A new structure of spline wavelet transform based on adaptive directional lifting for efficient image coding

被引:1
作者
Boujelbene, Rania [1 ]
Ben Jemaa, Yousra [1 ]
机构
[1] Univ Tunis El Manar, Lab L3S, Tunis, Tunisia
关键词
Image compression; Wavelet transform; Spline; Directional lifting; COMPRESSION; RIDGELET; CURVELET; FILTER;
D O I
10.1007/s11760-020-01685-5
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
We present in this paper a modified structure of a polynomial spline wavelet transform based on adaptive directional lifting for image compression. The proposed method not only uses the polynomial splines as a tool for the construction of the appropriate filters seeing its efficiency as compared to other filters like the biorthogonal 9/7, but also adapts far better to the image-orientation features by carrying out a lifting-based prediction in local windows in the direction of high pixel correlation. The main purpose of this article is then to integrate the coefficients calculated by the best spline filter order into the adaptive directional lifting. The new method is designed to further reduce the magnitude of the high-frequency wavelet coefficients and preserve the detailed information of the original images more effectively. The numerical results demonstrate the efficiency of the proposed approach over the traditional lifting-based spline wavelet transform and the adaptive directional lifting with respect to both objective and subjective criteria for image compression applications.
引用
收藏
页码:1451 / 1459
页数:9
相关论文
共 31 条
  • [1] [Anonymous], P IEEE INT C IM PROC
  • [2] A FILTER BANK FOR THE DIRECTIONAL DECOMPOSITION OF IMAGES - THEORY AND DESIGN
    BAMBERGER, RH
    SMITH, MJT
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1992, 40 (04) : 882 - 893
  • [3] SmcHD1, containing a structural-maintenance-of-chromosomes hinge domain, has a critical role in X inactivation
    Blewitt, Marnie E.
    Gendrel, Anne-Valerie
    Pang, Zhenyi
    Sparrow, Duncan B.
    Whitelaw, Nadia
    Craig, Jeffrey M.
    Apedaile, Anwyn
    Hilton, Douglas J.
    Dunwoodie, Sally L.
    Brockdorff, Neil
    Kay, Graham F.
    Whitelaw, Emma
    [J]. NATURE GENETICS, 2008, 40 (05) : 663 - 669
  • [4] BOUJELBENE R, 2016, IEEE ACS 13 INT C CO, P1
  • [5] A comparative study of recent improvements in wavelet-based image coding schemes
    Boujelbene, Rania
    Ben Jemaa, Yousra
    Zribi, Mourad
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2019, 78 (02) : 1649 - 1683
  • [6] An efficient codec for image compression based on spline wavelet transform and improved SPIHT algorithm
    Boujelbene, Rania
    Ben Jemaa, Yousra
    Zribi, Mourad
    [J]. 2017 INTERNATIONAL CONFERENCE ON HIGH PERFORMANCE COMPUTING & SIMULATION (HPCS), 2017, : 819 - 825
  • [8] Direction-adaptive discrete wavelet transform via directional lifting and bandeletization
    Chang, Chuo-Ling
    Girod, Bernd
    [J]. 2006 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, ICIP 2006, PROCEEDINGS, 2006, : 1149 - +
  • [9] Direction-adaptive discrete wavelet transform for image compression
    Chang, Chuo-Ling
    Girod, Bernd
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2007, 16 (05) : 1289 - 1302
  • [10] Accelerated implementation of adaptive directional lifting-based discrete wavelet transform on GPU
    Chen, Jiazhong
    Ju, Zengwei
    Hua, Cao
    Ma, Bingpeng
    Chen, Changnian
    Qin, Leihua
    Li, Rong
    [J]. SIGNAL PROCESSING-IMAGE COMMUNICATION, 2013, 28 (09) : 1202 - 1211