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TopoSeg: Topology-aware Segmentation for Point Clouds

Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, 2022
Point cloud segmentation plays an important role in AI applications such as autonomous driving, AR, and VR. However, previous point cloud segmentation neural networks rarely pay attention to the topological correctness of the segmentation results. In this paper, focusing on the perspective of topology awareness.
Weiquan Liu   +5 more
openaire   +1 more source

Point attention network for point cloud semantic segmentation

Science China Information Sciences, 2022
Dayong Ren   +6 more
openaire   +2 more sources

Graph Regulation Network for Point Cloud Segmentation

IEEE Transactions on Pattern Analysis and Machine Intelligence
In point cloud, some regions typically exist nodes from multiple categories, i.e., these regions have both homophilic and heterophilic nodes. However, most existing methods ignore the heterophily of edges during the aggregation of the neighborhood node features, which inevitably mixes unnecessary information of heterophilic nodes and leads to blurred ...
Zijin Du   +4 more
openaire   +3 more sources

Point Cloud Segmentation Based on Radial Reflection

2009
This paper introduces a novel 3D segmentation algorithm, which works directly on point clouds to address the problem of partitioning a 3D object into useful sub-parts. In the last few decades, many different algorithms have been proposed in this growing field, but most of them are only working on complete meshes. However, in robotics, computer graphics,
Mario Richtsfeld, Markus Vincze
openaire   +1 more source

Semantic Context Encoding for Accurate 3D Point Cloud Segmentation

IEEE Transactions on Multimedia, 2021
Yinjie Lei, Yulan Guo, Gongjian Wen
exaly  

Linking Points With Labels in 3D: A Review of Point Cloud Semantic Segmentation

IEEE Geoscience and Remote Sensing Magazine, 2020
Xiao Xiang Zhu   +2 more
exaly  

Foreground-Background Segmentation of Sequential Point Clouds

IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium, 2022
Chengzhe Yang   +3 more
openaire   +1 more source

Multi-resolution hierarchical point cloud segmenting

Second International Multi-Symposiums on Computer and Computational Sciences (IMSCCS 2007), 2007
Wanhong Zou, Xiuzi Ye
openaire   +1 more source

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