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3D Point Cloud Generative Adversarial Network Based on Tree Structured Graph Convolutions

3D Point Cloud Generative Adversarial Network Based on Tree Structured Graph Convolutions

In this paper, we propose a novel generative adversarial network (GAN) for 3D point clouds generation, which is called tree-GAN. To achieve state-of-the-art performance for multi-class 3D point cloud generation, a tree-structured graph convolution network (TreeGCN) is introduced as a generator for tree-GAN. Because TreeGCN performs graph convolutions within a …