Title
Adaptive-weighted bilateral filtering and other pre-processing techniques for optical coherence tomography.
Abstract
This paper presents novel pre-processing image enhancement algorithms for retinal optical coherence tomography (OCT). These images contain a large amount of speckle causing them to be grainy and of very low contrast. To make these images valuable for clinical interpretation, we propose a novel method to remove speckle, while preserving useful information contained in each retinal layer. The process starts with multi-scale despeckling based on a dual-tree complex wavelet transform (DT-CWT). We further enhance the OCT image through a smoothing process that uses a novel adaptive-weighted bilateral filter (AWBF). This offers the desirable property of preserving texture within the OCT image layers. The enhanced OCT image is then segmented to extract inner retinal layers that contain useful information for eye research. Our layer segmentation technique is also performed in the DT-CWT domain. Finally we describe an OCT/fundus image registration algorithm which is helpful when two modalities are used together for diagnosis and for information fusion.
Year
DOI
Venue
2014
10.1016/j.compmedimag.2014.06.012
Computerized Medical Imaging and Graphics
Keywords
DocType
Volume
Image enhancement,Despeckling,Bilateral filter,DT-CWT,Segmentation,Registration
Journal
38
Issue
ISSN
Citations 
6
0895-6111
7
PageRank 
References 
Authors
0.54
16
8
Name
Order
Citations
PageRank
Nantheera Anantrasirichai110815.60
Lindsay Nicholson2101.99
James E. Morgan3393.67
Irina Erchova4101.31
Katie Mortlock570.54
Rachel V North670.54
Julie Albon770.54
Alin Achim869961.36