Multi-scale sparse convolution and point convolution adaptive fusion point cloud semantic segmentation method

Abstract Semantic segmentation of LIDAR point clouds is essential for autonomous driving. However, current methods often suffer from low segmentation accuracy and feature redundancy. To address these issues, this paper proposes a novel approach based on adaptive fusion of multi-scale sparse convolut...

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Bibliographic Details
Main Authors: Yuxuan Bi, Peng Liu, Tianyi Zhang, Jialin Shi, Caixia Wang
Format: Article
Language:English
Published: Nature Portfolio 2025-02-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-025-88905-5
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