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Ruizi Yang

3 accepted papers

2025

Uncertainty-Instructed Structure Injection for Generalizable HD Map Construction

CVPR 2025poster

Reliable high-definition (HD) map construction is crucial for the driving safety of autonomous vehicles. While recent studies demonstrate improved performance, their generalization capability across unfamiliar driving scenes remains unexplored. To tackle this issue, we propose UIGenMap, an uncertain…

2024

MGMap: Mask-Guided Learning for Online Vectorized HD Map Construction

CVPR 2024poster

Currently high-definition (HD) map construction leans towards a lightweight online generation tendency which aims to preserve timely and reliable road scene information. However map elements contain strong shape priors. Subtle and sparse annotations make current detection-based frameworks ambiguous…