Registration and fusion of retinal images-an evaluation study
We present the results of a study on the application of registration and pixel-level fusion techniques to retinal images. The images are of different modalities (color, fluorescein angiogram), different resolutions, and taken at different times (from a few minutes during an angiography examination t...
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Published in | IEEE transactions on medical imaging Vol. 22; no. 5; pp. 661 - 673 |
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Main Authors | , , |
Format | Journal Article |
Language | English |
Published |
New York, NY
IEEE
01.05.2003
Institute of Electrical and Electronics Engineers The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subjects | |
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Abstract | We present the results of a study on the application of registration and pixel-level fusion techniques to retinal images. The images are of different modalities (color, fluorescein angiogram), different resolutions, and taken at different times (from a few minutes during an angiography examination to several years between two examinations). We propose a new registration method based on global point mapping with blood vessel bifurcations as control points and a search for control point matches that uses local structural information of the retinal network. Three transformation types (similarity, affine, and second-order polynomial) are evaluated on each image pair. Fourteen pixel-level fusion techniques have been tested and classified according to their qualitative and quantitative performance. Four quantitative fusion performance criteria are used to evaluate the gain obtained with the grayscale fusion. |
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AbstractList | We present the results of a study on the application of registration and pixel-level fusion techniques to retinal images. The images are of different modalities (color, fluorescein angiogram), different resolutions, and taken at different times (from a few minutes during an angiography examination to several years between two examinations). We propose a new registration method based on global point mapping with blood vessel bifurcations as control points and a search for control point matches that uses local structural information of the retinal network. Three transformation types (similarity, affine, and second-order polynomial) are evaluated on each image pair. Fourteen pixel-level fusion techniques have been tested and classified according to their qualitative and quantitative performance. Four quantitative fusion performance criteria are used to evaluate the gain obtained with the grayscale fusion. |
Author | Yunlong Sheng Gagnon, L. Laliberte, F. |
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References | ref12 ref20 ref22 ref21 ref2 ref1 ref17 aguilar (ref23) 0 ref16 yu (ref4) 1989; 11 ref19 lalonde (ref8) 2000 berger (ref14) 1997 ref7 ref9 yang (ref18) 2001 ref3 ref6 ref5 waxman (ref13) 1996 wang (ref24) 2000 can (ref15) 1999 rockinger (ref11) 1998; 3374 rakotomalala (ref10) 1998; 7 |
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SubjectTerms | Algorithms Angiography Angiography - methods Bifurcation Biological and medical sciences Biomedical imaging Blood vessels Fluorescein Angiography - methods Humans Image Enhancement - methods Image Interpretation, Computer-Assisted - methods Image resolution Medical sciences Performance gain Pixel Polynomials Retina Retinal Diseases - diagnosis Retinal Diseases - pathology Subtraction Technique Testing |
Title | Registration and fusion of retinal images-an evaluation study |
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