Selection of wavelet for image compression in hybrid coding scheme combining SPIHT-and SOFM-based vector quantisation

被引:3
|
作者
Rawat, Chandan Singh D. [1 ]
Meher, Sukadev [1 ]
机构
[1] Natl Inst Technol, Elect & Commun Engn, Rourkela 769008, Orissa, India
关键词
image compression; SPIHT; set partitioning in hierarchical trees; wavelets; VQ; vector quantisation; SOFM; self-organising feature map; code book; compression ratio; VIF;
D O I
10.1504/IJSISE.2014.057937
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Image compression techniques have been developed, such as transform image coding, predictive image coding, Vector Quantisation (VQ) and so on. Of these compression techniques, the techniques based on transform coding and VQ have received considerable attention. Recently, hybrid schemes for effective image compression have gained enormous popularity among researchers. In this paper, we analyse a hybrid scheme combining Kohonen's Self-Organising Feature Map (SOFM)-based VQ coding and Set Partitioning In Hierarchical Trees (SPIHT) coding for compression of images (Rawat and Meher, 2009). The reconstructed image quality achieved after decoding depends upon the wavelet used in SPIHT. The effectiveness of the scheme for various orthogonal and biorthogonal wavelets for the hybrid scheme is tested in terms of Peak Signal-to-Noise Ratio (PSNR) and Visual Information Fidelity (VIF).
引用
收藏
页码:38 / 42
页数:5
相关论文
共 30 条
  • [1] A hybrid image compression scheme using HVS characteristics: combining SPIHT- and SOFM-based Vector Quantisation
    Rawat, Chandan Singh D.
    Meher, Sukadev
    INTERNATIONAL JOURNAL OF SIGNAL AND IMAGING SYSTEMS ENGINEERING, 2012, 5 (03) : 175 - 186
  • [3] Evolutionary clustering based vector quantization and SPIHT coding for image compression
    Yang, Shuyuan
    Wu, RuiXia
    Wang, Min
    Jiao, Licheng
    PATTERN RECOGNITION LETTERS, 2010, 31 (13) : 1773 - 1780
  • [4] Vector Quantization Image Coding Based on Biorthogonal Wavelet Transform and Improved SOFM
    Xie, Songzhao
    Wang, Chengyou
    Cui, Chao
    2013 INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND TECHNOLOGY (ICIST), 2013, : 1629 - 1632
  • [5] Wavelet based hybrid image coding scheme
    Yu, TH
    Mitra, SK
    ISCAS '97 - PROCEEDINGS OF 1997 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOLS I - IV: CIRCUITS AND SYSTEMS IN THE INFORMATION AGE, 1997, : 377 - 380
  • [6] A Visually Meaningful Image Encryption Scheme Based on Lossless Compression SPIHT Coding
    Yang, Yang
    Cheng, Ming
    Ding, Yingqiu
    Zhang, Weiming
    IEEE TRANSACTIONS ON SERVICES COMPUTING, 2023, 16 (04) : 2387 - 2401
  • [7] A hybrid image compression scheme combining block-based fractal coding and DCT
    Zhao, Y
    Yuan, BZ
    SIGNAL PROCESSING-IMAGE COMMUNICATION, 1996, 8 (02) : 73 - 78
  • [8] Wavelet based hierarchical coding scheme for radar image compression
    Sheng, Wen
    Jiao, Xiaoli
    He, Jifeng
    MIPPR 2007: MEDICAL IMAGING, PARALLEL PROCESSING OF IMAGES, AND OPTIMIZATION TECHNIQUES, 2007, 6789
  • [9] Wavelet based lossless image compression using partial SPIHT and bit plane based arithmetic coding
    Abu-Hajar, A
    Sankar, R
    2002 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS I-IV, PROCEEDINGS, 2002, : 3497 - 3500
  • [10] Vector quantisation index compression based on a Coding Tree Assignment Scheme with Improved Search-Order Coding algorithms
    Taur, J. S.
    Liu, Y. C.
    Lee, G. H.
    Tao, C. W.
    IET IMAGE PROCESSING, 2012, 6 (04) : 318 - 326