@inproceedings{128516a2b1504c43baa6ec941f7bf71d,
title = "Semi-supervised generative adversarial model for 3D recognition",
abstract = "In this paper, we focus on the issue of 3D point cloud recognition utilizing semi-supervised generative adversarial network, composed of two parts: classification net and generative adversarial net. Using the adversarial criterion, the generator learns to establish the mapping relationship from one-dimensional noise data to 3D point cloud, which can remedy the insufficient data available faced by traditional supervised methods, and the adversarial discriminator acts as a powerful 3D object descriptor to get the point cloud into the right category and eliminate the fake data brought by the generator. In order to fix the rotation problem of point cloud data and improve the recognition performance of the model, we also introduce the spatial transformation networks into the discriminator. Compared with the current supervised and unsupervised methods, the impressive experimental results we show illustrate the effectiveness of the proposed method.",
keywords = "3D point cloud, Adversarial network, Classification, Generative, Semi-supervised, Spatial transformation network",
author = "Haoqian Wang and Shuhao Zhang and Yongbing Zhang and Zhihong Liu",
note = "Publisher Copyright: {\textcopyright} 2019 IEEE.; 2019 IEEE International Conferences on Ubiquitous Computing and Communications and Data Science and Computational Intelligence and Smart Computing, Networking and Services, IUCC/DSCI/SmartCNS 2019 ; Conference date: 21-10-2019 Through 23-10-2019",
year = "2019",
month = oct,
doi = "10.1109/IUCC/DSCI/SmartCNS.2019.00090",
language = "英语",
series = "Proceedings - 2019 IEEE International Conferences on Ubiquitous Computing and Communications and Data Science and Computational Intelligence and Smart Computing, Networking and Services, IUCC/DSCI/SmartCNS 2019",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
pages = "381--385",
booktitle = "Proceedings - 2019 IEEE International Conferences on Ubiquitous Computing and Communications and Data Science and Computational Intelligence and Smart Computing, Networking and Services, IUCC/DSCI/SmartCNS 2019",
address = "美国",
}