Medical image noise reduction using cellular neural networks

被引:0
|
作者
Su, Te-Jen [1 ]
Jhang, Jyun-Wei [1 ]
机构
[1] Natl Kaohsiung Univ Appl Sci, Dept Elect Engn, Kaohsiung, Taiwan
关键词
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, a novel method for designing templates of cellular neural networks to reduce the image noise is discussed. The discrete-time cellular neural network (DTCNN) combining with genetic algorithm (GA) is applied to image noise reducing. Based on GA method, the templates of CNN are optimized to diminish noise interference in polluted image. The demonstrated examples are presented to illustrate the better performance of the proposed methodology (GA-CNN).
引用
收藏
页码:228 / +
页数:2
相关论文
共 50 条
  • [1] Noise Reduction in CMOS Image Sensor Using Cellular Neural Networks with a Genetic Algorithm
    Ryu, Jegoon
    Nishimura, Toshihiro
    IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2010, E93D (02): : 359 - 366
  • [2] Medical image enhancement by using cellular neural networks
    Gacsádi, A
    Grava, C
    Grava, A
    COMPUTERS IN CARDIOLOGY 2005, VOL 32, 2005, 32 : 821 - 824
  • [3] Noise reduction and image enhancement using a hardware implementation of artificial neural networks
    David, R
    Williams, E
    de Trémiolles, G
    Tannhof, P
    NINTH WORKSHOP ON VIRTUAL INTELLIGENCE/DYNAMIC NEURAL NETWORKS: ACADEMIC/INDUSTRIAL/NASA/DEFENSE TECHNICAL INTERCHANGE AND TUTORIALS, 1999, 3728 : 212 - 221
  • [4] Noise reduction by using Autoassociative Neural Networks
    Vlahovic, Natasa
    Kvascev, Goran
    2016 13TH SYMPOSIUM ON NEURAL NETWORKS AND APPLICATIONS (NEUREL), 2016, : 71 - 75
  • [5] Cellular neural networks and computational intelligence in medical image processing
    Aizenberg, I
    Aizenberg, N
    Hiltner, J
    Moraga, C
    Bexten, EMZ
    IMAGE AND VISION COMPUTING, 2001, 19 (04) : 177 - 183
  • [6] Nonlinear cellular neural filtering for noise reduction and extraction of image details
    Aizenberg, IN
    Aizenberg, NN
    Agaian, S
    Astola, JT
    Egiazarian, K
    NONLINEAR IMAGE PROCESSING X, 1999, 3646 : 100 - 111
  • [7] Binary image coding using cellular neural networks
    Feiden, D
    Tetzlaff, R
    PROCEEDINGS OF THE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS 2003, VOLS 1-4, 2003, : 1149 - 1152
  • [8] Image processing using hysteretic cellular neural networks
    Matei, RP
    ISCAS 2000: IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS - PROCEEDINGS, VOL IV: EMERGING TECHNOLOGIES FOR THE 21ST CENTURY, 2000, : 129 - 132
  • [9] Text image restoration using cellular neural networks
    Stubberud, PA
    Stubberud, AR
    ISCAS '97 - PROCEEDINGS OF 1997 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOLS I - IV: CIRCUITS AND SYSTEMS IN THE INFORMATION AGE, 1997, : 749 - 752
  • [10] Efficient image restoration using Cellular Neural Networks
    Celebi, ME
    Guzelis, C
    1997 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS I - V: VOL I: PLENARY, EXPERT SUMMARIES, SPECIAL, AUDIO, UNDERWATER ACOUSTICS, VLSI; VOL II: SPEECH PROCESSING; VOL III: SPEECH PROCESSING, DIGITAL SIGNAL PROCESSING; VOL IV: MULTIDIMENSIONAL SIGNAL PROCESSING, NEURAL NETWORKS - VOL V: STATISTICAL SIGNAL AND ARRAY PROCESSING, APPLICATIONS, 1997, : 3409 - 3412