Deep Learning Approach to Point Cloud Scene Understanding for Automated Scan to 3D Reconstruction

Author:

Chen Jingdao1,Kira Zsolt2ORCID,Cho Yong K.3ORCID

Affiliation:

1. Ph.D. Student, Institute for Robotics and Intelligent Machines, Georgia Institute of Technology, 777 Atlanta Dr. N.W., Atlanta, GA 30332-0355.

2. Adjunct Professor, School of Interactive Computing, Georgia Institute of Technology, 790 Atlanta Dr. N.W., Atlanta, GA 30332-0355. ORCID: .

3. Associate Professor, School of Civil and Environmental Engineering, Georgia Institute of Technology, 790 Atlanta Dr. N.W., Atlanta, GA 30332-0355 (corresponding author). ORCID: .

Publisher

American Society of Civil Engineers (ASCE)

Subject

Computer Science Applications,Civil and Structural Engineering

Reference41 articles.

1. Adan A. and D. Huber. 2011. “3D reconstruction of interior wall surfaces under occlusion and clutter.” In Proc. Int. Conf. on 3D Imaging Modeling Processing Visualization and Transmission. Piscataway NJ: IEEE.

2. Deviation analysis method for the assessment of the quality of the as-is Building Information Models generated from point cloud data

3. Armeni I. O. Sener A. R. Zamir H. Jiang I. Brilakis M. Fischer and S. Savarese. 2016. “3D semantic parsing of large-scale indoor spaces.” In Proc. 2016 IEEE Conf. on Computer Vision and Pattern Recognition (CVPR) 1534–1543. Piscataway NJ: IEEE.

4. Brock A. T. Lim J. M. Ritchie and N. Weston. 2016. “Generative and discriminative voxel modeling with convolutional neural networks.” In Proc. Neural Information Processing Conf. 1–9. San Diego: Neural Information Processing Systems Foundation.

5. Chang A. X. et al. 2015. “ShapeNet: An information-rich 3D model repository.” Preprint submitted December 9 2015. http://arxiv.org/abs/1512.03012.

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