Title :
Sparse and low rank decomposition based batch image alignment for speckle reduction of retinal OCT images
Author :
Baghaie, Ahmadreza ; D´souza, Roshan M. ; Zeyun Yu
Author_Institution :
Depts. of Electr. Eng., Univ. of Wisconsin-Milwaukee, Milwaukee, WI, USA
Abstract :
Optical Coherence Tomography (OCT) is an emerging technique in the field of biomedical imaging, with applications in ophthalmology, dermatology, coronary imaging etc. Due to the underlying physics, OCT images usually suffer from a granular pattern, called speckle noise, which restricts the process of interpretation. Here, a sparse and low rank decomposition based method is used for speckle reduction in retinal OCT images. This technique works on input data that consists of several B-scans of the same location. The next step is the batch alignment of the images using a sparse and low-rank decomposition based technique. Finally the denoised image is created by median filtering of the low-rank component of the processed data. Simultaneous decomposition and alignment of the images result in better performance in comparison to simple registration-based methods that are used in the literature for noise reduction of OCT images.
Keywords :
biomedical optical imaging; eye; filtering theory; image denoising; image registration; median filters; medical image processing; optical tomography; speckle; B-scans; biomedical imaging; coronary imaging; denoised image; dermatology; granular pattern; input data; low-rank decomposition based batch image alignment; median filtering; noise reduction; ophthalmology; optical coherence tomography; registration-based methods; retinal OCT images; sparse decomposition based batch image alignment; speckle noise; speckle reduction; Adaptive optics; Biomedical optical imaging; Coherence; Noise; Noise reduction; Optical imaging; Speckle; Image Alignment; Optical Coherence Tomography (OCT); Retinal OCT; Sparse and Low-rank Decomposition; Speckle Reduction;
Conference_Titel :
Biomedical Imaging (ISBI), 2015 IEEE 12th International Symposium on
Conference_Location :
New York, NY
DOI :
10.1109/ISBI.2015.7163855