Title :
Cross-Scale Coefficient Selection for Volumetric Medical Image Fusion
Author :
Rui Shen ; Cheng, I-Chun ; Basu, Anirban
Author_Institution :
Dept. of Comput. Sci., Univ. of Alberta, Edmonton, AB, Canada
Abstract :
Joint analysis of medical data collected from different imaging modalities has become a common clinical practice. Therefore, image fusion techniques, which provide an efficient way of combining and enhancing information, have drawn increasing attention from the medical community. In this paper, we propose a novel cross-scale fusion rule for multiscale-decomposition-based fusion of volumetric medical images taking into account both intrascale and interscale consistencies. An optimal set of coefficients from the multiscale representations of the source images is determined by effective exploitation of neighborhood information. An efficient color fusion scheme is also proposed. Experiments demonstrate that our fusion rule generates better results than existing rules.
Keywords :
biomedical MRI; computerised tomography; image fusion; medical image processing; positron emission tomography; single photon emission computed tomography; color fusion scheme; common clinical practices; crossscale coefficient selection; crossscale fusion rule; image fusion techniques; image information combining; image information enhancing; image interscale consistencies; image intrascale consistencies; image neighborhood information exploitation; imaging modalities; medical data joint analysis; medical source images; multiscale decomposition based fusion; volumetric medical image fusion; Biomedical imaging; Discrete wavelet transforms; Equations; Image color analysis; Image fusion; Magnetic resonance imaging; Mathematical model; 3-D image fusion; fusion rule; medical image fusion; multiscale analysis; Algorithms; Brain; Databases, Factual; Diagnostic Imaging; Humans; Imaging, Three-Dimensional; Reproducibility of Results; Wavelet Analysis;
Journal_Title :
Biomedical Engineering, IEEE Transactions on
DOI :
10.1109/TBME.2012.2211017