Iterative Method for Image Compression by Using LSPIA

被引:0
|
作者
Hu, Lijuan [1 ]
Yi, Yeqing [1 ]
Liu, Chengzhi [2 ]
Li, Juncheng [2 ]
机构
[1] School of Information, Hunan University of Humanities, Science and Technology, Loudi,417000, China
[2] School of Mathematics and Finance, Hunan University of Humanities, Science and Technology, Loudi,417000, China
关键词
Digital storage - Numerical methods - Least squares approximations - Image compression - Interpolation - Iterative methods;
D O I
暂无
中图分类号
学科分类号
摘要
In this paper, the curve fitting by cubic B-spline curves is used to compress gray-level images. The fitting tool is the progressive and iterative approximation method for least square fitting (LSPIA), which is used to approximate scanned image data. Different from the existing methods by using piecewise curves, the image data are fitted by a single curve. Hence it can well preserve the relative information between neighborhood pixels. In particular, to reduce the compression ratio, we further exploit some techniques to save storage space. Numerical implements show that the proposed method outperforms the existing methods by using fitting curves. © 2020. All Rights Reserved.
引用
收藏
页码:1 / 7
相关论文
共 50 条
  • [21] A New Digital Image Compression Method Using Chrestenson Transform
    Zhou, Mingyong
    Liu, Zhongkan
    Hama, Hiromitsu
    GENETIC AND EVOLUTIONARY COMPUTING, VOL I, 2016, 387 : 29 - 34
  • [22] An investigation into using singular value decomposition as a method of image compression
    Tian, M
    Luo, SW
    Liao, LZ
    Proceedings of 2005 International Conference on Machine Learning and Cybernetics, Vols 1-9, 2005, : 5200 - 5204
  • [23] An Image Compression Method using Sparse Representation and Grey Relation
    Li, Hong-jun
    Xie, Zheng-guang
    Hu, Wei
    PROCEEDINGS OF 2013 IEEE INTERNATIONAL CONFERENCE ON GREY SYSTEMS AND INTELLIGENT SERVICES (GSIS), 2013, : 53 - 56
  • [24] Noise Reduction Method for Image Compression Using ICA Japan
    Yoshioka, M.
    Omatu, S.
    Denki Gakkai Ronbunshi. C, Erekutoronikusu Joho Kogaku, Shisutemu, 117 (11):
  • [25] Block Size Effect on Image Compression Using SYMPES Method
    Meskoob, Behnoosh
    Kouhalvandi, Lida
    Yarman, Binboga Siddik
    2017 25TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 2017,
  • [26] A differential image compression method using adaptive parameterized extrapolation
    Gashnikov M.V.
    Gashnikov, M.V. (mih-fastt@yandex.ru), 2017, Allerton Press Incorporation (26): : 137 - 144
  • [27] Embeded Image Compression Using Differential Coding and Optimization Method
    Zhu, Li
    Yang, Yimin
    2011 7TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING (WICOM), 2011,
  • [28] A new image compression method using noise bit removal
    Chen, TJ
    Chuang, KS
    CARS 2001: COMPUTER ASSISTED RADIOLOGY AND SURGERY, 2001, 1230 : 727 - 732
  • [30] An integrated method to image compression using the discrete wavelet transform
    Hu, YQ
    Hsu, HH
    Wu, BF
    ISCAS '97 - PROCEEDINGS OF 1997 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOLS I - IV: CIRCUITS AND SYSTEMS IN THE INFORMATION AGE, 1997, : 1317 - 1320