Open access
Sep 2026
DGF-YOLO: A Degradation-Guided Feature Enhancement Method for Small-Scale Pedestrian Detection in UAV Images
DGF-YOLO, a degradation-guided feature enhancement method built on YOLOv12n, introduces a degradation-level criterion to identify the feature stage at which a pedestrian first undergoes significant structural degradation and incorporates a high-resolution P2 detection head.
Bo-Yu Wang, Jing-Guo Lv, Shu-Wei Huang et al.
· Journal of Imaging · 0 citations