Anchor Boxes and IoU: A Delicate Balance
Anchor Boxes: The Unsung Heroes of Object Detection - How They Shape Your IoU Object detection algorithms are the backbone of many computer vision applications, from self-driving cars to medical image analysis. These algorithms rely on sophisticated techniques to identify and locate objects within images or videos. One crucial component in this process is the Anchor Box, an often overlooked but essential element that significantly influences the accuracy and performance of your object detection model. Understanding Anchor Boxes: Imagine a detective searching for clues in a cluttered room. They might use pre-defined grids to systematically scan the space, looking for objects within each grid's boundaries. Similarly, anchor boxes act as predefined templates or "grids" within an image, representing potential object...