Laser & Optoelectronics Progress, Volume. 58, Issue 14, 1410010(2021)

Colorful 3D Reconstruction from Single Image Based on Deep Learning

Yuzheng Zhu, Yaping Zhang*, and Qiaosheng Feng
Author Affiliations
  • School of Information Science and Technology, Yunnan Normal University, Kunming, Yunnan 650500, China
  • show less
    References(20)

    [2] Zhang Z J, Cheng X J, Cao Y J et al. Application of 3D reconstruction of relic sites combined with laser and vision point cloud[J]. Chinese Journal of Lasers, 47, 1110001(2020).

    [3] Natsume R, Saito S, Huang Z et al. SiCloPe: silhouette-based clothed people[C]. //2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), June 15-20, 2019, Long Beach, CA, USA, 4475-4485(2019).

    [4] Loper M, Mahmood N, Romero J et al. SMPL: a skinned multi-person linear model[J]. ACM transactions on graphics, 34, 248(2015).

    [6] 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, 1912-1920(2015).

    [8] Choy C B, Xu D F, Gwak J et al. 3D-R2N2: a unified approach for single and multi-view 3D object reconstruction[M]. //Leibe B, Matas J, Sebe N, et al. Computer vision-ECCV 2016. Lecture notes in computer science, 9912, 628-644(2016).

    [9] Wu J, Wang Y, Xue T et al. Marrnet: 3D shape reconstruction via 2.5 D sketches[C]. //Advances in Neural Information Processing Systems, December 4-9, 2017, Long Beach, CA, USA, 540-550(2017).

    [12] Kanazawa A, Tulsiani S, Efros A A et al. Learning category-specific mesh reconstruction from image collections[M]. //Ferrari V, Hebert M, Sminchisescu C, et al. Computer vision - ECCV 2018. Lecture notes in computer science, 11219, 371-386(2018).

    [13] Zhou T H, Tulsiani S, Sun W L et al. View synthesis by appearance flow[M]. //Leibe B, Matas J, Sebe N, et al. Computer vision-ECCV 2016. Lecture notes in computer science, 9908, 286-301(2016).

    [14] Liu S C, Chen W K, Li T Y et al. Soft rasterizer: a differentiable renderer for image-based 3D reasoning[C]. //2019 IEEE/CVF International Conference on Computer Vision (ICCV), October 27-November 2, 2019, Seoul, Korea, 7707-7716(2019).

    [15] Wang N Y, Zhang Y D, Li Z W et al. Pixel2Mesh: generating 3D mesh models from single RGB images[C]. //Ferrari V, Hebert M, Sminchisescu C, et al. Computer vision-ECCV 2018. Lecture notes in computer science, 11211, 3-19(2018).

    [16] Kato H, Harada T. Learning view priors for single-view 3D reconstruction[C]. //2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), June 15-20, 2019, Long Beach, CA, USA., 9770-9779(2019).

    [17] Woo S, Park J, Lee J Y et al. CBAM: convolutional block attention module[M]. // Leibe B, Matas J, Sebe N, et al. Computer vision-ECCV 2016. Lecture notes in computer science, 9908, 3-19(2016).

    [18] Hu J, Shen L, Sun G. Squeeze-and-excitation networks[C]. //2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition, June 18-23, 2018, Salt Lake City, UT, USA., 7132-7141(2018).

    [19] Mescheder L, Oechsle M, Niemeyer M et al. Occupancy networks: learning 3D reconstruction in function space[C]. //2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), June 15-20, 2019, Long Beach, CA, USA, 4455-4465(2019).

    [20] Fan H Q, Su H, Guibas L. A point set generation network for 3D object reconstruction from a single image[C]. //2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), July 21-26, 2017, Honolulu, HI, USA., 2463-2471(2017).

    Tools

    Get Citation

    Copy Citation Text

    Yuzheng Zhu, Yaping Zhang, Qiaosheng Feng. Colorful 3D Reconstruction from Single Image Based on Deep Learning[J]. Laser & Optoelectronics Progress, 2021, 58(14): 1410010

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category: Image Processing

    Received: Oct. 10, 2020

    Accepted: Nov. 14, 2020

    Published Online: Jul. 6, 2021

    The Author Email: Zhang Yaping (zhangyp@ynnu.edu.cn)

    DOI:10.3788/LOP202158.1410010

    Topics