HeLiPR: Heterogeneous LiDAR dataset for inter-LiDAR place recognition under spatiotemporal variations

The International Journal of Robotics Research Study, Ahead of Publish.
Location acknowledgment is critical for robotic localization and loophole closure in synchronised localization and mapping (BANG). Light Discovery and Ranging (LiDAR), recognized for its durable picking up capacities and dimension uniformity also in differing lighting problems, has actually ended up being essential in numerous areas, going beyond standard imaging sensing units in particular applications. Amongst numerous sorts of LiDAR, rotating LiDARs are commonly made use of, while non-repetitive scanning patterns have actually lately been used in robotics applications. Some LiDARs give extra dimensions such as reflectivity, Near Infrared (NIR), and speed from Regularity regulated continual wave (FMCW) LiDARs. Regardless of these developments, there is an absence of detailed datasets mirroring the wide range of LiDAR arrangements for area acknowledgment. To tackle this concern, our paper suggests the HeLiPR dataset, curated particularly for area acknowledgment with heterogeneous LiDARs, symbolizing spatiotemporal variants. To the very best of our understanding, the HeLiPR dataset is the initial heterogeneous LiDAR dataset sustaining inter-LiDAR area acknowledgment with both non-repetitive and spinning LiDARs, suiting various field of vision (FOV)s and differing varieties of rays. The dataset covers varied atmospheres, from city cityscapes to high-dynamic highways, over a month, boosting flexibility and effectiveness throughout circumstances. Especially, HeLiPR dataset consists of trajectories alongside MulRan series, making it useful for research study in heterogeneous LiDAR area acknowledgment and lasting researches. The dataset comes at https://sites.google.com/view/heliprdataset.

发布者:Minwoo Jung,转转请注明出处:https://robotalks.cn/helipr-heterogeneous-lidar-dataset-for-inter-lidar-place-recognition-under-spatiotemporal-variations/

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