Anomaly Detection on MVTec AD & VisA Average (test)
97.7AUROCFAIR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FAIRbase width (c)=128, FPS=57, Parameters=65.8MB, image reconstruction-based=true2023.09 | 97.7 | — | |
| FAIRbase width (c)=64, FPS=100, Parameters=16.5MB, image reconstruction-based=true2023.09 | 97.3 | — | |
| RD4ADFPS=37.5, Parameters=89.5MB2023.09 | 97.2 | — | |
| PatchCoreFPS=34, Parameters=82MB2023.09 | 97 | — | |
| FAIRbase width (c)=32, FPS=132, Parameters=4.1MB, image reconstruction-based=true2023.09 | 96.4 | — | |
| ASTFPS=38, Parameters=147MB2023.09 | 96 | — | |
| DSRFPS=43, Parameters=38.4MB, image reconstruction-based=true2023.09 | 95 | — | |
| DRAEMFPS=45, Parameters=93MB, image reconstruction-based=true2023.09 | 94.9 | — | |
| AdaCLIPCross-dataset zero-shot protocol=true2026.04 | 85.8 | — | |
| AdaptCLIPCross-dataset zero-shot protocol=true2026.04 | 84.8 | 87.6 | |
| AA-CLIPCross-dataset zero-shot protocol=true2026.04 | 84.6 | — | |
| VCP-CLIPCross-dataset zero-shot protocol=true2026.04 | 83.8 | 87.6 | |
| SPGBackbone=OpenCLIP, Cross-dataset zero-shot protocol=true2026.04 | 82.6 | 85.7 | |
| AnomalyCLIPCross-dataset zero-shot protocol=true2026.04 | 82.1 | 85.4 | |
| SPGBackbone=DINOv3 ViT-L, Cross-dataset zero-shot protocol=true2026.04 | 80.2 | 84.3 | |
| WinCLIPCross-dataset zero-shot protocol=true2026.04 | 78.1 | 81.2 |