Title :
Adaptive-weighted bilateral filtering for optical coherence tomography
Author :
Anantrasirichai, N. ; Nicholson, Lindsay ; Morgan, James E. ; Erchova, Irina ; Achim, Alin
Author_Institution :
Visual Inf. Lab., Univ. of Bristol, Bristol, UK
Abstract :
This paper presents an image enhancement method for retinal optical coherence tomography (OCT) images. Raw OCT images contain a large amount of speckle which causes images to be grainy and very low contrast. The raw OCT images thus need to be processed before any clinical interpretation is made. 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). Then, 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 images. Glaucoma classification results confirm that our method can significantly enhance the clinical usefulness of OCT images.
Keywords :
adaptive filters; eye; image denoising; image enhancement; image texture; medical image processing; optical tomography; smoothing methods; trees (mathematics); wavelet transforms; AWBF; DT-CWT; OCT image; adaptive-weighted bilateral filtering; dual-tree complex wavelet transform; glaucoma classification; image enhancement; multiscale despeckling; retinal optical coherence tomography; smoothing process; Adaptive optics; Biomedical optical imaging; Noise; Optical imaging; Retina; Speckle; Tomography; DT-CWT; bilateral filter; despeckling; image enhancement;
Conference_Titel :
Image Processing (ICIP), 2013 20th IEEE International Conference on
Conference_Location :
Melbourne, VIC
DOI :
10.1109/ICIP.2013.6738229