Dynamic Scene Object Detection with Adaptive Anchors
Dynamic Scenes Demanding New Anchors: Adaptive Anchor Boxes for Object Detection Object detection in dynamic environments presents unique challenges. Traditional methods often rely on fixed anchor boxes, pre-defined shapes and sizes that struggle to capture the diverse range of objects appearing in constantly changing scenes. Imagine a self-driving car navigating a bustling city street. Cars zoom by, pedestrians cross unexpectedly, cyclists weave through traffic, and construction signs pop up seemingly overnight. How can our object detection system keep up? This is where adaptive anchor boxes come into play. These intelligent anchors learn to adapt their shape and size based on the specific context of the scene, allowing for more accurate and robust object detection even in dynamic environments. The Problem...