3 papers
cs.CV2026
Object Concepts Emerge from Motion
Boshi Li, Xiaohui Wang, Xiaoyang Wu +3
Object-centric visual representations are important for physical-world perception, but existing visual pretraining methods often capture semantic categories without preserving the…
cs.CV2025
Object Concepts Emerge from Motion
Haoqian Liang, Xiaohui Wang, Zhichao Li +2
Object concepts play a foundational role in human visual cognition, enabling perception, memory, and interaction in the physical world. Inspired by findings in developmental neuros…
cs.CV2023
Deep Planar Parallax for Monocular Depth Estimation
Haoqian Liang, Zhichao Li, Ya Yang +1
Recent research has highlighted the utility of Planar Parallax Geometry in monocular depth estimation. However, its potential has yet to be fully realized because networks rely hea…