Survey of YOLO from YOLOV1 to YOLOv8 and YOLO-NAS
Survey of YOLO from YOLOV1 to YOLOv8 and YOLO-NAS
A Comprehensive Review of YOLO: From YOLOv1 and Beyond
arXiv paper abstract https://arxiv.org/abs/2304.00501
arXiv PDF paper https://arxiv.org/pdf/2304.00501.pdf
YOLO has become a central real-time object detection system for robotics, driverless cars, and video monitoring applications.
... present a comprehensive analysis of YOLO's evolution, examining the innovations and contributions in each iteration from the original YOLO to YOLOv8 and YOLO-NAS.
... start by describing the standard metrics and postprocessing; then ... discuss the major changes in network architecture and training tricks for each model.
... summarize the essential lessons from YOLO's development and provide a perspective on its future, highlighting potential research directions to enhance real-time object detection systems.
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