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Author

Ya Yang

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May 2025

Object Concepts Emerge from Motion

Object concepts play a foundational role in human visual cognition, enabling perception, memory, and interaction in the physical world. Inspired by findings in developmental neuroscience - where infants are shown to acquire object understanding through observation of motion - we propose a biologically inspired framewor...

Hao Liang, Xiao-Hui Wang, Zhi-Chao Li et al. · 0 citations
Preprint Aug 2026

Geometry-Grounded Unified 3D Perception for Autonomous Driving

Camera-based autonomous driving perception requires a shared representation that preserves metric 3D structure across synchronized multi-camera streams. However, existing image-based frameworks often rely on backbones pretrained for semantic recognition, and introduce 3D geometry through downstream task-specific module...

Longfei Xu, Xiao-Hui Wang, Ze-Hao Huang et al. · 2 citations

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