Explore a 55-minute research presentation from the University of Central Florida examining innovative approaches to video understanding with a focus on label efficiency and privacy preservation. Delve into cutting-edge techniques that address two critical challenges in modern video analysis: reducing the need for extensive manual labeling while ensuring robust privacy protections for individuals captured in video content. Learn about novel methodologies that balance the competing demands of maintaining high accuracy in video understanding tasks while minimizing both labeling requirements and potential privacy risks.