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Comparative Analysis of MRI-PET Brain Image Fusion Using Discrete Wavelet Transform
- Source :
- Proceedings of the 1st International Conference on Graphics and Signal Processing.
- Publication Year :
- 2017
- Publisher :
- ACM, 2017.
-
Abstract
- Medical image fusion involves combining of multimodal sensor images to obtain both the spatial and spectral data to be used by radiologists for the purpose of disease diagnosis, monitoring research. This paper provides a comparative analysis of multiple fusion techniques that can be used to obtain accurate information from the multimodal images. The source images are initially decomposed using Discrete Wavelet Transform (DWT) into low frequency and high frequency components. This paper also provides a comparative study of the different types of DWT techniques available for decomposition. These low and high frequency components are fused using the different fusion rules. Final fused image is obtained by inverse transformation. Various performance parameters are evaluated to compare the fusion rules and rule which provides better result is analyzed. The comparison is done on the basis of which method provides the fused image with more mutual information more mutual information and high peak signal to noise ratio at minimum root mean square error. Conclusion of the comparison provides a better approach to be used for future research.
- Subjects :
- Discrete wavelet transform
Image fusion
Mean squared error
business.industry
Computer science
Second-generation wavelet transform
ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION
020206 networking & telecommunications
Pattern recognition
02 engineering and technology
Mutual information
Transformation (function)
Signal-to-noise ratio
Computer Science::Computer Vision and Pattern Recognition
0202 electrical engineering, electronic engineering, information engineering
Fusion rules
020201 artificial intelligence & image processing
Computer vision
Artificial intelligence
business
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- Proceedings of the 1st International Conference on Graphics and Signal Processing
- Accession number :
- edsair.doi...........c3e709d6f22b8c2385f3d899bd7252fe