UGC Approved Journal no 63975(19)

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Published in:

Volume 10 Issue 11
November-2023
eISSN: 2349-5162

UGC and ISSN approved 7.95 impact factor UGC Approved Journal no 63975

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Published Paper ID:
JETIR2311055


Registration ID:
527489

Page Number

a373-a377

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Title

Detection of Microaneurysm in diabetic retinopathy using fundus image

Abstract

Diabetic retinopathy (DR) is a serious diabetic complication and Microaneurysm (MA) is the earliest lesion in diabetic retinopathy, so early MA detection plays a critical role in diabetic retinopathy diagnosis. In this paper, number of MA has been determined. Initially, pre-processing techniques like green channel extraction, histogram equalization and morphological process have been used. For detection of micro aneurysms, contrast limited adaptive histogram equalization (CLAHE), morphological process, averaging filtering have been used. Classification of DR has been done by linear Support vector machine (SVM). The sensitivity and specificity of DR detection system are observed as 96% and 92% respectively. Finally, we demonstrated extensive experiment results on DiaretDB1 database for the effectiveness of the proposed algorithm.

Key Words

Microaneurysm detection, diabetic retinopathy, CLAHE, Neural Network

Cite This Article

"Detection of Microaneurysm in diabetic retinopathy using fundus image", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.10, Issue 11, page no.a373-a377, November-2023, Available :http://www.jetir.org/papers/JETIR2311055.pdf

ISSN


2349-5162 | Impact Factor 7.95 Calculate by Google Scholar

An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 7.95 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator

Cite This Article

"Detection of Microaneurysm in diabetic retinopathy using fundus image", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.10, Issue 11, page no. ppa373-a377, November-2023, Available at : http://www.jetir.org/papers/JETIR2311055.pdf

Publication Details

Published Paper ID: JETIR2311055
Registration ID: 527489
Published In: Volume 10 | Issue 11 | Year November-2023
DOI (Digital Object Identifier):
Page No: a373-a377
Country: Pune, Maharashtra, India .
Area: Engineering
ISSN Number: 2349-5162
Publisher: IJ Publication


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