arxivcs.CVcs.LGmath.PR2026-07-14
Rough Path Signature-Guided Geometry Augmentation for Few-Shot Industrial Surface Defect Detection
Few-shot industrial defect detection remains difficult for standard supervised detectors, which achieve poor performance on boundary-dominated industrial defects. This paper proposes rough path signature-guided geometry augmentation (RPS-GA), a geometry-aware approach in which Ca…