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cs.CV2026

DTIF: Robust Loop Closure Detection via Delaunay Triangle Topology in Complex Forests

Xin Zhao, Jianping Li, Qin Zou +3

Accurate forest inventory and large-scale mapping are essential for ecosystem monitoring and sustainable forest management. Multiple low-cost edge platforms enable efficient large-…

cs.CV2026

Aerial-ground LiDAR place recognition with patch-level self-supervised learning and expanded reciprocal re-ranking

Yandi Yang, Xianghong Zou, Jianping Li +4

LiDAR place recognition determines one's position on a prior point cloud map. The most studied ground-level LiDAR place recognition suffers from pre-visit requirements, incomplete…

cs.CV2026

TOL: Textual Localization with OpenStreetMap

Youqi Liao, Shuhao Kang, Jingyu Xu +6

Natural language provides an intuitive way to express spatial intent in geospatial applications. While existing localization methods often rely on dense point cloud maps or high-re…

cs.CV2026

WHU-PCPR: A cross-platform heterogeneous point cloud dataset for place recognition in complex urban scenes

Xianghong Zou, Jianping Li, Yandi Yang +4

Point Cloud-based Place Recognition (PCPR) demonstrates considerable potential in applications such as autonomous driving, robot localization and navigation, and map update. In pra…

cs.CV2025

OSMLoc: Single Image-Based Visual Localization in OpenStreetMap with Fused Geometric and Semantic Guidance

Youqi Liao, Xieyuanli Chen, Shuhao Kang +4

OpenStreetMap (OSM), a rich and versatile source of volunteered geographic information (VGI), facilitates human self-localization and scene understanding by integrating nearby visu…

cs.CV2025

LifelongPR: Lifelong point cloud place recognition based on sample replay and prompt learning

Xianghong Zou, Jianping Li, Zhe Chen +4

Point cloud place recognition (PCPR) determines the geo-location within a prebuilt map and plays a crucial role in geoscience and robotics applications such as autonomous driving,…