MSHC-YOLO: multiscale heterogeneous convolution for small object detection in traffic scenes
Small object detection in traffic monitoring suffers from a structural inefficiency in standard detectors: isotropic 3×3 convolutions treat all spatial directions uniformly, yet traffic objects exhibit strong anisotropic geometry—pedestrians are vertically elongated, vehicles are horizontally wide. We propose MSHC-YOLO...