Abstract: This study analyzes how YOLO structures and image enhancement ... in object detection precision through the utilization of Convolutional Neural Networks (CNN) and pre-processing techniques.

VisionReasoner model incorporates a reasoning module, which processing image and locates targeted objects, and a segmentation module ... VisionReasoner intelligently switches between direct detection ...

This study proposes an improved lightweight object detection model, You Only Look Once – Long-distance Small-target Detection (YOLO-LSD), designed for the long-range recognition of small objects in ...