Automatic detection of microaneurysms in diabetic retinopathy fundus images using the L*a*b color space

被引:16
|
作者
Navarro, Pedro J. [1 ]
Alonso, Diego [1 ]
Stathis, Kostas [2 ]
机构
[1] Univ Politecn Cartagena, Div Sistemas & Ingn Elect, Cartagena 30202, Spain
[2] Royal Holloway Univ London, Dept Comp Sci, Egham TW20 0EX, Surrey, England
关键词
TEXTURE CLASSIFICATION; SEGMENTATION;
D O I
10.1364/JOSAA.33.000074
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
We develop an automated image processing system for detecting microaneurysm (MA) in diabetic patients. Diabetic retinopathy is one of the main causes of preventable blindness in working age diabetic people with the presence of an MA being one of the first signs. We transform the eye fundus images to the L*a*b* color space in order to separately process the L* and a* channels, looking for MAs in each of them. We then fuse the results, and last send the MA candidates to a k-nearest neighbors classifier for final assessment. The performance of the method, measured against 50 images with an ophthalmologist's hand-drawn ground-truth, shows high sensitivity (100%) and accuracy (84%), and running times around 10 s. This kind of automatic image processing application is important in order to reduce the burden on the public health system associated with the diagnosis of diabetic retinopathy given the high number of potential patients that need periodic screening. (C) 2015 Optical Society of America
引用
收藏
页码:74 / 83
页数:10
相关论文
共 50 条
  • [1] 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
  • [2] 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
  • [3] Automatic detection of microaneurysms in color fundus images
    Walter, Thomas
    Massin, Pascale
    Erginay, Ali
    Ordonez, Richard
    Jeulin, Clotilde
    Klein, Jean-Claude
    [J]. MEDICAL IMAGE ANALYSIS, 2007, 11 (06) : 555 - 566
  • [4] Automatic detection of microaneurysms in color fandus images for screening of diabetic retinopathy.
    Victor, Z
    Erginay, A
    Massin, P
    Walter, T
    Klein, JC
    Gaudric, A
    [J]. INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2004, 45 : U936 - U936
  • [5] Automatic Detection of Microaneurysms in Fundus Images
    Astorga, Jesus Eduardo Ochoa
    Wang, Linni
    Yamada, Shuhei
    Fujiwara, Yusuke
    Du, Weiwei
    Peng, Yahui
    [J]. INTERNATIONAL JOURNAL OF SOFTWARE INNOVATION, 2023, 11 (01) : 26 - 26
  • [6] Retinopathy Online Challenge: Automatic Detection of Microaneurysms in Digital Color Fundus Photographs
    Niemeijer, Meindert
    van Ginneken, Bram
    Cree, Michael J.
    Mizutani, Atsushi
    Quellec, Gwenole
    Sanchez, Clara I.
    Zhang, Bob
    Hornero, Roberto
    Lamard, Mathieu
    Muramatsu, Chisako
    Wu, Xiangqian
    Cazuguel, Guy
    You, Jane
    Mayo, Agustin
    Li, Qin
    Hatanaka, Yuji
    Cochener, Beatrice
    Roux, Christian
    Karray, Fakhri
    Garcia, Maria
    Fujita, Hiroshi
    Abramoff, Michael D.
    [J]. IEEE TRANSACTIONS ON MEDICAL IMAGING, 2010, 29 (01) : 185 - 195
  • [7] A Survey on Microaneurysms Detection in Color Fundus Images
    Siswadi, Anneke Annassia Putri
    Bricq, Stephanie
    Meriaudeau, Fabrice
    [J]. PROCEEDINGS OF ICORIS 2020: 2020 THE 2ND INTERNATIONAL CONFERENCE ON CYBERNETICS AND INTELLIGENT SYSTEM (ICORIS), 2020, : 344 - 348
  • [8] Detection of Hemorrhages in Diabetic Retinopathy analysis using Color Fundus Images
    Bharali, Priyakshi
    Medhi, Jyoti Prakash
    Nirmala, S. R.
    [J]. 2015 IEEE 2ND INTERNATIONAL CONFERENCE ON RECENT TRENDS IN INFORMATION SYSTEMS (RETIS), 2015, : 237 - 242
  • [9] 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
  • [10] Fast Detection of Microaneurysms in Color Fundus Images
    Chen, Sean H. F.
    Hsiao, Han C. W.
    [J]. 2016 IEEE SECOND INTERNATIONAL CONFERENCE ON MULTIMEDIA BIG DATA (BIGMM), 2016, : 365 - 371