2026
FastRef: Fast Prototype Refinement for Few-shot Industrial Anomaly Detection
CVPR 2026
Few-shot industrial anomaly detection (FS-IAD) presents a critical challenge for practical automated inspection systems operating in data-scarce environments. While existing approaches predominantly focus on obtaining prototypes from limited normal images, they neglect to systematically incorporate