DocumentCode :
3252997
Title :
Ripplet based multimodality Medical Image Fusion using Pulse-Coupled Neural Network and Modified Spatial Frequency
Author :
Das, Sudeb ; Kundu, Malay Kumar
Author_Institution :
Machine Intell. Unit, Indian Stat. Inst., Kolkata, India
fYear :
2011
fDate :
21-23 Dec. 2011
Firstpage :
229
Lastpage :
234
Abstract :
In this paper, a novel multimodality Medical Image Fusion (MIF) method, based on Ripplet Transform Type-I (RT) using Pulse-Coupled Neural Network (PCNN) is presented. The proposed MIF scheme exploits the advantages of both RT and PCNN to obtain better results. The source medical images are first decomposed by discrete RT (DRT). The low-frequency subbands (LFSs) are fused using the `max selection´ rule. For the fusion of high-frequency subbands (HFSs) a PCNN model is utilized. Modified Spatial Frequency (MSF) in DRT domain is input to motivate the PCNN and coefficients in DRT domain with large firing times are selected as coefficients of the fused image. Then inverse DRT (IDRT) 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 :
discrete transforms; image fusion; medical image processing; neural nets; IDRT; LFS; MIF scheme; PCNN model; discrete RT; entropy; high frequency subband fusion; inverse DRT domain; low frequency subband; max selection rule; modified spatial frequency; mutual information; pulse coupled neural network; quantitative analysis; ripplet based multimodality medical image fusion; ripplet transform Type-I; spatial frequency; visual analysis; Biomedical imaging; Frequency domain analysis; Joining processes; Magnetic resonance imaging; Neurons; Transforms; Image Fusion; Multi-scale Geometric Analysis; Mutual Information; PCNN; Ripplet Transform;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Recent Trends in Information Systems (ReTIS), 2011 International Conference on
Conference_Location :
Kolkata
Print_ISBN :
978-1-4577-0790-2
Type :
conf
DOI :
10.1109/ReTIS.2011.6146873
Filename :
6146873
Link To Document :
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