Anomaly Detection on MPDD (Pixel-level AUROC)
96.7Pixel AUROCAA-CLIP
Evaluation Results
| Method | Links | |
|---|---|---|
| AA-CLIPAvailable training shots=full2025.03 | 96.7 | |
| AdaCLIPSource=ECCV 2024, Available training shots=full2025.03 | 96.6 | |
| AdaCLIPSetting=Zero-shot2026.07 | 96.6 | |
| AA-CLIPAvailable training shots=162025.03 | 96.5 | |
| AA-CLIPAvailable training shots=22025.03 | 96.3 | |
| AA-CLIPAvailable training shots=642025.03 | 96.3 | |
| AnomalyCLIPSource=ICLR 2024, Available training shots=full2025.03 | 96.2 | |
| AnomalyCLIPSetting=Zero-shot2026.07 | 96.2 | |
| WinCLIPSource=CVPR 20232025.03 | 95.2 | |
| WinCLIPSetting=Zero-shot2026.07 | 95.2 | |
| VANDSource=CVPRW 2023, Available training shots=full2025.03 | 94.9 | |
| APRILGANSetting=Zero-shot2026.07 | 94.9 | |
| MVFA-ADSource=CVPR 2024, Available training shots=full2025.03 | 94.5 | |
| WT-FlowSetup=single-scale2025.08 | 94.2 | |
| DeSTSeg2025.08 | 93 | |
| MSFlowSetup=single-scale2025.08 | 92.6 | |
| Bayes-PFLSetting=Zero-shot2026.07 | 91.9 | |
| RD2025.08 | 91.4 | |
| SimpleNet2025.08 | 90.6 | |
| LiZADSetting=Zero-shot2026.07 | 88.3 | |
| UniAD2025.08 | 82.2 | |
| DiAD2025.08 | 74.6 | |
| CLIPSource=OpenCLIP2025.03 | 62.1 | |
| CLIPSetting=Zero-shot2026.07 | 62.1 | |
| rFMSetup=single-scale2025.08 | 58.9 |