Original YOLO deep reading
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YOLO: Detect From One Full-Image Pass, but VOC 2016 Does Not Represent the Later YOLO Family
Intermediate Build the foundations firstA source-grounded reading of Redmon et al., CVPR 2016 / arXiv:1506.02640: object detection as a single forward-pass regression—an S×S grid, B boxes, and C class probabilities in one shot. On VOC 2007, YOLO reaches 63.4% mAP at 45 FPS; this is 2016 unified-detection evidence, not YOLOv3 COCO or Ultralytics product numbers.
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