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Author

Cheng Peng

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Preprint Oct 2026

Less Context, Better Geometry: Masked Geometric Encoder for Robust 3D Foundation Models

Recent progress in 3D foundation models has enabled rapid 3D reconstruction and camera calibration by leveraging learned 3D priors from vast amount of spatial data. However, the all-to-all global attention design leads to quadratic complexity and limits long-sequence inference; unconstrained cross-view interactions als...

Zhi-Min Shao, Xi-Jun Liu, Zhao-Liang Zhang et al. · 0 citations

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