3D semantic segmentation for high-resolution aerial survey derived point clouds using deep learning (demonstration)

Author:

Xiu Haoyi1,Vinayaraj Poliyapram2,Kim Kyoung-Sook1,Nakamura Ryosuke1,Yan Wanglin3

Affiliation:

1. National Institute of Advanced Industrial Science and Technology (AIST), Tokyo, Japan

2. AIST-Tokyo Tech Real World Big-Data Computation Open Innovation Laboratory (RWBC-OIL), Tokyo, Japan

3. Keio University, Tokyo, Japan

Publisher

ACM

Reference6 articles.

1. Information fusion of aerial images and LIDAR data in urban areas: vector-stacking, re-classification and post-processing approaches

2. Pointnet: Deep learning on point sets for 3d classification and segmentation;Qi Charles R;Proc. Computer Vision and Pattern Recognition (CVPR), IEEE,2017

3. Charles Ruizhongtai Qi Li Yi Hao Su and Leonidas J Guibas. 2017. Pointnet++: Deep hierarchical feature learning on point sets in a metric space. In Advances in Neural Information Processing Systems. 5105--5114. Charles Ruizhongtai Qi Li Yi Hao Su and Leonidas J Guibas. 2017. Pointnet++: Deep hierarchical feature learning on point sets in a metric space. In Advances in Neural Information Processing Systems. 5105--5114.

4. Lyne P Tchapmi Christopher B Choy Iro Armeni Jun Young Gwak and Silvio Savarese. 2017. SEGCloud: Semantic Segmentation of 3D Point Clouds. arXiv preprint arXiv:1710.07563 (2017). Lyne P Tchapmi Christopher B Choy Iro Armeni Jun Young Gwak and Silvio Savarese. 2017. SEGCloud: Semantic Segmentation of 3D Point Clouds. arXiv preprint arXiv:1710.07563 (2017).

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