Statistical classifiers on local binary patterns for optical diagnosis of diabetic retinopathy

Sabyasachi Mukhopadhyay; Sawon Pratiher; Sukanya Mukherjee; Gautham Pasupuleti; Ritwik Barman; Jay Chhablani; Prasanta K. Panigrahi

doi:10.1117/12.2305447

17 May 2018 Statistical classifiers on local binary patterns for optical diagnosis of diabetic retinopathy

Sabyasachi Mukhopadhyay, Sawon Pratiher, Sukanya Mukherjee, Gautham Pasupuleti, Ritwik Barman, Jay Chhablani, Prasanta K. Panigrahi

Author Affiliations +

Proceedings Volume 10685, Biophotonics: Photonic Solutions for Better Health Care VI; 106852Y (2018) https://doi.org/10.1117/12.2305447
Event: SPIE Photonics Europe, 2018, Strasbourg, France

Abstract

Diabetic retinopathy damages retina due to diabetes mellitus which leads to blindness. Here, we have applied local binary pattern (LBP) in order to capture the spatial variations of the refractive indices due to progress of diabetic retinopathy among retinal tissues. After extraction of discriminative textures as binary numbers, state of art machine learning algorithms like decision tree and K-NN have been applied to get the optimum detection accuracy in multiclass classifications of in vivo diabetic retinopathy images. Here it is quite apparent that K-NN provides better accuracy and specificity than decision tree.

Citation Download Citation

Sabyasachi Mukhopadhyay, Sawon Pratiher, Sukanya Mukherjee, Gautham Pasupuleti, Ritwik Barman, Jay Chhablani, and Prasanta K. Panigrahi "Statistical classifiers on local binary patterns for optical diagnosis of diabetic retinopathy ", Proc. SPIE 10685, Biophotonics: Photonic Solutions for Better Health Care VI, 106852Y (17 May 2018); https://doi.org/10.1117/12.2305447

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available

Members: $17.00

Non-members: $21.00 ADD TO CART

PROCEEDINGS
4 PAGES

DOWNLOAD PAPER SAVE TO MY LIBRARY

GET CITATION

RIGHTS & PERMISSIONS

Get copyright permission Get copyright permission on Copyright Marketplace

KEYWORDS

Binary data

Machine learning

Image classification

Detection and tracking algorithms

Eye

In vivo imaging

Refractive index

Show All Keywords

Keywords/Phrases

Search In:

Publication Years