Adaptive Anchor Boxes for Object Detection
Fine-Tuning Your Vision: The Power of Online Anchor Box Adjustment in Object Detection Object detection, the ability for computers to identify and locate objects within images or videos, is a cornerstone of computer vision. But achieving accurate object detection isn't always easy. One key challenge lies in selecting appropriate "anchor boxes" – predefined bounding boxes used as templates to predict the location and size of detected objects. Traditional approaches often rely on static anchor boxes, which can struggle when encountering diverse object sizes and shapes within real-world scenarios. Enter online anchor box adjustment, a powerful technique that dynamically refines anchor boxes during training, leading to significant improvements in detection accuracy and robustness. Understanding the Static Anchor Dilemma: Think of anchor...