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Author

Meng Zheng

2 papers indexed here

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Preprint Oct 2026

Direct Conditional Parameterization for N-Dimensional Splatting

N-dimensional splatting extends 3D Gaussian Splatting with view direction and time to model view-dependent and dynamic effects. Each primitive is lifted into a joint distribution over position and conditioning variables, then conditionally sliced at each rendering query. N-DGS and UBS share this step across Gaussian an...

Zhong-Pai Gao, B. Planche, Van Nguyen Nguyen et al. · 0 citations
Preprint Oct 2026

SCOPE-4D: Endoscopic 4D Geometry Foundation Models

Geometric understanding supports endoscopic navigation and robotic assistance, but learning reliable endoscopic geometry faces two challenges: scarce geometric annotations and ambiguity between camera motion and tissue deformation. We present SCOPE-4D, an endoscopic 4D geometry foundation model that jointly predicts ca...

Chao-Yi Zhou, Zhong-Pai Gao, Anwesa Choudhuri et al. · 0 citations

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