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20202026
most citedHeLiPR: Heterogeneous LiDAR Dataset for inter-LiDAR Place Recognition under Spatiotemporal Variations

2 citations · 2 across the 7 of their papers we have counts for

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cs.RO2026

Cross-Spectral Stereo Inertial Odometry

Seungsang Yun, Hyunsoo Jang, Tai Hyoung Rhee +3

Standard stereo VIO focuses exclusively on the benefit of metric scale via single-spectrum baselines, often overlooking the risks of spectral redundancy. This structural limitation…

cs.RO2026

LEXI-SG: Monocular 3D Scene Graph Mapping with Room-Guided Feed-Forward Reconstruction

Christina Kassab, Hyeonjae Gil, Matías Mattamala +2

Scene graphs are becoming a standard representation for robot navigation, providing hierarchical geometric and semantic scene understanding. However, most scene graph mapping metho…

cs.RO2025

Ephemerality meets LiDAR-based Lifelong Mapping

Hyeonjae Gil, Dongjae Lee, Giseop Kim +1

Lifelong mapping is crucial for the long-term deployment of robots in dynamic environments. In this paper, we present ELite, an ephemerality-aided LiDAR-based lifelong mapping fram…

cs.RO2025

HeLiOS: Heterogeneous LiDAR Place Recognition via Overlap-based Learning and Local Spherical Transformer

Minwoo Jung, Sangwoo Jung, Hyeonjae Gil +1

LiDAR place recognition is a crucial module in localization that matches the current location with previously observed environments. Most existing approaches in LiDAR place recogni…

cs.RO2023★ 2 cited

HeLiPR: Heterogeneous LiDAR Dataset for inter-LiDAR Place Recognition under Spatiotemporal Variations

Minwoo Jung, Wooseong Yang, Dongjae Lee +3

Place recognition is crucial for robot localization and loop closure in simultaneous localization and mapping (SLAM). Light Detection and Ranging (LiDAR), known for its robust sens…