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Minghui Qin

3 accepted papers

2025

GS-Occ3D: Scaling Vision-only Occupancy Reconstruction with Gaussian Splatting

ICCV 2025poster

Occupancy is crucial for autonomous driving, providing essential geometric priors for perception and planning. However, existing methods predominantly rely on LiDAR-based occupancy annotations, which limits scalability and prevents leveraging vast amounts of potential crowdsourced data for auto-labe…

2025

LONG3R: Long Sequence Streaming 3D Reconstruction

ICCV 2025poster

Recent advancements in multi-view scene reconstruction have been significant, yet existing methods face limitations when processing streams of input images. These methods either rely on time-consuming offline optimization or are restricted to shorter sequences, hindering their applicability in real-…

2024

BotanicGarden: A High-Quality Dataset for Robot Navigation in Unstructured Natural Environments

RA-L 2024

The rapid developments of mobile robotics and autonomous navigation over the years are largely empowered by public datasets for testing and upgrading, such as sensor odometry and SLAM tasks. Impressive demos and benchmark scores have arisen, which may suggest the maturity of existing navigation tech

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