TUM AI Lecture Series - Neural Fields Beyond Novel View Synthesis (Andrea Tagliasacchi)

Описание к видео TUM AI Lecture Series - Neural Fields Beyond Novel View Synthesis (Andrea Tagliasacchi)

Abstract:
Neural 3D representations have unlocked the potential to achieve 3D perception solely from 2D supervision. Yet target problem space is relatively restricted: we assume images to be equipped with near-perfect camera poses, rather than generalizing we generally overfit to a single-scene, and we evaluate results mostly from a novel-view synthesis perspective, generally ignoring how to integrate other sources of information (e.g. user annotations and/or other 3D sensing mechanisms). In this talk I will discuss how we address these shortcomings in my recent research, in particular with applications to faces and environments.

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