Driver Fatigue Detection Using YOLOv5 with Genetic- Algorithm-Based Hyperparameter Optimization and Fine-Tuning Strategies
Driver fatigue is a major contributor to traffic accidents, injuries, and economic losses. This study proposes a computer-vision-based driver fatigue detection system using YOLOv5s to identify three facial states: normal, eye closed, and yawning. The model is fine-tuned from pre-trained COCO weights and evaluated under...