Symmetry-Based Scalable Lossless Compression of 3D Medical Image Data

被引:63
|
作者
Sanchez, V. [1 ]
Abugharbieh, R. [1 ]
Nasiopoulos, P. [1 ]
机构
[1] Univ British Columbia, Dept Elect & Comp Engn, Vancouver, BC V6T 1Z4, Canada
关键词
Integer wavelet transform; lossless compression; medical image compression; scalability; symmetry; WAVELET TRANSFORMS; TRANSMISSION;
D O I
10.1109/TMI.2009.2012899
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
We propose a novel symmetry-based technique for scalable lossless compression of 3D medical image data. The proposed method employs the 2D integer wavelet transform to decorrelate the data and an intraband prediction method to reduce the energy of the sub-bands by exploiting the anatomical symmetries typically present in structural medical images. A modified version of the embedded block coder with optimized truncation (EBCOT), tailored according to the characteristics of the data, encodes the residual data generated after prediction to provide resolution and quality scalability. Performance evaluations on a wide range of real 3D medical images show an average improvement of 15% in lossless compression ratios when compared to other state-of-the art lossless compression methods that also provide resolution and quality scalability including 3D-JPEG2000, JPEG2000, and H.264/AVC intra-coding.
引用
收藏
页码:1062 / 1072
页数:11
相关论文
共 50 条
  • [1] Symmetry-based representations of 3D data
    Kimia, BB
    Leymarie, FF
    2001 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL II, PROCEEDINGS, 2001, : 581 - 584
  • [2] 3D SCALABLE LOSSLESS COMPRESSION OF MEDICAL IMAGES BASED ON GLOBAL AND LOCAL SYMMETRIES
    Sanchez, Victor
    Abugharbieh, Rafeef
    Nasiopoulos, Panos
    2009 16TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-6, 2009, : 2525 - 2528
  • [3] Symmetry Based Perceptually Lossless Compression of 3D Medical Images in Spatial Domain
    Chandrika, B. K.
    Aparna, P.
    David, Sumam S.
    2014 INTERNATIONAL CONFERENCE ON COMPUTER, COMMUNICATIONS, AND CONTROL TECHNOLOGY (I4CT), 2014, : 53 - 57
  • [4] Symmetry-Based Biomedical Image Compression
    V. K. Bairagi
    Journal of Digital Imaging, 2015, 28 : 718 - 726
  • [5] Symmetry-Based Biomedical Image Compression
    Bairagi, V. K.
    JOURNAL OF DIGITAL IMAGING, 2015, 28 (06) : 718 - 726
  • [6] Symmetry-based 3D brain reconstruction
    Gefen, S
    Fan, Y
    Bertrand, L
    Nissanov, J
    2004 2ND IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING: MACRO TO NANO, VOLS 1 AND 2, 2004, : 744 - 747
  • [7] Direct 3D lossless image compression based on region growing
    Wu, D
    Tan, EC
    ELECTRONICS LETTERS, 2000, 36 (03) : 207 - 208
  • [8] State-of-the-art techniques for lossless compression of 3D medical image sets
    Philips, W
    Van Assche, S
    De Rycke, D
    Denecker, K
    COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2001, 25 (02) : 173 - 185
  • [9] Bilateral Context Modeling for Residual Coding in Lossless 3D Medical Image Compression
    Liu, Xiangrui
    Wang, Meng
    Wang, Shiqi
    Kwong, Sam
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2024, 33 : 2502 - 2513
  • [10] Symmetry-Based Alignment for 3D Model Retrieval
    Quoc-Viet Dang
    Mouysset, Sandrine
    Morin, Geraldine
    2014 12TH INTERNATIONAL WORKSHOP ON CONTENT-BASED MULTIMEDIA INDEXING (CBMI), 2014,