CDS-YOLO: Industrial Surface Defect Detection Based on an Improved YOLO11 Framework
Industrial surface defect detection is simultaneously constrained by weak-contrast small targets, strong textural backgrounds, and directional structures. Although existing real-time YOLO methods offer high speed, neck enhancements often lack scale-specific functional partitioning, edge information is easily entangled...