4.5 Article

Multiframe denoising of high-speed optical coherence tomography data using interframe and intraframe priors

Journal

JOURNAL OF BIOMEDICAL OPTICS
Volume 20, Issue 3, Pages -

Publisher

SPIE-SOC PHOTO-OPTICAL INSTRUMENTATION ENGINEERS
DOI: 10.1117/1.JBO.20.3.036006

Keywords

optical coherence tomography; multiframe denoising; interframe prior; intraframe prior

Funding

  1. National Natural Science Foundation of China [61171119, 61120106003, 61327902]

Ask authors/readers for more resources

Optical coherence tomography (OCT) is an important interferometric diagnostic technique, which provides cross-sectional views of biological tissues' subsurface microstructures. However, the imaging quality of high-speed OCT is limited by the large speckle noise. To address this problem, we propose a multiframe algorithmic method to denoise OCT volume. Mathematically, we build an optimization model which forces the temporally registered frames to be low-rank and the gradient in each frame to be sparse, under the constraints from logarithmic image formation and nonuniform noise variance. In addition, a convex optimization algorithm based on the augmented Lagrangian method is derived to solve the above model. The results reveal that our approach outperforms the other methods in terms of both speckle noise suppression and crucial detail preservation. (C) 2015 Society of Photo-Optical Instrumentation Engineers (SPIE)

Authors

I am an author on this paper
Click your name to claim this paper and add it to your profile.

Reviews

Primary Rating

4.5
Not enough ratings

Secondary Ratings

Novelty
-
Significance
-
Scientific rigor
-
Rate this paper

Recommended

No Data Available
No Data Available