RGB-D camera and graph neural network-based SLAM for dynamic and low-texture environments

Abstract Unmanned systems, such as UAVs, play critical roles in various sectors, including agriculture, logistics, and military applications. The operational effectiveness of unmanned systems in GPS-denied environments, particularly in complex terrains such as subterranean structures and narrow cany...

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Bibliographic Details
Main Authors: Xiaoran Liu, Xiaowei Zhang, Xiaochen Yan, Peng Liu, Haksrun Lao
Format: Article
Language:English
Published: Nature Portfolio 2025-08-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-025-12978-5
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