454-10
16tf_efficientnet_b6_ns47.76152.23969.96830.03243.045280.942bicubic-38.691-27.914-9
17tf_efficientnet_l2_ns47.57052.43070.01929.981480.318000.960bicubic-40.782-28.631-15
18tf_efficientnetv2_l_in21ft1k46.93953.06170.31029.690118.524801.000bicubic-39.365-27.668-8
19tf_efficientnet_b8_ap45.77454.22667.91132.08987.416720.954bicubic-39.596-29.383+4
20tf_efficientnet_b5_ns45.61554.38567.84232.15830.394560.934bicubic-40.473-29.910-8
21tf_efficientnetv2_m_in21ft1k45.58254.41869.15030.84954.144801.000bicubic-40.006-28.602-5
22swin_base_patch4_window7_22445.56054.44068.51231.48887.772240.900bicubic-39.692-29.050+2
23cait_m48_44844.24555.75564.65335.347356.464481.000bicubic-42.239-33.102-17
24vit_base_r50_s16_38443.51256.48866.78133.21998.953841.000bicubic-41.460-30.507+10
25tf_efficientnet_b4_ns43.45056.55065.51934.48119.343800.922bicubic-41.713-31.9510
26vit_large_patch16_38443.30056.70066.45433.546304.723841.000bicubic-41.858-30.9020
27tf_efficientnet_b842.50857.49264.85735.14387.416720.954bicubic-42.862-32.533-5
28cait_m36_38442.39857.60263.32436.676271.223841.000bicubic-43.656-34.406-15
29dm_nfnet_f641.59358.40763.19236.808438.365760.956bicubic-44.704-34.552-18
30tf_efficientnet_b741.43158.56963.01736.98366.356000.949bicubic-43.505-34.186+5
31tf_efficientnet_b7_ap41.42958.57162.87437.12666.356000.949bicubic-43.691-34.378-4
32tf_efficientnet_b5_ap41.41858.58262.08437.91630.394560.934bicubic-42.834-34.890+17
33resnetv2_152x4_bitm41.24158.75964.23835.762936.534801.000bilinear-43.691-33.198+3
34tf_efficientnet_b6_ap41.09958.90162.35537.64543.045280.942bicubic-43.689-34.783+4
35dm_nfnet_f541.00358.99761.91138.089377.215440.954bicubic-44.711-35.531-21
36tf_efficientnetv2_s_in21ft1k40.95059.05063.84936.15121.463841.000bicubic-43.352-33.403+10
37dm_nfnet_f340.92059.08061.94938.051254.924160.940bicubic-44.640-35.457-20
38vit_large_patch16_22440.73259.26863.59336.407304.332240.900bicubic-42.330-32.845+42
39tf_efficientnet_b4_ap40.48459.51661.72338.27719.343800.922bicubic-42.764-34.669+34
40vit_base_patch16_224_miil40.16859.83260.88739.11386.542240.875bilinear-44.100-35.915+8
41tf_efficientnetv2_l39.83060.17060.80139.199118.524801.000bicubic-45.660-36.571-23
42cait_s36_38439.76560.23560.47539.52568.373841.000bicubic-45.695-37.005-23
43efficientnetv2_rw_m39.66760.33359.68740.31353.244161.000bicubic-45.141-37.461-6
44ecaresnet269d39.59460.40660.34339.657102.093521.000bicubic-45.382-36.883-11
45tf_efficientnet_b3_ns39.58460.41661.45338.54712.233000.904bicubic-44.464-35.457+11
46dm_nfnet_f439.47460.52660.42039.580316.075120.951bicubic-46.184-37.090-31
47efficientnet_b439.07960.92159.60840.39219.343841.000bicubic-44.349-36.988+22
48tf_efficientnet_b538.35661.64459.91340.08730.394560.934bicubic-45.456-36.835+13
49vit_deit_base_distilled_patch16_38438.26061.74057.78342.21787.633841.000bicubic-47.162-39.549-28
50vit_base_patch16_38438.09961.90160.42839.57286.863841.000bicubic-46.111-36.7900
51cait_s24_38437.87362.12758.07941.92147.063841.000bicubic-47.173-39.267-22
52resnet152d37.85762.14358.35641.64460.213201.000bicubic-45.823-38.382+14
53tf_efficientnetv2_m37.82462.17658.71041.29054.144801.000bicubic-47.220-38.568-23
54resnetrs42037.74762.25358.21541.785191.894161.000bicubic-47.261-38.909-23
55resnetrs35037.67662.32458.08341.917163.963841.000bicubic-47.044-38.905-16
56pit_b_distilled_22437.59062.41057.23842.76274.792240.900bicubic-46.554-39.618-4
57resnet200d37.50562.49558.29741.70364.693201.000bicubic-46.457-38.526+1
58resnest269e37.31562.68557.46842.532110.934160.928bicubic-47.203-39.518-17
59cait_s24_22437.15362.84756.72443.27646.922241.000bicubic-46.299-39.840+9
60tf_efficientnet_b3_ap37.05562.94557.24042.76012.233000.904bicubic-44.767-38.384+53
61efficientnetv2_rw_s37.04962.95156.81443.18623.943841.000bicubic-46.759-39.910+1
62resnetv2_152x2_bitm36.84763.15359.89940.101236.344801.000bilinear-47.593-37.547-20
63seresnet152d36.79063.21056.71843.28266.843201.000bicubic-47.572-40.322-18
64resnetrs20036.63963.36156.82843.17293.213201.000bicubic-47.427-40.046-10
65efficientnet_b336.42063.58056.84543.15512.233201.000bicubic-45.822-39.269+37
66cait_xs24_38436.41663.58456.94443.05626.673841.000bicubic-47.645-39.945-11
67vit_deit_base_distilled_patch16_22436.39763.60356.61743.38387.342240.900bicubic-46.991-39.871+3
68resnetrs27036.32063.68056.56243.438129.863521.000bicubic-48.114-40.408-25
69tresnet_m36.28563.71555.79644.20431.392240.875bilinear-46.795-40.322+10
70mixer_b16_224_miil36.26963.73155.96544.03559.882240.875bilinear-46.039-39.751+28
71dm_nfnet_f236.25763.74355.84744.153193.783520.920bicubic-48.733-41.297-39
72tf_efficientnet_b2_ns36.18363.81757.55142.4499.112600.890bicubic-46.197-38.697+22
73ecaresnet101d36.00463.99656.16543.83544.572240.875bicubic-46.168-39.881+33
74resnest200e35.93164.06955.84944.15170.203200.909bicubic-47.901-41.045-14
75swsl_resnet1835.85864.14258.45541.54511.692240.875bilinear-37.418-33.279+292
76eca_nfnet_l135.85664.14455.95544.04541.413201.000bicubic-48.151-41.073-19
77vit_base_patch16_22435.76864.23257.39042.61086.572240.900bicubic-46.018-38.732+37
78resnest101e35.37364.62755.78044.22048.282560.875bilinear-47.517-40.540+6
79convit_base35.31464.68654.92745.07386.542240.875bicubic-46.976-41.011+20
80resnetv2_101x3_bitm35.26164.73957.85142.149387.934801.000bilinear-49.133-39.511-36
81dm_nfnet_f135.19264.80854.41345.587132.633200.910bicubic-49.412-42.655-41
82twins_svt_large35.08664.91454.72145.27999.272240.900bicubic-48.592-41.873-15
83repvgg_b335.04364.95754.54245.458123.092240.875bilinear-45.449-40.718+74
84repvgg_b3g435.04364.95754.77245.22883.832240.875bilinear-45.171-40.338+90
85resnet101d34.87265.12854.20245.79844.573201.000bicubic-48.150-42.244-3
86vit_large_patch32_38434.67365.32655.72944.271306.633841.000bicubic-46.833-40.363+38
87dm_nfnet_f034.64265.35854.76245.23871.492560.900bicubic-48.700-41.798-15
88ssl_resnext101_32x16d34.60565.39555.93144.069194.032240.875bilinear-47.239-40.165+24
89repvgg_b2g434.58765.41354.78245.21861.762240.875bilinear-44.779-39.906+124
90resnest50d_4s2x40d34.35565.64554.72545.27530.422240.875bicubic-46.753-40.833+48
91resnetrs15234.35565.64553.56246.43886.623201.000bicubic-49.357-43.052-27
92tf_efficientnet_b1_ns34.15765.84355.48944.5117.792400.882bicubic-47.231-40.249+36
93twins_pcpvt_large34.11165.88854.12845.87260.992240.900bicubic-49.029-42.470-17
94tf_efficientnet_b434.06465.93654.19845.80219.343800.922bicubic-48.958-42.102-11
95nfnet_l034.02965.97154.41845.58235.072881.000bicubic-48.731-42.080-9
96ssl_resnext101_32x8d34.01765.98355.60144.39988.792240.875bilinear-47.599-40.437+24
97tf_efficientnet_b633.99866.00254.54445.45643.045280.942bicubic-50.112-42.342-44
98efficientnet_b3_pruned33.99666.00454.10845.8929.863000.904bicubic-46.862-41.134+50
99regnety_16033.97666.02453.54646.45483.592881.000bicubic-49.710-43.230-34
100pit_s_distilled_22433.93966.06153.26546.73524.042240.900bicubic-48.057-42.533+10
101resnet51q33.56366.43753.02146.97935.702881.000bilinear-48.797-43.159-6
102regnety_03233.41266.58852.75447.24619.442881.000bicubic-49.312-43.670-15
103gernet_l33.35766.64351.90148.09931.082560.875bilinear-47.997-43.635+27
104tresnet_xl33.25766.74352.29447.70678.442240.875bilinear-48.797-43.642+4
105resnest50d_1s4x24d33.14766.85352.83947.16125.682240.875bicubic-47.841-42.483+37
106twins_pcpvt_base33.02166.97952.48547.51543.832240.900bicubic-49.687-43.861-18
107rexnet_20032.98767.01352.93947.06116.372240.875bicubic-48.645-42.729+12
108resnest50d32.97267.02852.71347.28727.482240.875bilinear-48.002-42.665+35
109tf_efficientnetv2_s32.91567.08551.72648.27421.463841.000bicubic-50.979-44.972-50
110convit_small32.91367.08752.12347.87727.782240.875bicubic-48.513-43.621+17
111tf_efficientnet_b332.86067.14052.95047.05012.233000.904bicubic-48.776-42.768+7
112pnasnet5large32.84867.15250.50049.50086.063310.911bicubic-49.934-45.540-27
113twins_svt_base32.83667.16451.55948.44156.072240.900bicubic-50.300-44.859-36
114nasnetalarge32.77567.22550.14149.85988.753310.911bicubic-49.845-45.906-24
115gernet_m32.74067.26051.91348.08721.142240.875bilinear-47.992-43.271+36
116inception_resnet_v232.73867.26250.64849.35255.842990.897bicubic-47.720-44.658+45
117gluon_resnet152_v1d32.73467.26651.08848.91260.212240.875bicubic-47.740-44.118+42
118pit_b_22432.71867.28249.85250.14873.762240.900bicubic-49.728-45.858-25
119tf_efficientnet_b2_ap32.68167.31952.23947.7619.112600.890bicubic-47.619-42.789+50
120tresnet_l32.55967.44151.13948.86155.992240.875bilinear-48.931-44.485+5
121cait_xxs36_38432.54967.45152.23347.76717.373841.000bicubic-49.645-43.915-17
122vit_base_patch32_38432.46167.53952.44447.55688.303841.000bicubic-49.191-43.684-5
123wide_resnet50_232.43967.56151.45948.54168.882240.875bicubic-49.017-44.073+3
124resnetv2_50x3_bitm32.41067.59054.31445.686217.324801.000bilinear-51.374-42.792-61
125ens_adv_inception_resnet_v232.37067.62950.42749.57355.842990.897bicubic-47.611-44.509+59
126vit_deit_base_patch16_22432.36367.63751.01148.98986.572240.900bicubic-49.635-44.723-17
127swin_small_patch4_window7_22432.34167.65950.90549.09549.612240.900bicubic-50.871-45.417-52
128gluon_resnet152_v1s32.33167.66950.52649.47460.322240.875bicubic-48.685-44.886+13
129vit_deit_small_distilled_patch16_22432.28467.71652.10247.89822.442240.900bicubic-48.916-43.276+7
130gluon_seresnext101_64x4d32.20567.79550.31949.68188.232240.875bicubic-48.689-44.989+17
131coat_lite_small32.12767.87349.93450.06619.842240.900bicubic-50.181-45.916-34
132gluon_seresnext101_32x4d32.10767.89351.23748.76348.962240.875bicubic-48.797-44.057+14
133vit_deit_base_patch16_38431.98968.01150.54749.45386.863841.000bicubic-51.117-45.825-55
134seresnext50_32x4d31.98568.01551.23148.76927.562240.875bicubic-49.281-44.3890
135levit_38431.87768.12350.59849.40239.132240.900bicubic-50.709-45.418-43
136resnetrs10131.85868.14251.01748.98363.622880.940bicubic-50.430-44.991-36
137cspresnext5031.82268.17851.60248.39820.572240.875bilinear-48.218-43.342+45
138eca_nfnet_l031.65768.34351.65448.34624.142881.000bicubic-50.931-44.820-47
139tnt_s_patch16_22431.64368.35751.14348.85723.762240.900bicubic-49.875-44.605-17
140resnet5031.54768.45350.17049.83025.562240.875bicubic-47.491-44.220+96
141ssl_resnext101_32x4d31.42368.57752.12147.87944.182240.875bilinear-49.501-43.607+4
142inception_v431.37868.62249.24450.75642.682990.875bicubic-48.790-45.724+35
143rexnet_15031.36668.63451.28848.7129.732240.875bicubic-48.944-43.878+23
144pit_s_22431.33368.66749.66150.33923.462240.900bicubic-49.761-45.671-5
145cait_xxs36_22431.27868.72250.61649.38417.302241.000bicubic-48.472-44.250+53
146cspresnet5031.27068.73051.22348.77721.622560.887bilinear-48.304-43.489+60
147coat_mini31.20368.79749.77350.22710.342240.900bicubic-50.065-45.619-14
148ecaresnetlight31.12168.87950.24349.75730.162240.875bicubic-49.341-45.007+12
149gluon_resnet101_v1s31.11568.88549.79350.20744.672240.875bicubic-49.187-45.367+18
150tf_efficientnet_cc_b0_8e31.08768.91350.76149.23924.012240.875bicubic-46.821-42.892+132
151ecaresnet50d31.05868.94250.84849.15225.582240.875bicubic-49.534-44.472+4
152ecaresnet50t31.05868.94250.57749.42325.573200.950bicubic-51.288-45.561-56
153resnet50d31.02068.98049.80850.19225.582240.875bicubic-49.510-45.352+3
154cspdarknet5331.01868.98150.39049.61027.642560.887bilinear-49.040-44.694+27
155gluon_resnet152_v1c30.99169.00948.92451.07660.212240.875bicubic-48.919-45.916+32
156gluon_resnext101_64x4d30.98769.01348.54951.45183.462240.875bicubic-49.617-46.439-2
157twins_svt_small30.98569.01549.22350.77724.062240.900bicubic-50.697-46.447-41
158tf_efficientnet_cc_b1_8e30.89969.10150.08049.92039.722400.882bicubic-48.409-44.290+59
159ecaresnet101d_pruned30.89769.10350.01349.98724.882240.875bicubic-49.921-45.615-10
160gluon_resnext101_32x4d30.87769.12348.53751.46344.182240.875bicubic-49.457-46.389+4
161tf_efficientnetv2_b330.86169.13949.81450.18614.363000.904bicubic-51.109-45.968-50
162tf_efficientnet_lite430.83069.17050.38649.61413.013800.920bilinear-50.706-45.282-41
163nf_resnet5030.77569.22550.07449.92625.562880.940bicubic-49.919-45.282-11
164dpn10730.67869.32248.81051.19086.922240.875bicubic-49.478-46.100+14
165ese_vovnet39b30.65769.34349.87550.12524.572240.875bicubic-48.663-44.837+50
166gluon_resnet152_v1b30.62369.37648.52151.47960.192240.875bicubic-49.063-46.215+36
167tresnet_xl_44830.61469.38649.06950.93178.444480.875bilinear-52.436-47.105-86
168ssl_resnext50_32x4d30.59469.40650.65749.34325.032240.875bilinear-49.724-44.749-3
169gluon_resnet101_v1d30.52369.47747.95052.05044.572240.875bicubic-49.891-47.064-7
170dpn68b30.51769.48349.15850.84212.612240.875bicubic-48.699-45.256+57
171resnest26d30.49069.51050.67749.32317.072240.875bilinear-47.988-43.621+84
172efficientnet_b230.43569.56549.69850.3029.112881.000bicubic-50.177-45.620-19
173tf_efficientnet_b1_ap30.42169.57949.55350.4477.792400.882bicubic-48.859-44.753+50
174twins_pcpvt_small30.38269.61849.38650.61424.112240.900bicubic-50.706-46.256-34
175visformer_small30.32969.67148.28551.71540.222240.900bicubic-51.777-47.587-68
176pit_xs_distilled_22430.27869.72249.83650.16411.002240.900bicubic-49.028-44.528+44
177seresnet5030.07769.92349.29250.70828.092240.875bicubic-50.197-45.778-7
178dpn9830.06769.93348.24451.75661.572240.875bicubic-49.575-46.354+26
179tf_efficientnet_b230.02669.97449.58150.4199.112600.890bicubic-50.060-45.328+1
180dpn13130.02469.97648.14651.85479.252240.875bicubic-49.798-46.564+15
181efficientnet_el30.01869.98248.83451.16610.593000.904bicubic-51.298-46.692-50
182legacy_senet15430.00169.99948.03451.966115.092240.875bilinear-51.309-47.462-50
183dpn9229.95370.04749.16250.83837.672240.875bicubic-50.055-45.6740
184gluon_senet15429.87770.12347.89452.106115.092240.875bicubic-51.357-47.454-49
185xception29.86570.13548.68651.31422.862990.897bicubic-49.187-45.706+50
186adv_inception_v329.81670.18447.84752.15323.832990.875bicubic-47.766-45.889+107
187gluon_xception6529.78470.21647.75552.24539.922990.903bicubic-49.932-47.105+14
188resnetblur5029.62570.37548.24851.75225.562240.875bicubic-49.661-46.390+34
189efficientnet_em29.48670.51448.94651.0546.902400.882bicubic-49.766-45.848+35
190resnext101_32x8d29.43970.56148.48651.51488.792240.875bilinear-49.869-46.032+26
191coat_lite_mini29.43370.56747.72452.27611.012240.900bicubic-49.655-46.880+40
192ssl_resnet5029.42370.57749.78150.21925.562240.875bilinear-49.799-45.051+33
193vit_deit_small_patch16_22429.42170.57948.25651.74422.052240.900bicubic-50.435-46.796-1
194nf_regnet_b129.39770.60349.44550.55510.222880.900bicubic-49.909-45.303+25
195cait_xxs24_38429.38770.61248.75351.24712.033841.000bicubic-51.578-46.893-51
196swin_tiny_patch4_window7_22429.33470.66647.60252.39828.292240.900bicubic-52.044-47.938-67
197resnext50_32x4d29.33170.66947.39752.60325.032240.875bicubic-50.438-47.2010
198resnet34d29.32870.67148.40951.59121.822240.875bicubic-47.788-44.973+109
199cait_xxs24_22429.30370.69748.53551.46511.962241.000bicubic-49.083-45.775+62
200ecaresnet50d_pruned29.21570.78548.45351.54719.942240.875bicubic-50.501-46.4270
201tresnet_l_44829.16570.83547.23252.76855.994480.875bilinear-53.103-48.744-100
202gluon_inception_v329.12270.87846.95753.04323.832990.875bicubic-49.684-47.413+40
203xception7129.04770.95347.40552.59542.342990.903bicubic-50.826-47.517-13
204hrnet_w6428.98971.01147.14252.858128.062240.875bilinear-50.485-47.510+6
205resnetv2_101x1_bitm28.91071.09049.50250.49844.544801.000bilinear-53.302-46.970-102
206tf_efficientnet_b0_ns28.90271.09849.01150.9895.292240.875bicubic-49.756-45.365+43
207xception6528.89671.10447.16752.83339.922990.903bicubic-50.656-47.4870
208tf_efficientnet_b128.88671.11447.50352.4977.792400.882bicubic-49.940-46.695+33
209gluon_resnet101_v1b28.87871.12146.38953.61144.552240.875bicubic-50.427-48.135+9
210skresnext50_32x4d28.81871.18246.49753.50327.482240.875bicubic-51.338-48.145-31
211levit_25628.74571.25546.72353.27718.892240.900bicubic-52.765-48.767-88
212tf_efficientnet_lite328.66071.34047.35452.6468.203000.904bilinear-51.160-47.560-16
213gluon_seresnext50_32x4d28.65171.34946.43653.56427.562240.875bicubic-51.267-48.386-28
214skresnet3428.64571.35547.95352.04722.282240.875bicubic-48.267-45.369+101
215hrnet_w4028.64171.35947.45452.54657.562240.875bilinear-50.279-47.016+23
216tf_efficientnetv2_b028.56671.43447.07952.9217.142240.875bicubic-49.790-46.945+48
217tv_resnet15228.53371.46747.11852.88260.192240.875bilinear-49.779-46.920+48
218repvgg_b228.42771.57347.03852.96289.022240.875bilinear-50.365-47.376+26
219hrnet_w4828.41371.58747.58652.41477.472240.875bilinear-50.887-46.926+2
220gluon_resnext50_32x4d28.37571.62445.32854.67225.032240.875bicubic-50.978-49.098-6
221efficientnet_b2_pruned28.36271.63847.05152.9498.312600.890bicubic-51.554-47.805-35
222tf_efficientnet_b0_ap28.34671.65447.53152.4695.292240.875bicubic-48.740-45.725+87
223tf_efficientnet_cc_b0_4e28.31571.68547.36452.63613.312240.875bicubic-48.991-45.970+79
224dla16928.31371.68747.39152.60953.392240.875bilinear-50.375-46.945+22
225dla102x228.31371.68746.76153.23941.282240.875bilinear-51.135-47.879-12
226mixnet_xl28.28771.71346.70253.29811.902240.875bicubic-52.189-48.234-68
227gluon_resnet50_v1d28.24671.75445.87854.12225.582240.875bicubic-50.828-48.592+6
228wide_resnet101_228.10871.89246.40153.599126.892240.875bilinear-50.748-47.881+12
229gluon_resnet101_v1c28.10471.89645.96154.03944.572240.875bicubic-51.430-48.617-21
230regnetx_32028.09371.90745.12654.874107.812240.875bicubic-52.153-49.900-58
231densenet16128.08171.91946.64153.35928.682240.875bicubic-49.277-46.997+70
232regnety_32028.05971.94145.44454.556145.052240.875bicubic-52.753-49.800-82
233gernet_s28.02271.97846.72353.2778.172240.875bilinear-48.894-46.409+81
234efficientnet_el_pruned28.01671.98446.79053.21010.593000.904bicubic-52.284-48.428-66
235levit_19228.01671.98445.88054.12010.952240.900bicubic-51.826-48.906-41
236xception4127.88872.11245.89054.11026.972990.903bicubic-50.628-48.388+15
237regnetx_16027.81772.18345.61754.38354.282240.875bicubic-52.039-49.213-46
238tf_inception_v327.78072.22045.72154.27923.832990.875bicubic-50.078-48.149+46
239res2net101_26w_4s27.76872.23245.17954.82145.212240.875bilinear-51.430-49.253-10
240tf_efficientnetv2_b127.76072.24046.57853.4228.142400.882bicubic-51.702-48.144-29
241repvgg_b127.65672.34446.53153.46957.422240.875bilinear-50.710-47.567+22
242hrnet_w4427.62172.37945.83754.16367.062240.875bilinear-51.275-48.531-3
243inception_v327.55672.44445.26354.73723.832990.875bicubic-49.882-48.213+55
244pit_xs_22427.49172.50945.90054.10010.622240.900bicubic-50.691-48.268+26
245regnetx_08027.40572.59545.00254.99839.572240.875bicubic-51.789-49.558-15
246hrnet_w3027.38172.61946.55453.44637.712240.875bilinear-50.825-47.668+23
247hrnet_w3227.36972.63145.99454.00641.232240.875bilinear-51.081-48.192+10
248gluon_resnet50_v1s27.32672.67445.22254.77825.682240.875bicubic-51.384-49.016-2
249densenet20127.26572.73546.22253.77820.012240.875bicubic-50.021-47.256+54
250densenetblur121d27.22872.77246.29953.7018.002240.875bicubic-49.360-46.893+73
251regnety_06427.22072.78044.84755.15330.582240.875bicubic-52.502-49.921-52
252efficientnet_b1_pruned27.18172.81945.87254.1286.332400.882bicubic-51.055-47.962+16
253tf_efficientnetv2_b227.16372.83744.57055.43010.102600.890bicubic-53.045-50.472-78
254resnetrs5027.11072.89045.02954.97135.692240.910bicubic-52.782-49.939-66
255rexnet_13027.09472.90645.93354.0677.562240.875bicubic-52.406-48.749-46
256vit_small_patch16_22427.08672.91445.70154.29948.752240.900bicubic-50.772-47.939+29
257res2net50_26w_8s27.07872.92144.42855.57248.402240.875bilinear-52.119-49.940-29
258dla102x27.06172.93945.47554.52526.312240.875bilinear-51.449-48.753-6
259tv_resnet10126.96373.03745.23454.76644.552240.875bilinear-50.411-48.306+41
260resnext50d_32x4d26.87673.12444.43655.56425.052240.875bicubic-52.800-50.430-57
261regnetx_12026.86873.13244.68255.31846.112240.875bicubic-52.728-50.056-56
262rexnet_10026.83173.16945.36954.6314.802240.875bicubic-51.027-48.047+24
263densenet16926.82973.17145.37354.62714.152240.875bicubic-49.077-47.653+70
264legacy_seresnext101_32x4d26.81173.18943.49756.50348.962240.875bilinear-53.417-51.521-91
265regnety_12026.78873.21244.45455.54651.822240.875bicubic-53.578-50.672-102
266regnetx_06426.78473.21644.92755.07326.212240.875bicubic-52.288-49.531-32
267regnetx_03226.70373.29745.23654.76415.302240.875bicubic-51.469-48.852+4
268legacy_seresnet15226.67673.32443.94756.05366.822240.875bilinear-51.984-50.423-20
269densenet12126.66473.33645.90054.1007.982240.875bicubic-48.914-46.752+68
270efficientnet_es26.62173.37945.11254.8885.442240.875bicubic-51.445-48.814+5
271res2net50_26w_6s26.59573.40543.99056.01037.052240.875bilinear-51.975-50.134-21
272repvgg_b1g426.57973.42145.08454.91639.972240.875bilinear-51.015-48.742+20
273dla60x26.55273.44845.02354.97717.352240.875bilinear-51.694-48.995-7
274regnety_08026.52473.47644.35955.64139.182240.875bicubic-53.352-50.471-85
275coat_lite_tiny26.50773.49344.64455.3565.722240.900bicubic-51.005-49.272+21
276tf_efficientnet_b026.48573.51545.64654.3545.292240.875bicubic-50.363-47.582+40
277res2net50_14w_8s26.48373.51744.37155.62925.062240.875bilinear-51.667-49.477-5
278mobilenetv3_large_100_miil26.48173.51944.47355.5275.482240.875bilinear-51.435-48.437+3
279gluon_resnet50_v1b26.43673.56444.03555.96525.562240.875bicubic-51.144-49.681+15
280tf_efficientnet_el26.35773.64344.17555.82510.593000.904bicubic-53.893-50.953-109
281levit_12826.33273.66844.09655.9049.212240.900bicubic-52.154-49.914-28
282regnetx_04026.24373.75744.43855.56222.122240.875bicubic-52.239-49.806-28
283dpn6826.12973.87144.22855.77212.612240.875bicubic-50.189-48.750+45
284efficientnet_b126.06173.93944.08055.9207.792561.000bicubic-52.733-50.262-41
285hrnet_w1825.98674.01444.81355.18721.302240.875bilinear-50.772-48.631+33
286hardcorenas_f25.95174.04944.22055.7808.202240.875bilinear-52.153-49.582-12
287regnety_04025.92374.07743.84856.15220.652240.875bicubic-53.297-50.808-61
288resnet3425.88874.11243.98256.01821.802240.875bilinear-49.222-48.302+59
289res2net50_26w_4s25.86674.13443.15556.84525.702240.875bilinear-52.098-50.699-9
290tresnet_m_44825.85274.14842.87457.12631.394480.875bilinear-55.862-52.698-175
291coat_tiny25.84374.15743.27656.7245.502240.900bicubic-52.591-50.761-32
292hardcorenas_c25.81574.18544.77255.2285.522240.875bilinear-51.239-48.386+18
293gluon_resnet50_v1c25.78474.21643.03156.96925.582240.875bicubic-52.228-50.957-16
294selecsls6025.72974.27244.06555.93530.672240.875bicubic-52.254-49.764-15
295hardcorenas_e25.66274.33843.41256.5888.072240.875bilinear-52.132-50.282-8
296dla60_res2net25.65274.34843.59956.40120.852240.875bilinear-52.812-50.607-40
297dla60_res2next25.64074.36043.67056.33017.032240.875bilinear-52.800-50.482-39
298ecaresnet26t25.53874.46243.66056.34016.013200.950bicubic-54.316-51.424-105
299mixnet_l25.51274.48843.45556.5457.332240.875bicubic-53.464-50.727-62
300tf_efficientnet_lite125.49974.50143.58556.4155.422400.882bicubic-51.143-49.641+20
301tv_resnext50_32x4d25.45574.54542.78757.21325.032240.875bilinear-52.165-50.909-11
302repvgg_a225.43674.56443.93956.06128.212240.875bilinear-51.024-49.065+25
303tf_mixnet_l25.42274.57842.53457.4667.332240.875bicubic-53.352-51.464-58
304hardcorenas_b25.40274.59844.19055.8105.182240.875bilinear-51.136-48.564+20
305res2next5025.38974.61142.50857.49224.672240.875bilinear-52.857-51.384-38
306legacy_seresnet10125.33474.66642.82557.17549.332240.875bilinear-53.048-51.439-44
307selecsls60b25.33274.66843.55956.44132.772240.875bicubic-53.080-50.615-47
308dla10225.31674.68443.82756.17333.272240.875bilinear-52.716-50.119-32
309hardcorenas_d25.30074.70043.12156.8797.502240.875bilinear-52.132-50.363-10
310resnest14d25.28474.71644.11455.88610.612240.875bilinear-50.222-48.404+29
311legacy_seresnext50_32x4d25.21074.79041.93658.06427.562240.875bilinear-53.868-52.500-79
312mixer_b16_22425.12174.87941.22758.77359.882240.875bicubic-51.481-51.001+9
313res2net50_48w_2s25.02774.97342.20857.79225.292240.875bilinear-52.495-51.346-18
314efficientnet_b025.01574.98542.78757.2135.292240.875bicubic-52.683-50.745-26
315gluon_resnet34_v1b24.93975.06142.24357.75721.802240.875bicubic-49.649-49.747+41
316mobilenetv2_120d24.93775.06343.05856.9425.832240.875bicubic-52.347-50.434-12
317dla6024.93375.06743.29656.70422.042240.875bilinear-52.099-50.022-6
318regnety_01624.81175.18942.61657.38411.202240.875bicubic-53.051-51.104-35
319tf_efficientnet_lite224.53075.47042.28057.7206.092600.890bicubic-52.938-51.474-22
320skresnet1824.48375.51742.53657.46411.962240.875bicubic-48.555-48.632+49
321regnetx_01624.47375.52742.51457.4869.192240.875bicubic-52.477-50.906-9
322pit_ti_distilled_22424.40675.59442.73057.2705.102240.900bicubic-50.124-49.366+35
323tf_efficientnet_lite024.37375.62742.48757.5134.652240.875bicubic-50.457-49.689+28
324hardcorenas_a24.36975.63143.28456.7165.262240.875bilinear-51.547-49.230+8
325resnetv2_50x1_bitm24.23375.76743.47756.52325.554801.000bilinear-55.939-52.149-149
326tv_resnet5024.07075.93041.31358.68725.562240.875bilinear-52.068-51.551+4
327levit_128s24.05875.94241.00758.9937.782240.900bicubic-52.472-51.859-2
328legacy_seresnet3424.02775.97341.90958.09121.962240.875bilinear-50.781-50.215+24
329resnet18d23.92976.07142.30057.70011.712240.875bicubic-48.331-48.396+47
330efficientnet_lite023.90976.09142.08857.9124.652240.875bicubic-51.575-50.422+10
331tv_densenet12123.84476.15641.92558.0757.982240.875bicubic-50.894-50.225+22
332efficientnet_es_pruned23.82876.17241.99558.0055.442240.875bicubic-51.172-50.453+18
333mobilenetv2_14023.71276.28841.47758.5236.112240.875bicubic-52.804-51.519-7
334mixnet_m23.71076.29041.14158.8595.012240.875bicubic-53.550-52.284-29
335dla3423.66976.33141.55158.44915.742240.875bilinear-50.961-50.527+20
336legacy_seresnet5023.65176.34940.09159.90928.092240.875bilinear-53.978-53.657-47
337ese_vovnet19b_dw23.53576.46541.28858.7126.542240.875bicubic-53.263-51.980-20
338tf_mixnet_m23.48476.51640.98959.0115.012240.875bicubic-53.458-52.163-25
339tv_resnet3423.47376.52741.36758.63321.802240.875bilinear-49.839-50.059+27
340tf_efficientnet_em23.35976.64140.40459.5966.902400.882bicubic-54.771-53.640-67
341selecsls42b23.35776.64340.67759.32332.462240.875bicubic-53.817-52.713-35
342repvgg_b023.31676.68441.18258.81815.822240.875bilinear-51.837-51.236+2
343mobilenetv2_110d23.06676.93440.71659.2844.522240.875bicubic-51.970-51.470+6
344vit_deit_tiny_distilled_patch16_22422.71877.28240.77159.2295.912240.900bicubic-51.792-51.119+14
345mobilenetv3_large_10022.65577.34540.78159.2195.482240.875bicubic-53.111-51.761-11
346mobilenetv3_rw22.63077.37040.37459.6265.482240.875bicubic-53.004-52.334-10
347tf_mobilenetv3_large_10022.56977.43139.76760.2335.482240.875bilinear-52.949-52.839-9
348tf_efficientnet_es22.41377.58739.09560.9055.442240.875bicubic-54.180-54.107-26
349hrnet_w18_small_v222.33777.66339.86160.13915.602240.875bilinear-52.777-52.555-3
350convit_tiny22.28277.71839.66960.3315.712240.875bicubic-50.834-52.045+18
351regnety_00822.11977.88138.90061.1006.262240.875bicubic-54.197-54.166-22
352seresnext26t_32x4d21.99178.00938.48261.51816.812240.875bicubic-55.995-55.264-74
353regnety_00621.97178.02938.95561.0456.062240.875bicubic-53.275-53.577-10
354regnetx_00821.94078.06038.92861.0727.262240.875bicubic-53.098-53.408-6
355resnet26d21.90778.09438.61961.38116.012240.875bicubic-54.789-54.531-36
356semnasnet_10021.90378.09738.60061.4003.892240.875bicubic-53.545-54.004-15
357pit_ti_22421.87578.12539.54160.4594.852240.900bicubic-51.037-51.861+14
358regnetx_00621.73878.26338.90461.0966.202240.875bicubic-52.115-52.768+5
359vgg19_bn21.62878.37339.28360.717143.682240.875bilinear-52.587-52.5590
360ghostnet_10021.62078.38038.69261.3085.182240.875bilinear-52.358-52.764+2
361gluon_resnet18_v1b21.54978.45138.86961.13111.692240.875bicubic-49.287-50.893+22
362fbnetc_10021.48478.51638.16161.8395.572240.875bilinear-53.640-54.224-17
363mnasnet_10021.35078.65037.71962.2814.382240.875bicubic-53.308-54.395-9
364resnet2621.29578.70538.01861.98216.002240.875bicubic-53.997-54.552-22
365ssl_resnet1821.27878.72239.11360.88711.692240.875bilinear-51.332-52.303+7
366mixnet_s21.25478.74638.18761.8134.132240.875bicubic-54.738-54.609-35
367seresnext26d_32x4d21.25278.74837.31162.68916.812240.875bicubic-56.350-56.297-76
368legacy_seresnext26_32x4d21.09378.90737.63362.36716.792240.875bicubic-56.011-55.683-60
369regnetx_00420.89879.10237.56662.4345.162240.875bicubic-51.498-53.264+4
370spnasnet_10020.86379.13737.89662.1044.422240.875bilinear-53.221-53.922-10
371legacy_seresnet1820.83779.16237.61962.38111.782240.875bicubic-50.905-52.715+9
372mobilenetv2_10020.77379.22737.75962.2413.502240.875bicubic-52.197-53.257-2
373tf_mixnet_s20.47079.53036.60763.3934.132240.875bicubic-55.180-56.021-38
374regnety_00420.41579.58537.00262.9984.342240.875bicubic-53.619-54.750-13
375hrnet_w18_small20.36879.63237.09362.90713.192240.875bilinear-51.976-53.5850
376tf_mobilenetv3_large_07520.36679.63436.76463.2363.992240.875bilinear-53.072-54.586-12
377resnet1820.22879.77237.26162.73911.692240.875bilinear-49.520-51.817+10
378mixer_l16_22420.17179.82932.95667.044208.202240.875bicubic-51.887-54.712+1
379vit_deit_tiny_patch16_22420.16279.83837.54662.4545.722240.900bicubic-52.007-53.572-1
380tf_mobilenetv3_large_minimal_10020.12279.87836.90863.0923.922240.875bilinear-52.126-53.722-3
381vgg16_bn19.95980.04136.30163.699138.372240.875bilinear-53.391-55.205-16
382vgg1917.92982.07133.05466.946143.672240.875bilinear-54.439-57.818-8
383vgg13_bn17.80282.19834.03965.961133.052240.875bilinear-53.792-56.337-2
384vgg1617.54082.46032.77367.227138.362240.875bilinear-54.054-57.609-2
385regnety_00217.45082.55032.43167.5693.162240.875bicubic-52.802-57.1090
386vgg11_bn17.40382.59733.01166.989132.872240.875bilinear-52.957-56.791-2
387regnetx_00216.96283.03832.22567.7752.682240.875bicubic-51.800-56.331+2
388dla60x_c16.31083.69031.76168.2391.322240.875bilinear-51.582-56.665+3
389tf_mobilenetv3_small_10016.22783.77231.22368.7772.542240.875bilinear-51.694-56.441+1
390vgg1316.10083.90030.98569.015133.052240.875bilinear-53.826-58.261-4
391vgg1115.72884.27230.45369.547132.862240.875bilinear-53.296-58.175-3
392tf_mobilenetv3_small_07514.94485.05629.57270.4282.042240.875bilinear-50.772-56.558+1
393dla46_c14.65785.34329.38070.6201.302240.875bilinear-50.207-56.912+1
394dla46x_c14.38285.61829.19170.8091.072240.875bilinear-51.588-57.789-2
395tf_mobilenetv3_small_minimal_10013.96486.03627.98872.0122.042240.875bilinear-48.942-56.2420