Anomaly Detection on CIFAR-10 one vs. rest 80MTI as OE
99.6Mean AUCBCE-CL
Evaluation results
| Method | Links | |
|---|---|---|
| BCE-CLsupervision=Supervised OE, base_model=CLIP2022.05 | 99.6 | |
| ADIP*supervision=Supervised OE, pre-training=ImageNet2022.05 | 99.1 | |
| PANDA*supervision=Supervised OE, pre-training=ImageNet2022.05 | 98.9 | |
| CLIPsupervision=Unsupervised, setting=zero-shot2022.05 | 98.5 | |
| PANDA*supervision=Unsupervised, pre-training=ImageNet2022.05 | 96.2 | |
| BCESupervision Protocol=Supervised OE2022.05 | 96.1 | |
| HSCSupervision Protocol=Unsupervised OE2022.05 | 95.9 | |
| FocalSupervision Protocol=Supervised OE2022.05 | 95.8 | |
| GT+*Supervision Protocol=Unsupervised OE2022.05 | 95.6 | |
| DSADSupervision Protocol=Unsupervised OE2022.05 | 94.5 | |
| CSI*Supervision Protocol=Unsupervised2022.05 | 94.3 | |
| DN2*supervision=Unsupervised, pre-training=ImageNet2022.05 | 92.5 | |
| GT+*Supervision Protocol=Unsupervised2022.05 | 90.1 | |
| Focal*Supervision Protocol=Supervised OE2022.05 | 87.3 | |
| DSVDDSupervision Protocol=Unsupervised2022.05 | 64.8 |