title: Speckle reduction in optical coherence tomography by image registration and matrix completion.
abstract: Speckle noise is problematic in optical coherence tomography (OCT). With the fast scan rate, swept source OCT scans the same position in the retina for multiple times rapidly and computes an average image from the multiple scans for speckle reduction. However, the eye movement poses some challenges. In this paper, we propose a new method for speckle reduction from multiply-scanned OCT slices. The proposed method applies a preliminary speckle reduction on the OCT slices and then registers them using a global alignment followed by a local alignment based on fast iterative diamond search. After that, low rank matrix completion using bilateral random projection is utilized to iteratively estimate the noise and recover the underlying clean image. Experimental results show that the proposed method achieves average contrast to noise ratio 15.65, better than 13.78 by the baseline method used currently in swept source OCT devices. The technology can be embedded into current OCT machines to enhance the image quality for subsequent analysis.
authors.forename: Jun
authors.initials: J
authors.lastname: Cheng
authors.forename: Lixin
authors.initials: L
authors.lastname: Duan
authors.forename: Damon Wing Kee
authors.initials: DW
authors.lastname: Wong
authors.forename: Dacheng
authors.initials: D
authors.lastname: Tao
authors.forename: Masahiro
authors.initials: M
authors.lastname: Akiba
authors.forename: Jiang
authors.initials: J
authors.lastname: Liu
mesh_terms: D000465:Algorithms; D016477:Artifacts; D006801:Humans; D007089:Image Enhancement / Q000379:methods*; D007090:Image Interpretation, Computer-Assisted / Q000379:methods*; D009887:Ophthalmoscopy / Q000379:methods*; D010363:Pattern Recognition, Automated / Q000379:methods*; D015203:Reproducibility of Results; D012680:Sensitivity and Specificity; D013382:Subtraction Technique; D041623:Tomography, Optical Coherence / Q000379:methods*