Learning Physical Dynamics for Object-centric Visual Prediction

arXiv:2403.10079v1 Announce Type: new
Abstract: The ability to model the underlying dynamics of visual scenes and reason about the future is central to human intelligence. Many attempts have been made to empower intelligent systems with such physical understanding and prediction abilities. However, most existing methods focus on pixel-to-pixel prediction, which suffers from heavy computational costs while lacking a deep understanding of the physical dynamics behind videos. Recently, object-centric prediction methods have emerged and attracted increasing interest. Inspired by it, this …

abstract arxiv cs.ai cs.cv dynamics focus future however human human intelligence intelligence intelligent intelligent systems object pixel prediction reason systems type understanding visual