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ResearchFormerly WizWand

Pixel-wise Anomaly Localization on BraTS

99.1AUROCmany-tasks-make-light-work
48.03661.29374.5587.807Jul 3, 2023Sep 21, 2023Dec 10, 2023Feb 28, 2024May 18, 2024Aug 6, 2024Oct 26, 2024
Updated 8mo ago

Evaluation results

MethodLinks
many-tasks-make-light-workTrain/Val Split Ratio=1/4, Aggregation=ensemble2023.0799.176.2
many-tasks-make-light-workEvaluation Setup=CRADL setup2023.0798.776.2
ResADSetting=4-shot, Backbone=CLIP, Resolution=224x2242024.1096.1—
PatchCoreSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.1095.9—
ceVAE2023.0794.848.3
SPADESetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.1094.8—
PaDiMSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.1094.5—
ResADSetting=2-shot, Backbone=CLIP, Resolution=224x2242024.1094.3—
CRADL2023.0794.238
ResADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.1094—
PatchCoreSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.1093.5—
WinCLIPSetting=4-shot, Backbone=CLIP, Resolution=224x2242024.1093.2—
SPADESetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.1092.8—
VAE2023.0792.529.8
WinCLIPSetting=2-shot, Backbone=CLIP, Resolution=224x2242024.1091.5—
ResADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.1091.2—
PaDiMSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.1090.2—
UniADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.1088.5—
UniADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.1088.5—
RegADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.1087.3—
RegADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.1081.4—
RDADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.1066.7—
RDADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.1066.7—
RandomEvaluation Setup=CRADL setup2023.07502.4
Random2023.07501.7
many-tasks-make-light-workTrain/Val Split Ratio=1/4, Aggregation=mean2023.07—46.9
many-tasks-make-light-workTrain/Val Split Ratio=2/3, Aggregation=mean2023.07—42.8
many-tasks-make-light-workTrain/Val Split Ratio=2/3, Aggregation=ensemble2023.07—72.2
many-tasks-make-light-workTrain/Val Split Ratio=3/2, Aggregation=mean2023.07—37.9
many-tasks-make-light-workTrain/Val Split Ratio=3/2, Aggregation=ensemble2023.07—63.7
many-tasks-make-light-workTrain/Val Split Ratio=4/1, Aggregation=mean2023.07—36.1
many-tasks-make-light-workTrain/Val Split Ratio=4/1, Aggregation=ensemble2023.07—52.5