A development of computer-aided diagnosis system using fundus images

被引:19
|
作者
Hayashi, J [1 ]
Kunieda, T [1 ]
Cole, J [1 ]
Soga, R [1 ]
Hatanaka, Y [1 ]
Lu, M [1 ]
Hara, T [1 ]
Fujita, H [1 ]
机构
[1] Softopia Japan, Ogaki 5038569, Japan
关键词
D O I
10.1109/VSMM.2001.969697
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We developed a computer-aided diagnosis (CAD) system. The purpose of this project is to aid physicians in diagnosing medical images. A CAD system can help physicians by displaying useful information such (is the location of abnormalities. Although many, kinds of images are used in medical diagnosis, we have focused our research to methods of analyzing fundus images. Physicians normally observe the condition of blood vessels and the retina when examining fundus images. Therefore, we are researching analysis schemes for these objects. Presently, we have improved schemes to detect abnormalities on the retina and analyze blood vessel intersections. In addition, we have developed methods of detecting abnormal widths in blood vessels. We have collected about 450 fundus images and used them to test our schemes. We have obtained relatively, good results. In this paper, we give an outline of our system and describe each processing step.
引用
收藏
页码:429 / 438
页数:10
相关论文
共 50 条
  • [31] Computer-aided diagnosis system for abnormalities classification in gastric endoscopy images using machine learning
    Lee, Sin-Ae
    Cho, Hyunchin
    Cho, Hyun-Chong
    [J]. Transactions of the Korean Institute of Electrical Engineers, 2020, 69 (01): : 107 - 113
  • [32] Computer-aided diagnosis system for acute stroke using diffusion weighted images with volume calculation
    Lee, JD
    Chang, TC
    Huang, CH
    Wu, SJ
    Chen, CJ
    [J]. PROCEEDINGS OF THE 26TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-7, 2004, 26 : 1529 - 1532
  • [33] Computer-Aided Diagnosis System for Alzheimer’s Disease Using Positron Emission Tomography Images
    A. Sherin
    R. Rajeswari
    [J]. Interdisciplinary Sciences: Computational Life Sciences, 2021, 13 : 433 - 442
  • [34] Computer-Aided Diagnosis System for Alzheimer's Disease Using Positron Emission Tomography Images
    Sherin, A.
    Rajeswari, R.
    [J]. INTERDISCIPLINARY SCIENCES-COMPUTATIONAL LIFE SCIENCES, 2021, 13 (03) : 433 - 442
  • [35] Computer-aided diagnosis of retinopathy in retinal fundus images of preterm infants via quantification of vascular tortuosity
    Oloumi, Faraz
    Rangayyan, Rangaraj M.
    Ells, Anna L.
    [J]. JOURNAL OF MEDICAL IMAGING, 2016, 3 (04)
  • [36] COMPUTER-AIDED DIGITIZATION OF FUNDUS PHOTOGRAPHS
    SLEIGHTHOLM, MA
    ARNOLD, J
    ALDINGTON, SJ
    KOHNER, EM
    [J]. CLINICAL PHYSICS AND PHYSIOLOGICAL MEASUREMENT, 1984, 5 (04): : 295 - 301
  • [37] A Learning Health Care System Using Computer-Aided Diagnosis
    Cahan, Amos
    Cimino, James J.
    [J]. JOURNAL OF MEDICAL INTERNET RESEARCH, 2017, 19 (03)
  • [38] Classification of Pneumoconiosis on HRCT Images for Computer-Aided Diagnosis
    Zhao, Wei
    Xu, Rui
    Hirano, Yasushi
    Tachibana, Rie
    Kido, Shoji
    Suganuma, Narufumi
    [J]. IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2013, E96D (04) : 836 - 844
  • [39] Reliable and stable computer-aided diagnosis systems for images
    Yang, Hsuan-Chia
    Lu, Richard
    Wu, Chieh-Chen
    Li, Yu-Chuan
    [J]. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2016, 128 : A1 - A2
  • [40] DIGITAL PROCESSING OF MEDICAL IMAGES FOR COMPUTER-AIDED DIAGNOSIS
    GIGER, ML
    DOI, K
    KATSURAGAWA, S
    HOFFMANN, KR
    MACMAHON, H
    [J]. APPLICATIONS OF ELECTRONIC IMAGING, 1989, 1082 : 25 - 33