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Author

Shuhan Shen

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Preprint Sep 2026

HiSfM: Disambiguating Structure-from-Motion via Scaffold-Anchored Hierarchical Reconstruction

Experiments on ambiguity-focused benchmarks and general datasets show that HiSfM prevents ambiguity-induced failures while substantially reducing runtime compared to previous methods, and improves completeness over aggressive sparsification methods.

Zi-Ding Zhao, Hainan Cui, Pei-Lin Tao et al. · 0 citations
Jul 2026

M4World: A Multi-view Multimodal Driving World Model for Interactive Object Manipulation and Minute-long Streaming

M$^\text{4}$World, a Multi-view and Multimodal generative driving world model that synthesizes future surround-view video streams and synchronized LiDAR scans while supporting interactive object Manipulation and stable Minute-long streaming is presented.

Ke Cheng, Hanqiao Ye, Lei Shi et al. · 1 citation
2026

VLGS-SLAM: Visual–Lidar Three-Dimensional Gaussian Splatting Simultaneous Localization and Mapping

Recent studies highlight the effectiveness of 3D Gaussian splatting (3DGS) in visual simultaneous localization and mapping (SLAM) systems, which work well indoors but struggle in large-scale outdoor environments. Typically, lidar data are used to address this issue; however, current multi-modal SLAM systems use 3DGS ma...

Diantao Tu, Wen-Juan Ma, Shuhan Shen · 0 citations

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