Image compression using transformed vector quantization

被引:27
|
作者
Li, RY [1 ]
Kim, J
Al-Shamakhi, N
机构
[1] N Carolina Agr & Tech State Univ, Dept Elect Engn, Greensboro, NC 27411 USA
[2] Vocat Training Inst, Ibri, Oman
关键词
image compression; vector quantization; transform coding;
D O I
10.1016/S0262-8856(01)00075-0
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Vector quantization (VQ) is an important technique in digital image compression. To improve its performance, we would like to speed up the design process and achieve the highest compression ratio possible. To speed up the process, we used a fast Kohonen self-organizing neural network algorithm to achieve big saving in codebook construction time. To obtain better reconstructed images, we propose a new approach called the transformed vector quantization (TVQ), combining the features of transform coding and VQ. We use several data sets to demonstrate the feasibility of this TVQ approach. A comparison of reconstructed image quality is made between the TVQ and VQ. Also, a comparison is made between a TVQ and a standard JPEG approach. (C) 2002 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:37 / 45
页数:9
相关论文
共 50 条
  • [31] Modified Vector Quantization Method for Image Compression
    Somasundaram, K.
    Domnic, S.
    [J]. PROCEEDINGS OF WORLD ACADEMY OF SCIENCE, ENGINEERING AND TECHNOLOGY, VOL 13, 2006, 13 : 222 - 227
  • [32] Scalable vector quantization architecture for image compression
    Cuhadar, A
    Sampson, D
    Downton, A
    [J]. 1996 IEEE SECOND INTERNATIONAL CONFERENCE ON ALGORITHMS & ARCHITECTURES FOR PARALLEL PROCESSING, ICA3PP'96, PROCEEDINGS OF, 1996, : 187 - 193
  • [33] Effective Multiple Vector Quantization for Image Compression
    Shigei, Noritaka
    Miyajima, Hiromi
    Maeda, Michiharu
    Ma, Lixin
    [J]. JOURNAL OF ADVANCED COMPUTATIONAL INTELLIGENCE AND INTELLIGENT INFORMATICS, 2007, 11 (10) : 1189 - 1196
  • [34] Enhancing fractal image compression with vector quantization
    Hamzaoui, R
    Muller, M
    Saupe, D
    [J]. 1996 IEEE DIGITAL SIGNAL PROCESSING WORKSHOP, PROCEEDINGS, 1996, : 231 - 234
  • [35] Image compression based on multistage vector quantization
    Hsieh, CH
    Shao, WY
    Jing, MH
    [J]. JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2000, 11 (04) : 374 - 384
  • [36] A high performance image compression using wavelet transform and vector quantization
    ElSharkawy, M
    White, CA
    [J]. COMPUTERS AND THEIR APPLICATIONS - PROCEEDINGS OF THE ISCA 11TH INTERNATIONAL CONFERENCE, 1996, : 213 - 217
  • [37] Vector quantization using whale optimization algorithm for digital image compression
    Rahebi, Javad
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2022, 81 (14) : 20077 - 20103
  • [38] METHOD OF VECTOR QUANTIZATION CODING USING RECTANGULAR TRANSFORM FOR IMAGE COMPRESSION
    汪凯
    宋国文
    [J]. Journal of Electronics(China), 1990, (04) : 289 - 295
  • [39] Image compression using a mixed-transform technique and vector quantization
    Univ of Victoria, Victoria, Canada
    [J]. Proceedings of the IEEE International Conference on Electronics, Circuits, and Systems, 1998, 3 : 511 - 514
  • [40] Vector quantization using the improved differential evolution algorithm for image compression
    Sayan Nag
    [J]. Genetic Programming and Evolvable Machines, 2019, 20 : 187 - 212