Laser & Optoelectronics Progress, Volume. 57, Issue 24, 241019(2020)
Point Cloud Completion Network Based on Multibranch Structure
[1] Wu Z R, Song S R, Khosla A et al. 3D ShapeNets: a deep representation for volumetric shapes. [C]∥2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 7-12, 2015, Boston, MA, USA. New York: IEEE, 1912-1920(2015).
[2] Geiger A, Lenz P, Urtasun R. Are we ready for autonomous driving? the KITTI vision benchmark suite. [C]∥2012 IEEE Conference on Computer Vision and Pattern Recognition, June 16-21, 2012, Providence, RI, USA. New York: IEEE, 3354-3361(2012).
[3] Berger M, Tagliasacchi A, Seversky L et al. State of the art in surface reconstruction from point clouds. [C]∥Eurographics 2014 - State of the Art Reports, April 7-11, 2014, Strasbourg, France. Girona: ViRVIG, 161-185(2014).
[4] Davis J, Marschner S R, Garr M et al. Filling holes in complex surfaces using volumetric diffusion. [C]∥Proceedings of First International Symposium on 3D Data Processing Visualization and Transmission, June 19-21, 2002, Padova, Italy. New York: IEEE, 428-441(2002).
[5] Mitra N J, Guibas L J, Pauly M et al. Partial and approximate symmetry detection for 3D geometry[J]. ACM Transactions on Graphics, 25, 560-568(2006).
[7] Han F, Zhu S C. Bottom-up/top-down image parsing with attribute grammar[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 31, 59-73(2009).
[8] Li Y Y, Dai A, Guibas L et al. Database-assisted object retrieval for real-time 3D reconstruction[J]. Computer Graphics Forum, 34, 435-446(2015).
[9] Felzenszwalb P F, Girshick R B. McAllester D, et al. Object detection with discriminatively trained part-based models[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 32, 1627-1645(2010).
[10] Gupta S, Arbelae P, Girshick R et al. Aligning 3D models to RGB-D images of cluttered scenes. [C]∥2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 7-12, 2015, Boston, MA, USA. New York: IEEE, 4731-4740(2015).
[16] Dai A, Qi C R, Nieβner M. Shape completion using 3D-encoder-predictor CNNs and shape synthesis. [C]∥2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), July 21-26, 2017, Honolulu, HI, USA. New York: IEEE, 6545-6554(2017).
[17] Song S R, Yu F, Zeng A et al. Semantic scene completion from a single depth image. [C]∥2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), July 21-26, 2017, Honolulu, HI, USA. New York: IEEE, 190-198(2017).
[18] Yuan W T, Khot T, Held D et al. PCN: point completion network. [C]∥2018 International Conference on 3D Vision (3DV), September 5-8, 2018, Verona, Italy. New York: IEEE, 728-737(2018).
[19] Charles R Q, Hao S, Mo K C et al. PointNet: deep learning on point sets for 3D classification and segmentation. [C]∥2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), July 21-26, 2017, Honolulu, HI, USA. New York: IEEE, 77-85(2017).
[20] Yang Y Q, Feng C, Shen Y et al[2020-04-30]. FoldingNet: point cloud auto-encoder via deep grid deformation [2020-04-30].https:∥arxiv., org/abs/1712, 07262.
[21] Dai A, Chang A X, Savva M et al. ScanNet: richly-annotated 3D reconstructions of indoor scenes. [C]∥IEEE Conference on Computer Vision and Pattern Recognition (CVPR), July 22-25, 2017, Honolulu, Hawaii. New York: IEEE, 2432-2443(2017).
[22] Armeni I, Sax S, Zamir A R et al[2020-04-23]. Joint 2D-3D-semantic data for indoor scene understanding [2020-04-23].https:∥arxiv., org/abs/1702, 01105.
[23] Kingma D P, Ba J[2020-04-20]. Adam: a method for stochastic optimization [2020-04-20].https:∥arxiv., org/abs/1412, 6980.
[24] Fan H Q, Su H, Guibas L[2020-04-25]. A point set generation network for 3D object reconstruction from a single image [2020-04-25].https:∥arxiv., org/abs/1612, 00603.
Get Citation
Copy Citation Text
Kaiqian Luo, Jiangping Zhu, Pei Zhou, Zhijuan Duan, Hailong Jing. Point Cloud Completion Network Based on Multibranch Structure[J]. Laser & Optoelectronics Progress, 2020, 57(24): 241019
Category: Image Processing
Received: May. 6, 2020
Accepted: Jun. 24, 2020
Published Online: Dec. 2, 2020
The Author Email: Zhu Jiangping (zjp16@scu.edu.cn)