• DocumentCode
    639053
  • Title

    Real-time denoising of ToF measurements by spatio-temporal non-local mean filtering

  • Author

    Georgiev, Mihail ; Gotchev, Atanas ; Hannuksela, Miska

  • Author_Institution
    Tampere Univ. of Technol., Tampere, Finland
  • fYear
    2013
  • fDate
    15-19 July 2013
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    This work addresses the problem of denoising of range data obtained by ToF continuous signal modulation camera working in low-power mode. The proposed approach is based on non-local mean filtering applied over extensive spatio-temporal block search in complex-valued signal domain. The extensive search allows for using shorter integration times of the range sensors and leads to an effective overcomplete structure suitable for denoising. The filter structure is optimized for real-time operation and achieves O(1) performance for arbitrary patch size by utilizing summed area tables and look-up table data fetching. The experimental results show practically the same performance while compared with state-of-the-art approaches, for greatly improved speed.
  • Keywords
    filtering theory; image denoising; ToF continuous signal modulation camera; ToF measurements; arbitrary patch size; complex-valued signal domain; filter structure; look-up table data fetching; range data denoising; real-time denoising; spatio-temporal nonlocal mean filtering; summed area tables; time-of-flight; Filtering; Gold; Measurement uncertainty; Noise; Noise measurement; Noise reduction; Sensors; PMD; Photonic Mixer Device; Time-of-Flight; ToF; denoising; integral summed tables; non-local means; range sensor;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Multimedia and Expo Workshops (ICMEW), 2013 IEEE International Conference on
  • Conference_Location
    San Jose, CA
  • Type

    conf

  • DOI
    10.1109/ICMEW.2013.6618384
  • Filename
    6618384