Point convolutional neural networks by extension operators

This paper presents Point Convolutional Neural Networks (PCNN): a novel framework for applying convolutional neural networks to point clouds. The framework consists of two operators: extension and restriction, mapping point cloud functions to volumetric functions and vise-versa. A point cloud convol...

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Bibliographic Details
Published in:ACM transactions on graphics 2018, Vol.37 (4), p.1-12, Article 71
Main Authors: Atzmon, Matan, Maron, Haggai, Lipman, Yaron
Format: Article
Language:English
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