• DocumentCode
    454980
  • Title

    Multi-Dimensional Denoising of Real-Time Oct Imaging Data

  • Author

    Ralston, Tyler S. ; Atkinson, Ian ; Kamalabadi, Farzad ; Boppart, Stephen A.

  • Author_Institution
    Beckman Inst. for Adv. Sci. & Technol., Illinois Univ., Urbana, IL
  • Volume
    2
  • fYear
    2006
  • fDate
    14-19 May 2006
  • Abstract
    We present a novel scheme for blind suppression of noise from a sequence of optical coherence tomography (OCT) images, such as those collected on a real-time OCT imaging system. In contrast to virtually all existing approaches to OCT denoising, our technique is specifically aimed at collections of images and is able to exploit the correlations among those images. The proposed method approximates the optimal linear denoising operator for log-transformed data using a 2-D discrete wavelet transform (DWT) to decorrelate in space and the discrete Fourier transform (DFT), or an estimated transform, to decorrelate in time. Decorrelated coefficients are then denoised and converted back to the image domain to produce denoised OCT images. Real-time OCT data processed with this technique shows significant reduction in noise
  • Keywords
    biomedical optical imaging; discrete Fourier transforms; discrete wavelet transforms; image denoising; image sequences; medical image processing; optical tomography; 2D discrete wavelet transform; DFT; DWT; discrete Fourier transform; log-transformed data; multidimensional denoising; noise blind suppression; optical coherence tomography; optimal linear denoising operator; real-time OCT imaging data; Decorrelation; Discrete Fourier transforms; Discrete wavelet transforms; Fourier transforms; Linear approximation; Noise reduction; Optical imaging; Optical noise; Real time systems; Tomography;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing, 2006. ICASSP 2006 Proceedings. 2006 IEEE International Conference on
  • Conference_Location
    Toulouse
  • ISSN
    1520-6149
  • Print_ISBN
    1-4244-0469-X
  • Type

    conf

  • DOI
    10.1109/ICASSP.2006.1660551
  • Filename
    1660551