Open access
Sep 2026
A Lightweight YOLOv8 Tunnel Traffic Object Detection Method Based on Feature Enhancement and Adaptive Pruning
An integrated object detection, structured compression, and edge-deployment framework based on YOLOv8, with a favorable empirical trade-off among detection accuracy, model complexity, and edge-processing efficiency under the evaluated conditions.
Na Wu, Li-Fan Shen, Xiang Chen et al.
· Applied Sciences · 0 citations