Segmentation of Optic Disc and Cup in Fundus Images using Maximally Stable Extremal Regions

被引:0
|
作者
Jaikla, Chananchida [1 ]
Rasmequan, Suwanna [1 ]
机构
[1] Burapha Univ, Fac Informat, Knowledge & Smart Technol Lab, Chon Buri, Thailand
来源
2018 INTERNATIONAL WORKSHOP ON ADVANCED IMAGE TECHNOLOGY (IWAIT) | 2018年
关键词
Retinal Fundus; maximal stable extremal region; Optic Disc; Optic Cup;
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
In procedure of clinical routine on retinal fundus, Optic Disc and Cup are often used for diagnosis many diseases such as Glaucoma, Diabetic retinopathy and Age-Related Macular Degeneration (AMD). Optic Disc and Cup are the central organ of retinal fundus which control the balance of blood vessels. Medical practitioners often used different information on these organs to diagnose such diseases. In this work, we proposed a method to automatically segment the Optic Disc and Cup from a low contrast retinal fundus image for further diagnosis by the doctor. The proposed method consists of three main steps including pre-processing, region localization and Optic Disc and Cup extraction. Firstly, Red Channel and Morphological techniques are applied as a preprocessing step. Red-channel Method is used to enhance properties of the disc area. Then, Morphological Technique is used to remove blood vessels from the retinal fundus. Secondly, Region Localization Method using Maximal Stable Extremal Region is used to Optic Disc and Cup. Finally, Optic Disc and Cup are extracted from the retinal fundus image to calculate the disk to cup ratio.
引用
收藏
页数:4
相关论文
共 50 条
  • [1] Segmentation of Optic Disc and Optic Cup in Retinal Fundus Images using Shape Regression
    Sedai, Suman
    Roy, Pallab K.
    Mahapatra, Dwarikanath
    Garnavi, Rahil
    2016 38TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2016, : 3260 - 3264
  • [2] Segmentation of Optic Disc and Optic Cup in Colour Fundus Images Based on Morphological Reconstruction
    Nugroho, Hanung Adi
    Oktoeberza, Widhia K. Z.
    Erasari, Astrid
    Utami, Augustine
    Cahyono, Cerwyn
    2017 9TH INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY AND ELECTRICAL ENGINEERING (ICITEE), 2017,
  • [3] An Adaptive Threshold Based Algorithm for Optic Disc and Cup Segmentation in Fundus Images
    Issac, Ashish
    Parthasarthi, M.
    Dutta, Malay Kishore
    2ND INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING AND INTEGRATED NETWORKS (SPIN) 2015, 2015, : 143 - 147
  • [4] A Novel Method for Glaucoma Detection Using Optic Disc and Cup Segmentation in Digital Retinal Fundus Images
    Jose, Asha Merin
    Balakrishnan, Arun A.
    2015 INTERNATIONAL CONFERENCED ON CIRCUITS, POWER AND COMPUTING TECHNOLOGIES (ICCPCT-2015), 2015,
  • [5] A FIELD OF EXPERTS MODEL FOR OPTIC CUP AND DISC SEGMENTATION FROM RETINAL FUNDUS IMAGES
    Mahapatra, Dwarikanath
    Buhmann, Joachim M.
    2015 IEEE 12TH INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING (ISBI), 2015, : 218 - 221
  • [6] Agreement among ophthalmologists in marking the optic disc and optic cup in fundus images
    Almazroa, Ahmed
    Alodhayb, Sami
    Osman, Essameldin
    Ramadan, Eslam
    Hummadi, Mohammed
    Dlaim, Mohammed
    Alkatee, Muhannad
    Raahemifar, Kaamran
    Lakshminarayanan, Vasudevan
    INTERNATIONAL OPHTHALMOLOGY, 2017, 37 (03) : 701 - 717
  • [7] Agreement among ophthalmologists in marking the optic disc and optic cup in fundus images
    Ahmed Almazroa
    Sami Alodhayb
    Essameldin Osman
    Eslam Ramadan
    Mohammed Hummadi
    Mohammed Dlaim
    Muhannad Alkatee
    Kaamran Raahemifar
    Vasudevan Lakshminarayanan
    International Ophthalmology, 2017, 37 : 701 - 717
  • [8] Optic disc and optic cup segmentation from retinal images using hybrid approach
    Thakur, Niharika
    Juneja, Mamta
    EXPERT SYSTEMS WITH APPLICATIONS, 2019, 127 : 308 - 322
  • [9] Optic Disc Segmentation in Fundus Images Using Deep Learning
    Kim, Jongwoo
    Tran, Loc
    Chew, Emily Y.
    Antani, Sameer
    Thoma, George R.
    MEDICAL IMAGING 2019: IMAGING INFORMATICS FOR HEALTHCARE, RESEARCH, AND APPLICATIONS, 2019, 10954
  • [10] Segmentation of Optic Disc from Fundus images
    Elbalaoui, A.
    Ouadid, Y.
    Fakir, M.
    PROCEEDINGS 2018 INTERNATIONAL CONFERENCE ON COMPUTING SCIENCES AND ENGINEERING (ICCSE), 2018,