An image compression method based on wavelet transform and neural network

被引:0
|
作者
Zhang, Suqing [1 ]
Wang, Aiqiang [1 ]
机构
[1] Information Engineer Department, Henan Vocational and Technical Institute, Zhengzhou, Henan, China
关键词
Neural networks - Wavelet transforms - Image analysis - Image enhancement - Wavelet analysis - Pixels;
D O I
10.12928/TELKOMNIKA.v13i2.1430
中图分类号
学科分类号
摘要
Image compression is to compress the redundancy between the pixels as much as possible by using the correlation between the neighborhood pixels so as to reduce the transmission bandwidth and the storage space. This paper applies the integration of wavelet analysis and artificial neural network in the image compression, discusses its performance in the image compression theoretically, analyzes the multiresolution analysis thought, constructs a wavelet neural network model which is used in the improved image compression and gives the corresponding algorithm. Only the weight in the output layer of the wavelet neural network needs training while the weight of the input layer can be determined according to the relationship between the interval of the sampling points and the interval of the compactly-supported intervals. Once determined, training is unnecessary, in this way, it accelerates the training speed of the wavelet neural network and solves the problem that it is difficult to determine the nodes of the hidden layer in the traditional neural network. The computer simulation experiment shows that the algorithm of this paper has more excellent compression effect than the traditional neural network method.
引用
收藏
页码:587 / 596
相关论文
共 50 条
  • [21] Hopfield neural network image matching based on directional wavelet transform
    Shi, ZH
    Feng, YN
    Huang, ST
    Li, CH
    Zhang, JL
    Progress in Intelligence Computation & Applications, 2005, : 328 - 332
  • [22] Texture image segmentation method based on wavelet transform and neural networks
    Zhang, J
    Oe, S
    1998 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-5, 1998, : 4595 - 4600
  • [23] A Health Care Image Compression Scheme using Discrete Wavelet Transform and Convolution Neural Network
    Paul, Raj Kumar
    Chandran, Saravanan
    JOURNAL OF ENGINEERING RESEARCH, 2022, 10
  • [24] Hybrid encoding analysis of fractal image compression method based on wavelet transform
    Xu, Xiao-Yan
    Chen, Philip
    Dai, Juan
    PROCEEDINGS OF 2008 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2008, : 2886 - +
  • [25] A remote sensing image compression method based on lift scheme wavelet transform
    Tao, HJ
    Tang, XJ
    Liu, J
    Tian, JW
    IMAGE PROCESSING AND PATTERN RECOGNITION IN REMOTE SENSING, 2003, 4898 : 264 - 269
  • [26] Switching of Wavelet Transforms by Neural Network for Image Compression
    Chakib, Houda
    Minaoui, Brahim
    Salhi, Abderrahim
    Badi, Imad
    JOURNAL OF ELECTRONIC COMMERCE IN ORGANIZATIONS, 2018, 16 (01) : 43 - 56
  • [27] A method for sensor fault diagnosis based on wavelet transform and neural network
    State Key Laboratory of Chemical Engineering, Department of Chemical Engineering, Tsinghua University, Beijing 100084, China
    Qinghua Daxue Xuebao, 2013, 2 (205-209+221):
  • [28] Neural network method of blind signal separation based on wavelet transform
    You, Rongyi
    Chen, Zhong
    Yi Qi Yi Biao Xue Bao/Chinese Journal of Scientific Instrument, 2005, 26 (04): : 415 - 418
  • [29] A method of crime rate forecast based on wavelet transform and neural network
    Mao, Li
    Du, Wei
    INTERNATIONAL JOURNAL OF EMBEDDED SYSTEMS, 2019, 11 (06) : 731 - 737
  • [30] RETRACTED ARTICLE: A discrete wavelet transform and recurrent neural network based medical image compression for MRI and CT images
    Saradha Rani Sabbavarapu
    Sasibhushans Rao Gottapu
    Prabhakara Rao Bhima
    Journal of Ambient Intelligence and Humanized Computing, 2021, 12 : 6333 - 6345