A computer-aided multidisease diagnostic system using MRCP

被引:4
|
作者
Logeswaran, Rajasvaran [1 ]
机构
[1] Multimedia Univ, Fac Engn, Cyberjaya 63100, Malaysia
关键词
automated diagnosis; biliary diseases; MRCP; magnetic resonance cholangiopancreatography; liver diseases; structure detection;
D O I
10.1007/s10278-007-9029-4
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Automated computer analysis of magnetic resonance cholangiopancreatography (MRCP) (a focused magnetic resonance imaging sequence for the pancreatobiliary region of the abdomen) images for biliary diseases is a difficult problem because of the large inter- and intrapatient variations in the images, varying acquisition settings, and characteristics of the images, defeating most attempts to produce computer-aided diagnosis systems. This paper proposes a system capable of automated preliminary diagnosis of several diseases affecting the bile ducts in the liver, namely, dilation, stones, tumor, and cyst. The system first identifies the biliary ductal structure present in the MRCP images, and then proceeds to determine the presence or absence of the diseases. Tested on a database of 593 clinical images, the system, which uses visual-based features, has shown to be successful in delivering good performance of 70-90% even in the presence of multiple diseases, and may be useful in aiding medical practitioners in routine MRCP examinations.
引用
收藏
页码:235 / 242
页数:8
相关论文
共 50 条
  • [1] A Computer-aided Multidisease Diagnostic System Using MRCP
    Rajasvaran Logeswaran
    [J]. Journal of Digital Imaging, 2008, 21 : 235 - 242
  • [2] A NORMATIVE COMPUTER-AIDED DIAGNOSTIC SYSTEM
    HAGEBOCK, J
    WESTMEYER, H
    [J]. INTERNATIONAL JOURNAL OF PSYCHOLOGY, 1992, 27 (3-4) : 386 - 386
  • [3] Computer-aided diagnostic system in dentistry
    Groselj, D
    Malus, M
    Grabec, I
    [J]. MEDICAL INFORMATICS EUROPE '99, 1999, 68 : 639 - 644
  • [4] COMPUTER-AIDED DIAGNOSTIC AND MAINTENANCE FORECASTING SYSTEM FOR LOCOMOTIVES
    SONNENSCHEIN, D
    MILLER, C
    UNGERER, W
    [J]. STAHL UND EISEN, 1990, 110 (09): : 119 - 122
  • [5] COMPUTER-AIDED DIAGNOSTIC SYSTEM FOR CONTINUOUS TECHNOLOGICAL PROCESSES
    KALOUS, J
    [J]. NEUE HUTTE, 1992, 37 (08): : 292 - 297
  • [6] COMPUTER-AIDED SYSTEM DIAGNOSTIC WITH AN INCOMPLETE LEARNING SET
    DUBUISSON, B
    USAI, M
    MALVACHE, P
    [J]. PROGRESS IN NUCLEAR ENERGY, 1985, 15 (1-3) : 875 - 880
  • [7] Computer-aided diagnostic system for hypertensive retinopathy: A review
    Suman, Supriya
    Tiwari, Anil Kumar
    Singh, Kuldeep
    [J]. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2023, 240
  • [8] Computer-aided diagnostic system for skeletal age assessment
    de Oliveira, GL
    Noal, GP
    da Silva, AMM
    Schmitz, CAA
    [J]. XIV BRAZILIAN SYMPOSIUM ON COMPUTER GRAPHICS AND IMAGE PROCESSING, PROCEEDINGS, 2001, : 388 - 388
  • [9] Performance studies of a computer-aided diagnostic system on mammograms
    Hara, T
    Fujita, H
    Endo, T
    Iwase, T
    Yoshimura, H
    [J]. DIGITAL MAMMOGRAPHY, 1998, 13 : 407 - 410
  • [10] Computer-aided diagnostic system using an improved fuzzy inference neural network
    Yanagiya, T
    Amenomori, M
    Sadamori, T
    [J]. 6TH WORLD MULTICONFERENCE ON SYSTEMICS, CYBERNETICS AND INFORMATICS, VOL XII, PROCEEDINGS: INDUSTRIAL SYSTEMS AND ENGINEERING II, 2002, : 388 - 392