Chapter 6

Object Detection

Object detection outputs bounding boxes, class labels, and confidence scores for every object in an image. This chapter covers the COCO annotation standard, the anchor box mechanism that handles objects of varied sizes, Non-Maximum Suppression, and the two dominant detection architectures: YOLO (optimized for real-time speed) and Faster R-CNN (optimized for accuracy).

• 1. Introduction→
• 2. Anchor Boxes and Non-Maximum Suppression→
• 3. YOLO and Faster R-CNN→