Lossy image compression using a modular structured neural network

被引:4
|
作者
Watanabe, E [1 ]
Mori, K [1 ]
机构
[1] Konan Univ, Fac Sci & Engn, Dept Informat Sci & Syst Engn, Kobe, Hyogo 6588501, Japan
关键词
D O I
10.1109/NNSP.2001.943144
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A lossy compression method for gray images is proposed on the basis of a modular structured neural network. This modular structured neural network consists of multiple neural networks with different block sizes (the numbers of input units) for the region segmentation. By the region segmentation procedure, each neural network is assigned to each region such as the edge or the flat region. From simulation results it is shown that the proposed compression method gives better compression performance compared with the conventional compression method using a single neural network.
引用
收藏
页码:403 / 412
页数:10
相关论文
共 50 条
  • [41] A unified framework for image compression and segmentation by using an incremental neural network
    Dokur, Zumray
    EXPERT SYSTEMS WITH APPLICATIONS, 2008, 34 (01) : 611 - 619
  • [42] Image compression by orthogonal decomposition using cellular neural network chips
    Szirányi, T
    Czúni, L
    INTERNATIONAL JOURNAL OF CIRCUIT THEORY AND APPLICATIONS, 1999, 27 (01) : 117 - 134
  • [43] Color image compression using neural network prediction of color components
    Rizvi, SA
    Mohsenian, N
    Nasrabadi, NH
    APPLICATIONS OF ARTIFICIAL NEURAL NETWORKS IN IMAGE PROCESSING, 1996, 2664 : 37 - 46
  • [44] Image Encryption Utilizing Lossy Image compression
    Mishra, Kapil
    Saharan, Ravi
    2017 INTERNATIONAL CONFERENCE ON COMPUTER, COMMUNICATIONS AND ELECTRONICS (COMPTELIX), 2017, : 494 - 500
  • [45] Modular neural-visual servoing with image compression input
    Stanley, K
    Wu, QMJ
    de Silva, CW
    Gruver, WA
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2001, 10 (01) : 1 - 11
  • [46] Lossless and lossy image compression using Boolean function minimization
    Damodare, RP
    Augustine, J
    Jacob, J
    SADHANA-ACADEMY PROCEEDINGS IN ENGINEERING SCIENCES, 1996, 21 : 55 - 64
  • [47] Lossy Compression of Communication Traces Using Recurrent Neural Networks
    Sun, Jingwei
    Yan, Tao
    Sun, Hao
    Lin, Huancheng
    Sun, Guangzhong
    IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2022, 33 (11) : 3106 - 3116
  • [48] Lossy Image Compression Using Multiwavelet Transform for Wireless Transmission
    K. Rajakumar
    T. Arivoli
    Wireless Personal Communications, 2016, 87 : 315 - 333
  • [49] COMPOUND IMAGE COMPRESSION USING LOSSLESS AND LOSSY LZMA IN HEVC
    Lan, Cuiling
    Xu, Jizheng
    Zeng, Wenjun
    Wu, Feng
    2015 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA & EXPO (ICME), 2015,
  • [50] Lossy Image Compression Using Multiwavelet Transform for Wireless Transmission
    Rajakumar, K.
    Arivoli, T.
    WIRELESS PERSONAL COMMUNICATIONS, 2016, 87 (02) : 315 - 333