Edge-Oriented Lightweight YOLO-World with Cross-Modal Fusion Adaptation for Multimodal Object Detection and Deployment
An edge-oriented adaptation framework for replacing the original visual encoder of YOLOv8l-worldv2 with a compact visual branch that jointly considers visual-branch compression, multi-scale interface consistency, cross-modal feature compatibility, and edge-side inference, rather than optimizing these aspects independen...