DocumentCode :
2733785
Title :
Fusion of multimodality Medical Images using combined Activity Level Measurement and Contourlet Transform
Author :
Das, Sudeb ; Kundu, Malay Kumar
Author_Institution :
Machine Intell. Unit, Indian Stat. Inst., Kolkata, India
fYear :
2011
fDate :
3-5 Nov. 2011
Firstpage :
1
Lastpage :
6
Abstract :
In this paper, we propose a novel multimodality Medical Image Fusion (MIF) method, based on a novel combined Activity Level Measurement (ALM) and Contourlet Transform (CNT) for spatially registered, multi-sensor, multi-resolution medical images. The source medical images are first decomposed by CNT. The low-frequency subbands (LFSs) are fused using the novel combined ALM, and the high-frequency subbands (HFSs) are fused according to their `local average energy´ of the neighborhood of coefficients. Then inverse contourlet transform (ICNT) is applied to the fused coefficients to get the fused image. The performance of the proposed scheme is evaluated by various quantitative measures like Mutual Information (MI), Spatial Frequency (SF), and Entropy (EN) etc. Visual and quantitative analysis and comparisons show the effectiveness of the proposed scheme in fusing multimodality medical images.
Keywords :
image fusion; image resolution; inverse transforms; medical image processing; combined activity level measurement; contourlet transform; high-frequency subband; inverse contourlet transform; local average energy; low-frequency subband; multimodality medical image fusion; multiresolution medical image registration; spatial frequency; spatial registration; Entropy; Filter banks; Information processing; Magnetic resonance imaging; Medical diagnostic imaging; Transforms; Contourlet Transform; Image Fusion; Multiscale Geometric Analysis; Mutual Information;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Information Processing (ICIIP), 2011 International Conference on
Conference_Location :
Himachal Pradesh
Print_ISBN :
978-1-61284-859-4
Type :
conf
DOI :
10.1109/ICIIP.2011.6108896
Filename :
6108896
Link To Document :
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