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TopoSeg: Topology-aware Segmentation for Point Clouds
Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, 2022Point 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
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Point attention network for point cloud semantic segmentation
Science China Information Sciences, 2022Dayong Ren +6 more
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Graph Regulation Network for Point Cloud Segmentation
IEEE Transactions on Pattern Analysis and Machine IntelligenceIn 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
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Point Cloud Segmentation Based on Radial Reflection
2009This 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
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Semantic Context Encoding for Accurate 3D Point Cloud Segmentation
IEEE Transactions on Multimedia, 2021Yinjie 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, 2020Xiao Xiang Zhu +2 more
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Foreground-Background Segmentation of Sequential Point Clouds
IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium, 2022Chengzhe Yang +3 more
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Multi-resolution hierarchical point cloud segmenting
Second International Multi-Symposiums on Computer and Computational Sciences (IMSCCS 2007), 2007Wanhong Zou, Xiuzi Ye
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