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ResearchFormerly WizWand

Medical Image Classification on Camelyon17 OOD WILDS (test)

95.44Average Accuracyself-supervised Vision Transformer
58.062467.766277.4787.1738Aug 30, 2023Oct 20, 2023Dec 10, 2023Jan 31, 2024Mar 22, 2024May 12, 2024Jul 3, 2024
Updated 8mo ago

Evaluation results

MethodLinks
self-supervised Vision TransformerClassifier=DenseNet-1212024.0795.44
ContriMixClassifier=DenseNet-1212024.0794.6
MBDGClassifier=DenseNet-1212024.0793.3
ERM with targeted augmentationClassifier=DenseNet-1212024.0792.1
LISAClassifier=DenseNet-1212024.0777.1
FISH + SDGBase Algorithm=FISH, Optimization=SDG2023.0876.2
CORAL + SDGBase Algorithm=CORAL, Optimization=SDG2023.0875.2
FISHBase Algorithm=FISH, Optimization=Standard2023.0874.7
CORAL + AND-MASKBase Algorithm=CORAL, Optimization=AND-MASK2023.0870.8
ERMClassifier=DenseNet-1212024.0770.8
ERMBase Algorithm=ERM2023.0870.3
CORAL + SAND-MASKBase Algorithm=CORAL, Optimization=SAND-MASK2023.0864.7
CORALBase Algorithm=CORAL, Optimization=Standard2023.0859.5