Diabetic Retinopathy Detection by Extracting Area and Number of Microaneurysm from Colour Fundus Image

被引:0
|
作者
Kumar, Shailesh [1 ]
Kumar, Basant [1 ]
机构
[1] MNNIT Allahabad, ECED, Allahabad, Uttar Pradesh, India
关键词
Diabetic retinopathy; Microaneurysm; PCA; CLAHE; Morphological process; SVM;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper presents an improved diabetic retinopathy detection scheme by extracting accurate area and ate number of microaneurysm from color fundus images. Regular screening of eye is crucial for detection and dealing with diabetic retinopathy. Diabetic retinopathy (DR) is an eye disease which occurs due to damage of retina as a result of long illness of diabetic mellitus. Microaneurysms (MA) are tiny red spots on retina, shaped by inflating out of fragile part of the blood vessels. The recognition of MA at primary stage is very crucial and it is the first step in inhibiting DR. A variety of methods have been proposed for detection and diagnosis of DR. In this paper, there are two features namely; number and area of MA have been determined. Initially, pre-processing techniques like green channel extraction, histogram equalization and morphological process have been used. For detection of microaneurysms, principal component analysis (PCA), 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.
引用
收藏
页码:359 / 364
页数:6
相关论文
共 50 条
  • [1] Automatic Microaneurysm Detection of Diabetic Retinopathy in Fundus Images
    Zhou, Wei
    Wu, Chengdong
    Chen, Dali
    Wang, Zhenzhu
    Yi, Yugen
    Du, Wenyou
    [J]. 2017 29TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2017, : 7453 - 7458
  • [2] Improved Microaneurysm Detection in Fundus Images for Diagnosis of Diabetic Retinopathy
    Dharani, V.
    Lavanya, R.
    [J]. ADVANCES IN SIGNAL PROCESSING AND INTELLIGENT RECOGNITION SYSTEMS, 2018, 678 : 185 - 198
  • [3] Microaneurysm detection in color eye fundus images for diabetic retinopathy screening
    Melo, Tania
    Mendonca, Ana Maria
    Campilho, Aurelio
    [J]. COMPUTERS IN BIOLOGY AND MEDICINE, 2020, 126
  • [4] Colour Image Enhancement Model of Retinal Fundus Image for Diabetic Retinopathy Recognition
    Sharif, Nurul Atikah Mohd
    Harun, Nor Hazlyna
    Yusof, Yuhanis
    [J]. JOURNAL OF INFORMATION AND COMMUNICATION TECHNOLOGY-MALAYSIA, 2024, 23 (02):
  • [5] Detection of diabetic retinopathy by automated fundus image analysis
    Larsen, M
    Godt, J
    Larsen, N
    Lund-Andersen, H
    Grunkin, M
    Owens, DR
    [J]. DIABETES, 2001, 50 : A193 - A193
  • [6] Extracting Metadata from Fundus Images for the Screening of Diabetic Retinopathy
    Hajdu, Andras
    Peto, Tuende
    Biro, Attila
    Harangozo, Roland
    Huelvely, Julianna
    Torok, Zsolt
    Csutak, Adrienne
    [J]. WISP 2009: 6TH IEEE INTERNATIONAL SYMPOSIUM ON INTELLIGENT SIGNAL PROCESSING, PROCEEDINGS, 2009, : 259 - +
  • [7] MICROANEURYSM DETECTION FOR EARLY DIAGNOSIS OF DIABETIC RETINOPATHY
    Akram, M. Usman
    Tariq, Anam
    Khan, Shoab A.
    Bazaz, Shafaat A.
    [J]. 2013 INTERNATIONAL CONFERENCE ON ELECTRONICS, COMPUTER AND COMPUTATION (ICECCO), 2013, : 21 - 24
  • [8] Automatic detection of microaneurysms in colour fundus images for diabetic retinopathy screening
    Rahim, Sarni Suhaila
    Jayne, Chrisina
    Palade, Vasile
    Shuttleworth, James
    [J]. NEURAL COMPUTING & APPLICATIONS, 2016, 27 (05): : 1149 - 1164
  • [9] Automatic detection of microaneurysms in colour fundus images for diabetic retinopathy screening
    Sarni Suhaila Rahim
    Chrisina Jayne
    Vasile Palade
    James Shuttleworth
    [J]. Neural Computing and Applications, 2016, 27 : 1149 - 1164
  • [10] Automatic Rigid Registration and Analysis of Colour Fundus Image in Patients with Diabetic Retinopathy
    Kolar, R.
    Harabis, V.
    [J]. WORLD CONGRESS ON MEDICAL PHYSICS AND BIOMEDICAL ENGINEERING, VOL 25, PT 11: BIOMEDICAL ENGINEERING FOR AUDIOLOGY, OPHTHALMOLOGY, EMERGENCY AND DENTAL MEDICINE, 2009, 25 (11): : 251 - 254