DocumentCode :
719666
Title :
Texture analysis of Choroidal Neovascularization retinal images using Covering Blanket Method
Author :
Paranjape, Sandeep V. ; Ghosh, Sambuddha ; Ray, A.K. ; Chatterjee, Jyotirmoy ; Pendalwar, Sangameshwar S.
Author_Institution :
Sch. of Med. Sci. & Technol., IIT Kharagpur, Kharagpur, India
fYear :
2015
fDate :
28-30 May 2015
Firstpage :
322
Lastpage :
326
Abstract :
Choroidal Neovascularization (CNV) is characterized by growth of a choroidal vascular construction into the macula go together with enhanced vascular permeability. The CNV is sight risk obstacle that occurs in 7% to 12% patients of high myopia. This paper presents an empirical evaluation of retinal images to calculate approximately the fractal dimension (FD) of textured images using Covering Blanket Method. The classification accurateness of the Blanket method is contrasted with other on hand texture analysis methods mentioned in the literature. The publicly available DRIVE database is used for performance evaluation of manually labeled images along with 56 images including both 25 normal and 31 pathological, supplied by ophthalmologist. Performance of presented method on both sets of images is found to be improved with respect to other existing solutions. The obtained results show high accuracy with discrimination rate of 96% using Blanket method.
Keywords :
biomedical optical imaging; eye; fractals; image classification; image texture; medical image processing; vision defects; DRIVE database; choroidal neovascularization retinal images; choroidal vascular construction; classification accurateness; covering blanket method; enhanced vascular permeability; fractal dimension; hand texture analysis; manually labeled images; myopia; ophthalmologist; pathology; Choroidal Neovascularization(CNV); Covering Blanket Method; Fractal Dimension; Retinal image; Texture;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Industrial Instrumentation and Control (ICIC), 2015 International Conference on
Conference_Location :
Pune
Type :
conf
DOI :
10.1109/IIC.2015.7150761
Filename :
7150761
Link To Document :
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