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Overview of deep learning YOLO algorithm

Yaohui Pan, Gang Wang, Jun Yu

Year
2025
Citations
8

Abstract

At present, the YOLO algorithm has become an indispensable core real-time object detection technology in aspects such as unmanned driving, face detection, and robot applications, and its versions are constantly being updated and upgraded. Herein, we deeply analyze the evolution process of the YOLO algorithm and carefully investigate the innovations and contributions arising from the algorithm iterations from YOLOv1 to YOLOv5. We make vivid and inspiring prospects for the future development direction and point out the feasibility and necessity of the research on the YOLO algorithm.

Keywords

Computer scienceArtificial intelligenceProcess (computing)Object detectionAlgorithmCore (optical fiber)Point (geometry)Object (grammar)Deep learningFace (sociological concept)

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