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Home/Authors/Siyuan Bian

Siyuan Bian

1 indexed paper

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Publications per year

1
26

Top categories

Vision×1AI×1

Frequent co-authors

Congrong Xu1×
Jun Gao1×

Research Timeline

2026
Modeling Depth Ambiguity: A Mixture-Density Representation for Flying-Point-Free Depth Estimation

The paper introduces a Mixture-Density Representation (MDA) to model depth ambiguity, effectively eliminating 'flying-point' artifacts at object boundaries by allowing pixels to predict multiple possible depths.

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Papers

cs.CVcs.AIRecentJun 1, 2026

Modeling Depth Ambiguity: A Mixture-Density Representation for Flying-Point-Free Depth Estimation

Siyuan Bian, Congrong Xu, Jun Gao

The paper introduces a Mixture-Density Representation (MDA) to model depth ambiguity, effectively eliminating 'flying-point' artifacts at object boundaries by allowing pixels to predict multiple possi…

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