Literature DB >> 24049697

Stochastic speckle noise compensation in optical coherence tomography using non-stationary spline-based speckle noise modelling.

Andrew Cameron1, Dorothy Lui, Ameneh Boroomand, Jeffrey Glaister, Alexander Wong, Kostadinka Bizheva.   

Abstract

Optical coherence tomography (OCT) allows for non-invasive 3D visualization of biological tissue at cellular level resolution. Often hindered by speckle noise, the visualization of important biological tissue details in OCT that can aid disease diagnosis can be improved by speckle noise compensation. A challenge with handling speckle noise is its inherent non-stationary nature, where the underlying noise characteristics vary with the spatial location. In this study, an innovative speckle noise compensation method is presented for handling the non-stationary traits of speckle noise in OCT imagery. The proposed approach centers on a non-stationary spline-based speckle noise modeling strategy to characterize the speckle noise. The novel method was applied to ultra high-resolution OCT (UHROCT) images of the human retina and corneo-scleral limbus acquired in-vivo that vary in tissue structure and optical properties. Test results showed improved performance of the proposed novel algorithm compared to a number of previously published speckle noise compensation approaches in terms of higher signal-to-noise ratio (SNR), contrast-to-noise ratio (CNR) and better overall visual assessment.

Entities:  

Keywords:  (030.6140) Speckle; (100.2980) Image enhancement; (100.3010) Image reconstruction techniques; (110.4500) Optical coherence tomography; (170.4460) Ophthalmic optics and devices

Year:  2013        PMID: 24049697      PMCID: PMC3771847          DOI: 10.1364/BOE.4.001769

Source DB:  PubMed          Journal:  Biomed Opt Express        ISSN: 2156-7085            Impact factor:   3.732


  22 in total

1.  General Bayesian estimation for speckle noise reduction in optical coherence tomography retinal imagery.

Authors:  Alexander Wong; Akshaya Mishra; Kostadinka Bizheva; David A Clausi
Journal:  Opt Express       Date:  2010-04-12       Impact factor: 3.894

2.  Improved adaptive complex diffusion despeckling filter.

Authors:  Rui Bernardes; Cristina Maduro; Pedro Serranho; Adérito Araújo; Sílvia Barbeiro; José Cunha-Vaz
Journal:  Opt Express       Date:  2010-11-08       Impact factor: 3.894

3.  Speckle reduction in optical coherence tomography images by use of a spatially adaptive wavelet filter.

Authors:  Desmond C Adler; Tony H Ko; James G Fujimoto
Journal:  Opt Lett       Date:  2004-12-15       Impact factor: 3.776

4.  Image enhancement based on a nonlinear multiscale method.

Authors:  F Sattar; L Floreby; G Salomonsson; B Lovstrom
Journal:  IEEE Trans Image Process       Date:  1997       Impact factor: 10.856

5.  Image denoising using scale mixtures of Gaussians in the wavelet domain.

Authors:  Javier Portilla; Vasily Strela; Martin J Wainwright; Eero P Simoncelli
Journal:  IEEE Trans Image Process       Date:  2003       Impact factor: 10.856

6.  Speckle reducing anisotropic diffusion.

Authors:  Yongjian Yu; Scott T Acton
Journal:  IEEE Trans Image Process       Date:  2002       Impact factor: 10.856

7.  Speckle reduction in optical coherence tomography images using digital filtering.

Authors:  Aydogan Ozcan; Alberto Bilenca; Adrien E Desjardins; Brett E Bouma; Guillermo J Tearney
Journal:  J Opt Soc Am A Opt Image Sci Vis       Date:  2007-07       Impact factor: 2.129

8.  Speckle noise reduction algorithm for optical coherence tomography based on interval type II fuzzy set.

Authors:  Prabakar Puvanathasan; Kostadinka Bizheva
Journal:  Opt Express       Date:  2007-11-26       Impact factor: 3.894

9.  Megahertz OCT for ultrawide-field retinal imaging with a 1050 nm Fourier domain mode-locked laser.

Authors:  Thomas Klein; Wolfgang Wieser; Christoph M Eigenwillig; Benjamin R Biedermann; Robert Huber
Journal:  Opt Express       Date:  2011-02-14       Impact factor: 3.894

10.  Array detection for speckle reduction in optical coherence microscopy.

Authors:  J M Schmitt
Journal:  Phys Med Biol       Date:  1997-07       Impact factor: 3.609

View more
  9 in total

1.  Pixel-based speckle adjustment for noise reduction in Fourier-domain OCT images.

Authors:  Anqi Zhang; Jiefeng Xi; Jitao Sun; Xingde Li
Journal:  Biomed Opt Express       Date:  2017-02-21       Impact factor: 3.732

2.  Speckle noise reduction in optical coherence tomography images based on edge-sensitive cGAN.

Authors:  Yuhui Ma; Xinjian Chen; Weifang Zhu; Xuena Cheng; Dehui Xiang; Fei Shi
Journal:  Biomed Opt Express       Date:  2018-10-02       Impact factor: 3.732

3.  3-D Adaptive Sparsity Based Image Compression With Applications to Optical Coherence Tomography.

Authors:  Leyuan Fang; Shutao Li; Xudong Kang; Joseph A Izatt; Sina Farsiu
Journal:  IEEE Trans Med Imaging       Date:  2015-01-01       Impact factor: 10.048

4.  Statistical model for OCT image denoising.

Authors:  Muxingzi Li; Ramzi Idoughi; Biswarup Choudhury; Wolfgang Heidrich
Journal:  Biomed Opt Express       Date:  2017-08-01       Impact factor: 3.732

5.  Enhancement of morphological and vascular features in OCT images using a modified Bayesian residual transform.

Authors:  Bingyao Tan; Alexander Wong; Kostadinka Bizheva
Journal:  Biomed Opt Express       Date:  2018-04-27       Impact factor: 3.732

6.  Convolutional dictionary learning for blind deconvolution of optical coherence tomography images.

Authors:  Junzhe Wang; Brendt Wohlberg; R B A Adamson
Journal:  Biomed Opt Express       Date:  2022-03-03       Impact factor: 3.562

7.  Beyond Retinal Layers: A Deep Voting Model for Automated Geographic Atrophy Segmentation in SD-OCT Images.

Authors:  Zexuan Ji; Qiang Chen; Sijie Niu; Theodore Leng; Daniel L Rubin
Journal:  Transl Vis Sci Technol       Date:  2018-01-02       Impact factor: 3.283

Review 8.  Past, present and future role of retinal imaging in neurodegenerative disease.

Authors:  Amir H Kashani; Samuel Asanad; Jane W Chan; Maxwell B Singer; Jiong Zhang; Mona Sharifi; Maziyar M Khansari; Farzan Abdolahi; Yonggang Shi; Alessandro Biffi; Helena Chui; John M Ringman
Journal:  Prog Retin Eye Res       Date:  2021-01-15       Impact factor: 19.704

9.  Noise-compensated homotopic non-local regularized reconstruction for rapid retinal optical coherence tomography image acquisitions.

Authors:  Chenyi Liu; Alexander Wong; Paul Fieguth; Kostadinka Bizheva; Hongxia Bie
Journal:  BMC Med Imaging       Date:  2014-10-15       Impact factor: 1.930

  9 in total

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