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Shiyuan Chen

4 accepted papers

2026

Unleashing Semantic and Geometric Priors for 3D Scene Completion

AAAI 2026technical

Camera-based 3D semantic scene completion (SSC) provides dense geometric and semantic perception for autonomous driving and robotic navigation. However, existing methods rely on a coupled encoder to deliver both semantic and geometric priors, which forces the model to make a trade-off between confli

Cited by 0SourcePDFScholar
2024

A Vision-Centric Approach for Static Map Element Annotation

ICRA 2024poster

The recent development of online static map element (a.k.a. HD Map) construction algorithms has raised a vast demand for data with ground truth annotations. However, available public datasets currently cannot provide high-quality training data regarding consistency and accuracy. To this end, we pres…

Cited by 3SourcecodeScholar
2017

The datum particle filter: Localization for objects with coupled geometric datums

IROS 2017poster

In this paper, we propose a touch-based localization approach for a potentially large and complex object with multiple internal degrees of freedom. Should a task only require a partial localization of the object, our method selects the appropriate information gathering actions to register the desire…

Cited by 3SourceScholar