Pixel-wise Anomaly Localization on BraTS
99.1AUROCmany-tasks-make-light-work
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| many-tasks-make-light-workTrain/Val Split Ratio=1/4, Aggregation=ensemble2023.07 | 99.1 | 76.2 | |
| many-tasks-make-light-workEvaluation Setup=CRADL setup2023.07 | 98.7 | 76.2 | |
| ResADSetting=4-shot, Backbone=CLIP, Resolution=224x2242024.10 | 96.1 | — | |
| PatchCoreSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 95.9 | — | |
| ceVAE2023.07 | 94.8 | 48.3 | |
| SPADESetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 94.8 | — | |
| PaDiMSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 94.5 | — | |
| ResADSetting=2-shot, Backbone=CLIP, Resolution=224x2242024.10 | 94.3 | — | |
| CRADL2023.07 | 94.2 | 38 | |
| ResADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 94 | — | |
| PatchCoreSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 93.5 | — | |
| WinCLIPSetting=4-shot, Backbone=CLIP, Resolution=224x2242024.10 | 93.2 | — | |
| SPADESetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 92.8 | — | |
| VAE2023.07 | 92.5 | 29.8 | |
| WinCLIPSetting=2-shot, Backbone=CLIP, Resolution=224x2242024.10 | 91.5 | — | |
| ResADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 91.2 | — | |
| PaDiMSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 90.2 | — | |
| UniADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 88.5 | — | |
| UniADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 88.5 | — | |
| RegADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 87.3 | — | |
| RegADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 81.4 | — | |
| RDADSetting=2-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 66.7 | — | |
| RDADSetting=4-shot, Backbone=WideResNet50, Resolution=224x2242024.10 | 66.7 | — | |
| RandomEvaluation Setup=CRADL setup2023.07 | 50 | 2.4 | |
| Random2023.07 | 50 | 1.7 | |
| 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 |