Explore a conference talk from INSAIT 2022 that delves into the development of human-centric 3D computer vision systems for future AI applications. Learn how self-driving cars, healthcare robots, and AR/VR telepresence systems require advanced human perception capabilities to ensure safety and widespread adoption. Discover a groundbreaking representation that combines neural implicit surfaces with parametric body models, offering both detailed geometry capture and adaptability to various poses and shapes. Understand the innovative algorithms that enable learning these representations without manual supervision, and examine methods for creating controllable avatars through differentiable rendering. Investigate cutting-edge approaches to generating diverse 3D virtual humans and their physically plausible interactions with objects, advancing the accessibility of 3D human avatar technology.
Overview
Syllabus
Prof. Otmar Hilliges (ETH), INSAIT 2022 Conference: Human-Centric 3D Computer Vision for Future AI..
Taught by
INSAIT Institute