Enhancing Highway Scene Understanding: A Novel Data Augmentation Approach for Vehicle-Mounted LiDAR Point Cloud Segmentation

The intelligent extraction of highway assets is pivotal for advancing transportation infrastructure and autonomous systems, yet traditional methods relying on manual inspection or 2D imaging struggle with sparse, occluded environments, and class imbalance. This study proposes an enhanced MinkUNet-ba...

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Bibliographic Details
Main Authors: Dalong Zhou, Yuanyang Yi, Yu Wang, Zhenfeng Shao, Yanjun Hao, Yuyan Yan, Xiaojin Zhao, Junkai Guo
Format: Article
Language:English
Published: MDPI AG 2025-06-01
Series:Remote Sensing
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Online Access:https://www.mdpi.com/2072-4292/17/13/2147
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