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

45 KiB

1modeltop1top1_errtop5top5_errparam_countimg_sizecropt_pctinterpolationtop1_difftop5_diffrank_diff
2ig_resnext101_32x48d58.84641.15481.08818.912828.412240.875bilinear-26.584-16.494+31
3ig_resnext101_32x32d58.40241.59880.42619.574468.532240.875bilinear-26.692-17.012+41
4ig_resnext101_32x16d57.68442.31679.89120.108194.032240.875bilinear-26.482-17.305+75
5swsl_resnext101_32x16d57.45542.54580.38119.619194.032240.875bilinear-25.899-16.455+106
6beit_large_patch16_38456.90443.09679.18820.812305.003841.000bicubic-31.478-19.420-3
7beit_large_patch16_51256.75743.24378.87421.126305.675121.000bicubic-31.827-19.786-5
8swsl_resnext101_32x8d56.42143.57978.94821.05288.792240.875bilinear-27.853-18.226+67
9beit_large_patch16_22454.96945.03177.60022.400304.432240.900bicubic-32.507-20.718-3
10ig_resnext101_32x8d54.93745.06377.53922.46188.792240.875bilinear-27.773-19.101+124
11swsl_resnext101_32x4d53.58546.41576.37423.62644.182240.875bilinear-29.641-20.394+106
12vit_large_patch16_38452.76247.23874.72525.275304.723841.000bicubic-34.330-23.581-4
13vit_large_r50_s32_38452.04947.95173.54026.459329.093841.000bicubic-34.131-24.383+4
14vit_large_patch16_22451.84248.15873.72126.279304.332240.900bicubic-33.996-24.105+9
15tf_efficientnet_l2_ns_47551.43548.56573.84526.155480.314750.936bicubic-36.803-24.705-10
16swsl_resnext50_32x4d50.40849.59273.34826.65225.032240.875bilinear-31.758-22.886+148
17swin_large_patch4_window12_38450.35749.64372.54627.454196.743841.000bicubic-36.793-25.692-10
18swsl_resnet5049.50650.49472.35627.64525.562240.875bilinear-31.640-23.622+186
19swin_large_patch4_window7_22448.98951.01171.37728.623196.532240.900bicubic-37.327-26.513-4
20beit_base_patch16_38448.68251.31872.07327.92786.743841.000bicubic-38.126-26.067-10
21swin_base_patch4_window12_38448.52951.47171.80928.19187.903841.000bicubic-37.907-26.257-8
22vit_large_r50_s32_22448.21551.78570.87029.130328.992240.900bicubic-36.225-26.100+44
23tf_efficientnetv2_xl_in21ft1k47.74552.25570.13129.869208.125121.000bicubic-38.659-27.737-9
24tf_efficientnet_b6_ns47.72552.27569.92530.07543.045280.942bicubic-38.721-27.955-12
25tf_efficientnet_b7_ns47.72552.27569.60330.39866.356000.949bicubic-39.105-28.481-16
26tf_efficientnet_l2_ns47.47852.52269.92330.077480.318000.960bicubic-40.868-28.731-22
27tf_efficientnetv2_l_in21ft1k46.92253.07870.31229.688118.524801.000bicubic-39.370-27.672-11
28beit_base_patch16_22446.25853.74269.90730.09386.532240.900bicubic-38.982-27.747+12
29vit_base_patch16_38445.90054.10068.53731.46386.863841.000bicubic-40.100-29.469-8
30tf_efficientnet_b8_ap45.76854.23267.91532.08687.416720.954bicubic-39.606-29.383+7
31tf_efficientnet_b5_ns45.59954.40167.82032.18030.394560.934bicubic-40.477-29.932-12
32swin_base_patch4_window7_22445.58954.41168.51231.48887.772240.900bicubic-39.679-29.046+7
33tf_efficientnetv2_m_in21ft1k45.57454.42669.14830.85254.144801.000bicubic-40.024-28.604-5
34cait_m48_44844.24955.75164.66835.332356.464481.000bicubic-42.245-33.082-23
35vit_base_r50_s16_38443.52256.47866.79633.20498.953841.000bicubic-41.462-30.502+17
36tf_efficientnet_b4_ns43.43856.56265.47434.52619.343800.922bicubic-41.712-31.996+5
37vit_base_patch16_22443.24756.75365.71034.29086.572240.900bicubic-41.293-31.596+26
38xcit_large_24_p8_384_dist42.82857.17263.42636.574188.933841.000bicubic-43.168-34.262-16
39xcit_large_24_p8_224_dist42.57557.42563.10636.894188.932241.000bicubic-42.825-34.310-3
40tf_efficientnet_b842.49457.50664.87335.12787.416720.954bicubic-42.856-32.519-2
41cait_m36_38442.39857.60263.34036.660271.223841.000bicubic-43.658-34.390-21
42tf_efficientnet_b7_ap41.45558.54562.89637.10466.356000.949bicubic-43.665-34.3540
43tf_efficientnet_b741.45358.54763.05336.94766.356000.949bicubic-43.483-34.153+11
44tf_efficientnet_b5_ap41.40658.59462.09637.90430.394560.934bicubic-42.852-34.880+32
45resnetv2_152x4_bitm41.29458.70664.35435.646936.534801.000bilinear-43.644-33.104+8
46tf_efficientnet_b6_ap41.11358.88762.37937.62143.045280.942bicubic-43.671-34.759+12
47xcit_large_24_p16_384_dist41.02558.97561.25338.747189.103841.000bicubic-44.745-36.281-21
48tf_efficientnetv2_s_in21ft1k40.98559.01563.83736.16321.463841.000bicubic-43.311-33.419+24
49xcit_large_24_p16_224_dist40.96859.03261.33038.670189.102241.000bicubic-43.962-35.800+6
50xcit_medium_24_p8_224_dist40.50259.49860.51039.49084.322241.000bicubic-44.566-36.766-4
51tf_efficientnet_b4_ap40.47659.52461.73038.27019.343800.922bicubic-42.782-34.666+64
52vit_small_r26_s32_38440.47459.52662.75237.24836.473841.000bicubic-43.576-34.570+32
53vit_base_patch16_224_miil40.17859.82260.89539.10586.542240.875bilinear-44.098-35.903+21
54xcit_medium_24_p8_384_dist40.04259.95860.45339.54784.323841.000bicubic-45.778-37.141-30
55xcit_medium_24_p16_384_dist39.91260.08860.12739.87384.403841.000bicubic-45.514-37.281-21
56tf_efficientnetv2_l39.83460.16660.81539.185118.524801.000bicubic-45.668-36.555-25
57dm_nfnet_f339.78560.21560.63639.364254.924160.940bicubic-45.747-36.822-27
58cait_s36_38439.77760.22360.48339.51768.373841.000bicubic-45.677-36.999-26
59efficientnetv2_rw_m39.67560.32559.69940.30153.244161.000bicubic-45.147-37.447-2
60ecaresnet269d39.59860.40260.33939.661102.093521.000bicubic-45.388-36.889-9
61dm_nfnet_f639.58660.41460.90139.099438.365760.956bicubic-46.544-36.839-43
62tf_efficientnet_b3_ns39.51060.49061.45138.54912.233000.904bicubic-44.532-35.457+23
63dm_nfnet_f539.49860.50260.19439.806377.215440.954bicubic-46.308-37.288-38
64xcit_small_24_p8_224_dist39.30960.69159.40440.59647.632241.000bicubic-45.567-37.794-8
65xcit_medium_24_p16_224_dist39.27260.72859.47340.52784.402241.000bicubic-45.006-37.469+8
66efficientnet_b439.13660.86459.62840.37219.343841.000bicubic-44.294-36.966+42
67xcit_small_24_p8_384_dist39.00160.99959.19640.80447.633841.000bicubic-46.565-38.381-38
68resnetv2_152x2_bit_teacher_38438.98761.01362.49537.505236.343841.000bicubic-44.857-34.623+26
69vit_base_patch32_38438.81061.19060.35139.64988.303841.000bicubic-44.536-36.493+44
70eca_nfnet_l238.66161.33959.45140.54956.723841.000bicubic-46.059-37.807-11
71xcit_small_12_p8_384_dist38.53361.46758.82041.18026.213841.000bicubic-46.549-38.450-26
72xcit_small_24_p16_384_dist38.49961.50158.40041.60047.673841.000bicubic-46.605-38.916-29
73xcit_small_12_p8_224_dist38.38261.61858.84441.15626.212241.000bicubic-45.858-38.028+4
74tf_efficientnet_b538.36461.63659.92340.07730.394560.934bicubic-45.446-36.825+23
75deit_base_distilled_patch16_38438.24061.76057.79842.20287.633841.000bicubic-47.182-39.534-40
76dm_nfnet_f438.21561.78558.59641.404316.075120.951bicubic-47.486-38.918-49
77xcit_large_24_p8_22438.12461.87657.87542.125188.932241.000bicubic-46.258-38.781-7
78resnetv2_152x2_bitm38.00861.99261.18038.820236.344481.000bilinear-46.444-36.256-13
79cait_s24_38437.88462.11658.08741.91347.063841.000bicubic-47.160-39.263-30
80resnet152d37.87962.12158.36241.63860.213201.000bicubic-45.785-38.372+24
81tf_efficientnetv2_m37.82962.17158.71641.28454.144801.000bicubic-47.217-38.568-33
82resnetrs42037.77062.23058.22741.773191.894161.000bicubic-47.238-38.899-32
83xcit_small_24_p16_224_dist37.71762.28357.35842.64247.672241.000bicubic-46.157-39.370+8
84resnetrs35037.70262.29858.09941.901163.963841.000bicubic-47.010-38.891-23
85pit_b_distilled_22437.58862.41257.23042.77074.792240.900bicubic-46.570-39.628-5
86xcit_small_12_p16_384_dist37.58262.41857.77742.22326.253841.000bicubic-47.132-39.339-26
87resnet200d37.50762.49358.30341.69764.693201.000bicubic-46.463-38.515+2
88resnetv2_152x2_bit_teacher37.34862.65259.47440.526236.342240.875bicubic-45.554-37.093+38
89resnest269e37.29962.70157.46642.534110.934160.928bicubic-47.225-39.520-25
90resmlp_big_24_224_in22ft1k37.24462.75658.20341.797129.142240.875bicubic-47.180-38.913-21
91vit_small_r26_s32_22437.24462.75659.05240.94836.432240.900bicubic-44.594-36.974+83
92cait_s24_22437.15062.85056.72543.27546.922241.000bicubic-46.312-39.841+15
93vit_base_patch32_22437.10062.90059.28440.71688.222240.900bicubic-43.632-36.282+132
94tf_efficientnet_b3_ap37.06162.93957.24242.75812.233000.904bicubic-44.761-38.378+81
95efficientnetv2_rw_s37.05762.94356.83143.16923.943841.000bicubic-46.773-39.8910
96xcit_small_12_p16_224_dist36.97363.02756.74543.25526.252241.000bicubic-46.377-39.677+16
97seresnet152d36.80463.19656.73143.26966.843201.000bicubic-47.558-40.311-26
98resnetrs20036.66463.33656.83743.16393.213201.000bicubic-47.394-40.037-16
99regnetz_d36.43263.56857.38842.61227.583200.950bicubic-47.602-39.482-13
100efficientnet_b336.42263.57856.84543.15512.233201.000bicubic-45.836-39.271+60
101cait_xs24_38436.41163.58956.93843.06226.673841.000bicubic-47.643-39.948-18
102deit_base_distilled_patch16_22436.41163.58956.62343.37787.342240.900bicubic-46.977-39.867+7
103resnetv2_101x3_bitm36.39163.60959.06840.932387.934481.000bilinear-48.039-38.304-35
104resnetrs27036.34663.65456.57243.428129.863521.000bicubic-48.094-40.582-37
105mixer_b16_224_miil36.27163.72955.97144.02959.882240.875bilinear-46.031-39.743+51
106tresnet_m36.27163.72955.80244.19831.392240.875bilinear-46.805-40.324+16
107tf_efficientnet_b2_ns36.13963.86157.51542.4859.112600.890bicubic-46.251-38.725+42
108ecaresnet101d36.01463.98656.19943.80144.572240.875bicubic-46.158-39.855+55
109dm_nfnet_f235.99064.01055.49544.505193.783520.920bicubic-49.056-41.743-62
110resnest200e35.93964.06155.87344.12770.203200.909bicubic-47.909-41.017-18
111swsl_resnet1835.85264.14758.46241.53811.692240.875bilinear-37.429-33.295+376
112eca_nfnet_l135.83564.16555.96544.03541.413201.000bicubic-48.197-41.067-25
113xcit_small_24_p8_22435.54264.45854.77445.22647.632241.000bicubic-48.304-41.858-20
114vit_small_patch16_38435.51564.48557.54942.45122.203841.000bicubic-48.279-39.559-16
115xcit_small_12_p8_22435.50964.49155.48944.51126.212241.000bicubic-47.837-40.987-1
116xcit_large_24_p16_22435.49164.50954.76445.236189.102241.000bicubic-47.407-41.118+11
117xcit_medium_24_p8_22435.42464.57654.84345.15784.322241.000bicubic-48.312-41.543-17
118resnest101e35.39764.60355.80244.19848.282560.875bilinear-47.479-40.510+10
119convit_base35.31864.68254.94345.05786.542240.875bicubic-46.974-40.991+39
120xcit_tiny_24_p8_224_dist35.25364.74755.28744.71312.112241.000bicubic-47.323-40.893+20
121twins_svt_large35.10864.89254.72945.27199.272240.900bicubic-48.576-41.881-18
122repvgg_b3g435.06964.93154.77245.22883.832240.875bilinear-45.150-40.332+136
123repvgg_b335.04164.95954.56245.438123.092240.875bilinear-45.475-40.702+111
124dm_nfnet_f134.99065.01054.10845.892132.633200.910bicubic-49.634-42.988-62
125xcit_tiny_24_p8_384_dist34.92565.07555.15344.84712.113841.000bicubic-48.839-41.551-26
126resnet101d34.87065.13054.21645.78444.573201.000bicubic-48.154-42.240-1
127resmlp_big_24_distilled_22434.78065.22054.64145.359129.142240.875bicubic-48.816-42.016-22
128vit_large_patch32_38434.69365.30755.72344.277306.633841.000bicubic-46.813-40.363+56
129dm_nfnet_f034.63065.37054.67645.32471.492560.900bicubic-48.754-41.904-19
130ssl_resnext101_32x16d34.59365.40755.94944.051194.032240.875bilinear-47.251-40.141+43
131resnetv2_10134.58765.41353.15546.84544.542240.950bicubic-47.445-42.709+36
132repvgg_b2g434.58165.41954.80945.19161.762240.875bilinear-44.799-39.885+172
133resnetrs15234.37765.62353.56846.43286.623201.000bicubic-49.333-43.042-32
134resnest50d_4s2x40d34.36765.63354.73145.26930.422240.875bicubic-46.753-40.829+71
135crossvit_18_dagger_40834.24565.75553.08646.91444.614081.000bicubic-49.939-43.736-57
136xcit_medium_24_p16_22434.21865.78253.18446.81684.402241.000bicubic-48.408-42.7920
137efficientnetv2_rw_t34.15365.84753.15146.84913.652881.000bicubic-48.185-43.043+15
138tf_efficientnet_b1_ns34.11465.88655.46044.5407.792400.882bicubic-47.270-40.278+54
139twins_pcpvt_large34.09065.91054.12845.87260.992240.900bicubic-49.048-42.480-21
140tf_efficientnet_b434.06465.93654.20245.79819.343800.922bicubic-48.966-42.096-16
141ssl_resnext101_32x8d34.06065.94055.60344.39788.792240.875bilinear-47.540-40.443+39
142tf_efficientnet_b634.04365.95754.56245.43843.045280.942bicubic-50.069-42.326-61
143efficientnet_b3_pruned34.01765.98354.12445.8769.863000.904bicubic-46.841-41.116+78
144nfnet_l034.01165.98954.38345.61735.072881.000bicubic-48.741-42.133-13
145xcit_small_24_p16_22434.00965.99153.29446.70647.672241.000bicubic-48.569-42.706-6
146regnety_16033.97866.02253.55846.44283.592881.000bicubic-49.724-43.224-44
147gc_efficientnetv2_rw_t33.95266.04853.22846.77213.682881.000bicubic-48.526-43.068-2
148pit_s_distilled_22433.94866.05253.24746.75324.042240.900bicubic-48.046-42.553+20
149xcit_small_12_p16_22433.77666.22553.23046.77026.252241.000bicubic-48.200-42.588+21
150resnetv2_50x3_bitm33.69566.30555.92244.078217.324481.000bilinear-50.289-41.208-62
151resnet51q33.58566.41553.02946.97135.702881.000bilinear-48.783-43.147-1
152xcit_tiny_24_p16_384_dist33.53066.47052.77647.22412.123841.000bicubic-49.038-43.518-11
153convmixer_1536_2033.44766.55353.04146.95951.632240.960bicubic-47.929-42.569+40
154regnety_03233.40666.59452.80347.19719.442881.000bicubic-49.316-43.629-22
155crossvit_18_24033.39866.60252.25747.74343.272400.875bicubic-48.996-43.805-8
156gernet_l33.38066.62051.91948.08131.082560.875bilinear-47.966-43.617+39
157crossvit_15_dagger_40833.33166.66952.22447.77628.504081.000bicubic-50.495-44.562-61
158crossvit_18_dagger_24033.28266.71852.21047.79044.272400.875bicubic-49.224-43.862-14
159tresnet_xl33.27466.72652.30847.69278.442240.875bilinear-48.784-43.624+7
160jx_nest_base33.21966.78151.82348.17767.722240.875bicubic-50.335-44.541-54
161resnest50d_1s4x24d33.15766.84452.85247.14825.682240.875bicubic-47.843-42.474+51
162resnet61q33.12366.87751.75648.24436.852881.000bicubic-49.399-44.378-20
163jx_nest_small33.04666.95451.06248.93838.352240.875bicubic-50.072-45.270-43
164crossvit_base_24033.04166.96051.38448.616105.032400.875bicubic-49.166-44.444-3
165twins_pcpvt_base33.03166.96952.49147.50943.832240.900bicubic-49.681-43.857-32
166xcit_tiny_24_p16_224_dist33.01366.98752.06847.93212.122241.000bicubic-47.449-43.140+72
167rexnet_20032.98467.01652.94547.05516.372240.875bicubic-48.642-42.727+12
168resnest50d32.97467.02652.71547.28527.482240.875bilinear-47.988-42.663+46
169convit_small32.92867.07252.09847.90227.782240.875bicubic-48.483-43.648+20
170tf_efficientnetv2_s32.90967.09151.76048.24021.463841.000bicubic-50.989-44.938-80
171crossvit_15_dagger_24032.89567.10551.76848.23228.212400.875bicubic-49.415-44.194-17
172vit_small_patch16_22432.87767.12353.94946.05122.052240.900bicubic-48.509-42.181+19
173pnasnet5large32.84867.15250.51849.48286.063310.911bicubic-49.950-45.516-43
174twins_svt_base32.83867.16251.55948.44156.072240.900bicubic-50.286-44.869-55
175tf_efficientnet_b332.83467.16652.95547.04512.233000.904bicubic-48.812-42.765+3
176regnetz_c32.80967.19153.75646.24413.463200.940bicubic-49.707-42.604-33
177nasnetalarge32.77367.22750.15049.85088.753310.911bicubic-49.863-45.900-42
178gernet_m32.75467.24651.91748.08321.142240.875bilinear-47.972-43.261+48
179gluon_resnet152_v1d32.75467.24651.08048.92060.212240.875bicubic-47.722-44.122+57
180inception_resnet_v232.74667.25450.64249.35855.842990.897bicubic-47.702-44.666+60
181pit_b_22432.71067.29049.83250.16873.762240.900bicubic-49.734-45.880-35
182tf_efficientnet_b2_ap32.66967.33152.24947.7519.112600.890bicubic-47.637-42.783+67
183cait_xxs36_38432.56967.43152.21847.78217.373841.000bicubic-49.621-43.942-21
184tresnet_l32.56167.43951.14748.85355.992240.875bilinear-48.923-44.473+2
185wide_resnet50_232.48067.51951.46748.53368.882240.875bicubic-48.970-44.051+2
186gmlp_s16_22432.40467.59651.83248.16819.422240.875bicubic-47.238-42.790+107
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192xcit_tiny_24_p8_22432.27067.73051.91348.08712.112241.000bicubic-49.624-44.071-20
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199levit_38431.87968.12150.61049.39039.132240.900bicubic-50.713-45.404-61
200resnetrs10131.85668.14451.01948.98163.622880.940bicubic-50.438-44.983-43
201cspresnext5031.82068.18051.61648.38420.572240.875bilinear-48.232-43.334+66
202tnt_s_patch16_22431.63268.36851.15648.84423.762240.900bicubic-49.882-44.588-19
203eca_nfnet_l031.61468.38651.60648.39424.142881.000bicubic-50.978-44.880-66
204resnetv2_50x1_bit_distilled31.61068.39051.30448.69625.552240.875bicubic-51.212-45.220-75
205ssl_resnext101_32x4d31.46168.53952.13747.86344.182240.875bilinear-49.461-43.593+13
206inception_v431.37868.62249.24050.76042.682990.875bicubic-48.766-45.732+56
207rexnet_15031.37468.62651.29448.7069.732240.875bicubic-48.936-43.866+41
208pit_s_22431.33168.66949.69350.30723.462240.900bicubic-49.769-45.642-1
209crossvit_15_24031.31368.68750.19249.80827.532400.875bicubic-50.213-45.502-27
210cait_xxs36_22431.27668.72450.61649.38417.302241.000bicubic-48.486-44.252+75
211crossvit_small_24031.27468.72650.20149.79926.862400.875bicubic-49.756-45.265-1
212cspresnet5031.25468.74651.23548.76521.622560.887bilinear-48.322-43.467+82
213convmixer_768_3231.25468.74650.95849.04221.112240.960bicubic-48.906-44.116+49
214coat_mini31.21368.78749.79350.20710.342240.900bicubic-50.069-45.601-16
215xcit_tiny_12_p8_384_dist31.16668.83450.52449.4766.713841.000bicubic-51.226-45.694-67
216gluon_resnet101_v1s31.15268.84849.82850.17244.672240.875bicubic-49.130-45.334+36
217ecaresnetlight31.13868.86250.26249.73830.162240.875bicubic-49.316-44.990+22
218resmlp_36_distilled_22431.09168.90949.69450.30644.692240.875bicubic-50.063-45.802-15
219ecaresnet50d31.08368.91750.85849.14225.582240.875bicubic-49.537-44.450+11
220tf_efficientnet_cc_b0_8e31.08368.91750.77149.22924.012240.875bicubic-46.825-42.885+163
221ecaresnet50t31.06668.93450.59649.40425.573200.950bicubic-51.298-45.546-70
222resnet50d31.03868.96249.84450.15625.582240.875bicubic-49.500-45.316+11
223gluon_resnet152_v1c31.01768.98448.94051.06060.212240.875bicubic-48.895-45.912+49
224cspdarknet5331.01568.98550.41449.58627.642560.887bilinear-49.035-44.678+44
225gcresnet50t31.01568.98550.13149.86925.902560.900bicubic-49.923-45.309-8
226gluon_resnext101_64x4d31.00368.99748.55951.44183.462240.875bicubic-49.623-46.443+3
227twins_svt_small31.00168.99949.23750.76324.062240.900bicubic-50.681-46.441-50
228ecaresnet101d_pruned30.90869.09250.01749.98324.882240.875bicubic-49.904-45.623-6
229resmlp_24_distilled_22430.88969.11150.18449.81630.022240.875bicubic-49.871-45.036-5
230tf_efficientnet_cc_b1_8e30.88769.11350.07649.92439.722400.882bicubic-48.439-44.292+76
231gluon_resnext101_32x4d30.88569.11548.56351.43744.182240.875bicubic-49.453-46.345+16
232tf_efficientnetv2_b330.87369.12749.80850.19214.363000.904bicubic-51.081-45.976-61
233tf_efficientnet_lite430.84069.16050.40049.60013.013800.920bilinear-50.700-45.260-52
234nf_resnet5030.73069.27049.96850.03225.562880.940bicubic-49.926-45.368-6
235ese_vovnet39b30.69669.30449.87950.12124.572240.875bicubic-48.608-44.845+74
236dpn10730.67169.32948.82851.17286.922240.875bicubic-49.501-46.076+24
237xcit_tiny_24_p16_22430.67169.32950.38649.61412.122241.000bicubic-48.781-44.502+64
238tresnet_xl_44830.62569.37449.07550.92578.444480.875bilinear-52.430-47.109-115
239gluon_resnet152_v1b30.62269.37948.52351.47760.192240.875bicubic-49.059-46.213+51
240haloregnetz_b30.61469.38648.99951.00111.682240.940bicubic-50.428-46.201-32
241ssl_resnext50_32x4d30.59669.40450.68749.31325.032240.875bilinear-49.706-44.731+9
242gluon_resnet101_v1d30.53169.46947.97752.02344.572240.875bicubic-49.873-47.0470
243dpn68b30.52169.47949.13650.86412.612240.875bicubic-48.695-45.286+76
244resnest26d30.49669.50450.66549.33517.072240.875bilinear-47.982-43.631+107
245efficientnet_b230.44569.55549.69850.3029.112881.000bicubic-50.165-45.618-14
246tf_efficientnet_b1_ap30.41969.58149.55550.4457.792400.882bicubic-48.855-44.747+68
247resnetv2_5030.40969.59148.84451.15625.552240.950bicubic-49.997-46.236-6
248xcit_tiny_12_p16_384_dist30.39269.60850.12749.8736.723841.000bicubic-50.552-45.287-32
249twins_pcpvt_small30.37869.62249.39450.60624.112240.900bicubic-50.726-46.248-43
250visformer_small30.33769.66348.30351.69740.222240.900bicubic-51.759-47.575-85
251pit_xs_distilled_22430.28069.72049.83050.17011.002240.900bicubic-49.014-44.544+62
252convmixer_1024_20_ks9_p1430.08169.91949.92850.07224.382240.960bicubic-46.863-43.430+169
253dpn9830.06569.93548.25251.74861.572240.875bicubic-49.589-46.352+39
254seresnet5030.06169.93949.32750.67328.092240.875bicubic-50.187-45.7430
255dpn13130.03669.96448.14451.85679.252240.875bicubic-49.798-46.568+24
256efficientnet_el30.02869.97248.84051.16010.593000.904bicubic-51.278-46.696-59
257tf_efficientnet_b230.02069.98049.59250.4089.112600.890bicubic-50.048-45.312+9
258xcit_tiny_12_p16_224_dist29.99970.00149.68150.3196.722241.000bicubic-48.581-44.523+88
259legacy_senet15429.98970.01148.05651.944115.092240.875bilinear-51.337-47.450-63
260dpn9229.97770.02349.20150.79937.672240.875bicubic-50.017-45.635+9
261resnetv2_101x1_bitm29.92270.07851.12948.87144.544481.000bilinear-52.408-45.399-108
262xception29.88770.11348.71651.28422.862990.897bicubic-49.161-45.680+66
263gluon_senet15429.88170.11947.88552.115115.092240.875bicubic-51.343-47.467-63
264adv_inception_v329.82070.18047.86752.13323.832990.875bicubic-47.758-45.873+133
265gluon_xception6529.80470.19647.77652.22439.922990.903bicubic-49.898-47.091+24
266resmlp_36_22429.71070.29048.98151.01944.692240.875bicubic-50.066-45.905+18
267resnet5029.64970.35146.75353.24725.562240.950bicubic-50.733-47.841-23
268resnetblur5029.61370.38648.26051.74025.562240.875bicubic-49.686-46.270+42
269jx_nest_tiny29.55570.44546.99253.00817.062240.875bicubic-51.879-48.628-81
270efficientnet_em29.48270.51848.94451.0566.902400.882bicubic-49.778-45.848+45
271gcresnext50ts29.44670.55447.89852.10215.672560.900bicubic-51.148-47.282-39
272resnext101_32x8d29.43770.56348.51051.49088.792240.875bilinear-49.875-46.013+36
273coat_lite_mini29.42770.57347.72752.27311.012240.900bicubic-49.673-46.875+51
274ssl_resnet5029.42570.57549.78550.21525.562240.875bilinear-49.811-45.047+42
275deit_small_patch16_22429.41370.58748.26051.74022.052240.900bicubic-50.453-46.796+2
276cait_xxs24_38429.40570.59548.75151.24912.033841.000bicubic-51.549-46.887-61
277nf_regnet_b129.39170.60949.44750.55310.222880.900bicubic-49.905-45.295+35
278resnext50_32x4d29.35870.64247.40952.59125.032240.875bicubic-50.442-47.205+5
279swin_tiny_patch4_window7_22429.34270.65847.62152.37928.292240.900bicubic-52.044-47.915-89
280resnet34d29.32570.67548.42751.57321.822240.875bicubic-47.789-44.955+133
281cait_xxs24_22429.30570.69548.53551.46511.962241.000bicubic-49.071-45.781+80
282ecaresnet50d_pruned29.21570.78548.45551.54519.942240.875bicubic-50.491-46.419+6
283tresnet_l_44829.17970.82147.24452.75655.994480.875bilinear-53.083-48.736-124
284gluon_inception_v329.13470.86646.96353.03723.832990.875bicubic-49.664-47.417+55
285eca_resnet33ts29.09770.90348.81451.18619.682560.900bicubic-50.999-46.160-21
286xception7129.05370.94747.44352.55742.342990.903bicubic-50.831-47.489-12
287hrnet_w6428.99271.00747.14052.860128.062240.875bilinear-50.464-47.514+13
288regnetz_b28.93471.06647.24452.7569.722880.940bicubic-51.784-48.230-61
289xcit_tiny_12_p8_22428.93471.06647.54352.4576.712241.000bicubic-50.776-47.515-2
290tf_efficientnet_b0_ns28.90871.09248.98351.0175.292240.875bicubic-49.750-45.387+55
291xception6528.90471.09647.16152.83939.922990.903bicubic-50.642-47.498+5
292gluon_resnet101_v1b28.89471.10646.39553.60544.552240.875bicubic-50.406-48.241+19
293vit_small_patch32_38428.87171.12948.91251.08822.923841.000bicubic-51.615-46.686-59
294tf_efficientnet_b128.87171.12947.51352.4877.792400.882bicubic-49.965-46.681+44
295skresnext50_32x4d28.85571.14546.50353.49727.482240.875bicubic-51.287-48.141-32
296sehalonet33ts28.76871.23146.57653.42413.692560.940bicubic-52.213-48.696-83
297levit_25628.76771.23446.70253.29818.892240.900bicubic-52.735-48.778-112
298tf_efficientnet_lite328.66871.33247.36852.6328.203000.904bilinear-51.152-47.542-16
299skresnet3428.65471.34647.96952.03122.282240.875bicubic-48.266-45.351+123
300gluon_seresnext50_32x4d28.64971.35146.46053.54027.562240.875bicubic-51.275-48.368-29
301hrnet_w4028.63171.36947.46052.54057.562240.875bilinear-50.295-47.018+32
302tf_efficientnetv2_b028.57471.42647.09752.9037.142240.875bicubic-49.796-46.929+60
303tv_resnet15228.53971.46147.13452.86660.192240.875bilinear-49.783-46.910+60
304xcit_tiny_12_p16_22428.52971.47147.41952.5816.722241.000bicubic-48.591-46.299+108
305repvgg_b228.44471.55647.04052.96089.022240.875bilinear-50.350-47.386+35
306hrnet_w4828.42771.57347.58852.41277.472240.875bilinear-50.895-46.926+1
307halonet50ts28.39771.60345.82754.17322.732560.940bicubic-52.953-49.457-113
308gluon_resnext50_32x4d28.38371.61745.35654.64425.032240.875bicubic-50.981-49.068-3
309efficientnet_b2_pruned28.36271.63847.05552.9458.312600.890bicubic-51.544-47.799-36
310tf_efficientnet_b0_ap28.35471.64647.53552.4655.292240.875bicubic-48.750-45.729+104
311seresnet33ts28.35271.64847.76152.23919.782560.900bicubic-52.020-47.353-66
312dla16928.34471.65647.39352.60753.392240.875bilinear-50.354-46.939+30
313tf_efficientnet_cc_b0_4e28.34471.65647.37052.63013.312240.875bicubic-48.976-45.952+94
314dla102x228.33071.67046.78653.21441.282240.875bilinear-51.110-47.858-12
315mixnet_xl28.28971.71146.70053.30011.902240.875bicubic-52.179-48.232-78
316gluon_resnet50_v1d28.23871.76245.92254.07825.582240.875bicubic-50.826-48.538+10
317gluon_resnet101_v1c28.12071.88045.99454.00644.572240.875bicubic-51.414-48.594-20
318wide_resnet101_228.11671.88446.42553.575126.892240.875bilinear-50.738-47.859+17
319densenet16128.09871.90246.64753.35328.682240.875bicubic-49.254-46.989+87
320regnetx_32028.09571.90645.12854.872107.812240.875bicubic-52.154-49.898-67
321regnety_32028.07371.92745.45854.542145.052240.875bicubic-52.721-49.788-98
322gernet_s28.04071.96046.74553.2558.172240.875bilinear-48.867-46.389+101
323levit_19228.03871.96345.87254.12810.952240.900bicubic-51.822-48.930-45
324efficientnet_el_pruned28.00671.99446.79853.20210.593000.904bicubic-52.282-48.424-73
325xception4127.89272.10845.89454.10626.972990.903bicubic-50.640-48.390+23
326regnetx_16027.83972.16145.62754.37354.282240.875bicubic-51.995-49.197-45
327tf_inception_v327.80272.19845.72954.27123.832990.875bicubic-50.058-47.917+60
328res2net101_26w_4s27.79072.21045.19454.80645.212240.875bilinear-51.402-49.244-7
329tf_efficientnetv2_b127.76272.23846.58453.4168.142400.882bicubic-51.712-48.136-30
330vit_base_patch16_sam_22427.71972.28145.10454.89686.572240.900bicubic-52.523-49.658-74
331repvgg_b127.66272.33846.50553.49557.422240.875bilinear-50.716-47.599+29
332hrnet_w4427.63372.36745.83354.16767.062240.875bilinear-51.257-48.549+2
333gcresnet33ts27.59972.40146.21853.78219.882560.900bicubic-52.487-48.774-68
334inception_v327.58272.41845.26554.73523.832990.875bicubic-49.882-48.211+68
335resmlp_24_22427.53072.46945.70554.29530.022240.875bicubic-51.856-48.841-32
336pit_xs_22427.47272.52845.91854.08210.622240.900bicubic-50.712-48.246+33
337regnetx_08027.38772.61344.99855.00239.572240.875bicubic-51.833-49.548-19
338hrnet_w3027.38372.61746.55253.44837.712240.875bilinear-50.819-47.676+30
339hrnet_w3227.37972.62146.02453.97641.232240.875bilinear-51.063-48.172+17
340gluon_resnet50_v1s27.32872.67245.25754.74325.682240.875bicubic-51.368-48.991+3
341res2net50_26w_8s27.30872.69244.83555.16548.402240.875bilinear-51.672-49.449-10
342densenet20127.27972.72146.21053.79020.012240.875bicubic-50.011-47.270+66
343densenetblur121d27.25072.75146.31953.6818.002240.875bicubic-49.341-46.874+89
344regnety_06427.22672.77444.85655.14430.582240.875bicubic-52.504-49.906-58
345tf_efficientnetv2_b227.18172.81944.55655.44410.102600.890bicubic-53.033-50.488-86
346efficientnet_b1_pruned27.17372.82745.87454.1266.332400.882bicubic-51.077-47.962+19
347resnet33ts27.14172.85945.34654.65419.682560.900bicubic-52.073-49.226-27
348resnetrs5027.11672.88445.05154.94935.692240.910bicubic-52.754-49.919-72
349rexnet_13027.11472.88645.95154.0497.562240.875bicubic-52.382-48.723-51
350dla102x27.05972.94145.50754.49326.312240.875bilinear-51.453-48.719-1
351resnet32ts27.04772.95345.28754.71317.962560.900bicubic-51.973-49.075-22
352gmixer_24_22427.01672.98444.37555.62524.722240.875bicubic-51.036-49.293+23
353tv_resnet10126.97473.02645.23654.76444.552240.875bilinear-50.394-48.324+52
354resnext50d_32x4d26.88073.12044.45655.54425.052240.875bicubic-52.784-50.410-63
355regnetx_12026.86673.13444.66655.33446.112240.875bicubic-52.740-50.064-61
356rexnet_10026.86473.13645.37954.6214.802240.875bicubic-50.996-48.497+30
357densenet16926.84173.15945.41454.58614.152240.875bicubic-49.057-47.610+89
358regnety_12026.81173.18944.48955.51151.822240.875bicubic-53.575-50.633-115
359regnetx_06426.80573.19544.94555.05526.212240.875bicubic-52.255-49.521-32
360legacy_seresnext101_32x4d26.79773.20343.49756.50348.962240.875bilinear-53.424-51.515-103
361regnetx_03226.72173.27945.25554.74515.302240.875bicubic-51.429-48.831+9
362legacy_seresnet15226.67473.32643.95156.04966.822240.875bilinear-51.988-50.425-18
363densenet12126.67073.33045.89254.1087.982240.875bicubic-48.898-46.760+87
364efficientnet_es26.62173.37945.12654.8745.442240.875bicubic-51.461-48.818+10
365res2net50_26w_6s26.59573.40544.00655.99437.052240.875bilinear-51.971-50.112-18
366repvgg_b1g426.58373.41745.08454.91639.972240.875bilinear-51.011-48.758+29
367dla60x26.56473.43645.04954.95117.352240.875bilinear-51.682-48.975-1
368regnety_08026.54073.46044.37555.62539.182240.875bicubic-53.332-50.457-93
369coat_lite_tiny26.53073.47044.64255.3585.722240.900bicubic-50.984-49.274+31
370tf_efficientnet_b026.48373.51745.65454.3465.292240.875bicubic-50.363-47.576+54
371mobilenetv3_large_100_miil26.46973.53144.49355.5075.482240.875bilinear-51.443-48.411+11
372res2net50_14w_8s26.46773.53344.37955.62125.062240.875bilinear-51.667-49.4770
373gluon_resnet50_v1b26.42673.57444.05755.94325.562240.875bicubic-51.150-49.665+25
374tf_efficientnet_el26.34973.65044.18855.81210.593000.904bicubic-53.899-50.936-119
375lambda_resnet26t26.34073.66044.42855.57210.962560.940bicubic-52.768-50.160-52
376levit_12826.32873.67244.13355.8679.212240.900bicubic-52.138-49.877-24
377resmlp_12_distilled_22426.31873.68244.90255.09815.352240.875bicubic-51.626-48.660+4
378resmlp_big_24_22426.31473.68643.56556.435129.142240.875bicubic-54.718-51.457-169
379regnetx_04026.24573.75544.45855.54222.122240.875bicubic-52.239-49.796-29
380crossvit_9_dagger_24026.18073.82044.54855.4528.782400.875bicubic-50.809-49.058+38
381vit_small_patch32_22426.17873.82245.11854.88222.882240.900bicubic-49.816-48.158+62
382dpn6826.11873.88244.23955.76112.612240.875bicubic-50.176-48.723+58
383efficientnet_b126.06573.93544.08455.9167.792561.000bicubic-52.739-50.262-45
384eca_halonext26ts26.05373.94744.02155.97910.762560.940bicubic-52.787-50.235-48
385lambda_resnet26rpt_25626.01973.98144.22255.77810.992560.940bicubic-52.949-50.206-53
386hrnet_w1825.99274.00844.81355.18721.302240.875bilinear-50.766-48.625+41
387hardcorenas_f25.95674.04344.22455.7768.202240.875bilinear-52.148-49.570-14
388regnety_04025.92974.07143.85056.15020.652240.875bicubic-53.299-50.796-71
389resnet3425.89474.10643.99056.01021.802240.875bilinear-49.218-48.286+72
390resnet26t25.87674.12444.00056.00016.012560.940bicubic-51.996-49.834-6
391res2net50_26w_4s25.87074.13043.18056.82025.702240.875bilinear-52.116-50.668-13
392tresnet_m_44825.86474.13642.88857.11231.394480.875bilinear-55.850-52.682-216
393coat_tiny25.86274.13843.27556.7255.502240.900bicubic-52.572-50.759-36
394hardcorenas_c25.83774.16344.75855.2425.522240.875bilinear-51.213-48.414+22
395gluon_resnet50_v1c25.78874.21343.03956.96125.582240.875bicubic-52.218-50.949-18
396halonet26t25.75074.25043.23956.76112.482560.950bicubic-53.384-51.077-74
397selecsls6025.73074.26944.06655.93430.672240.875bicubic-52.253-49.766-18
398dla60_res2net25.67474.32643.60356.39720.852240.875bilinear-52.788-50.605-45
399hardcorenas_e25.66474.33643.42656.5748.072240.875bilinear-52.136-50.270-8
400dla60_res2next25.63674.36443.67556.32517.032240.875bilinear-52.806-50.482-45
401ecaresnet26t25.54674.45443.68156.31916.013200.950bicubic-54.288-51.403-121
402resmlp_12_22425.53274.46844.34955.65115.352240.875bicubic-51.122-48.823+28
403tf_efficientnet_lite125.53074.47043.59756.4035.422400.882bicubic-51.134-49.637+26
404mixnet_l25.52074.48043.48356.5177.332240.875bicubic-53.460-50.697-74
405bat_resnext26ts25.47174.52943.23556.76510.732560.900bicubic-52.791-50.865-41
406tv_resnext50_32x4d25.46974.53142.81757.18325.032240.875bilinear-52.141-50.867-12
407tf_mixnet_l25.43874.56242.53057.4707.332240.875bicubic-53.340-51.470-66
408repvgg_a225.43674.56443.98056.02028.212240.875bilinear-51.044-49.040+29
409hardcorenas_b25.41074.59044.20055.8005.182240.875bilinear-51.120-48.552+26
410res2next5025.40274.59842.51657.48424.672240.875bilinear-52.840-51.388-43
411resnetv2_50x1_bitm25.34574.65545.35254.64825.554481.000bilinear-54.999-50.334-165
412dla10225.32874.67243.81956.18133.272240.875bilinear-52.700-50.139-36
413legacy_seresnet10125.32474.67642.82357.17749.332240.875bilinear-53.060-51.441-54
414hardcorenas_d25.32274.67843.15956.8417.502240.875bilinear-52.102-50.327-10
415selecsls60b25.31474.68643.57556.42532.772240.875bicubic-53.094-50.601-57
416resnest14d25.29474.70644.09255.90810.612240.875bilinear-50.212-48.428+36
417legacy_seresnext50_32x4d25.22674.77541.96858.03227.562240.875bilinear-53.853-52.464-92
418mixer_b16_22425.14374.85741.22358.77759.882240.875bicubic-51.479-51.005+13
419res2net50_48w_2s25.02974.97142.21557.78525.292240.875bilinear-52.505-51.343-20
420efficientnet_b025.01974.98142.80157.1995.292240.875bicubic-52.685-50.721-28
421dla6024.92975.07143.31056.69022.042240.875bilinear-52.105-50.014-4
422gluon_resnet34_v1b24.92975.07142.24957.75121.802240.875bicubic-49.663-49.747+49
423mobilenetv2_120d24.92575.07543.05356.9475.832240.875bicubic-52.361-50.459-14
424regnety_01624.81575.18542.62857.37211.202240.875bicubic-53.049-51.096-39
425xcit_nano_12_p8_224_dist24.80775.19343.08856.9123.052241.000bicubic-51.523-49.998+13
426seresnext26ts24.69375.30743.10256.89810.392560.900bicubic-53.155-50.686-38
427eca_resnext26ts24.66075.34042.87257.12810.302560.900bicubic-52.790-50.706-24
428tf_efficientnet_lite224.53075.47042.25157.7496.092600.890bicubic-52.952-51.497-27
429regnetx_01624.50275.49842.51457.4869.192240.875bicubic-52.444-50.912-9
430skresnet1824.48575.51542.54557.45511.962240.875bicubic-48.537-48.625+59
431pit_ti_distilled_22424.40075.60042.73457.2665.102240.900bicubic-50.130-49.366+41
432tf_efficientnet_lite024.40075.60042.49057.5104.652240.875bicubic-50.432-49.686+34
433hardcorenas_a24.36375.63743.29256.7085.262240.875bilinear-51.549-49.222+12
434tv_resnet5024.08075.92041.32558.67525.562240.875bilinear-52.072-51.553+7
435levit_128s24.06875.93241.01758.9837.782240.900bicubic-52.470-51.847-1
436legacy_seresnet3424.03575.96541.90158.09921.962240.875bilinear-50.757-50.227+31
437xcit_nano_12_p16_384_dist24.02775.97342.30857.6923.053841.000bicubic-51.441-50.368+17
438xcit_nano_12_p8_384_dist23.96676.03441.95658.0443.053841.000bicubic-53.852-52.078-48
439gcresnext26ts23.95276.04841.36458.63610.482560.900bicubic-53.868-52.462-50
440resnet18d23.93676.06442.30057.70011.712240.875bicubic-48.332-48.384+57
441efficientnet_lite023.92576.07542.09757.9034.652240.875bicubic-51.579-50.419+12
442resnext26ts23.88976.11141.12358.87710.302560.900bicubic-52.883-52.007-16
443efficientnet_es_pruned23.85476.14642.00357.9975.442240.875bicubic-51.142-50.437+22
444tv_densenet12123.82676.17441.92158.0797.982240.875bicubic-50.920-50.233+24
445mobilenetv2_14023.70176.29941.49458.5066.112240.875bicubic-52.815-51.506-9
446dla3423.69976.30141.54758.45315.742240.875bilinear-50.909-50.511+24
447mixnet_m23.69776.30341.15858.8425.012240.875bicubic-53.577-52.264-37
448legacy_seresnet5023.64676.35440.10759.89328.092240.875bilinear-53.992-53.639-55
449ese_vovnet19b_dw23.54576.45541.27658.7246.542240.875bicubic-53.279-52.004-24
450tf_mixnet_m23.50076.50040.99159.0095.012240.875bicubic-53.458-52.175-31
451tv_resnet3423.49076.51041.39858.60221.802240.875bilinear-49.814-50.024+35
452selecsls42b23.40476.59640.65959.34132.462240.875bicubic-53.786-52.731-41
453tf_efficientnet_em23.39476.60640.41159.5896.902400.882bicubic-54.748-53.646-82
454repvgg_b023.31776.68341.19258.80815.822240.875bilinear-51.835-51.222+5
455xcit_nano_12_p16_224_dist23.24976.75141.38858.6123.052241.000bicubic-49.063-49.464+41
456mobilenetv2_110d23.07676.92440.73659.2644.522240.875bicubic-51.976-51.452+8
457vit_base_patch32_sam_22423.04276.95839.55760.44388.222240.900bicubic-50.658-51.451+25
458deit_tiny_distilled_patch16_22422.71277.28840.77359.2275.912240.900bicubic-51.812-51.123+15
459mobilenetv3_large_10022.64777.35340.78159.2195.482240.875bicubic-53.127-51.759-12
460mobilenetv3_rw22.63677.36540.41059.5905.482240.875bicubic-52.982-52.303-11
461tf_mobilenetv3_large_10022.56377.43739.74760.2535.482240.875bilinear-52.947-52.861-10
462tf_efficientnet_es22.42777.57339.09560.9055.442240.875bicubic-54.163-54.117-29
463xcit_nano_12_p8_22422.39677.60440.67559.3253.052241.000bicubic-51.516-51.491+16
464hrnet_w18_small_v222.35777.64439.89960.10115.602240.875bilinear-52.750-52.513-2
465convit_tiny22.25677.74439.68460.3165.712240.875bicubic-50.856-52.036+23
466regnety_00822.12177.87938.91861.0826.262240.875bicubic-54.199-54.150-27
467seresnext26t_32x4d22.00977.99138.50161.49916.812240.875bicubic-55.969-55.241-87
468regnety_00621.98378.01738.96361.0376.062240.875bicubic-53.283-53.571-10
469regnetx_00821.96378.03738.93661.0647.262240.875bicubic-53.093-53.412-6
470vit_tiny_r_s16_p8_38421.94278.05839.43960.5616.363841.000bicubic-54.030-53.833-26
471resnet26d21.93078.07038.63961.36116.012240.875bicubic-54.760-54.509-43
472semnasnet_10021.90378.09738.60461.3963.892240.875bicubic-53.549-54.002-16
473pit_ti_22421.86978.13139.53760.4634.852240.900bicubic-51.053-51.873+18
474regnetx_00621.73978.26038.93261.0686.202240.875bicubic-52.107-52.750+7
475vit_tiny_patch16_38421.72878.27239.33560.6655.793841.000bicubic-56.718-55.209-121
476crossvit_9_24021.70678.29439.26860.7328.552400.875bicubic-52.276-52.702+2
477vgg19_bn21.63578.36539.28060.720143.682240.875bilinear-52.599-52.574-3
478ghostnet_10021.62578.37438.71461.2865.182240.875bilinear-52.358-52.746-1
479gluon_resnet18_v1b21.54778.45338.89561.10511.692240.875bicubic-49.287-50.866+26
480fbnetc_10021.50878.49238.14661.8545.572240.875bilinear-53.612-54.228-20
481xcit_nano_12_p16_22421.43778.56339.80460.1963.052241.000bicubic-48.535-49.954+27
482mnasnet_10021.36878.63237.71962.2814.382240.875bicubic-53.306-54.379-13
483ssl_resnet1821.29778.70339.13260.86811.692240.875bilinear-51.315-52.288+9
484resnet2621.29078.71038.04061.96016.002240.875bicubic-54.002-54.534-27
485seresnext26d_32x4d21.28578.71537.33262.66816.812240.875bicubic-56.300-56.272-89
486mixnet_s21.26878.73238.20961.7914.132240.875bicubic-54.726-54.583-44
487legacy_seresnext26_32x4d21.07578.92537.62962.37116.792240.875bicubic-56.019-55.681-72
488crossvit_tiny_24021.05478.94638.07161.9297.012400.875bicubic-52.290-53.851-3
489regnetx_00420.90879.09237.56862.4325.162240.875bicubic-51.482-53.250+4
490spnasnet_10020.85379.14737.91262.0884.422240.875bilinear-53.225-53.908-15
491legacy_seresnet1820.80079.20037.61962.38111.782240.875bicubic-50.934-52.719+11
492mobilenetv2_10020.77579.22537.77462.2263.502240.875bicubic-52.177-53.228-2
493tf_mixnet_s20.47079.53036.63963.3614.132240.875bicubic-55.214-55.997-45
494vit_tiny_patch16_22420.45279.54837.62562.3755.722240.900bicubic-55.002-55.227-39
495regnety_00420.42379.57737.02262.9784.342240.875bicubic-53.589-54.744-19
496hrnet_w18_small20.36679.63437.10062.90013.192240.875bilinear-51.966-53.586-1
497tf_mobilenetv3_large_07520.36279.63836.77063.2303.992240.875bilinear-53.088-54.570-14
498resnet1820.23879.76237.26062.74011.692240.875bilinear-49.502-51.826+12
499mixer_l16_22420.16079.84032.95067.050208.202240.875bicubic-51.906-54.704+1
500deit_tiny_patch16_22420.14279.85837.57862.4225.722240.900bicubic-52.018-53.534-1
501tf_mobilenetv3_large_minimal_10020.12079.88036.90263.0983.922240.875bilinear-52.132-53.734-3
502vgg16_bn19.96980.03136.31063.690138.372240.875bilinear-53.391-55.182-18
503vit_tiny_r_s16_p8_22419.34280.65836.06163.9396.342240.900bicubic-52.456-54.763-2
504vgg1917.92982.07133.06066.940143.672240.875bilinear-54.459-57.826-10
505vgg13_bn17.82182.17934.04765.953133.052240.875bilinear-53.743-56.327-1
506vgg1617.54082.46032.76767.233138.362240.875bilinear-54.044-57.623-3
507regnety_00217.45482.54632.45367.5473.162240.875bicubic-52.828-57.0910
508vgg11_bn17.40982.59133.03966.961132.872240.875bilinear-52.953-56.767-2
509regnetx_00216.96283.03832.23767.7632.682240.875bicubic-51.788-56.323+3
510dla60x_c16.32083.68031.77368.2271.322240.875bilinear-51.592-56.645+5
511eca_botnext26ts_25616.25783.74330.62369.37610.592560.950bicubic-57.621-61.164-31
512tf_mobilenetv3_small_10016.22483.77631.24168.7602.542240.875bilinear-51.703-56.436+2
513vgg1316.11683.88530.98769.013133.052240.875bilinear-53.823-58.271-4
514vgg1115.72884.27230.46469.536132.862240.875bilinear-53.320-58.172-3
515tf_mobilenetv3_small_07514.94285.05829.59470.4062.042240.875bilinear-50.778-56.542+2
516dla46_c14.67785.32329.37270.6281.302240.875bilinear-50.193-56.922+2
517dla46x_c14.38285.61829.19770.8031.072240.875bilinear-51.594-57.791-1
518tf_mobilenetv3_small_minimal_10013.98386.01727.99272.0082.042240.875bilinear-48.925-56.254+1
519botnet26t_25613.54386.45726.42073.58012.492560.950bicubic-55.003-62.276-6