Batch Images Compression Algorithm Based on the Common Features

被引:0
|
作者
Wang, Zhiqiong [1 ]
Lin, Zhixiang [1 ]
Xu, Lining [1 ]
Zhao, Yue [1 ]
Xin, Junchang [2 ]
机构
[1] Northeastern Univ, Sino Dutch Biomed & Informat Engn Sch, Shenyang 110169, Liaoning, Peoples R China
[2] Northeastern Univ, Sch Comp Sci & Engn, Shenyang 110169, Liaoning, Peoples R China
基金
中国国家自然科学基金; 中国博士后科学基金;
关键词
D O I
暂无
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Medical images take up huge data space and have slow transmission speed. Medical images have high cost of transmission and take up width channel. Image compression can speed up the transmission of medical images and save up the cost of transmission. They make doctors' diagnosis convenient. The ratio of compression sensing is very slow and the error of the reconstructed images is great. In this study we propose a compressed sensing algorithm based on common features. We use 10 Computed Tomography(CT) images of thoracic cavity and 2 Magnetic Resonance Imaging(MRI) images of heart to proof the result. According to the results, the algorithm is effective in compression and reconstruction. The algorithm has 6.4% improvement in peak signal-to-noise ratio, 100% improvement in compression ratio and the average error has reduced. Accordingly, the algorithm based on common characteristic have more advantages in compression and reconstruction.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] Hyperspectral Images Compression Based on Independent Component Analysis ROI-based compression algorithm for hyperspectral images
    Yang, Yu
    Liu, Bin
    Duan, Xiaoping
    Nian, Yongjian
    2014 7TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING (CISP 2014), 2014, : 771 - 777
  • [2] Selective Compression Algorithm of Facial Images Based on DWT
    Lu Xiaoqi
    Zhang Baohua
    2008 INTERNATIONAL CONFERENCE ON ADVANCED COMPUTER THEORY AND ENGINEERING, 2008, : 685 - 689
  • [3] Lossless compression algorithm for hyperspectral images based on DSC
    Yang, Xinfeng
    Han, Lihua
    Man, Yongjian
    Hongwai yu Jiguang Gongcheng/Infrared and Laser Engineering, 2016, 45 (03):
  • [4] Algorithm for point cloud compression based on geometrical features
    Qiao S.
    Zhang K.
    Gao K.
    International Journal of Performability Engineering, 2019, 15 (03) : 782 - 791
  • [5] An algorithm for compression of bilevel images
    Reavy, MD
    Boncelet, CG
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2001, 10 (05) : 669 - 676
  • [6] Study of cell images lossless compression based on the EZW algorithm
    School of Electronics Information, Northwestern Polytechnic Univ., Xi'an 710072, China
    不详
    Xi'an Dianzi Keji Daxue Xuebao, 2006, 2 (327-332):
  • [7] Improved block based segmentation algorithm for compression of compound images
    King, G. R. Gnana
    Christopher, C. Seldev
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2014, 27 (06) : 3213 - 3225
  • [8] Distributed Lossless Compression Algorithm for Hyperspectral Images Based on Classification
    Huang, Bingchao
    Nian, Yongjian
    Wan, Jianwei
    SPECTROSCOPY LETTERS, 2015, 48 (07) : 528 - 535
  • [9] Efficient batch similarity join processing of social images based on arbitrary features
    Yi Zhuang
    Nan Jiang
    Zhi-Ang Wu
    Jie Cao
    Chunhua Ju
    World Wide Web, 2016, 19 : 725 - 753
  • [10] Bioinformatics features based DNA Sequence data compression algorithm
    Ji, Zhen
    Zhou, Jia-Rui
    Zhu, Ze-Xuan
    Wu, Q.H.
    Tien Tzu Hsueh Pao/Acta Electronica Sinica, 2011, 39 (05): : 991 - 995