Anomaly Detection on KSDD benchmark leaderboard · SOTA2 Research

Anomaly Detection on KSDD

0.984AUROCInCTRL

Evaluation Results

Method	Links
InCTRL2025.02		0.984	0.927	—	—
InCTRL2025.02		0.978	0.924	—	—
Anomaly Personalization2025.02		0.978	0.924	—	—
WinCLIP2025.02		0.978	0.925	—	—
Anomaly Personalization2025.02		0.978	0.924	—	—
Tipsomaly2026.02		0.978	—	0.947	0.901
AnomalyCLIP+2026.01		0.978	0.95	—	—
Anomaly Personalization2025.02		0.975	0.924	—	—
WinCLIP2025.02		0.975	0.924	—	—
UniADet†2026.01		0.973	0.913	—	—
WinCLIP2025.02		0.972	0.917	—	—
AdaCLIP2026.02		0.971	—	0.896	0.907
AdaCLIP2026.01		0.971	—	—	90.7
AdaptCLIP2026.01		0.97	0.917	—	—
InCTRL2025.02		0.968	0.916	—	—
UniADet⋆2026.01		0.967	0.865	—	—
UniADet‡2026.01		0.953	0.717	—	—
CoOp2025.02		0.943	0.868	—	—
CoOp2025.02		0.942	0.865	—	—
CoOp2025.02		0.941	0.865	—	—
WinCLIP+2026.01		0.94	0.849	—	—
WinCLIP2026.01		0.933	—	—	79
PaDiM2025.02		0.925	0.708	—	—
AnomalyVFM2026.01		0.925	—	—	69.7
PaDiM2025.02		0.923	0.703	—	—
InCtrl2026.01		0.916	0.846	—	—
PaDiM2025.02		0.902	0.676	—	—
RegAD2025.02		0.902	0.594	—	—
RegAD2025.02		0.899	0.578	—	—
RegAD2025.02		0.897	0.543	—	—
Bayes-PFL2026.01		0.882	—	—	56
AnomalyCLIP2026.02		0.847	—	0.8	0.827
AnomalyCLIP2026.01		0.845	—	—	71.1
FAPrompt2026.01		0.813	—	—	71.1
VAND2026.02		0.798	—	0.714	0.852
AACLIP2026.01		0.693	—	—	57.1
SAA2026.01		0.686	—	—	37.6
Patchcore2025.02		0.594	0.246	—	—
Patchcore2025.02		0.525	0.176	—	—
Patchcore2025.02		0.499	0.173	—	—