Object Detection: Mastering Scale with Anchor Boxes
Scaling Up Your Object Detection: The Power of Multi-Scale Training with Anchor Boxes Object detection is a cornerstone of computer vision, enabling machines to identify and locate objects within images or videos. While advancements in deep learning have propelled this field forward, achieving robust performance across diverse scales remains a challenge. This is where multi-scale training with anchor boxes comes into play, offering a powerful strategy to enhance your object detection models. Understanding the Scale Dilemma: Objects can appear at various sizes within an image – from tiny insects in a vast landscape to large buildings dominating the frame. Traditional single-scale object detectors often struggle to accurately detect objects of different sizes due to their fixed receptive field. This is...