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Xinhua Ma

1 accepted papers

2026

Monocular Normal Estimation via Shading Sequence Estimation

ICLR 2026oral

Monocular normal estimation aims to estimate normal map from a single RGB image of an object under arbitrary lighting. Existing methods rely on deep models to directly predict normal maps. However, they often suffer from 3D misalignment: while the estimated normal maps may appear to have an overall…

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