Utilizing a deep neural network for robot semantic classification in indoor environments

Abstract The utilization of semantic knowledge has ushered in a new era in robot navigation and localization, enabling heightened information representation. This paper introduces an enhanced semantic classification system that leverages a cost-effective, low-processing LiDAR unit in conjunction wit...

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Bibliographic Details
Main Authors: Tareq Alhmiedat, Osama Moh’d Alia
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-07921-7
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