Fuzzy logic based microcalcification detection

被引:0
|
作者
Pandey, Neel [1 ]
Salcic, Zoran [1 ]
Sivaswamy, Jayanthi [1 ]
机构
[1] Univ of Auckland, Auckland, New Zealand
来源
| 2000年 / IEEE, Piscataway, NJ, United States卷 / 02期
关键词
Algorithms - Calcification (biochemistry) - Fuzzy sets - Image analysis - Medical imaging;
D O I
暂无
中图分类号
学科分类号
摘要
A Fuzzy method for detecting mammographic microcalcifications is proposed. The Fuzzy detection algorithm examines the degree of membership in terms of brightness, distance and variance, and then assigns an output value, which represents the likelihood of the pixel being a microcalcification. The Microcalcification Detection (MCD) algorithm is implemented using software and hardware platform. The MCD algorithm shows encouraging results, which can be further improved in terms of accuracy and time performance.
引用
收藏
相关论文
共 50 条
  • [1] Fuzzy logic based microcalcification detection
    Pandey, N
    Salcic, Z
    Sivaswamy, J
    NEURAL NETWORKS FOR SIGNAL PROCESSING X, VOLS 1 AND 2, PROCEEDINGS, 2000, : 662 - 671
  • [2] Microcalcification detection using fuzzy logic and wavelets
    Cheng, HD
    Gu, Q
    PROCEEDINGS OF THE FIFTH JOINT CONFERENCE ON INFORMATION SCIENCES, VOLS 1 AND 2, 2000, : A346 - A349
  • [3] A novel fuzzy logic approach to microcalcification detection
    Cheng, HD
    Chen, JR
    Freimanis, RI
    Jiang, XH
    INFORMATION SCIENCES, 1998, 111 (1-4) : 189 - 205
  • [4] Fuzzy logic and scale space approach to microcalcification detection
    Cheng, HD
    Wang, JL
    2003 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL II, PROCEEDINGS: SPEECH II; INDUSTRY TECHNOLOGY TRACKS; DESIGN & IMPLEMENTATION OF SIGNAL PROCESSING SYSTEMS; NEURAL NETWORKS FOR SIGNAL PROCESSING, 2003, : 345 - 348
  • [5] Microcalcification detection using fuzzy logic and scale space approaches
    Cheng, HD
    Wang, JL
    Shi, XJ
    PATTERN RECOGNITION, 2004, 37 (02) : 363 - 375
  • [6] A novel approach to microcalcification detection using fuzzy logic technique
    Cheng, HD
    Lui, YM
    Freimanis, RI
    IEEE TRANSACTIONS ON MEDICAL IMAGING, 1998, 17 (03) : 442 - 450
  • [7] Automatic detection of microcalcification clusters using fuzzy logic and wavelet transformation
    Cheng, HD
    Liu, XY
    Shi, XJ
    Hu, LM
    Proceedings of the 8th Joint Conference on Information Sciences, Vols 1-3, 2005, : 686 - 689
  • [8] Microcalcification detection in mammograms using interval type-2 fuzzy logic system
    Thovutikul, Sutasinee
    Auephanwiriyakul, Sansanee
    Tbeera-Umpon, Nipon
    2007 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-4, 2007, : 1432 - +
  • [9] A Novel Fuzzy based Framework for Detection of Clustered Microcalcification in Mammograms
    Sahba, Farhang
    Venetsanopoulos, Anastasios
    2010 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE 2010), 2010,
  • [10] Fuzzy logic based segmentation of microcalcification in breast using digital mammograms considering multiresolution
    Bhattacharya, Mahua
    Das, Arpita
    IMVIP 2007: INTERNATIONAL MACHINE VISION AND IMAGE PROCESSING CONFERENCE, PROCEEDINGS, 2007, : 98 - +