YOLOv10 to Its Genesis: A Decadal and Comprehensive Review of the You Only Look Once Series

Ranjan Sapkota,Marco Flores-Calero,Rizwan Qureshi, Chetan Badgujar, Upesh Nepal, Alwin Poulose, Peter Zeno, Uday Bhanu Prakash Vaddevolu,Sheheryar Khan, Maged Shoman,Hong Yan, Manoj Karkee

Artificial Intelligence Review（2025）

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Key words

You Only Look Once,YOLO,YOLOv1 to YOLOv12,YOLO configurations,CNN,Deep learning,Real-time object detection,Artificial intelligence,Computer vision,Healthcare and medical imaging,Autonomous vehicles,Traffic safety,Industrial manufacturing,Surveillance,Agriculture

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