This repository provides implementations and improvements for YOLO-based object detection models including YOLOv5, YOLOv7, and YOLOv8. It incorporates Swin Transformer V2 and various attention mechanisms into the detection pipelines. The project supports multiple vision tasks including detection, pose estimation, classification, and segmentation. It includes training utilities, custom network architecture modifications, and deployment tools for engineering applications.