DocumentCode
3198021
Title
An automated algorithm for blood vessel count and area measurement in 2-D choroidal scan images
Author
Mahajan, Nagaraj R. ; Donapati, Ravi Chandra Reddy ; Channappayya, Sumohana S. ; Vanjari, Sivaramakrishna ; Richhariya, A. ; Chhablani, J.
Author_Institution
Dept. of Electr. Eng., Indian Inst. of Technol. Hyderabad, Hyderabad, India
fYear
2013
fDate
3-7 July 2013
Firstpage
3355
Lastpage
3358
Abstract
We present an automated algorithm for the detection of blood vessels in 2-D choroidal scan images followed by a measurement of the area of the vessels. The objective is to identify vessel parameters in the choroidal stroma that are affected by various abnormalities. The algorithm is divided into five stages. In the first stage, the image is denoised to remove sensor noise and facilitate further processing. In the second stage, the image is segmented in order to find the region of interest. In the third stage, three different contour detection methods are applied to address different challenges in vessel contour. In the fourth stage, the outputs of the three contour detection methods are combined to achieve refined vessel contour detection. In the fifth and final stage, the area of these contours are measured. The results have been evaluated by a practicing opthalmologist and performance of the algorithm relative to expert detection is reported.
Keywords
area measurement; blood vessels; edge detection; eye; image denoising; image segmentation; medical image processing; optical tomography; 2D choroidal scan image; abnormality effect; algorithm performance; automated algorithm; blood vessel area measurement; blood vessel count; blood vessel detection; choroidal stroma; contour area measurement; contour detection method; image denoising; image processing; image segmentation; opthalmology; refined vessel contour detection; sensor noise removal; vessel parameter identification; Biomedical optical imaging; Image segmentation; Noise; Optical imaging; Optical polarization; Optical sensors;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society (EMBC), 2013 35th Annual International Conference of the IEEE
Conference_Location
Osaka
ISSN
1557-170X
Type
conf
DOI
10.1109/EMBC.2013.6610260
Filename
6610260
Link To Document