Three-dimensional speckle reduction in optical coherence tomography through structural guided filtering

Abstract. Optical coherence tomography (OCT) is a high-resolution noninvasive technology used in medical imaging for the spatial visualization of biological tissue. Due to its coherent nature, OCT suffers from speckle noise, which significantly degrades the information content of resulting scans. We introduce a new filtering method for three-dimensional OCT images, inspired by film grain removal techniques. By matching structural relatedness along all dimensions, the algorithm builds up vector paths for every voxel in the image volume representing its structural neighborhood. Then, by considering the information redundancy along these paths, our filter is able to reduce speckle noise significantly while simultaneously preserving structural information. This filter exceeds some common three-dimensional denoising algorithms used for OCT images, both in visual rendering quality and in measurable noise reduction. The noise-reduced results allow for improvement in subsequent processing steps, such as image segmentation.

[1]  Zhihua Ding,et al.  Phase-resolved functional optical coherence tomography: simultaneous imaging of in situ tissue structure, blood flow velocity, standard deviation, birefringence, and Stokes vectors in human skin. , 2002, Optics letters.

[2]  Scott T. Acton,et al.  Speckle reducing anisotropic diffusion , 2002, IEEE Trans. Image Process..

[3]  Donald T. Miller,et al.  Optical coherence tomography speckle reduction by a partially spatially coherent source. , 2005, Journal of biomedical optics.

[4]  J M Schmitt,et al.  Array detection for speckle reduction in optical coherence microscopy , 1997, Physics in medicine and biology.

[5]  L. Rudin,et al.  Nonlinear total variation based noise removal algorithms , 1992 .

[6]  J. Schmitt,et al.  Speckle in optical coherence tomography. , 1999, Journal of biomedical optics.

[7]  Jitendra Malik,et al.  Scale-Space and Edge Detection Using Anisotropic Diffusion , 1990, IEEE Trans. Pattern Anal. Mach. Intell..

[8]  Milindkumar V. Sarode,et al.  Reduction of Speckle Noise and Image Enhancement of Images Using Filtering Technique , 2011 .

[9]  F Forsberg,et al.  Assessment of hybrid speckle reduction algorithms. , 1991, Physics in medicine and biology.

[10]  Kostadinka Bizheva,et al.  Speckle noise reduction algorithm for optical coherence tomography based on interval type II fuzzy set. , 2007, Optics express.

[11]  Eero P. Simoncelli,et al.  Image quality assessment: from error visibility to structural similarity , 2004, IEEE Transactions on Image Processing.

[12]  Zhaoxia Yu,et al.  Speckle attenuation in optical coherence tomography by curvelet shrinkage. , 2009, Optics letters.

[13]  Liang Xiao,et al.  Nonlocal total variation based speckle noise removal method for ultrasound image , 2011, 2011 4th International Congress on Image and Signal Processing.

[14]  J. A. Rod Blais,et al.  Effects and Performance of Speckle Noise Reduction Filters on Active Radar and Sar Images , 2006 .

[15]  J. Duker,et al.  Three-dimensional retinal imaging with high-speed ultrahigh-resolution optical coherence tomography. , 2005, Ophthalmology.

[16]  Michael Pircher,et al.  Measurement and imaging of water concentration in human cornea with differential absorption optical coherence tomography. , 2003, Optics express.

[17]  J. Goodman Some fundamental properties of speckle , 1976 .

[18]  Aydogan Ozcan,et al.  Speckle reduction in optical coherence tomography images using digital filtering. , 2007, Journal of the Optical Society of America. A, Optics, image science, and vision.

[19]  R. Vanithamani,et al.  Performance Analysis of Filters for Speckle Reduction in Medical Ultrasound Images , 2010 .

[20]  Edmund Hui-On Ng Speckle Noise Reduction via Homomorphic Elliptical Threshold Rotations in the Complex Wavelet Domain , 2005 .

[21]  Maciej Wojtkowski,et al.  Efficient Reduction of Speckle Noise in Optical Coherence Tomography References and Links , 2022 .

[22]  Charles Perreault,et al.  Speckle Simulation Based on B-Mode Echographic Image Acquisition Model , 2007, Fourth Canadian Conference on Computer and Robot Vision (CRV '07).

[23]  B. Vakoc,et al.  Speckle Reduction in OCT using Massively-Parallel Detection and Frequency-Domain Ranging. , 2006, Optics express.

[24]  Yazhu Chen,et al.  A diffusion stick method for speckle suppression in ultrasonic images , 2004, Pattern Recognit. Lett..

[25]  R P Salathé,et al.  Spatially incoherent illumination as a mechanism for cross-talk suppression in wide-field optical coherence tomography. , 2004, Optics letters.

[26]  Bruce J. Tromberg,et al.  Three-dimensional speckle suppression in optical coherence tomography based on the curvelet transform , 2010, BiOS.

[27]  A. Fercher,et al.  Speckle reduction in optical coherence tomography by frequency compounding. , 2003, Journal of biomedical optics.

[28]  Alexander Wong,et al.  General Bayesian estimation for speckle noise reduction in optical coherence tomography retinal imagery. , 2010, Optics express.

[29]  Bruce J. Tromberg,et al.  Three-dimensional speckle suppression in optical coherence tomography based on the curvelet transform , 2010, Optics express.

[30]  Mark E. Brezinski,et al.  Evaluation of the adaptive speckle suppression filter for coronary optical coherence tomography imaging , 2000, IEEE Transactions on Medical Imaging.

[31]  Alin Achim,et al.  Novel Bayesian multiscale method for speckle removal in medical ultrasound images , 2001, IEEE Transactions on Medical Imaging.

[32]  G. Ripandelli,et al.  Optical coherence tomography. , 1998, Seminars in ophthalmology.

[33]  J. Fujimoto,et al.  Speckle reduction in optical coherence tomography images by use of a spatially adaptive wavelet filter. , 2004, Optics letters.

[34]  F. Zahedi,et al.  A maximum homogeneity based median filter , 1993 .

[35]  Kostadinka Bizheva,et al.  Interval type-II fuzzy anisotropic diffusion algorithm for speckle noise reduction in optical coherence tomography images. , 2009, Optics express.

[36]  Wolfgang Drexler,et al.  Optical Coherence Tomography (OCT) in ophthalmology: introduction. , 2009, Optics express.

[37]  Shutao Li,et al.  Sparsity based denoising of spectral domain optical coherence tomography images , 2012, Biomedical optics express.

[38]  J. Fujimoto,et al.  Optical Coherence Tomography , 1991, LEOS '92 Conference Proceedings.

[39]  Jong-Sen Lee,et al.  Speckle analysis and smoothing of synthetic aperture radar images , 1981 .

[40]  David L Wilson,et al.  Denoising and 4D visualization of OCT images. , 2008, Optics express.

[41]  Jean-Michel Morel,et al.  A Review of Image Denoising Algorithms, with a New One , 2005, Multiscale Model. Simul..

[42]  Carmen A Puliafito,et al.  Automated detection of retinal layer structures on optical coherence tomography images. , 2005, Optics express.

[43]  C. Shields,et al.  Imaging the Infant Retina with a Hand-held Spectral-Domain Optical Coherence Tomography Device , 2010 .

[44]  Victor S. Frost,et al.  A Model for Radar Images and Its Application to Adaptive Digital Filtering of Multiplicative Noise , 1982, IEEE Transactions on Pattern Analysis and Machine Intelligence.