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by Muhammad Ardi • Published December 5, 2025 at 02:00 PM
Research
YOLOv1 Paper Walkthrough: The Day YOLO First Saw theWorld
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The article provides an in-depth exploration of the YOLOv1 (You Only Look Once version 1) architecture, highlighting its innovative approach to real-time object detection by framing it as a single regression problem. It also offers a comprehensive guide to implementing YOLOv1 from scratch using PyTorch, emphasizing the technical details and design choices that contributed to its efficiency and accuracy in detecting multiple objects within images.
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