ShadowCuts: Photometric stereo with shadows

被引:0
|
作者
Chandraker, Manmohan [1 ]
Agarwal, Sameer [2 ]
Kriegman, David [1 ]
机构
[1] Univ Calif San Diego, San Diego, CA 92103 USA
[2] Univ Washington, Comp Sci & Engn, Seattle, WA 98195 USA
关键词
D O I
暂无
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
We present an algorithm for performing Lambertian photometric stereo in the presence of shadows. The algorithm has three novel features. First, a fast graph cuts based method is used to estimate per pixel light source visibility. Second, it allows images to be acquired with multiple illuminants, and there can be fewer images than light sources. This leads to better surface coverage and improves the reconstruction accuracy by enhancing the signal to noise ratio and the condition number of the light source matrix. The ability to use fewer images than light sources means that the imaging effort grows sublinearly with the number of light sources. Finally, the recovered shadow maps are combined with shading information to perform constrained surface normal integration. This reduces the low frequency bias inherent to the normal integration process and ensures that the recovered surface is consistent with the shadowing configuration The algorithm works with as few as four light sources and four images. We report results for light source visibility detection and high quality surface reconstructions for synthetic and real datasets.
引用
收藏
页码:2439 / +
页数:3
相关论文
共 50 条
  • [1] Shadows in Three-Source Photometric Stereo
    Hernandez, Carlos
    Vogiatzis, George
    Cipolla, Roberto
    COMPUTER VISION - ECCV 2008, PT I, PROCEEDINGS, 2008, 5302 : 290 - +
  • [2] Visibility Subspaces: Uncalibrated Photometric Stereo with Shadows
    Sunkavalli, Kalyan
    Zickler, Todd
    Pfister, Hanspeter
    COMPUTER VISION-ECCV 2010, PT II, 2010, 6312 : 251 - 264
  • [3] Overcoming Shadows in 3-Source Photometric Stereo
    Hernandez, Carlos
    Vogiatzis, George
    Cipolla, Roberto
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2011, 33 (02) : 419 - 426
  • [4] Direct Shape Recovery from Photometric Stereo with Shadows
    Mecca, Roberto
    Wetzler, Aaron
    Kimmel, Ron
    Bruckstein, Alfred Marcel
    2013 INTERNATIONAL CONFERENCE ON 3D VISION (3DV 2013), 2013, : 382 - 389
  • [5] Recursive photometric stereo when multiple shadows and highlights are present
    Argyriou, Vasileios
    Petrou, Maria
    2008 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOLS 1-12, 2008, : 3270 - 3275
  • [6] 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
  • [7] On shape recovery using shadows in two-image photometric stereo
    Morii, F
    Hou, ZP
    KNOWLEDGE-BASED INTELLIGENT INFORMATION ENGINEERING SYSTEMS & ALLIED TECHNOLOGIES, PTS 1 AND 2, 2001, 69 : 1335 - 1339
  • [8] Combination Photometric Stereo Using Compactness of Albedo and Surface Normal in the Presence of Shadows and Specular Reflection
    Ienaga, Naoto
    Saito, Hideo
    Tezuka, Kouichi
    Iwamura, Yasumasa
    Shimizu, Masayoshi
    COMPUTER ANALYSIS OF IMAGES AND PATTERNS, CAIP 2015, PT I, 2015, 9256 : 445 - 455
  • [9] The 4-source photometric stereo technique for three-dimensional surfaces in the presence of highlights and shadows
    Barsky, S
    Petrou, M
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2003, 25 (10) : 1239 - 1252
  • [10] Reflective photometric stereo
    Draper, RJ
    Pridmore, TP
    SIXTH INTERNATIONAL CONFERENCE ON IMAGE PROCESSING AND ITS APPLICATIONS, VOL 1, 1997, (443): : 409 - 413