Abstract: The advancement of Large Language Models (LLMs) with vision capabilities in recent years has elevated video analytics applications to new heights. To address the limited computing and ...

Abstract: Real-time object detection in cloud-edge collaborative systems encounters challenges in balancing bandwidth constraints with task-specific requirements. Existing video encoding methods, such ...