Multi-scale Detection with Anchor Boxes and FPNs
Unveiling the Power of Anchor Boxes and FPNs: A Deep Dive into Object Detection Object detection, the ability for machines to identify and locate objects within an image, is a cornerstone of modern computer vision. From self-driving cars navigating bustling streets to medical AI analyzing scans, this technology has revolutionized numerous industries. But how do these systems actually "see" and understand the world? One key ingredient in this visual intelligence recipe is the Anchor Box mechanism combined with Multi-Scale Feature Pyramid Networks (FPNs). This powerful duo forms the backbone of many state-of-the-art object detection algorithms, enabling accurate and efficient detection across diverse objects at various scales. Understanding Anchor Boxes: Imagine a detective scouring a crime scene, looking for clues of...