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pytorch-image-models/results/results-imagenet-real.csv

56 KiB

1modeltop1top1_errtop5top5_errparam_countimg_sizecrop_pctinterpolationtop1_difftop5_diffrank_diff
2beit_large_patch16_51290.6919.30998.7511.249305.675121.000bicubic+2.089+0.0950
3volo_d5_51290.6109.39098.6981.302296.095121.150bicubic+3.570+0.730+12
4beit_large_patch16_38490.6109.39098.7641.236305.003841.000bicubic+2.204+0.158-1
5volo_d5_44890.5849.41698.6851.315295.914481.150bicubic+3.630+0.745+13
6tf_efficientnet_l2_ns90.5639.43798.7791.221480.318000.960bicubic+2.213+0.129-2
7tf_efficientnet_l2_ns_47590.5409.46098.7101.290480.314750.936bicubic+2.308+0.164-2
8volo_d4_44890.5079.49298.5911.409193.414481.150bicubic+3.715+0.709+14
9convnext_xlarge_384_in22ft1k90.4509.55098.6721.328350.203841.000bicubic+2.906+0.186-2
10swinv2_base_window12to24_192to384_22kft1k90.4019.59998.7401.26087.923841.000bicubic+3.293+0.504+3
11beit_base_patch16_38490.3719.62998.7251.27586.743841.000bicubic+3.573+0.589+10
12convnext_large_384_in22ft1k90.2589.74298.6631.337197.773841.000bicubic+2.862+0.297-2
13deit3_large_patch16_384_in21ft1k90.2499.75198.6251.375304.763841.000bicubic+2.533+0.113-7
14deit3_huge_patch14_224_in21ft1k90.2139.78798.6381.362632.132241.000bicubic+3.033+0.378-3
15vit_large_patch16_38490.1989.80298.6611.339304.723841.000bicubic+3.118+0.361-1
16cait_m48_44890.1899.81198.4841.516356.464481.000bicubic+3.701+0.734+11
17volo_d3_44890.1689.83298.5501.45086.634481.000bicubic+3.672+0.840+9
18swinv2_large_window12to24_192to384_22kft1k90.1579.84398.6041.396196.743841.000bicubic+2.701+0.352-9
19beit_large_patch16_22490.1519.84998.7231.277304.432240.900bicubic+2.675+0.419-11
20convnext_base_384_in22ft1k90.1519.84998.7281.27288.593841.000bicubic+3.609+0.538+5
21tf_efficientnet_b7_ns90.0939.90798.6141.38666.356000.949bicubic+3.261+0.518-1
22cait_m36_38490.0499.95198.4931.507271.223841.000bicubic+3.995+0.763+16
23dm_nfnet_f690.0449.95698.5461.454438.365760.956bicubic+3.902+0.816+12
24swin_large_patch4_window12_38490.0279.97398.6631.337196.743841.000bicubic+2.875+0.423-12
25deit3_large_patch16_224_in21ft1k90.0069.99498.6611.339304.372241.000bicubic+3.024+0.423-8
26tf_efficientnetv2_l_in21ft1k90.0049.99698.6231.377118.524801.000bicubic+3.700+0.643+6
27swin_base_patch4_window12_38489.99510.00598.6951.30487.903841.000bicubic+3.563+0.639+2
28vit_base_patch16_38489.98710.01498.6801.31986.863841.000bicubic+3.981+0.676+12
29convnext_xlarge_in22ft1k89.93310.06798.5701.431350.202240.875bicubic+2.931+0.358-13
30swinv2_large_window12to16_192to256_22kft1k89.92210.07898.5101.490196.742560.900bicubic+2.977+0.400-11
31xcit_large_24_p8_384_dist89.88610.11498.3841.616188.933841.000bicubic+3.888+0.700+10
32deit3_base_patch16_384_in21ft1k89.88410.11698.6021.39986.883841.000bicubic+3.142+0.490-9
33volo_d5_22489.88210.11898.4931.507295.462240.960bicubic+3.812+0.915+4
34swinv2_base_window12to16_192to256_22kft1k89.87310.12798.6571.34387.922560.900bicubic+3.603+0.761-1
35cait_s36_38489.84410.15698.4241.57668.373841.000bicubic+4.384+0.946+22
36volo_d4_22489.81410.18698.4241.576192.962240.960bicubic+3.938+0.956+6
37xcit_medium_24_p8_384_dist89.81110.18898.3621.63884.323841.000bicubic+3.995+0.770+9
38convnext_large_in22ft1k89.81110.18898.4931.507197.772240.875bicubic+3.175+0.465-14
39convnext_small_384_in22ft1k89.80310.19798.6551.34550.223841.000bicubic+4.079+0.791+11
40swin_large_patch4_window7_22489.79410.20698.6421.358196.532240.900bicubic+3.474+0.750-9
41vit_large_r50_s32_38489.79210.20898.5161.484329.093841.000bicubic+3.612+0.596-7
42volo_d2_38489.78410.21698.4011.59958.873841.000bicubic+3.748+0.827-4
43tf_efficientnet_b6_ns89.78410.21698.5121.48843.045280.942bicubic+3.334+0.626-14
44tf_efficientnetv2_m_in21ft1k89.77910.22198.5011.49954.144801.000bicubic+4.193+0.755+9
45xcit_small_24_p8_384_dist89.73910.26198.4221.57847.633841.000bicubic+4.185+0.850+9
46volo_d1_38489.69810.30298.2941.70626.783841.000bicubic+4.448+1.080+20
47deit3_large_patch16_38489.68110.31998.3921.608304.763841.000bicubic+3.875+0.7960
48xcit_large_24_p16_384_dist89.66210.33898.4011.599189.103841.000bicubic+3.910+0.863+1
49tf_efficientnet_b5_ns89.64910.35198.4821.51830.394560.934bicubic+3.561+0.730-13
50convnext_base_in22ft1k89.62810.37298.5371.46288.592240.875bicubic+3.804+0.671-6
51tf_efficientnetv2_xl_in21ft1k89.58910.41198.1741.825208.125121.000bicubic+3.169+0.306-21
52tf_efficientnet_b8_ap89.58110.41998.3031.69787.416720.954bicubic+4.209+1.009+11
53dm_nfnet_f489.55710.44398.3031.697316.075120.951bicubic+3.843+0.783-2
54volo_d3_22489.55710.44398.3751.62586.332240.960bicubic+4.145+1.095+8
55xcit_large_24_p8_224_dist89.51710.48398.2241.776188.932241.000bicubic+4.119+0.814+7
56xcit_small_12_p8_384_dist89.51510.48598.3031.69726.213841.000bicubic+4.435+1.023+18
57cait_s24_38489.50610.49498.3671.63347.063841.000bicubic+4.456+1.019+21
58dm_nfnet_f389.48510.51598.3991.601254.924160.940bicubic+3.963+0.937-3
59xcit_medium_24_p16_384_dist89.47410.52698.2961.70484.403841.000bicubic+4.052+0.890+1
60dm_nfnet_f589.46310.53798.3241.676377.215440.954bicubic+3.647+0.838-15
61deit3_base_patch16_224_in21ft1k89.45110.54998.5571.44386.592241.000bicubic+3.735+0.813-10
62deit_base_distilled_patch16_38489.42910.57198.4391.56187.633841.000bicubic+4.007+1.107-3
63tf_efficientnet_b7_ap89.42910.57198.3451.65566.356000.949bicubic+4.309+1.093+8
64vit_base_patch8_22489.42710.57398.4861.51486.582240.900bicubic+3.637+0.694-16
65beit_base_patch16_22489.41010.59098.5251.47586.532240.900bicubic+4.182+0.869+2
66regnetz_e889.38010.62098.4591.54257.703201.000bicubic+4.350+1.195+14
67tf_efficientnetv2_l89.37410.62698.2711.729118.524801.000bicubic+3.886+0.899-11
68deit3_small_patch16_384_in21ft1k89.36710.63398.3821.61822.213841.000bicubic+4.543+0.898+20
69tf_efficientnet_b889.35210.64898.3031.69787.416720.954bicubic+3.984+0.911-5
70tf_efficientnet_b6_ap89.34410.65698.2811.71943.045280.942bicubic+4.558+1.143+20
71volo_d2_22489.32710.67398.2091.79158.682240.960bicubic+4.133+1.021-2
72vit_large_patch16_22489.31410.68698.3941.606304.332240.900bicubic+3.470+0.572-29
73tf_efficientnet_b4_ns89.30310.69798.3471.65319.343800.922bicubic+4.143+0.877-3
74xcit_small_24_p16_384_dist89.29510.70598.3281.67247.673841.000bicubic+4.207+1.020-1
75xcit_medium_24_p8_224_dist89.29010.71098.1921.80884.322241.000bicubic+4.221+0.912+1
76tf_efficientnetv2_m89.28610.71498.2361.76454.144801.000bicubic+4.250+0.958+3
77deit3_huge_patch14_22489.21210.78998.1661.834632.132240.900bicubic+4.005+0.808-9
78xcit_small_24_p8_224_dist89.20110.79998.2451.75547.632241.000bicubic+4.325+1.057+9
79xcit_small_12_p16_384_dist89.19410.80698.2191.78126.253841.000bicubic+4.486+1.103+14
80swin_base_patch4_window7_22489.14710.85298.4241.57687.772240.900bicubic+3.897+0.862-15
81eca_nfnet_l289.14110.85998.3151.68556.723841.000bicubic+4.445+1.051+13
82cait_xs24_38489.13910.86198.2901.71026.673841.000bicubic+5.075+1.400+46
83convnext_small_in22ft1k89.12210.87898.3221.67850.222240.875bicubic+4.554+0.926+15
84ig_resnext101_32x48d89.11510.88598.1321.868828.412240.875bilinear+3.679+0.556-26
85ig_resnext101_32x32d89.10910.89198.1831.817468.532240.875bilinear+4.009+0.749-13
86tf_efficientnet_b789.08310.91798.1851.81566.356000.949bicubic+4.149+0.979-2
87ecaresnet269d89.06910.93198.2321.768102.093521.000bicubic+4.094+1.006-4
88xcit_large_24_p16_224_dist89.04110.95998.0611.939189.102241.000bicubic+4.121+0.929-3
89dm_nfnet_f289.01110.98998.1891.810193.783520.920bicubic+3.945+0.947-12
90resmlp_big_24_224_in22ft1k89.01110.98998.2151.785129.142240.875bicubic+4.613+1.097+17
91xcit_small_12_p8_224_dist89.00210.99898.0781.92226.212241.000bicubic+4.772+1.204+28
92efficientnetv2_rw_m88.99011.01198.2131.78753.244161.000bicubic+4.178+1.067-3
93regnetz_040h88.95311.04798.2021.79828.943201.000bicubic+4.457+1.196+9
94tf_efficientnet_b5_ap88.94211.05798.1641.83630.394560.934bicubic+4.688+1.186+23
95deit3_base_patch16_38488.92811.07298.0461.95486.883841.000bicubic+3.852+0.792-20
96dm_nfnet_f188.92511.07598.1151.885132.633200.910bicubic+4.301+1.017-1
97volo_d1_22488.90611.09498.0311.96826.632240.960bicubic+4.742+1.257+27
98tf_efficientnetv2_s_in21ft1k88.90411.09698.2791.72121.463841.000bicubic+4.608+1.025+14
99vit_base_patch16_22488.86411.13698.2301.77086.572240.900bicubic+4.334+0.9340
100regnetz_d888.85511.14598.1891.81023.373201.000bicubic+4.803+1.194+29
101resnetrs42088.84211.15898.0341.966191.894161.000bicubic+3.834+0.910-20
102regnetz_d8_evos88.83811.16298.1321.86823.463200.950bicubic+4.788+1.136+28
103resnetrs27088.83411.16698.1361.864129.863521.000bicubic+4.398+1.162+2
104ig_resnext101_32x16d88.82511.17598.0491.951194.032240.875bilinear+4.655+0.851+19
105vit_small_r26_s32_38488.81211.18898.3431.65736.473841.000bicubic+4.764+1.015+27
106xcit_medium_24_p16_224_dist88.80411.19698.0381.96284.402241.000bicubic+4.526+1.098+7
107vit_base_r50_s16_38488.80411.19698.2321.76898.953841.000bicubic+3.828+0.942-24
108seresnet152d88.79711.20398.1741.82566.843201.000bicubic+4.433+1.130+1
109swsl_resnext101_32x8d88.77811.22298.1491.85188.792240.875bilinear+4.488+0.967+4
110xcit_tiny_24_p8_384_dist88.77811.22298.1641.83612.113841.000bicubic+5.032+1.452+42
111convnext_tiny_384_in22ft1k88.77211.22898.2981.70228.593841.000bicubic+4.696+1.140+16
112deit3_large_patch16_22488.75911.24197.9122.088304.372240.900bicubic+3.997+0.874-21
113resnetrs20088.75911.24198.1131.88793.213201.000bicubic+4.319+1.033-9
114tf_efficientnet_b688.75911.24198.0681.93243.045280.942bicubic+4.651+1.180+12
115resnetrs35088.75511.24598.0311.968163.963841.000bicubic+4.043+1.041-23
116vit_base_patch16_224_miil88.74211.25898.0271.97386.542240.875bilinear+4.470+1.225-1
117regnetz_04088.72711.27398.0911.90927.123201.000bicubic+4.491+1.159+1
118resnetv2_152x2_bitm88.72511.27598.3071.693236.344481.000bilinear+4.215+0.873-17
119regnety_16088.69911.30198.0681.93283.592881.000bicubic+5.007+1.292+38
120pit_b_distilled_22488.67411.32698.0911.90974.792240.900bicubic+4.532+1.235+5
121regnetz_d3288.65211.34898.0811.91927.583200.950bicubic+4.628+1.213+12
122vit_small_patch16_38488.64811.35298.2301.77022.203841.000bicubic+4.848+1.130+27
123regnety_08088.63511.36597.9722.02839.182881.000bicubic+4.707+1.084+15
124eca_nfnet_l188.62411.37698.1341.86641.413201.000bicubic+4.612+1.102+11
125swinv2_base_window16_25688.58411.41697.8952.10587.922560.900bicubic+3.992+0.821-29
126convnext_large88.57711.42397.8542.146197.772240.875bicubic+4.281+0.960-15
127resnetv2_152x4_bitm88.55211.44898.1891.810936.534801.000bilinear+3.634+0.748-41
128resnet200d88.54511.45597.9592.04164.693201.000bicubic+4.585+1.135+8
129seresnextaa101d_32x8d88.54311.45798.0021.99893.592881.000bicubic+3.971+0.932-32
130xcit_small_24_p16_224_dist88.53511.46598.0021.99847.672241.000bicubic+4.665+1.270+10
131resnest269e88.52211.47898.0271.973110.934160.928bicubic+4.004+1.041-31
132swinv2_base_window8_25688.51811.48297.8932.10787.922560.900bicubic+4.256+0.971-16
133seresnext101_32x8d88.50511.49597.8882.11293.572881.000bicubic+4.301+1.014-12
134crossvit_18_dagger_40888.47511.52597.8932.10744.614081.000bicubic+4.281+1.075-12
135efficientnetv2_rw_s88.47511.52597.9722.02823.943841.000bicubic+4.665+1.248+13
136resnetv2_101x3_bitm88.46911.53198.1571.843387.934481.000bilinear+4.025+0.775-33
137cait_s24_22488.45111.54997.9572.04346.922241.000bicubic+4.993+1.395+26
138resnetv2_50x3_bitm88.44511.55598.1981.802217.324481.000bilinear+4.433+1.072-4
139resmlp_big_24_distilled_22488.44111.55997.9402.060129.142240.875bicubic+4.853+1.292+21
140regnetv_06488.43211.56898.0641.93730.582881.000bicubic+4.720+1.318+16
141resnest200e88.43011.57098.0441.95670.203200.909bicubic+4.602+1.152+5
142tf_efficientnet_b3_ns88.42811.57298.0271.97312.233000.904bicubic+4.380+1.115-11
143vit_large_r50_s32_22488.42411.57698.0851.915328.992240.900bicubic+3.994+0.919-37
144seresnext101d_32x8d88.42411.57697.9552.04593.592881.000bicubic+4.062+1.037-34
145tf_efficientnetv2_s88.39611.60497.9272.07321.463841.000bicubic+4.512+1.229-6
146regnetz_c16_evos88.37911.62198.0421.95813.493200.950bicubic+5.747+1.566+63
147efficientnet_b488.36811.63297.9612.03919.343841.000bicubic+4.944+1.363+18
148swinv2_small_window16_25688.36411.63697.8522.14849.732560.900bicubic+4.154+0.982-28
149resnet152d88.35311.64797.9382.06260.213201.000bicubic+4.675+1.198+10
150tf_efficientnet_b4_ap88.35111.64997.8932.10719.343800.922bicubic+5.103+1.501+24
151convnext_base88.34711.65397.7842.21688.592240.875bicubic+4.507+1.034-8
152deit3_small_patch16_224_in21ft1k88.33411.66698.1271.87322.062241.000bicubic+5.258+1.352+35
153tf_efficientnet_b588.32311.67797.9122.08830.394560.934bicubic+4.509+1.164-6
154regnety_06488.31911.68197.8612.13930.582881.000bicubic+4.599+1.1350
155crossvit_15_dagger_40888.30811.69297.8692.13128.504081.000bicubic+4.470+1.089-10
156deit3_small_patch16_38488.29811.70297.8882.11222.213841.000bicubic+4.870+1.212+8
157resnetrs15288.25511.74597.7372.26386.623201.000bicubic+4.541+1.123-2
158deit3_base_patch16_22488.25111.74997.8072.19386.592240.900bicubic+4.459+1.223-8
159xcit_small_12_p16_224_dist88.24611.75497.8462.15426.252241.000bicubic+4.900+1.428+13
160regnetv_04088.21911.78197.9722.02820.642881.000bicubic+5.021+1.308+17
161deit_base_distilled_patch16_22488.21411.78697.9202.08087.342240.900bicubic+4.826+1.432+7
162swinv2_small_window8_25688.18511.81597.7752.22549.732560.900bicubic+4.331+1.133-21
163xception65p88.18511.81597.7902.21039.822990.940bicubic+5.055+1.310+21
164xcit_tiny_24_p16_384_dist88.16111.83997.9462.05412.123841.000bicubic+5.589+1.658+51
165xcit_large_24_p8_22488.15711.84397.3892.611188.932241.000bicubic+3.765+0.731-57
166ig_resnext101_32x8d88.15511.84597.8562.14488.792240.875bilinear+5.457+1.224+41
167resnetv2_152x2_bit_teacher_38488.15011.85098.0531.947236.343841.000bicubic+4.306+0.937-25
168cait_xxs36_38488.13811.86297.9082.09217.373841.000bicubic+5.946+1.764+80
169dm_nfnet_f088.12511.87597.8542.14671.492560.900bicubic+4.741+1.2800
170xcit_tiny_12_p8_384_dist88.10111.89997.9232.0776.713841.000bicubic+5.715+1.701+57
171swsl_resnext101_32x4d88.09911.90197.9702.03044.182240.875bilinear+4.859+1.210+4
172xception6588.07111.92997.7502.25039.922990.940bicubic+4.897+1.158+6
173convnext_small88.05011.95097.7882.21250.222240.875bicubic+4.900+1.358+6
174swin_s3_base_22488.05011.95097.6602.34071.132240.900bicubic+4.118+1.000-37
175xcit_tiny_24_p8_224_dist88.03511.96597.8122.18812.112241.000bicubic+5.475+1.644+42
176convnext_tiny_in22ft1k87.99712.00397.9202.08028.592240.875bicubic+5.085+1.296+18
177eca_nfnet_l087.97812.02397.8712.12924.142881.000bicubic+5.400+1.381+37
178nfnet_l087.97112.02997.8672.13335.072881.000bicubic+5.219+1.349+26
179xcit_small_24_p8_22487.96912.03197.5812.41947.632241.000bicubic+4.129+0.945-35
180tf_efficientnet_b487.96712.03397.7392.26119.343800.922bicubic+4.943+1.439+11
181regnety_03287.94112.05997.8882.11219.442881.000bicubic+5.217+1.466+24
182resnet101d87.93712.06397.9082.09244.573201.000bicubic+4.915+1.462+10
183mobilevitv2_200_384_in22ft1k87.93512.06597.8222.17818.453841.000bicubic+4.535+1.240-16
184swinv2_cr_small_ns_22487.92212.07897.6662.33449.702240.900bicubic+4.436+1.182-22
185sequencer2d_l87.91512.08597.6982.30254.302240.875bicubic+4.509+1.198-19
186regnety_04087.91312.08797.8842.11620.652881.000bicubic+4.877+1.374+4
187vit_base_patch32_38487.91112.08998.0121.98888.303841.000bicubic+4.559+1.176-17
188twins_svt_large87.90112.09997.5812.41999.272240.900bicubic+4.221+0.987-30
189twins_pcpvt_large87.87712.12397.8592.14260.992240.900bicubic+4.741+1.255-6
190swin_s3_small_22487.86012.14097.4342.56649.742240.900bicubic+4.086+0.982-39
191regnetz_c1687.85812.14297.8182.18213.463200.940bicubic+5.338+1.458+28
192deit_base_patch16_38487.84112.15997.5102.49086.863841.000bicubic+4.735+1.140-6
193mobilevitv2_175_384_in22ft1k87.83712.16497.7262.27414.253841.000bicubic+4.903+1.2960
194xcit_small_12_p8_22487.82812.17297.5662.43426.212241.000bicubic+4.488+1.086-21
195tresnet_xl_44887.79612.20497.4592.54178.444480.875bilinear+4.748+1.289-6
196resnetv2_50x1_bit_distilled87.79212.20897.8992.10125.552240.875bicubic+4.970+1.377+2
197tresnet_m87.74012.25997.5232.47731.392240.875bilinear+4.666+1.403-9
198twins_pcpvt_base87.73212.26897.7282.27243.832240.900bicubic+5.024+1.378+8
199gc_efficientnetv2_rw_t87.71712.28397.8072.19313.682881.000bicubic+5.251+1.509+23
200resnetv2_101x1_bitm87.68312.31797.9382.06244.544481.000bilinear+5.351+1.421+34
201swin_small_patch4_window7_22487.67012.33097.5682.43249.612240.900bicubic+4.452+1.242-25
202mobilevitv2_150_384_in22ft1k87.65312.34797.6492.35110.593841.000bicubic+5.063+1.333+9
203twins_svt_base87.64412.35697.5252.47456.072240.900bicubic+4.506+1.105-21
204efficientnetv2_rw_t87.64212.35897.6882.31213.652881.000bicubic+5.298+1.654+28
205pnasnet5large87.64012.36097.4852.51586.063310.911bicubic+4.858+1.443-3
206swinv2_tiny_window16_25687.61712.38397.5622.43828.352560.900bicubic+4.807+1.332-6
207jx_nest_base87.60812.39297.5152.48567.722240.875bicubic+4.054+1.151-46
208swsl_resnext101_32x16d87.60812.39297.8202.180194.032240.875bilinear+4.258+0.976-37
209xcit_medium_24_p8_22487.60612.39497.1972.80384.322241.000bicubic+3.868+0.803-56
210swsl_resnext50_32x4d87.60212.39897.6542.34625.032240.875bilinear+5.426+1.422+39
211sequencer2d_m87.56512.43597.5812.41938.312240.875bicubic+4.757+1.313-10
212tf_efficientnet_b2_ns87.55912.44197.6282.3729.112600.890bicubic+5.175+1.382+16
213levit_38487.55512.44597.5452.45539.132240.900bicubic+4.967+1.527-1
214ecaresnet50t87.54212.45897.6452.35525.573200.950bicubic+5.194+1.507+16
215vit_base_patch16_rpn_22487.50612.49497.4892.51186.542240.900bicubic+5.306+1.493+32
216edgenext_small87.50412.49697.5872.4135.593201.000bicubic+5.930+1.873+66
217resnetv2_152x2_bit_teacher87.49312.50797.8122.188236.342240.875bicubic+4.625+1.244-20
218jx_nest_small87.49112.50997.5212.47938.352240.875bicubic+4.371+1.191-33
219vit_relpos_base_patch16_clsgap_22487.46912.53197.5252.47486.432240.900bicubic+4.709+1.351-16
220vit_relpos_base_patch16_22487.46312.53797.5602.44086.432240.900bicubic+4.977+1.418+1
221resnet15287.45412.54697.4002.60060.192240.950bicubic+4.636+1.267-22
222fbnetv3_g87.44612.55497.5452.45516.622880.950bilinear+5.412+1.479+36
223resnext101_64x4d87.44412.55697.4422.55883.462881.000bicubic+4.300+1.068-43
224efficientnet_b387.43512.56597.6792.32112.233201.000bicubic+5.195+1.561+18
225resnet61q87.43112.56997.5982.40236.852881.000bicubic+4.913+1.468-5
226cait_xxs24_38487.41412.58697.6192.38112.033841.000bicubic+6.452+1.975+100
227cs3sedarknet_l87.40712.59397.5722.42821.912880.950bicubic+5.631+1.602+47
228cs3darknet_x87.39912.60197.6072.39335.052881.000bicubic+5.175+1.377+16
229resnet51q87.39212.60897.5812.41935.702881.000bilinear+5.034+1.4030
230tresnet_l_44887.38012.62097.4872.51355.994480.875bilinear+5.110+1.507+10
231xcit_tiny_24_p8_22487.38012.62097.6262.37412.112241.000bicubic+5.484+1.652+37
232coat_lite_small87.37712.62397.3722.62819.842240.900bicubic+5.073+1.522+4
233sequencer2d_s87.37512.62597.3912.60927.652240.875bicubic+5.031+1.195-2
234swinv2_cr_small_22487.37112.62997.3442.65649.702240.900bicubic+4.233+1.246-53
235vit_relpos_medium_patch16_cls_22487.36912.63197.4532.54738.762240.900bicubic+4.807+1.387-19
236nasnetalarge87.34812.65297.4172.58388.753310.911bicubic+4.730+1.373-26
237crossvit_18_dagger_24087.34612.65597.4552.54544.272400.875bicubic+4.826+1.387-19
238resnetv2_10187.32212.67897.3252.67544.542240.950bicubic+5.276+1.463+19
239crossvit_18_24087.31612.68497.4872.51343.272400.875bicubic+4.918+1.433-13
240convnext_tiny87.31312.68797.4492.55128.592240.875bicubic+5.251+1.595+15
241resnest101e87.28612.71497.5602.44048.282560.875bilinear+4.398+1.240-45
242ecaresnet101d87.28412.71697.5622.43844.572240.875bicubic+5.114+1.514+8
243pit_s_distilled_22487.27512.72597.5002.50024.042240.900bicubic+5.281+1.704+16
244resnetv2_50d_gn87.26912.73197.5132.48725.572880.950bicubic+5.445+1.589+26
245vit_relpos_medium_patch16_rpn_22487.25612.74497.4422.55838.732240.900bicubic+4.962+1.470-7
246resnetrs10187.24312.75797.4572.54363.622880.940bicubic+4.959+1.449-6
247poolformer_m4887.23912.76197.3082.69273.472240.950bicubic+4.779+1.350-23
248mixer_b16_224_miil87.23012.77097.4102.59059.882240.875bilinear+4.926+1.690-11
249tresnet_xl87.22612.77497.4002.60078.442240.875bilinear+5.164+1.463+7
250xcit_tiny_12_p8_224_dist87.21912.78097.4492.5516.712241.000bicubic+6.011+1.843+58
251convit_base87.20712.79397.2862.71486.542240.875bicubic+4.915+1.348-12
252xcit_tiny_12_p16_384_dist87.20212.79897.4682.5326.723841.000bicubic+6.260+2.060+75
253resnetv2_50d_evos87.19412.80697.3592.64125.592880.950bicubic+5.216+1.447+8
254tf_efficientnet_b3_ap87.18812.81297.3802.62012.233000.904bicubic+5.364+1.756+17
255visformer_small87.18512.81597.3252.67540.222240.900bicubic+5.077+1.449-2
256crossvit_15_dagger_24087.17012.83097.4382.56228.212400.875bicubic+4.844+1.482-21
257vit_srelpos_medium_patch16_22487.16812.83297.3122.68838.742240.900bicubic+4.932+1.378-14
258vit_relpos_medium_patch16_22487.13812.86297.5062.49438.752240.900bicubic+4.676+1.420-35
259xcit_small_24_p16_22487.13412.86697.2632.73747.672241.000bicubic+4.550+1.263-46
260swin_s3_tiny_22487.13012.87097.3032.69728.332240.900bicubic+5.006+1.353-9
261resnet10187.08112.91997.2652.73544.552240.950bicubic+5.151+1.499+5
262swinv2_tiny_window8_25687.07912.92197.5172.48328.352560.900bicubic+5.269+1.523+10
263mobilevitv2_200_in22ft1k87.05912.94197.4252.57518.452560.888bicubic+4.725+1.487-30
264xception41p87.05712.94397.2012.79926.912990.940bicubic+5.089+1.407-1
265crossvit_15_24087.05512.94597.4232.57727.532400.875bicubic+5.511+1.733+19
266convit_small87.05112.94997.3502.65027.782240.875bicubic+5.623+1.608+27
267tf_efficientnetv2_b387.02912.97097.3032.69714.363000.904bicubic+5.064+1.521-3
268xcit_small_12_p16_22487.01712.98397.2422.75926.252241.000bicubic+5.045+1.430-6
269regnetz_b1687.01212.98897.4252.5759.722880.940bicubic+6.300+1.951+72
270jx_nest_tiny87.00812.99297.3782.62217.062240.875bicubic+5.590+1.760+24
271deit3_small_patch16_22487.00412.99697.1672.83322.062240.900bicubic+5.622+1.717+27
272deit_small_distilled_patch16_22487.00212.99897.3162.68422.442240.900bicubic+5.794+1.942+35
273swinv2_cr_tiny_ns_22486.99813.00297.2822.71828.332240.900bicubic+5.212+1.4600
274resmlp_36_distilled_22486.98913.01197.2762.72444.692240.875bicubic+5.833+1.790+36
275xcit_large_24_p16_22486.95513.04596.9193.081189.102241.000bicubic+4.063+1.041-80
276mobilevitv2_175_in22ft1k86.95313.04797.3332.66714.252560.888bicubic+5.013+1.543-11
277poolformer_m3686.94613.05497.1482.85256.172240.950bicubic+4.838+1.458-25
278xcit_medium_24_p16_22486.93813.06297.0982.90284.402241.000bicubic+4.300+1.120-70
279convnext_tiny_hnf86.91813.08297.2802.72028.592240.950bicubic+4.698+1.414-34
280tnt_s_patch16_22486.90613.09497.3652.63523.762240.900bicubic+5.388+1.619+6
281vit_relpos_small_patch16_22486.89113.10997.4912.50921.982240.900bicubic+5.437+1.663+11
282vit_small_patch16_22486.86513.13597.6132.38722.052240.900bicubic+5.469+1.475+13
283ssl_resnext101_32x16d86.86513.13597.5192.481194.032240.875bilinear+5.009+1.423-13
284vit_small_r26_s32_22486.85613.14397.5282.47236.432240.900bicubic+4.995+1.506-16
285convmixer_1536_2086.85413.14697.3462.65451.632240.960bicubic+5.484+1.734+15
286rexnet_20086.84213.15897.2762.72416.372240.875bicubic+5.214+1.608-7
287tf_efficientnet_b386.83713.16397.2972.70312.233000.904bicubic+5.199+1.579-9
288swsl_resnet5086.83513.16597.4932.50725.562240.875bilinear+5.655+1.513+21
289deit_base_patch16_22486.82713.17397.0522.94986.572240.900bicubic+4.833+1.320-29
290tresnet_m_44886.81413.18697.2162.78431.394480.875bilinear+5.108+1.644-15
291ssl_resnext101_32x8d86.80113.19997.4722.52888.792240.875bilinear+5.193+1.430-10
292tf_efficientnet_lite486.80113.19997.2632.73713.013800.920bilinear+5.267+1.597-7
293coat_mini86.79013.21097.1582.84210.342240.900bicubic+5.524+1.766+11
294resnetaa5086.77113.22997.3892.61125.562881.000bicubic+5.153+1.579-14
295tresnet_l86.76313.23797.2712.72955.992240.875bilinear+5.273+1.645-6
296twins_svt_small86.75613.24497.1772.82324.062240.900bicubic+5.074+1.511-20
297cs3darknet_l86.74813.25297.4632.53721.162880.950bicubic+5.862+1.795+34
298mobilevitv2_150_in22ft1k86.74313.25797.2182.78210.592560.888bicubic+5.273+1.550-8
299levit_25686.73913.26197.2592.74118.892240.900bicubic+5.223+1.769-12
300crossvit_base_24086.73513.26597.1222.878105.032400.875bicubic+4.519+1.290-54
301cs3darknet_focus_l86.73513.26597.3802.62021.152880.950bicubic+5.861+1.688+32
302vit_srelpos_small_patch16_22486.70313.29797.2502.75021.972240.900bicubic+5.605+1.678+14
303halo2botnet50ts_25686.69213.30897.0962.90422.642560.950bicubic+4.624+1.454-49
304seresnext50_32x4d86.69013.31097.2222.77827.562240.875bicubic+5.428+1.594+1
305crossvit_small_24086.68813.31297.2732.72726.862400.875bicubic+5.672+1.817+16
306pit_b_22486.68813.31296.8983.10273.762240.900bicubic+4.244+1.186-81
307tf_efficientnet_b1_ns86.66613.33497.3782.6227.792400.882bicubic+5.281+1.642-10
308swin_tiny_patch4_window7_22486.65813.34297.1972.80328.292240.900bicubic+5.282+1.655-9
309gernet_l86.64113.35997.1902.81031.082560.875bilinear+5.291+1.654-8
310wide_resnet50_286.64113.35997.2122.78868.882240.875bicubic+5.185+1.682-19
311poolformer_s3686.63913.36197.1582.84230.862240.900bicubic+5.221+1.710-16
312efficientnet_el86.63513.36697.1802.82010.593000.904bicubic+5.329+1.646-9
313twins_pcpvt_small86.62613.37497.3402.66024.112240.900bicubic+5.536+1.698+5
314resmlp_24_distilled_22486.62013.38097.1392.86130.022240.875bicubic+5.856+1.917+24
315nf_resnet5086.60513.39597.2932.70725.562880.940bicubic+5.951+1.959+27
316resnest50d_4s2x40d86.58313.41797.2692.73130.422240.875bicubic+5.475+1.707-2
317efficientnet_b3_pruned86.57913.42197.1882.8129.863000.904bicubic+5.721+1.944+18
318sebotnet33ts_25686.57313.42796.7913.20913.702560.940bicubic+5.419+1.625-7
319sehalonet33ts86.57013.43097.0092.99113.692560.940bicubic+5.598+1.737+6
320repvgg_b386.56413.43697.1412.859123.092240.875bilinear+6.068+1.877+31
321xcit_tiny_24_p16_224_dist86.53413.46697.2162.78412.122241.000bicubic+6.086+2.004+37
322halonet50ts86.50013.50097.1522.84822.732560.940bicubic+4.848+1.540-45
323ssl_resnext101_32x4d86.47713.52497.4702.53044.182240.875bilinear+5.552+1.744+6
324gcresnet50t86.47413.52697.1412.85925.902560.900bicubic+5.540+1.687+4
325ecaresnet50d86.47213.52897.1842.81625.582240.875bicubic+5.874+1.866+20
326haloregnetz_b86.46213.53896.9433.05711.682240.940bicubic+5.418+1.745-7
327gluon_resnet152_v1s86.46213.53897.1092.89160.322240.875bicubic+5.448+1.695-5
328mobilevitv2_20086.45513.54596.9703.03018.452560.888bicubic+5.315+1.602-15
329resnetv2_50x1_bitm86.44213.55897.6002.40025.554481.000bilinear+6.100+1.914+36
330resnest50d_1s4x24d86.44013.56097.1522.84825.682240.875bicubic+5.456+1.828-7
331repvgg_b3g486.36813.63297.0542.94683.832240.875bilinear+6.152+1.946+47
332darknetaa5386.36113.63997.1652.83536.022881.000bilinear+5.839+1.839+18
333darknet5386.35913.64197.1132.88741.612881.000bicubic+5.821+1.693+15
334lamhalobotnet50ts_25686.35713.64397.0622.93822.572560.950bicubic+4.805+1.558-51
335legacy_senet15486.34013.66096.9253.075115.092240.875bilinear+5.032+1.430-33
336cait_xxs36_22486.33813.66297.1112.88917.302241.000bicubic+6.590+2.243+67
337resnext50_32x4d86.32913.67196.9643.03625.032240.950bicubic+5.233+1.638-20
338pit_s_22486.32513.67597.0492.95123.462240.900bicubic+5.227+1.717-23
339gernet_m86.31613.68497.0982.90221.142240.875bilinear+5.586+1.9120
340mobilevitv2_17586.31613.68496.9903.01014.252560.888bicubic+5.454+1.728-6
341vit_small_patch32_38486.31613.68497.4192.58122.923841.000bicubic+5.826+1.819+11
342efficientnet_b286.31013.69096.9873.0139.112881.000bicubic+5.694+1.671+1
343gluon_senet15486.27813.72296.9453.055115.092240.875bicubic+5.048+1.599-37
344resnest50d86.24013.76197.0712.92927.482240.875bilinear+5.266+1.691-20
345convmixer_768_3286.22513.77597.0342.96621.112240.960bicubic+6.061+1.962+37
346ecaresnet101d_pruned86.21013.79097.3382.66224.882240.875bicubic+5.400+1.710-10
347efficientnet_el_pruned86.19513.80597.0222.97810.593000.904bicubic+5.897+1.808+24
348cspdarknet5386.18413.81697.0132.98727.642560.887bilinear+6.128+1.927+40
349inception_v486.16713.83396.9153.08542.682990.875bicubic+5.999+1.951+32
350rexnet_15086.15613.84497.0602.9409.732240.875bicubic+5.842+1.894+19
351inception_resnet_v286.13713.86397.0432.95755.842990.897bicubic+5.677+1.737+4
352xcit_tiny_12_p8_22486.11413.88697.0862.9146.712241.000bicubic+6.419+2.038+54
353tf_efficientnet_el86.08613.91496.9643.03610.593000.904bicubic+5.832+1.836+21
354ssl_resnext50_32x4d86.08413.91697.2122.78825.032240.875bilinear+5.758+1.800+13
355mobilevitv2_15086.07313.92796.8533.14710.592560.888bicubic+5.705+1.789+7
356cspresnext5086.07313.92797.1032.89720.572560.887bilinear+5.529+1.779-8
357gluon_resnet101_v1s86.05413.94697.0242.97644.672240.875bicubic+5.756+1.862+15
358ecaresnetlight86.05413.94697.0712.92930.162240.875bicubic+5.598+1.825-2
359edgenext_small_rw86.04913.95096.9253.0757.833201.000bicubic+5.597+1.736-2
360lambda_resnet50ts86.03913.96196.7463.25421.542560.950bicubic+4.887+1.644-48
361poolformer_s2486.03713.96397.0302.97021.392240.900bicubic+5.721+1.988+7
362gluon_seresnext101_32x4d86.03213.96896.9773.02348.962240.875bicubic+5.126+1.681-32
363resnetv2_5086.01513.98596.9023.09825.552240.950bicubic+5.603+1.830-3
364gcresnext50ts86.00913.99196.9663.03415.672560.900bicubic+5.431+1.796-18
365seresnet33ts86.00913.99197.0112.98919.782560.900bicubic+5.655+1.905-1
366resnet50d86.00213.99896.9873.01325.582240.875bicubic+5.474+1.819-17
367ecaresnet26t85.98514.01597.0372.96316.013200.950bicubic+6.133+1.953+31
368tf_efficientnet_b2_ap85.97314.02796.8083.1929.112600.890bicubic+5.671+1.780+2
369vit_base_patch32_22485.95814.04297.1302.86988.222240.900bicubic+5.234+1.564-29
370gluon_seresnext101_64x4d85.95814.04296.9813.01988.232240.875bicubic+5.078+1.685-38
371fbnetv3_d85.92414.07697.0282.97210.312560.950bilinear+6.243+2.088+38
372vit_large_patch32_38485.91114.08997.3682.632306.633841.000bicubic+4.403+1.278-84
373tf_efficientnet_b285.90914.09196.8623.1399.112600.890bicubic+5.821+1.954+11
374gluon_resnet152_v1d85.90614.09496.8063.19460.212240.875bicubic+5.430+1.606-20
375tf_efficientnetv2_b285.90214.09896.8853.11510.102600.890bicubic+5.694+1.841+4
376resnet50_gn85.88114.11996.8493.15125.562240.940bicubic+5.821+1.901+11
377vit_base_patch16_224_sam85.87914.12196.6953.30586.572240.900bicubic+5.635+1.675-1
378seresnet5085.85314.14797.0072.99328.092240.875bicubic+5.587+1.937-5
379gluon_resnet101_v1d85.85114.14996.6633.33744.572240.875bicubic+5.433+1.649-20
380repvgg_b2g485.84714.15396.8123.18861.762240.875bilinear+6.481+2.124+44
381gcresnet33ts85.80414.19696.9023.09819.882560.900bicubic+5.728+1.908+5
382mixnet_xl85.79814.20296.7103.29011.902240.875bicubic+5.320+1.776-29
383ens_adv_inception_resnet_v285.76814.23296.7613.23955.842990.897bicubic+5.794+1.819+7
384tf_efficientnet_lite385.76114.23996.8893.1118.203000.904bilinear+5.943+1.975+17
385legacy_seresnext101_32x4d85.74414.25696.7553.24548.962240.875bilinear+5.522+1.741-8
386gluon_resnext101_32x4d85.74214.25896.6353.36544.182240.875bicubic+5.402+1.709-21
387ese_vovnet39b85.74214.25896.8943.10724.572240.875bicubic+6.430+2.180+42
388eca_resnet33ts85.74014.26096.9023.09819.682560.900bicubic+5.660+1.930-3
389xcit_tiny_24_p16_22485.73614.26496.9383.06212.122241.000bicubic+6.292+2.050+32
390cspresnet5085.72714.27396.7993.20021.622560.887bilinear+6.145+2.091+24
391resnet5085.71914.28196.4923.50825.562240.950bicubic+5.345+1.878-29
392regnety_32085.71914.28196.7233.277145.052240.875bicubic+4.915+1.479-55
393resmlp_big_24_22485.69314.30796.4243.576129.142240.875bicubic+4.663+1.404-73
394gluon_resnext101_64x4d85.69314.30796.6443.35683.462240.875bicubic+5.089+1.652-50
395xception7185.69114.30996.7743.22642.342990.903bicubic+5.821+1.8500
396efficientnet_em85.68614.31396.9363.0646.902400.882bicubic+6.434+2.144+41
397deit_small_patch16_22485.67814.32296.9043.09622.052240.900bicubic+5.814+1.856-1
398pit_xs_distilled_22485.65914.34196.6653.33511.002240.900bicubic+6.351+2.299+31
399dpn10785.65014.35096.7253.27586.922240.875bicubic+5.482+1.819-19
400efficientnet_b2_pruned85.64014.36096.7463.2548.312600.890bicubic+5.722+1.896-9
401resmlp_36_22485.62514.37596.7953.20544.692240.875bicubic+5.855+1.909+1
402mobilevitv2_12585.58414.41696.6653.3357.482560.888bicubic+5.902+1.929+5
403gluon_resnet152_v1c85.58214.41896.6463.35460.212240.875bicubic+5.670+1.804-11
404levit_19285.57814.42296.7443.25610.952240.900bicubic+5.742+1.954-5
405ecaresnet50d_pruned85.57614.42596.9323.06819.942240.875bicubic+5.858+2.0560
406resnext50d_32x4d85.57114.42996.7483.25225.052240.875bicubic+5.895+1.882+4
407tf_efficientnetv2_b185.56114.43996.7273.2738.142400.882bicubic+6.095+2.005+13
408regnety_12085.54314.45796.7853.21551.822240.875bicubic+5.167+1.663-47
409regnetx_32085.52214.47896.6693.331107.812240.875bicubic+5.278+1.915-34
410nf_regnet_b185.51414.48696.7953.20510.222880.900bicubic+6.214+2.041+22
411fbnetv3_b85.51414.48696.8623.1398.602560.950bilinear+6.372+2.112+32
412dpn9285.50114.49996.6313.36937.672240.875bicubic+5.481+1.801-23
413rexnet_13085.47514.52596.6863.3147.562240.875bicubic+5.973+2.004+3
414gluon_resnet152_v1b85.46514.53696.5563.44460.192240.875bicubic+5.782+1.708-6
415resnetrs5085.46214.53896.7383.26235.692240.910bicubic+5.576+1.768-21
416dpn13185.40014.60096.6313.36979.252240.875bicubic+5.574+1.923-16
417regnetx_16085.39014.61096.6373.36354.282240.875bicubic+5.536+1.807-20
418dla102x285.37714.62396.6293.37141.282240.875bilinear+5.935+1.983+4
419gmlp_s16_22485.35114.64996.6463.35419.422240.875bicubic+5.711+2.022-7
420gluon_seresnext50_32x4d85.33414.66696.6713.32927.562240.875bicubic+5.422+1.839-27
421botnet26t_25685.33214.66896.6313.36912.492560.950bicubic+6.074+2.103+15
422skresnext50_32x4d85.31714.68396.3943.60627.482240.875bicubic+5.163+1.748-39
423gluon_resnet101_v1c85.31114.68996.4073.59344.572240.875bicubic+5.775+1.829-8
424dpn9885.30414.69696.4663.53461.572240.875bicubic+5.660+1.867-13
425lambda_resnet26t85.30214.69896.7273.27310.962560.940bicubic+6.204+2.137+20
426dpn68b85.29114.70996.4643.53612.612240.875bicubic+6.076+2.050+13
427resnetblur5085.29114.70996.5203.48025.562240.875bicubic+5.998+1.886+6
428resmlp_24_22485.26414.73696.4963.50430.022240.875bicubic+5.886+1.950-5
429coat_lite_mini85.25514.74596.6803.32011.012240.900bicubic+6.167+2.072+17
430resnet33ts85.22514.77596.6273.37319.682560.900bicubic+6.017+2.053+10
431cait_xxs24_22485.22514.77596.7163.28411.962241.000bicubic+6.839+2.408+49
432xcit_tiny_12_p16_224_dist85.21514.78596.5993.4016.722241.000bicubic+6.637+2.401+35
433halonet26t85.20214.79896.4643.53612.482560.950bicubic+6.090+2.150+11
434resnext101_32x8d85.19514.80596.4513.54988.792240.875bilinear+5.879+1.933-8
435gluon_inception_v385.18014.81996.5263.47423.832990.875bicubic+6.374+2.156+24
436resnet32ts85.16814.83296.6223.37817.962560.900bicubic+6.154+2.266+15
437gluon_xception6585.15514.84596.5973.40339.922990.903bicubic+5.433+1.737-33
438hrnet_w4885.14814.85196.4923.50877.472240.875bilinear+5.849+1.978-7
439gluon_resnet101_v1b85.14214.85896.3683.63244.552240.875bicubic+5.838+1.848-9
440eca_halonext26ts85.12714.87396.5863.41410.762560.940bicubic+5.639+1.982-23
441regnetx_12085.12714.87396.4733.52746.112240.875bicubic+5.535+1.739-28
442eca_botnext26ts_25685.12514.87596.5073.49310.592560.950bicubic+5.849+1.891-8
443tf_efficientnet_b1_ap85.12514.87596.4073.5937.792400.882bicubic+5.851+2.099-8
444xception85.12314.87796.4713.52922.862990.897bicubic+6.079+2.077+6
445hrnet_w6485.11414.88696.7463.254128.062240.875bilinear+5.644+2.092-26
446res2net101_26w_4s85.09514.90596.3833.61745.212240.875bilinear+5.899+1.947-4
447lambda_resnet26rpt_25685.09514.90596.5603.44010.992560.940bicubic+6.131+2.134+6
448ssl_resnet5085.09114.90996.8623.13925.562240.875bilinear+5.867+2.032-10
449tf_efficientnet_cc_b1_8e85.06514.93596.4223.57839.722400.882bicubic+5.751+2.052-22
450xcit_nano_12_p8_384_dist85.02514.97596.6313.3693.053841.000bicubic+7.209+2.585+62
451resnest26d85.01014.99096.6373.36317.072240.875bilinear+6.526+2.343+21
452gluon_resnext50_32x4d85.00814.99296.4283.57225.032240.875bicubic+5.648+2.002-27
453tf_efficientnet_b0_ns84.99715.00396.5053.4955.292240.875bicubic+6.333+2.129+12
454coat_tiny84.98015.02096.4093.5915.502240.900bicubic+6.544+2.371+23
455dla16984.92215.07896.5353.46553.392240.875bilinear+6.240+2.199+9
456tf_efficientnet_b184.91415.08696.3623.6387.792400.882bicubic+6.086+2.164+2
457mobilevitv2_10084.90515.09596.3903.6104.902560.888bicubic+6.819+2.230+39
458legacy_seresnext50_32x4d84.89915.10196.4283.57227.562240.875bilinear+5.823+1.994-11
459hrnet_w4484.88615.11496.4373.56367.062240.875bilinear+5.990+2.067-3
460regnetx_08084.86715.13396.4283.57239.572240.875bicubic+5.665+1.876-19
461gluon_resnet50_v1s84.85815.14296.4413.55925.682240.875bicubic+6.152+2.203+2
462res2net50_26w_8s84.84715.15396.3553.64548.402240.875bilinear+5.895+2.049-8
463levit_12884.83915.16196.3533.6479.212240.900bicubic+6.357+2.341+10
464vit_tiny_patch16_38484.83215.16896.7123.2885.793841.000bicubic+6.402+2.168+14
465gluon_resnet50_v1d84.83015.17096.3983.60225.582240.875bicubic+5.760+1.932-16
466dla60_res2next84.82615.17496.4113.58917.032240.875bilinear+6.370+2.265+9
467mixnet_l84.82415.17696.3283.6727.332240.875bicubic+5.848+2.150-15
468tv_resnet15284.81815.18296.2213.77960.192240.875bilinear+6.498+2.187+16
469dla102x84.80715.19396.5483.45226.312240.875bilinear+6.295+2.320+1
470dla60_res2net84.80315.19796.4793.52120.852240.875bilinear+6.345+2.283+4
471pit_xs_22484.79415.20696.4943.50610.622240.900bicubic+6.604+2.328+20
472xception4184.79215.20896.4173.58326.972990.903bicubic+6.276+2.137-3
473regnetx_06484.77915.22196.4923.50826.212240.875bicubic+5.705+2.032-25
474hrnet_w4084.74115.25996.5543.44657.562240.875bilinear+5.819+2.084-19
475res2net50_26w_6s84.72615.27496.2813.71937.052240.875bilinear+6.156+2.157-7
476repvgg_b284.72215.27896.4693.53189.022240.875bilinear+5.928+2.051-16
477resmlp_12_distilled_22484.71515.28596.2213.77915.352240.875bicubic+6.769+2.661+27
478legacy_seresnet15284.70215.29896.4153.58566.822240.875bilinear+6.050+2.045-12
479cs3darknet_m84.69215.30896.4923.5089.312880.950bicubic+7.066+2.478+39
480hrnet_w3284.65515.34596.4113.58941.232240.875bilinear+6.203+2.223-4
481selecsls60b84.65115.34996.3043.69632.772240.875bicubic+6.247+2.132-2
482bat_resnext26ts84.63615.36496.2683.73210.732560.900bicubic+6.388+2.172+5
483tf_efficientnetv2_b084.61715.38396.2743.7267.142240.875bicubic+6.265+2.2480
484regnetx_04084.60415.39696.3793.62122.122240.875bicubic+6.116+2.141-13
485efficientnet_b184.60415.39696.3363.6647.792561.000bicubic+5.816+1.990-24
486vit_relpos_base_patch32_plus_rpn_25684.59315.40796.0103.990119.422560.900bicubic+5.107+1.870-68
487efficientnet_es84.58115.41996.3173.6835.442240.875bicubic+6.523+2.373+10
488hrnet_w3084.57615.42496.3833.61737.712240.875bilinear+6.378+2.159+2
489tf_mixnet_l84.56415.43796.2423.7587.332240.875bicubic+5.785+2.244-27
490wide_resnet101_284.54915.45196.3533.647126.892240.875bilinear+5.697+2.065-33
491dla60x84.52115.47996.2893.71117.352240.875bilinear+6.293+2.265-2
492legacy_seresnet10184.50615.49496.3303.67049.332240.875bilinear+6.126+2.068-11
493cs3darknet_focus_m84.48215.51896.4223.5789.302880.950bicubic+7.200+2.450+42
494resnet26t84.46715.53396.2173.78316.012560.940bicubic+6.603+2.375+13
495coat_lite_tiny84.45915.54196.3703.6305.722240.900bicubic+6.943+2.456+30
496tf_efficientnet_em84.44815.55296.1833.8176.902400.882bicubic+6.322+2.136-2
497repvgg_b184.41615.58496.2153.78557.422240.875bilinear+6.048+2.121-15
498efficientnet_b1_pruned84.39715.60396.1403.8606.332400.882bicubic+6.153+2.306-10
499res2net50_26w_4s84.36315.63796.0803.92025.702240.875bilinear+6.401+2.228+4
500hardcorenas_f84.32915.67196.0253.9758.202240.875bilinear+6.227+2.222-5
501res2net50_14w_8s84.30515.69596.0723.92925.062240.875bilinear+6.161+2.219-8
502selecsls6084.29715.70396.1013.89930.672240.875bicubic+6.313+2.269-1
503mobilevit_s84.26915.73196.2663.7345.582560.900bicubic+5.959+2.114-18
504regnetx_03284.24315.75796.2513.74915.302240.875bicubic+6.059+2.163-12
505res2next5084.23715.76395.9994.00124.672240.875bilinear+5.979+2.111-19
506gluon_resnet50_v1c84.21115.78996.1633.83725.582240.875bicubic+6.203+2.173-6
507dla10284.19015.81096.2083.79233.272240.875bilinear+6.162+2.258-8
508gcresnext26ts84.17115.82996.0843.91610.482560.900bicubic+6.357+2.248+5
509rexnet_10084.16815.83296.2553.7454.802240.875bicubic+6.308+2.381-1
510seresnext26ts84.14715.85396.0693.93110.392560.900bicubic+6.289+2.279-1
511tf_inception_v384.13915.86195.9184.08223.832990.875bicubic+6.287+2.2780
512res2net50_48w_2s84.12815.87295.9654.03525.292240.875bilinear+6.604+2.415+12
513resnet34d84.09615.90495.9784.02221.822240.875bicubic+6.980+2.596+27
514xcit_tiny_12_p16_22484.09415.90696.2343.7666.722241.000bicubic+6.970+2.522+25
515tf_efficientnet_lite284.08515.91596.0763.9246.092600.890bicubic+6.619+2.318+11
516poolformer_s1284.03615.96496.1633.83711.922240.900bicubic+6.798+2.657+21
517efficientnet_b084.03215.96895.9584.0425.292240.875bicubic+6.332+2.426-2
518crossvit_9_dagger_24084.01515.98596.0843.9168.782400.875bicubic+7.037+2.470+27
519tf_efficientnet_cc_b0_8e83.97016.03096.0743.92624.012240.875bicubic+6.070+2.416-13
520gmixer_24_22483.96616.03495.8544.14624.722240.875bicubic+5.930+2.184-23
521hardcorenas_e83.96616.03495.9034.0978.072240.875bilinear+6.180+2.199-6
522tv_resnext50_32x4d83.95716.04395.9674.03325.032240.875bilinear+6.339+2.267-3
523regnety_01683.95716.04396.0053.99511.202240.875bicubic+6.101+2.285-13
524gluon_resnet50_v1b83.93616.06496.0143.98625.562240.875bicubic+6.352+2.294-2
525densenet16183.90616.09496.0143.98628.682240.875bicubic+6.552+2.378+6
526adv_inception_v383.89716.10395.9334.06723.832990.875bicubic+6.319+2.195-3
527mobilenetv2_120d83.88916.11195.9094.0915.832240.875bicubic+6.599+2.409+6
528seresnext26t_32x4d83.87416.12695.9354.06516.812240.875bicubic+5.906+2.187-26
529tv_resnet10183.85316.14895.8924.10844.552240.875bilinear+6.473+2.348+1
530tinynet_a83.83316.16795.8174.1836.191920.875bicubic+6.185+2.281-14
531inception_v383.76316.23795.8774.12323.832990.875bicubic+6.325+2.401-3
532hardcorenas_d83.75916.24195.7364.2647.502240.875bilinear+6.329+2.252-3
533seresnext26d_32x4d83.75016.25095.8524.14816.812240.875bicubic+6.144+2.246-13
534xcit_nano_12_p8_224_dist83.73116.26995.9584.0423.052241.000bicubic+7.403+2.864+31
535dla6083.72016.28095.9264.07422.042240.875bilinear+6.698+2.606+9
536eca_resnext26ts83.70516.29595.9484.05210.302560.900bicubic+6.247+2.380-9
537repvgg_b1g483.69716.30396.0253.97539.972240.875bilinear+6.109+2.195-16
538convmixer_1024_20_ks9_p1483.68616.31495.8944.10624.382240.960bicubic+6.744+2.536+9
539legacy_seresnet5083.66516.33595.9784.02228.092240.875bilinear+6.033+2.228-22
540tf_efficientnet_b0_ap83.65216.34895.7814.2195.292240.875bicubic+6.564+2.523+2
541tf_efficientnet_cc_b0_4e83.63916.36195.7434.25713.312240.875bicubic+6.329+2.403-9
542skresnet3483.63516.36595.9284.07222.282240.875bicubic+6.731+2.608+8
543resmlp_12_22483.57316.42795.7624.23815.352240.875bicubic+6.917+2.582+13
544mobilenetv3_large_100_miil83.55816.44295.4524.5485.482240.875bilinear+5.636+2.532-39
545densenet20183.55416.44695.8114.18920.012240.875bicubic+6.266+2.331-11
546mixnet_m83.52616.47495.6854.3155.012240.875bicubic+6.264+2.263-10
547legacy_seresnext26_32x4d83.52216.47895.7174.28316.792240.875bicubic+6.418+2.401-6
548gernet_s83.51716.48395.7964.2048.172240.875bilinear+6.601+2.662+1
549tf_efficientnet_b083.51116.48995.7044.2965.292240.875bicubic+6.671+2.486+2
550hrnet_w1883.50216.49895.9094.09121.302240.875bilinear+6.742+2.465+4
551densenetblur121d83.47016.53095.8174.1838.002240.875bicubic+6.890+2.629+9
552resnext26ts83.46416.53695.7264.27410.302560.900bicubic+6.684+2.594+1
553selecsls42b83.46016.54095.7434.25732.462240.875bicubic+6.282+2.351-15
554hardcorenas_c83.33616.66495.7134.2875.522240.875bilinear+6.284+2.553-11
555tf_efficientnet_lite183.33216.66895.6404.3605.422400.882bicubic+6.694+2.416+2
556regnetx_01683.19316.80795.7434.2579.192240.875bicubic+6.251+2.319-8
557dpn6883.18416.81695.6004.40012.612240.875bicubic+6.874+2.622+10
558mobilenetv2_14083.18016.82095.6874.3136.112240.875bicubic+6.668+2.689+5
559tf_efficientnet_es83.17616.82495.5854.4155.442240.875bicubic+6.578+2.3810
560tf_mixnet_m83.17616.82495.4594.5415.012240.875bicubic+6.230+2.307-14
561xcit_nano_12_p16_384_dist83.17416.82695.7514.2493.053841.000bicubic+7.718+3.061+22
562ese_vovnet19b_dw83.10916.89095.7754.2256.542240.875bicubic+6.316+2.509-10
563levit_128s83.05816.94295.5314.4697.782240.900bicubic+6.544+2.661-1
564resnet26d83.05616.94495.6104.39016.012240.875bicubic+6.354+2.458-9
565repvgg_a283.00116.99995.5934.40728.212240.875bilinear+6.541+2.583-1
566tv_resnet5082.95617.04495.4744.52625.562240.875bilinear+6.822+2.606+2
567hardcorenas_b82.86617.13495.3904.6105.182240.875bilinear+6.330+2.636-6
568densenet12182.82617.17495.5804.4207.982240.875bicubic+7.246+2.932+10
569mobilevitv2_07582.80617.19495.5724.4282.872560.888bicubic+7.198+2.814+8
570vit_tiny_r_s16_p8_38482.68717.31395.8494.1516.363841.000bicubic+6.735+2.587+1
571densenet16982.68317.31795.5974.40214.152240.875bicubic+6.779+2.573+2
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573vit_small_patch32_22482.51417.48695.6644.33622.882240.900bicubic+6.524+2.396-3
574regnety_00882.49317.50895.4914.5096.262240.875bicubic+6.179+2.421-8
575efficientnet_lite082.37117.62995.2844.7164.652240.875bicubic+6.903+2.768+6
576resnest14d82.35417.64695.3464.65410.612240.875bilinear+6.846+2.822+4
577hardcorenas_a82.32417.67695.2904.7105.262240.875bilinear+6.394+2.780-5
578efficientnet_es_pruned82.29217.70895.3034.6975.442240.875bicubic+7.292+2.861+15
579mobilenetv3_rw82.26617.73495.2344.7665.482240.875bicubic+6.632+2.526-3
580semnasnet_10082.25117.74995.2264.7743.892240.875bicubic+6.801+2.626+4
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585tf_mixnet_s82.04017.96095.1214.8794.132240.875bicubic+6.388+2.495-10
586repvgg_b082.00617.99495.0984.90215.822240.875bilinear+6.852+2.682+1
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592resnet2681.95718.04395.2524.74816.002240.875bicubic+6.657+2.672-7
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594tinynet_b81.87118.12994.8785.1223.731880.875bicubic+6.897+2.6960
595tf_mobilenetv3_large_10081.84818.15295.0664.9345.482240.875bilinear+6.336+2.460-16
596tv_densenet12181.72218.27895.0344.9667.982240.875bicubic+6.982+2.886+2
597regnety_00681.70318.29795.1214.8796.062240.875bicubic+6.451+2.589-11
598dla3481.66018.34094.8765.12415.742240.875bilinear+7.036+2.804+3
599xcit_nano_12_p8_22481.64518.35595.2674.7333.052241.000bicubic+7.729+3.099+11
600crossvit_9_24081.61318.38794.9745.0268.552400.875bicubic+7.653+3.010+9
601mobilevit_xs81.57418.42695.0304.9702.322560.900bicubic+6.940+2.684-1
602fbnetc_10081.55918.44194.9595.0415.572240.875bilinear+6.444+2.573-14
603legacy_seresnet3481.53818.46294.8975.10321.962240.875bilinear+6.728+2.771-6
604gluon_resnet34_v1b81.49818.50394.8085.19221.802240.875bicubic+6.906+2.820-2
605regnetx_00881.48118.52095.0644.9367.262240.875bicubic+6.447+2.724-13
606mnasnet_10081.45118.54994.9045.0964.382240.875bicubic+6.801+2.790-7
607vgg19_bn81.44218.55894.7675.233143.682240.875bilinear+7.228+2.923-2
608convit_tiny81.12618.87495.0474.9535.712240.875bicubic+8.012+3.327+10
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610spnasnet_10080.88019.11994.5305.4704.422240.875bilinear+6.790+2.714-4
611ghostnet_10080.70319.29794.2915.7095.182240.875bilinear+6.723+2.833-3
612regnety_00480.65019.35094.6885.3124.342240.875bicubic+6.626+2.932-5
613skresnet1880.63919.36194.3765.62411.962240.875bicubic+7.605+3.210+6
614regnetx_00680.63319.36794.5265.4746.202240.875bicubic+6.777+2.854-3
615pit_ti_22480.61419.38694.6205.3804.852240.900bicubic+7.702+3.214+7
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617vgg16_bn80.55619.44494.5925.408138.372240.875bilinear+7.206+3.088-3
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620tv_resnet3480.38919.61194.4365.56421.802240.875bilinear+7.081+3.012-4
621mobilenetv2_10080.23619.76494.1935.8073.502240.875bicubic+7.280+3.1830
622xcit_nano_12_p16_224_dist80.21419.78694.3555.6453.052241.000bicubic+7.912+3.493+6
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624ssl_resnet1880.09919.90194.5905.41011.692240.875bilinear+7.495+3.166-1
625tf_mobilenetv3_large_07580.09319.90794.1845.8163.992240.875bilinear+6.653+2.836-12
626deit_tiny_patch16_22480.01819.98294.4475.5535.722240.900bicubic+7.844+3.333+5
627hrnet_w18_small79.55720.44393.9026.09813.192240.875bilinear+7.221+3.2220
628vgg1979.47620.52493.8706.130143.672240.875bilinear+7.110+2.998-3
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630resnet14t79.24320.75793.6036.39710.082240.950bilinear+6.887+3.263-4
631tf_mobilenetv3_large_minimal_10079.22820.77293.6936.3073.922240.875bilinear+6.978+3.073-1
632legacy_seresnet1879.15520.84593.7816.21911.782240.875bicubic+7.415+3.451+3
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634vgg13_bn79.00620.99493.6616.339133.052240.875bilinear+7.408+3.285+2
635vit_tiny_r_s16_p8_22478.99321.00793.8986.1026.342240.900bicubic+7.199+3.080-1
636lcnet_10078.91221.08893.5616.4392.952240.875bicubic+6.802+3.183-4
637edgenext_xx_small78.69821.30293.5036.4971.332560.900bicubic+7.593+3.471+2
638tinynet_c78.43621.56493.1406.8602.461840.875bicubic+7.208+3.3920
639gluon_resnet18_v1b78.37621.62493.1366.86411.692240.875bicubic+7.538+3.374+1
640mobilevitv2_05078.12421.87693.5736.4261.372560.888bicubic+7.984+3.643+3
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642xcit_nano_12_p16_22477.90022.10093.4306.5703.052241.000bicubic+7.946+3.674+2
643regnety_00277.41122.58992.9127.0883.162240.875bicubic+7.155+3.378-1
644mixer_l16_22477.28722.71390.5749.426208.202240.875bicubic+5.221+2.908-11
645resnet1877.27922.72192.7607.24011.692240.875bilinear+7.531+3.676+1
646vgg1377.22722.77392.6897.311133.052240.875bilinear+7.301+3.444-1
647mobilevit_xxs76.60223.39892.6947.3061.272560.900bicubic+7.682+3.748+1
648vgg1176.39323.60792.1547.846132.862240.875bilinear+7.365+3.526-1
649resnet10t76.22223.77892.2247.7765.442240.950bilinear+7.914+4.144+2
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651lcnet_07576.05123.94992.0687.9322.362240.875bicubic+7.237+3.704-2
652dla60x_c75.61824.38292.1797.8211.322240.875bilinear+7.738+3.745+1
653mobilenetv3_small_10074.91125.08991.4968.5042.542240.875bicubic+7.253+3.862+1
654tf_mobilenetv3_small_10074.71725.28391.2578.7432.542240.875bilinear+6.791+3.589-2
655tinynet_d74.28325.71790.9269.0742.341520.875bicubic+7.321+3.8620
656mnasnet_small73.81626.18490.7279.2732.032240.875bicubic+7.610+4.2210
657dla46x_c73.63226.36891.1108.8901.072240.875bilinear+7.680+4.1240
658mobilenetv2_05073.46826.53290.3179.6821.972240.875bicubic+7.524+4.2370
659tf_mobilenetv3_small_07572.81227.18890.0389.9622.042240.875bilinear+7.100+3.9080
660dla46_c72.61127.38990.5039.4971.302240.875bilinear+7.739+4.201+1
661mobilenetv3_small_07572.32327.67789.67110.3292.042240.875bicubic+7.085+4.231-1
662lcnet_05070.38529.61688.82111.1791.882240.875bicubic+7.291+4.4390
663tf_mobilenetv3_small_minimal_10070.11329.88788.50511.4952.042240.875bilinear+7.213+4.2710
664tinynet_e66.81333.18786.27613.7242.041060.875bicubic+6.957+4.5100
665mobilenetv3_small_05064.67135.32984.86715.1331.592240.875bicubic+6.781+4.6730