One-class industrial defect detection and localization (PatchCore + tiled DINOv3) under a pre-registered protocol. MVTec AD 2 server: AU-PRO 62.97, SegF1 53.76.
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Updated
Oct 15, 2026 - Python
One-class industrial defect detection and localization (PatchCore + tiled DINOv3) under a pre-registered protocol. MVTec AD 2 server: AU-PRO 62.97, SegF1 53.76.
Independent reproduction of AnomalyCLIP zero-shot anomaly detection on MVTec-AD and VisA with verified final-layer and diagnostic logs.
Independent reproduction of AF-CLIP zero-shot anomaly detection on six industrial anomaly-detection benchmarks with verified logs, checksums, and reproducible scripts.
How many good parts does PatchCore need to beat a VLM that has seen none? Jev-Omni and Gemma 4 12B zero-shot vs PatchCore on VisA.
Independent WinCLIP reproduction workspace for zero-shot visual anomaly detection, with near image-level reproduction and documented pixel-localization debugging.
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