Ming-Chun-Cheng Liu

Lightweight Traffic Object Detection via SIoU Loss, CBAM, and Hyperparameter Evolution

Real-time traffic object detection is essential for autonomous driving and intelligent transportation systems, where detection accuracy must be achieved under strict computational constraints. This study proposes a lightweight optimization framework for YOLOv5s-based traffic object detection and evaluates its effective...