HDSI-YOLO: Hierarchical-semantics Driven Insulator Defect Detection with Cross-domain Generalization
Insulator defect detection is a core task of intelligent inspection of power transmission lines, but existing deep-learning detectors face two bottlenecks: severe semantic ambiguity among rare defect classes (broken vs. pollution-flashover) under flat classification heads, and poor cross-domain generalization across da...