SAM-LAD

Reported on 4 benchmarks across 1 task · 1 paper · 1 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Methodology4 results

Anomaly DetectiononMVTec LOCO AD
Segmentation AU-sPRO (until FPR 5%)· 2024-06-02
83.2
SOTA
SAM-LAD: Segment Anything Model Meets Zero-Shot Logic Anomaly Detection arXiv:2406.00625
Anomaly DetectiononMVTec AD
Detection AUROC· 2024-06-02
98.4
best: 99.9 (GLASS)
SAM-LAD: Segment Anything Model Meets Zero-Shot Logic Anomaly Detection arXiv:2406.00625
Anomaly DetectiononMVTec AD
Segmentation AUROC· 2024-06-02
98.5
best: 99.7 (WeakREST-Block)
SAM-LAD: Segment Anything Model Meets Zero-Shot Logic Anomaly Detection arXiv:2406.00625
Anomaly DetectiononMVTec LOCO AD
Avg. Detection AUROC· 2024-06-02
90.7
best: 95.3 (CSAD)
SAM-LAD: Segment Anything Model Meets Zero-Shot Logic Anomaly Detection arXiv:2406.00625