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ResearchFormerly WizWand

Unsupervised Accuracy Estimation on DomainNet

0.91R^2MANO
-0.034320.210840.4560.70116May 29, 2024
Updated 8mo ago

Evaluation results

MethodLinks
MANOModel=ResNet502024.050.910.95
COTModel=ResNet502024.050.9030.927
MANOModel=ResNet182024.050.9020.937
COTModel=ResNet182024.050.8970.91
MANOModel=WRN-50-22024.050.8930.978
COTModel=WRN-50-22024.050.8850.935
NuclearModel=WRN-50-22024.050.850.911
ATCModel=WRN-50-22024.050.8460.918
NuclearModel=ResNet502024.050.8090.879
ConfScoreModel=WRN-50-22024.050.7740.874
NuclearModel=ResNet182024.050.7580.789
FréchetModel=ResNet502024.050.7460.872
EntropyModel=WRN-50-22024.050.7110.845
FréchetModel=ResNet182024.050.7040.903
ConfScoreModel=ResNet182024.050.670.736
RotationModel=WRN-50-22024.050.6090.712
RotationModel=ResNet502024.050.5880.703
FréchetModel=WRN-50-22024.050.5850.831
ConfScoreModel=ResNet502024.050.570.706
RotationModel=ResNet182024.050.5680.692
MDEModel=WRN-50-22024.050.520.713
AgreeScoreModel=ResNet502024.050.4550.697
AgreeScoreModel=WRN-50-22024.050.4370.698
ATCModel=ResNet182024.050.4290.597
EntropyModel=ResNet182024.050.4230.609
MDEModel=ResNet502024.050.3790.527
ProjNormModel=WRN-50-22024.050.3630.466
MDEModel=ResNet182024.050.3580.445
EntropyModel=ResNet502024.050.3440.573
AgreeScoreModel=ResNet182024.050.3260.668
ATCModel=ResNet502024.050.2450.404
ProjNormModel=ResNet502024.050.220.43
ProjNormModel=ResNet182024.050.2190.443
DispersionModel=ResNet182024.050.2020.516
DispersionModel=WRN-50-22024.050.0030.034
DispersionModel=ResNet502024.050.0020.041