Wavelets image data compression

被引:0
|
作者
Khalifa, OO [1 ]
Dlay, SS [1 ]
机构
[1] Univ Newcastle Upon Tyne, Dept Elect & Elect Engn, Newcastle Upon Tyne NE1 7RU, Tyne & Wear, England
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
The fast development of multimedia computing has led to the demand of using digital images. The manipulation, storage and transmission of these images in their raw form is very expensive, it significantly slows the transmission and makes storage costly. Many techniques are now available and much effort is being expended in determining the optimum compression technique. Recently, compression techniques using Wavelet Transform (WT) have received great attention, because of their promising compression ratio, flexibility in representing images and its ability to take into account Human Visual System. In this paper we combine a wavelet transform with vector quantization, using a modified version of LEG algorithm using Partial Search Partial Distortion (PSPD) scheme, for coding the wavelet coefficients to speed up the scheme in codebook generation and the search required for nearest neighbour codevector of input image. The Wavelet transform is used to obtain a set of different frequency subbands of image; the image is decomposed using a pyramidal algorithm architecture. According to Shannon's rate distortion theory, the wavelet coefficients are vector quantized using Multiresolution codebooks. The proposed scheme can save 70 - 80 % of the Vector Quantization (VQ) encoding time compared to fully search VQ and reduced arithmetic complexity with out sacrificing performance.
引用
收藏
页码:407 / 410
页数:4
相关论文
共 50 条
  • [22] Lossy Image Compression Using Wavelets
    Nick D. Panagiotacopulos
    Ken Friesen
    Sukit Lertsuntivit
    Journal of Intelligent and Robotic Systems, 2000, 28 : 39 - 59
  • [23] Parallel Image Compression and Analysis with Wavelets
    Kutila, M.
    Vlitanen, J.
    PROCEEDINGS OF WORLD ACADEMY OF SCIENCE, ENGINEERING AND TECHNOLOGY, VOL 2, 2005, 2 : 165 - 168
  • [24] Application of directional wavelets to image compression
    Miettinen, K
    DCC 2001: DATA COMPRESSION CONFERENCE, PROCEEDINGS, 2001, : 505 - 505
  • [25] Quantization of adaptive wavelets for image compression
    Piella, G
    Heijmans, H
    Pesquet-Popescu, B
    2004 47TH MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOL II, CONFERENCE PROCEEDINGS, 2004, : 405 - 408
  • [26] Depth Image Compression Using Geometrical Wavelets
    Jafarabad, Majid Yaghouti
    Kiani, Vahid
    Hamedani, Taha
    Harati, Ahad
    2014 6TH CONFERENCE ON INFORMATION AND KNOWLEDGE TECHNOLOGY (IKT), 2014, : 117 - 122
  • [27] Effective image compression using evolved wavelets
    Grasemann, Uli
    Miikkulainen, Risto
    GECCO 2005: GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE, VOLS 1 AND 2, 2005, : 1961 - 1968
  • [28] Image and video compression coding based on wavelets
    Ma, She-Xiang
    Liu, Gui-Zhong
    Shang, Zhao-Wei
    Gongcheng Shuxue Xuebao/Chinese Journal of Engineering Mathematics, 2001, 18 (05): : 17 - 30
  • [29] On the choice of the wavelets for ECG data compression
    Besar, R
    Eswaran, C
    Sahib, S
    Simpson, RJ
    2000 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, PROCEEDINGS, VOLS I-VI, 2000, : 3614 - 3617
  • [30] Smooth biorthogonal wavelets for applications in image compression
    Odegard, JE
    Burrus, CS
    1996 IEEE DIGITAL SIGNAL PROCESSING WORKSHOP, PROCEEDINGS, 1996, : 73 - 76