A dual-anchor CLIP/DINOv3 framework with hierarchical group tokens improves zero-shot anomaly detection by roughly one to three AUROC/AP points across 14 benchmarks.
Clip-ad: A language-guided staged dual-path model for zero-shot anomaly detection
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CV 1years
2026 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
Dual Anchors, Do It Better: Hierarchical Group Merging for Zero-Shot Anomaly Detection
A dual-anchor CLIP/DINOv3 framework with hierarchical group tokens improves zero-shot anomaly detection by roughly one to three AUROC/AP points across 14 benchmarks.