Multimodal Medical Image Fusion Based on Nonsubsampled Contourlet Transform Using Improved PCNN

被引:0
|
作者
Tian, Yu [1 ]
Li, Yibing [1 ]
Ye, Fang [1 ]
机构
[1] Harbin Engn Univ, Coll Informat & Commun Engn, Harbin, Heilongjiang, Peoples R China
基金
中国国家自然科学基金;
关键词
medical image fusion; NSCT; PCNN; single value decomposition (SVD);
D O I
暂无
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
Multimodal medical image fusion is an indispensable branch in the field of image fusion. In order to obtain a more complete and more reliable medical image, this paper presents a novel approach for multimodal medical image fusion using an improved pulse-coupled neural network (IPCNN) in nonsubsampled contourlet transform (NSCT) domain. First, the image is decomposed into sub-bands with different scales and different directions by NSP and NSDFB. Next, local area singular value is introduced to determine the structural information factor which will be the linking strength parameter of PCNN. After the fire process we can get the fire mapping images that can reflect the characteristics of single pixel and its neighborhood. Then, we extract the objects with salient features of the fire mapping images by compare-selection operator. Finally, we construct the fused image by inverse NSCT. Our proposed algorithm in multimodal medical image fusion is proved to perform better in robustness and reliability over the existing methods, meeting the requirement of human vision.
引用
收藏
页码:799 / 804
页数:6
相关论文
共 50 条
  • [31] Research on Medical Image Fusion Algorithms Based on Nonsubsampled Contourlet
    Long, Junyu
    Yu, Hong
    Yu, Aiming
    PROCEEDINGS OF INTERNATIONAL CONFERENCE ON SOFT COMPUTING TECHNIQUES AND ENGINEERING APPLICATION, ICSCTEA 2013, 2014, 250 : 543 - 551
  • [32] Image fusion based on nonsubsampled contourlet transform for infrared and visible light image
    Adu, Jianhua
    Gan, Jianhong
    Wang, Yan
    Huang, Jian
    INFRARED PHYSICS & TECHNOLOGY, 2013, 61 : 94 - 100
  • [33] Multi-Modality Image Fusion Using the Nonsubsampled Contourlet Transform
    Liu, Cuiyin
    Chen, Shu-qing
    Fu, Qiao
    IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2013, E96D (10): : 2215 - 2223
  • [34] Image Fusion Using Compressed Sensing in Nonsubsampled Contourlet Transform Domain
    Liu, Fu
    PROCEEDINGS OF 2013 CHINESE INTELLIGENT AUTOMATION CONFERENCE: INTELLIGENT INFORMATION PROCESSING, 2013, 256 : 803 - 810
  • [35] Optimal image-fusion method based on nonsubsampled contourlet transform
    Dou, Jianfang
    Li, Jianxun
    OPTICAL ENGINEERING, 2012, 51 (10)
  • [36] Vision Model based Image Fusion in Nonsubsampled Contourlet Transform Domain
    Hu, Yanxiang
    Zhang, Rui
    PROCEEDINGS OF THE 2016 IEEE 11TH CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS (ICIEA), 2016, : 1270 - 1275
  • [38] Remote Sensing Image Fusion Based on Nonsubsampled Contourlet Transform and PCA
    Li, Ding
    PROCEEDINGS OF THE 2009 INTERNATIONAL CONFERENCE ON COMPUTER TECHNOLOGY AND DEVELOPMENT, VOL 1, 2009, : 165 - 168
  • [39] An Algorithm of Remote Sensing Image Fusion Based on Nonsubsampled Contourlet Transform
    Xu, Qilong
    Zhou, Yi
    Wang, Shixin
    Li, Wenjun
    2012 5TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING (CISP), 2012, : 1005 - 1009
  • [40] A Novel Multifocus Image Fusion Algorithm Based on Nonsubsampled Contourlet Transform
    Liu, Cuiyin
    Cheng, Peng
    Chen, Shu-qing
    Wang, Cuiwei
    Xiang, Fenghong
    KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS, 2013, 7 (03): : 539 - 557