“In the field of computer vision, object detection technology uses deep neural networks to recognize visual objects in images and predict their positions and categories. This article deeply analyzes the challenges faced by object detection in open environments, explores possible directions for improving object detection systems, and provides a new and systematic perspective for object detection technology in open environments.”