4.7 Article

Fast and robust optic disc detection using pyramidal decomposition and Hausdorff-based template matching

期刊

IEEE TRANSACTIONS ON MEDICAL IMAGING
卷 20, 期 11, 页码 1193-1200

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IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/42.963823

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ophthalmic imaging; image analysis; image segmentation; template matching

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We report about the design and test of an image processing algorithm for the localization of the optic disk (OD) in low-resolution (about 20 mu /pixel) color fundus images. The design relies on the combination of two procedures: 1) a Hausdorff-based template matching technique on edge map, guided by 2) a pyramidal decomposition for large scale object tracking. The two approaches are tested against a database of 40 images of various visual quality and retinal pigmentation, as well as of normal and small pupils. An average error of 7 % on OD center positioning is reached with no false detection. In addition, a confidence level is associated to the final detection that indicates the level of difficulty the detector has to identify the OD position and shape.

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