DocumentCode :
261233
Title :
Automatic optic disc detection in digital fundus images using image processing techniques
Author :
Akhade, Snehal B. ; Deshmukh, V.U. ; Deosarkar, S.B.
Author_Institution :
Dept. of Electron. & Telecommun. Eng., Univ. of Pune, Baramati, India
fYear :
2014
fDate :
27-28 Feb. 2014
Firstpage :
1
Lastpage :
5
Abstract :
Optic disc (OD) is an important part of the eye. In developing systems, automatic OD detection is an important step for automated diagnosis of various serious ophthalmic diseases like Diabetic retinopathy, Glaucoma and hypertension, etc. The variation of intensity within the OD and intensities close to the OD boundary are the major hurdle in automated OD detection. General edge detection algorithms are frequently unsuccessful to segment the OD because of this. Complexity increases due to the presence of blood vessels. This paper presents a simple method for OD segmentation by using techniques like Principal Component Analysis (PCA), Mathematical Morphology and Circular Hough Transform. PCA used for good presentation of the input image and mathematical morphology is used to remove blood vessels from the image. Circular Hough Transform is used for boundary segmentation.
Keywords :
Hough transforms; blood vessels; diseases; edge detection; eye; image segmentation; mathematical morphology; medical image processing; object detection; principal component analysis; OD boundary; OD segmentation; PCA; automatic OD detection; automatic optic disc detection; blood vessels; boundary segmentation; circular Hough transform; digital fundus images; eye; general edge detection algorithm; image processing techniques; intensity variation; mathematical morphology; ophthalmic disease automated diagnosis; principal component analysis; Biomedical imaging; Blood vessels; Image segmentation; Integrated optics; Optical filters; Optical imaging; Principal component analysis; Diabetic retinopathy; glaucoma; optic disc; principal component analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Communication and Embedded Systems (ICICES), 2014 International Conference on
Conference_Location :
Chennai
Print_ISBN :
978-1-4799-3835-3
Type :
conf
DOI :
10.1109/ICICES.2014.7034118
Filename :
7034118
Link To Document :
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