Title :
Temporal registration for low-quality retinal images of the murine eye
Author :
Andreou, Lenos ; Achim, Alin
Author_Institution :
Dept. of Electr. & Electron. Eng., Univ. of Bristol, Bristol, UK
fDate :
Aug. 31 2010-Sept. 4 2010
Abstract :
This paper presents an investigation into different approaches for segmentation-driven retinal image registration. This constitutes an intermediate step towards detecting changes occurring in the topography of blood vessels, which are caused by disease progression. A temporal dataset of retinal images was collected from small animals (i.e. mice). The perceived low quality of the dataset employed favoured the implementation of a simple registration approach that can cope with rotation, translation and scaling, in the presence of major vascular dissimilarities, distortions, noise, and blurring effects. The proposed approach uses a single control point, i.e. the centroid of the optic disc, and achieves accurate registration by matching points in the pair of input images using mean squared error calculation. A number of alternative, more sophisticated methods have been explored alongside the proposed one. While these other methods could prove valuable and perform reasonably well when applied on good quality images, they generally fail when using the dataset at hand.
Keywords :
biomedical optical imaging; blood vessels; diseases; eye; image denoising; image matching; image registration; image restoration; image segmentation; mean square error methods; medical image processing; blood vessel topography; blurring effects; disease progression; distortions; low-quality retinal images; mean squared error calculation; murine eye; noise; optic disc; point matching; segmentation; temporal registration; vascular dissimilarities; Image registration; Image segmentation; Optical distortion; Optical imaging; Optical sensors; Retina; Wavelet transforms; Animals; Image Interpretation, Computer-Assisted; Mice; Photography; Retina; Tomography;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE
Conference_Location :
Buenos Aires
Print_ISBN :
978-1-4244-4123-5
DOI :
10.1109/IEMBS.2010.5628079