Towards a computer-aided diagnosis system for vocal cord diseases

被引:36
|
作者
Verikas, A [1 ]
Gelzinis, A
Bacauskiene, M
Uloza, V
机构
[1] Kaunas Univ Technol, Dept Appl Elect, LT-3031 Kaunas, Lithuania
[2] Kaunas Univ Med, Kaunas, Lithuania
[3] Halmstad Univ, Intelligent Syst Lab, S-30118 Halmstad, Sweden
关键词
vocal cord image; gabor filtering; texture; computer-aided diagnosis;
D O I
10.1016/j.artmed.2004.11.001
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Objective: The objective of this work is to investigate a possibility of creating a computer-aided decision support system for an automated analysis of vocal cord images aiming to categorize diseases of vocal cords. Methodology: The problem is treated as a pattern recognition task. To obtain a concise and informative representation of a vocal cord image, colour, texture, and geometrical features are used. The representation is further analyzed by a pattern classifier categorizing the image into healthy, diffuse, and nodular classes. Results: The approach developed was tested on 785 vocal cord images collected at the Department of Otolaryngology, Kaunas University of Medicine, Lithuania. A correct classification rate of over 87% was obtained when categorizing a set of unseen images into the aforementioned three classes. Conclusion: Bearing in mind the high similarity of the decision classes, the results obtained are rather encouraging and the developed tools could be very helpful for assuring objective analysis of the images of laryngeal diseases. (c) 2004 Elsevier B.V. All rights reserved.
引用
收藏
页码:71 / 84
页数:14
相关论文
共 50 条
  • [1] Computer-aided diagnosis expert system for cerebrovascular diseases
    Chen, Xu
    Wang, Zhijun
    Sy, Chrisopher
    Liu, Xiaokun
    Qian, Jinwu
    Zheng, Jia
    Dong, Zhiqiang
    Cao, Limei
    Geng, Xiang
    Xu, Shuye
    Liu, Xueyuan
    [J]. NEUROLOGICAL RESEARCH, 2014, 36 (05) : 468 - 474
  • [2] A SYSTEM FOR COMPUTER-AIDED DIAGNOSIS
    DUBOIS, P
    HERMANUS, JP
    CANTRAINE, F
    [J]. MEDICAL INFORMATICS, 1989, 14 (01): : 13 - 23
  • [3] Computer-Aided Decision Support System for Diagnosis of Heart Diseases
    Simegn, Gizeaddis Lamesgin
    Gebeyehu, Worku Birhanie
    Degu, Mizanu Zelalem
    [J]. RESEARCH REPORTS IN CLINICAL CARDIOLOGY, 2022, 13 : 39 - 54
  • [4] Computer-aided diagnosis system for retinal diseases in medical imaging
    Precision Mechanics and Mechatronics Department, Transilvania University of Braşov, Bd. Eroilor 29, 500036 Braşov, Romania
    [J]. WSEAS Trans. Syst, 2008, 3 (264-276):
  • [5] Towards a computer-aided diagnosis system for pigmented skin lesions
    Schmid-Saugeon, P
    Guillod, J
    Thiran, JP
    [J]. COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2003, 27 (01) : 65 - 78
  • [6] COMPUTER-AIDED DIFFERENTIAL DIAGNOSIS OF HEMATOLOGIC DISEASES
    LIPKIN, M
    ENGLE, RL
    FLEHINGER, BJ
    GERSTMAN, LJ
    ATAMER, MA
    [J]. ANNALS OF THE NEW YORK ACADEMY OF SCIENCES, 1969, 161 (A2) : 670 - +
  • [7] Computer-aided diagnosis system in mammography
    Fujita, H
    Hara, T
    Endo, T
    Yoshimura, H
    Ibrahim, N
    Ishigaki, T
    [J]. RADIOLOGY, 1996, 201 : 758 - 758
  • [8] SPHINX - A SYSTEM FOR COMPUTER-AIDED DIAGNOSIS
    FIESCHI, M
    JOUBERT, M
    FIESCHI, D
    ROUX, M
    [J]. METHODS OF INFORMATION IN MEDICINE, 1982, 21 (03) : 143 - 148
  • [9] Artificial intelligence in computer-aided diagnosis of abdomen diseases
    Gao, Fei
    Zhu, Yi
    Zhang, Jue
    [J]. SCIENCE CHINA-LIFE SCIENCES, 2019, 62 (10) : 1396 - 1399
  • [10] Artificial intelligence in computer-aided diagnosis of abdomen diseases
    Fei Gao
    Yi Zhu
    Jue Zhang
    [J]. Science China Life Sciences, 2019, 62 : 1396 - 1399