Research on pedestrian and vehicle detection method based on improved YOLOv8 model. - Xuefei Ma; Min Zhou; Haifeng Zhu; Rahim Khan; Zilong Yang; Yingjian Wu; Modi Qi (Signal Image Video Process., 2025)