Lossless image compression with projection-based and adaptive reversible integer wavelet transforms

被引:24
|
作者
Deever, AT [1 ]
Hemami, SS
机构
[1] Eastman Kodak Co, Rochester, NY 14650 USA
[2] Cornell Univ, Sch Elect Engn, Ithaca, NY 14853 USA
关键词
image compression; lifting; reversible integer transforms; wavelets;
D O I
10.1109/TIP.2003.812374
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Reversible integer wavelet transforms are increasingly popular in lossless image compression, as evidenced by their use in the recently developed JPEG2000 image coding standard. In this paper, a projection-based technique is presented for decreasing the first-order entropy of transform coefficients and improving the lossless compression performance of reversible integer wavelet transforms. The projection technique is developed and used to predict a wavelet transform coefficient as a linear combination of other wavelet transform coefficients. It yields optimal fixed prediction steps for lifting-based wavelet transforms and unifies many wavelet-based lossless image compression results found in the literature. Additionally, the projection technique is used in an adaptive prediction scheme that varies the final prediction step of the lifting-based transform based on a modeling context. Compared to current fixed and adaptive lifting-based transforms, the projection technique produces improved reversible integer wavelet transforms with superior lossless; compression performance. It also provides a generalized framework that explains and unifies many previous results in wavelet-based lossless image compression.
引用
收藏
页码:489 / 499
页数:11
相关论文
共 50 条
  • [1] Improved techniques for lossless image compression with reversible integer wavelet transforms
    Memon, N
    Wu, X
    Yeo, BL
    [J]. 1998 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING - PROCEEDINGS, VOL 3, 1998, : 891 - 895
  • [2] Lossy and lossless image compression using reversible integer wavelet transforms
    Sheng, F
    Bilgin, A
    Sementilli, PJ
    Marcellin, MW
    [J]. 1998 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING - PROCEEDINGS, VOL 3, 1998, : 876 - 880
  • [3] Applications of reversible integer wavelet transforms to lossless compression of medical image volumes
    Bilgin, AL
    Marcellin, MW
    [J]. 1998 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY - PROCEEDINGS, 1998, : 411 - 411
  • [4] Lossless image compression using integer to integer wavelet transforms
    Calderbank, AR
    Daubechies, I
    Sweldens, W
    Yeo, BL
    [J]. INTERNATIONAL CONFERENCE ON IMAGE PROCESSING - PROCEEDINGS, VOL I, 1997, : 596 - 599
  • [5] Near-lossless image compression based on integer wavelet transforms
    Moon, YS
    Tian, JW
    [J]. IMAGE COMPRESSION AND ENCRYPTION TECHNOLOGIES, 2001, 4551 : 21 - 26
  • [6] Lossless Image Compression Using Reversible Integer Wavelet Transforms and Convolutional Neural Networks
    Ahanonu, E.
    Marcellin, M. W.
    Bilgin, A.
    [J]. 2018 DATA COMPRESSION CONFERENCE (DCC 2018), 2018, : 395 - 395
  • [7] Reversible Integer-to-Integer Wavelet Filter Design for Lossless Image Compression
    Lin, Jianyu
    [J]. IEEE ACCESS, 2020, 8 : 89117 - 89129
  • [8] Performance evaluation of reversible integer-to-integer wavelet transforms for image compression
    Adams, MD
    Kossentini, F
    [J]. DCC '99 - DATA COMPRESSION CONFERENCE, PROCEEDINGS, 1999, : 514 - 514
  • [9] Adaptive lifting integer wavelet transform for lossless image compression
    Kitanovski, V.
    Kseneman, M.
    Gleich, D.
    Taskovski, D.
    [J]. PROCEEDINGS OF IWSSIP 2008: 15TH INTERNATIONAL CONFERENCE ON SYSTEMS, SIGNALS AND IMAGE PROCESSING, 2008, : 105 - +
  • [10] Reversible integer-to-integer wavelet transforms for image compression: Performance evaluation and analysis
    Adams, MD
    Kossentini, F
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2000, 9 (06) : 1010 - 1024