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Technical Advances in Body-Worn Camera Video Understanding_On-Demand Session.mp4
Our project is focusing on developing a new level of analytical capability in body-worn cameras for public safety. BOCA analyzes human activity from body-worn cameras with minimum human effort for data annotation by leveraging available regularity in the data as well as preexisting labeled data from third-person fixed-camera-view scenarios; it adapts ideas from transfer learning and multi-task clustering to overcome the following key challenges to realizing state-of-the-art body-worn camera analytics in public safety. This talk will present our recent finding on transfer learning for activity understanding in body-worn cameras, it will discuss mechanisms for leveraging attention in understanding body-worn cameras and it will discuss the challenge of scene understanding from body-worn cameras.