Improving Object Detection Performance through YOLOv8: A Comprehensive Training and Evaluation Study

Loss reduction reflects improved learning at a granular level, while mAP improvement provides a clear picture of practical performance in object detection tasks. Together, these metrics confirm the success of the training strategy and the model's ability to generalize effectively for real - world applications.