Multi-view Stereo Combined with Space Propagation and Pixel-level Refinement

被引:2
作者
Huang, Wenjie [1 ]
Sun, Kun [1 ]
Tao, Wenbing [1 ]
机构
[1] Huazhong Univ Sci & Technol, Sch Automat, Natl Key Lab Sci & Technol Multispectral Informat, Wuhan 430074, Hubei, Peoples R China
来源
PROCEEDINGS 2017 4TH IAPR ASIAN CONFERENCE ON PATTERN RECOGNITION (ACPR) | 2017年
基金
中国国家自然科学基金;
关键词
Multi-view stereo; Space propagation; Pixel-level refinement;
D O I
10.1109/ACPR.2017.93
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes a new general framework for multi-view dense reconstruction. We divide the dense reconstruction into three parts: depth map extraction, optimization and fusion, and we proposed some new ideas in each part. We extract depth maps by introducing space propagation, then we iterate between pixel-level updating and filtering for depth map optimization. At last, depth map fusion is executed in a highly parallel way. Our algorithm has been validated on various benchmarks and crowded scene data, and has achieved very good results in terms of efficiency, accuracy and completeness.
引用
收藏
页码:208 / 213
页数:6
相关论文
共 17 条
  • [1] [Anonymous], 2010, INT J VIRTUAL REALIT
  • [2] [Anonymous], 2006, 2006 IEEE COMP SOC C
  • [3] [Anonymous], MACHINE VISION APPL
  • [4] [Anonymous], 2008, 2008 IEEE Conference on Computer Vision and Pattern Recognition, DOI DOI 10.1109/CVPR.2008.4587706
  • [5] PatchMatch: A Randomized Correspondence Algorithm for Structural Image Editing
    Barnes, Connelly
    Shechtman, Eli
    Finkelstein, Adam
    Goldman, Dan B.
    [J]. ACM TRANSACTIONS ON GRAPHICS, 2009, 28 (03):
  • [6] PatchMatch Stereo - Stereo Matching with Slanted Support Windows
    Bleyer, Michael
    Rhemann, Christoph
    Rother, Carsten
    [J]. PROCEEDINGS OF THE BRITISH MACHINE VISION CONFERENCE 2011, 2011,
  • [7] Accurate, Dense, and Robust Multiview Stereopsis
    Furukawa, Yasutaka
    Ponce, Jean
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2010, 32 (08) : 1362 - 1376
  • [8] Massively Parallel Multiview Stereopsis by Surface Normal Diffusion
    Galliani, Silvano
    Lasinger, Katrin
    Schindler, Konrad
    [J]. 2015 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV), 2015, : 873 - 881
  • [9] Multi-view stereo for community photo collections
    Goesele, Michael
    Snavely, Noah
    Curless, Brian
    Hoppe, Hugues
    Seitz, Steven M.
    [J]. 2007 IEEE 11TH INTERNATIONAL CONFERENCE ON COMPUTER VISION, VOLS 1-6, 2007, : 825 - +
  • [10] Joint 3D Scene Reconstruction and Class Segmentation
    Haene, Christian
    Zach, Christopher
    Cohen, Andrea
    Angst, Roland
    Pollefeys, Marc
    [J]. 2013 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2013, : 97 - 104