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20242026
most citedMasked AutoDecoder is Effective Multi-Task Vision Generalist

1 citations · 1 across the 9 of their papers we have counts for

collaborators

16 papers

cs.CV2026

STS-Mixer: Spatio-Temporal-Spectral Mixer for 4D Point Cloud Video Understanding

Wenhao Li, Xueying Jiang, Gongjie Zhang +3

4D point cloud videos capture rich spatial and temporal dynamics of scenes which possess unique values in various 4D understanding tasks. However, most existing methods work in the…

cs.CV2026

L3DR: 3D-aware LiDAR Diffusion and Rectification

Quan Liu, Xiaoqin Zhang, Ling Shao +1

Range-view (RV) based LiDAR diffusion has recently made huge strides towards 2D photo-realism. However, it neglects 3D geometry realism and often generates various RV artifacts suc…

cs.CV2025

MuSASplat: Efficient Sparse-View 3D Gaussian Splats via Lightweight Multi-Scale Adaptation

Muyu Xu, Fangneng Zhan, Xiaoqin Zhang +2

Sparse-view 3D Gaussian splatting seeks to render high-quality novel views of 3D scenes from a limited set of input images. While recent pose-free feed-forward methods leveraging p…

cs.CV2025

A Comprehensive Study on Visual Token Redundancy for Discrete Diffusion-based Multimodal Large Language Models

Duo Li, Zuhao Yang, Xiaoqin Zhang +2

Discrete diffusion-based multimodal large language models (dMLLMs) have emerged as a promising alternative to autoregressive MLLMs thanks to their advantages in parallel decoding a…

cs.CV2025

Spatial Preference Rewarding for MLLMs Spatial Understanding

Han Qiu, Peng Gao, Lewei Lu +3

Multimodal large language models~(MLLMs) have demonstrated promising spatial understanding capabilities, such as referencing and grounding object descriptions. Despite their succes…

cs.CV2025

PCR-GS: COLMAP-Free 3D Gaussian Splatting via Pose Co-Regularizations

Yu Wei, Jiahui Zhang, Xiaoqin Zhang +2

COLMAP-free 3D Gaussian Splatting (3D-GS) has recently attracted increasing attention due to its remarkable performance in reconstructing high-quality 3D scenes from unposed images…