Article-Journal

SAM2Auto is the first fully automated video annotation pipeline that creates visual-textual datasets without human intervention. It combines robust object detection (SMART-OD) with consistent video tracking (FLASH) to generate annotations as accurately as manual methods but faster and cheaper, addressing the dataset scarcity that limits Vision-Language Model development.

A review of dashboard camera systems for detecting rare traffic accidents in autonomous vehicles, categorizing detection methods and suggesting future research directions.