Direct Shape Recovery from Photometric Stereo with Shadows

被引:6
|
作者
Mecca, Roberto [1 ]
Wetzler, Aaron [1 ]
Kimmel, Ron [1 ]
Bruckstein, Alfred Marcel [1 ]
机构
[1] Technion Israel Inst Technol, Dept Comp Sci, IL-32000 Haifa, Israel
关键词
Photometric Stereo; Partial Differential Equations; Shadows;
D O I
10.1109/3DV.2013.57
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Reconstruction of 3D objects based on images is useful in many applications. One of the methods based on multi-image data is the Photometric Stereo technique relying on several photographs of the observed object from the same point of view, each one taken under a different illumination condition. The common approach is to estimate the gradient field of the surface by minimizing a functional, integrating the distance from the camera and thereby obtaining the geometry of the observed object. We propose an alternative method that consists of a novel differential approach for multi-image Photometric Stereo and permits a direct solution of a novel PDE based model without going through the gradient field while naturally dealing with shadowed regions. The mathematical well-posedness of the problem in terms of numerical stability yields a fast algorithm that efficiently converges, even for pictures of sizes in the order of several megapixels affected by noise.
引用
收藏
页码:382 / 389
页数:8
相关论文
共 50 条
  • [31] An improved method of photometric stereo using local shape from shading
    Sakarya, U
    Erkmen, I
    IMAGE AND VISION COMPUTING, 2003, 21 (11) : 941 - 954
  • [32] Albedo recovery using a photometric stereo approach
    Chen, CY
    Klette, R
    Kakarala, R
    16TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL III, PROCEEDINGS, 2002, : 700 - 703
  • [33] Shadows and highlights detection in 4-source colour photometric stereo
    Petrou, M
    Barsky, S
    2001 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL III, PROCEEDINGS, 2001, : 967 - 970
  • [34] Lightweight Photometric Stereo for Facial Details Recovery
    Wang, Xueying
    Guo, Yudong
    Deng, Bailin
    Zhang, Juyong
    2020 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2020, : 737 - 746
  • [35] Direct regularized surface reconstruction from gradients for Industrial Photometric Stereo
    Harker, Matthew
    O'Leary, Paul
    COMPUTERS IN INDUSTRY, 2013, 64 (09) : 1221 - 1228
  • [36] Uncalibrated photometric stereo constrained by intrinsic reflectance image and shape from silhoutte
    Hashimoto, Shuhei
    Miyazaki, Daisuke
    Hiura, Shinsaku
    PROCEEDINGS OF MVA 2019 16TH INTERNATIONAL CONFERENCE ON MACHINE VISION APPLICATIONS (MVA), 2019,
  • [37] SHAPE AND REFLECTANCE OF A POLYHEDRON FROM INTERREFLECTIONS BY 2-IMAGE PHOTOMETRIC STEREO
    YANG, J
    OHNISHI, N
    SUGIE, N
    IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 1994, E77D (09) : 1017 - 1021
  • [38] Shape from shading and photometric stereo using surface approximation by Legendre polynomials
    Sogang Univ, Seoul, Korea, Republic of
    Comput Vision Image Undersanding, 3 (255-270):
  • [39] Shape from shading and photometric stereo using surface approximation by legendre polynomials
    Kim, BH
    Park, RH
    COMPUTER VISION AND IMAGE UNDERSTANDING, 1997, 66 (03) : 255 - 270
  • [40] Surface shape measurement using extended photometric stereo
    Zheng, Zuoyong
    Yang, Bin
    ADVANCED MEASUREMENT AND TEST, PTS 1-3, 2011, 301-303 : 908 - 912