• DocumentCode
    463552
  • Title

    Depth Detection of Light Field

  • Author

    Kao, Yi-Hao ; Liang, Chia-Kai ; Chang, Li-Wen ; Chen, Homer H.

  • Author_Institution
    Nat. Taiwan Univ., Taipei
  • Volume
    1
  • fYear
    2007
  • fDate
    15-20 April 2007
  • Abstract
    We propose an algorithm to detect depths in a light field. Specifically, given a 4D light field, we find all planes at which objects are located. Although the exact depth of each pixel in the space is left unknown, the partial information obtained is very useful for many applications, such as synthetic aperture photography and all-focused rendering. Our algorithm measures the degree of focus of different planes by calculating the ratio of high frequencies to the low frequencies. To handle different depth distributions, we reformulate the maximum detection problem to a maximum-cover problem that can be solved efficiently by dynamic programming. Compared with auto-focusing and per-pixel depth estimation, our algorithm is much faster yet sufficiently accurate.
  • Keywords
    dynamic programming; image processing; all-focused rendering; depth distributions; dynamic programming; light field depth detection; maximum detection problem; maximum-cover problem; per-pixel depth estimation; synthetic aperture photography; Adaptive optics; Cameras; Dynamic programming; Focusing; Frequency; Layout; Optical arrays; Optical filters; Photography; Rendering (computer graphics); Light field; depth detection; focusing; image-based rendering;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing, 2007. ICASSP 2007. IEEE International Conference on
  • Conference_Location
    Honolulu, HI
  • ISSN
    1520-6149
  • Print_ISBN
    1-4244-0727-3
  • Electronic_ISBN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.2007.366052
  • Filename
    4217224