Medical image fusion using discrete wavelet transform and lifting scheme

被引:0
作者
Akbarpour, Tannaz [1 ]
Shamsi, Mousa [1 ]
Daneshvar, Sabalan [2 ]
机构
[1] Sahand Univ Technol, Fac Elect Engn, Tabriz, Iran
[2] Tabriz Univ, Fac Elect & Comp Engn, Tabriz, Iran
来源
2015 22ND IRANIAN CONFERENCE ON BIOMEDICAL ENGINEERING (ICBME) | 2015年
关键词
multiple sclerosis; magnetic resonance image; lifting scheme; mutual information; quality metric;
D O I
暂无
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Multiple sclerosis (MS) is an inflammatory disease of central nervous system. Magnetic resonance (MR) images play an important role in diagnosis of MS because of the ability in detection of white matter lesions. Proper detection of lesions and their boundaries is crucial for diagnosis. T1 weighted images are the most preferred modal in diagnosis, but enriching them with information of other modals could increase accuracy of lesion detection and thus diagnosis. In this paper a new method based on lifting scheme is suggested to fuse modals of MR. in this algorithm, lifting wavelet transform is used to decompose source images into different subbands. Different fusion rules are applied to fuse subbands and achieve fused image. Numerical and visual analyses prove efficiency of propped method in gathering complemental information of source images in one image.
引用
收藏
页码:293 / 298
页数:6
相关论文
共 10 条
[1]  
Akbarpour T, 2014, IRAN CONF ELECTR ENG, P1970, DOI 10.1109/IranianCEE.2014.6999865
[2]   MRI and PET image fusion by combining IHS and retina-inspired models [J].
Daneshvar, Sabalan ;
Ghassemian, Hassan .
INFORMATION FUSION, 2010, 11 (02) :114-123
[3]   Information fusion in the realm of medical applications - A bibliographic glimpse at its growing appeal [J].
Dasarathy, Belur V. .
INFORMATION FUSION, 2012, 13 (01) :1-9
[4]  
Han SS, 2008, P 21 ISPRS C COMM 7, VXXXVII, P1159
[5]  
Piella G., 2003, Information Fusion, V4, P259, DOI 10.1016/S1566-2535(03)00046-0
[6]   Fusion of multimodal medical images using Daubechies complex wavelet transform - A multiresolution approach [J].
Singh, Rajiv ;
Khare, Ashish .
INFORMATION FUSION, 2014, 19 :49-60
[7]  
SWELDENS W, 1995, P SOC PHOTO-OPT INS, V2569, P68, DOI 10.1117/12.217619
[8]   The lifting scheme: A construction of second generation wavelets [J].
Sweldens, W .
SIAM JOURNAL ON MATHEMATICAL ANALYSIS, 1998, 29 (02) :511-546
[9]   Pixel-level image fusion with simultaneous orthogonal matching pursuit [J].
Yang, Bin ;
Li, Shutao .
INFORMATION FUSION, 2012, 13 (01) :10-19
[10]   Kernel feature selection to fuse multi-spectral MRI images for brain tumor segmentation [J].
Zhang, Nan ;
Ruan, Su ;
Lebonvallet, Stephane ;
Liao, Qingmin ;
Zhu, Yuemin .
COMPUTER VISION AND IMAGE UNDERSTANDING, 2011, 115 (02) :256-269