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cs.CV2026

DepthMaster: Unified Monocular Depth Estimation for Perspective and Panoramic Images

Pengfei Wang, Shihao Wang, Liyi Chen +3

While monocular depth estimation has achieved significant progress, achieving generalized metric depth estimation for both narrow field-of-view (FoV) perspectives and p…

cs.CV2026

Memorize When Needed: Decoupled Memory Control for Spatially Consistent Long-Horizon Video Generation

Yanjun Guo, Zhengqiang Zhang, Pengfei Wang +3

Spatially consistent long-horizon video generation aims to maintain temporal and spatial consistency along predefined camera trajectories. Existing methods mostly entangle memory m…

cs.CV2026

One2Scene: Geometric Consistent Explorable 3D Scene Generation from a Single Image

Pengfei Wang, Liyi Chen, Zhiyuan Ma +3

Generating explorable 3D scenes from a single image is a highly challenging problem in 3D vision. Existing methods struggle to support free exploration, often producing severe geom…

cs.CV2025

Fast Multi-view Consistent 3D Editing with Video Priors

Liyi Chen, Ruihuang Li, Guowen Zhang +2

Text-driven 3D editing enables user-friendly 3D object or scene editing with text instructions. Due to the lack of multi-view consistency priors, existing methods typically resort…

cs.CV2024

Open Vocabulary 3D Scene Understanding via Geometry Guided Self-Distillation

Pengfei Wang, Yuxi Wang, Shuai Li +3

The scarcity of large-scale 3D-text paired data poses a great challenge on open vocabulary 3D scene understanding, and hence it is popular to leverage internet-scale 2D data and tr…