Author

Xianliang Huang

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#artificial intelligence Preprint Sep 2026

Think Locally, Refine Globally for Memory-Efficient 3D Reconstruction

We propose LoG-VGGT, a memory-efficient framework for long-sequence 3D reconstruction that balances local temporal modeling with global camera consistency. Instead of relying on full global attention, our method introduces cross-window attention at a small subset of transformer blocks, enabling effective information pr...

Jing-Ke Zhou, Chen-Hang Ma, Zhi-Zhou Zhong et al. · 1 citation

Preprint Aug 2026

CoGeo-GS: Concept-Driven and Geometry-Aware Multi-Object Removal in 3D Scenes

CoGeo-GS assigns concept-aware semantic tags to Gaussians, enabling flexible object selection and reducing interference between foreground objects and background structures within a single optimization stage, and introduces a geometry-aware completion pipeline that combines monocular depth priors with diffusion-based r...

Yuan-Xiang Ni, Xian-Liang Huang, Chen-Hang Ma et al. · 0 citations