Long-Hui Ma

PSDW-YOLO: a pixel-preserving shallow-deformable network for steel surface defect detection

Steel surface defects directly affect product quality, structural reliability, and downstream manufacturing safety. Although YOLO-based detectors provide high inference speed, steel surface defect detection remains challenging because many defects in the NEU-DET dataset are small, low-contrast, irregularly shaped, and...