Anomaly Detection on ImageNet-30 22K as OE (one vs. rest)
97.7Mean AUCBCE
Evaluation results
| Method | Links | |
|---|---|---|
| BCESupervision Protocol=Supervised OE2022.05 | 97.7 | |
| FocalSupervision Protocol=Supervised OE2022.05 | 97.5 | |
| HSCSupervision Protocol=Unsupervised OE2022.05 | 97.3 | |
| DSADSupervision Protocol=Unsupervised OE2022.05 | 96.7 | |
| CSI*Supervision Protocol=Unsupervised2022.05 | 91.6 | |
| GT+*Supervision Protocol=Unsupervised OE2022.05 | 85.7 | |
| GT+*Supervision Protocol=Unsupervised2022.05 | 84.8 | |
| DSVDDSupervision Protocol=Unsupervised2022.05 | 61.1 | |
| Focal*Supervision Protocol=Supervised OE2022.05 | 56.1 |