Object Detection: Fine-Tuning Anchor Boxes
Unveiling the Magic of Anchor Boxes: A Deep Dive into Object Detection Object detection, a fundamental task in computer vision, empowers machines to identify and locate objects within images. While convolutional neural networks (CNNs) form the backbone of many object detection algorithms, there's a crucial component that often goes unnoticed: anchor boxes. These seemingly simple bounding boxes play a vital role in guiding the network towards accurate object recognition. What are Anchor Boxes? Imagine you're searching for specific objects in a vast image library. You wouldn't start by scanning every pixel individually, right? Instead, you might use pre-defined search areas or "anchors" to focus your efforts. Anchor boxes operate similarly in object detection. They are predefined bounding boxes of various...