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cs.CV2026

GeoStereo: A Unified Stereo Geometry Estimation Framework for Disparity and Surface Normal

Qizhe Wei, Xianda Guo, Shaocong Xu +3

Stereo matching and surface normal estimation are fundamental tasks in 3D vision. However, existing feed-forward stereo methods still struggle to produce reliable predictions in ch…

cs.CV2026

Monocular Avatar Reconstruction via Cascaded Diffusion Priors and UV-Space Differentiable Shading

Hong Li, Minqi Meng, Yanjun Liang +10

Reconstructing high-fidelity, relightable 3D avatars from a single in-the-wild image is a challenging ill-posed problem, primarily hindered by the scarcity of high-quality PBR data…

cs.CV2026

Relit-LiVE: Relight Video by Jointly Learning Environment Video

Weiqing Xiao, Hong Li, Xiuyu Yang +7

Recent advances have shown that large-scale video diffusion models can be repurposed as neural renderers by first decomposing videos into intrinsic scene representations and then p…

cs.CV2026

UniVidX: A Unified Multimodal Framework for Versatile Video Generation via Diffusion Priors

Houyuan Chen, Hong Li, Xianghao Kong +8

Recent progress has shown that video diffusion models (VDMs) can be repurposed for diverse multimodal graphics tasks. However, existing methods often train separate models for each…

cs.CV2025

Diffusion Knows Transparency: Repurposing Video Diffusion for Transparent Object Depth and Normal Estimation

Shaocong Xu, Songlin Wei, Qizhe Wei +12

Transparent objects remain notoriously hard for perception systems: refraction, reflection and transmission break the assumptions behind stereo, ToF and purely discriminative monoc…

cs.CV2025

PartDiffuser: Part-wise 3D Mesh Generation via Discrete Diffusion

Yichen Yang, Hong Li, Haodong Zhu +4

Existing autoregressive (AR) methods for generating artist-designed meshes struggle to balance global structural consistency with high-fidelity local details, and are susceptible t…

cs.CV2025

NeAR: Coupled Neural Asset-Renderer Stack

Hong Li, Chongjie Ye, Houyuan Chen +12

Neural asset authoring and neural rendering have traditionally evolved as disjoint paradigms: one generates digital assets for fixed graphics pipelines, while the other maps conven…

cs.CV2025

WaveMamba: Wavelet-Driven Mamba Fusion for RGB-Infrared Object Detection

Haodong Zhu, Wenhao Dong, Linlin Yang +10

Leveraging the complementary characteristics of visible (RGB) and infrared (IR) imagery offers significant potential for improving object detection. In this paper, we propose WaveM…

cs.CV2025

Light of Normals: Unified Feature Representation for Universal Photometric Stereo

Houyuan Chen, Hong Li, Chongjie Ye +11

Universal photometric stereo (PS) is defined by two factors: it must (i) operate under arbitrary, unknown lighting conditions and (ii) avoid reliance on specific illumination model…