JSALT 2024 Lale Akarun, "3D Human Body Modeling" скачать в хорошем качестве

JSALT 2024 Lale Akarun, "3D Human Body Modeling"

Abstract: Understanding the actions of humans is important for a range of applications: Surveillance, human-computer or human-robot interaction, or sign language understanding. Even before the availability of 3D sensors, analysis-by-synthesis approaches used 3D human body models. With the availability of 3D sensors, inferring and using 3D models of the human body became the standard. In this talk, I will start from the basics of 3D vision: Acquisition, representation, and inferring 3D from monocular images. Then I will move on to 3D human body models; recent work on human pose and shape estimation. I will introduce work on human motion modeling and conclude with how these use LLMs for human motion synthesis.