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ResearchFormerly WizWand

Unsupervised Accuracy Estimation on Office-Home

0.926R^2MANO
-0.010.2330.4760.719May 29, 2024
Updated 8mo ago

Evaluation results

MethodLinks
MANOModel=ResNet182024.050.9260.93
COTModel=ResNet182024.050.8630.874
COTModel=WRN-50-22024.050.8630.874
RotationModel=ResNet502024.050.8510.944
MANOModel=ResNet502024.050.8380.916
RotationModel=WRN-50-22024.050.8230.958
RotationModel=ResNet182024.050.8220.93
MANOModel=WRN-50-22024.050.80.895
ConfScoreModel=ResNet182024.050.7950.909
ConfScoreModel=ResNet502024.050.7690.895
NuclearModel=WRN-50-22024.050.7660.874
COTModel=ResNet502024.050.7620.846
EntropyModel=ResNet182024.050.7610.881
EntropyModel=ResNet502024.050.7420.853
ConfScoreModel=WRN-50-22024.050.7410.874
NuclearModel=ResNet502024.050.7310.895
EntropyModel=WRN-50-22024.050.6960.846
NuclearModel=ResNet182024.050.6920.783
FréchetModel=ResNet502024.050.6070.685
FréchetModel=ResNet182024.050.6050.755
FréchetModel=WRN-50-22024.050.5890.706
ATCModel=ResNet182024.050.5710.615
ATCModel=ResNet502024.050.4870.734
DispersionModel=WRN-50-22024.050.4560.713
DispersionModel=ResNet182024.050.4530.664
DispersionModel=ResNet502024.050.3830.727
ATCModel=WRN-50-22024.050.3830.643
MDEModel=ResNet502024.050.3420.622
MDEModel=WRN-50-22024.050.3420.65
MDEModel=ResNet182024.050.3310.65
ProjNormModel=WRN-50-22024.050.1720.531
ProjNormModel=ResNet502024.050.1690.475
AgreeScoreModel=WRN-50-22024.050.1320.405
ProjNormModel=ResNet182024.050.0640.202
AgreeScoreModel=ResNet182024.050.0540.146
AgreeScoreModel=ResNet502024.050.0260.216