Image-level Anomaly Detection on RSDD
98.5AUROCSSVP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SSVPsetting=zero-shot2026.01 | 98.5 | 95.2 | 98.6 | |
| MoECLIPsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 95.3 | — | 95.1 | |
| AA-CLIPsetting=Zero-shot setting (ZSAD), domain=Industrial, re-trained status=True2026.03 | 94.9 | — | 94.2 | |
| Bayes-PFLBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 94.1 | 89.6 | 92.3 | |
| AdaCLIPsetting=zero-shot2026.01 | 92.1 | 75 | 70.8 | |
| Bayes-PFLsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 91.3 | — | 89.7 | |
| Bayes-PFLsetting=zero-shot2026.01 | 90.3 | 85.6 | 70.1 | |
| AdaCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 89.1 | 75 | 70.8 | |
| CLIP-ADBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 88.3 | 74.1 | 73.9 | |
| WinCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 85.3 | 73.5 | 65.3 | |
| WinCLIPsetting=zero-shot2026.01 | 85.3 | 73.5 | 65.3 | |
| WinCLIPsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 85.3 | — | 65.3 | |
| AdaCLIPsetting=Zero-shot setting (ZSAD), domain=Industrial, re-trained status=True2026.03 | 83.8 | — | 80.1 | |
| AnomalyCLIPsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 74 | — | 73.2 | |
| AnomalyCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 73.5 | 59 | 55 | |
| AnomalyCLIPsetting=zero-shot2026.01 | 73.5 | 59 | 55 | |
| APRIL-GANBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 73.1 | 59.7 | 50.5 | |
| APRIL-GANsetting=zero-shot2026.01 | 73.1 | 59.7 | 50.5 | |
| April-GANsetting=Zero-shot setting (ZSAD), domain=Industrial2026.03 | 72.7 | — | 68.3 |