Title :
Multimodality image fusion in frequency domain for radiation therapy
Author :
Chavan, Satishkumar S. ; Talbar, Sanjay N.
Author_Institution :
Dept. of Electron. & Telecommun. Eng, Don Bosco Inst. of Technol., Mumbai, India
Abstract :
Multimodality Medical image fusion is the process of extracting complementary information from various modality medical images and combing it for better visualization, accurate diagnosis and appropriate treatment planning. The combined single image is merging of anatomical and physiological variations. It allows accurate localization of cancer tissues and more helpful for estimation of target volume for radiation. The multimodal fusion algorithms presented in this paper utilizes Discrete Cosine Transform (DCT), Discrete Wavelet Transform (DWT), Dual Tree Complex Wavelet Transform (DT-CWT), and Daubechies Complex Wavelet Transform (DCWT) to extract features of Computed Tomography (CT) and Magnetic Resonance Imaging (MRI) images which are then combined based on various fusion rules. The performance and effectiveness of the algorithms are evaluated using Standard Deviation (σfus), Entropy (En), Fusion Factor (FusFac), Cross correlation (Rcorr) and Cross Entropy (CEn). The fused images of DCWT are superior over other frequency domain algorithms as per subjective and objective analysis.
Keywords :
biological tissues; biomedical MRI; cancer; computerised tomography; discrete cosine transforms; discrete wavelet transforms; feature extraction; frequency-domain analysis; image fusion; medical image processing; radiation therapy; DCT; DCWT; DT-CWT; DWT; Daubechies complex wavelet transform; MRI; cancer tissue localization; computed tomography; cross correlation; cross entropy; discrete cosine transform; discrete wavelet transform; dual tree complex wavelet transform; feature extraction; frequency domain algorithms; fusion factor; magnetic resonance imaging; multimodal fusion algorithms; multimodality medical image fusion; radiation therapy; standard deviation; treatment planning; Computed tomography; Discrete cosine transforms; Discrete wavelet transforms; Image fusion; Medical diagnostic imaging; Complex Wavelet Transform; Discrete Cosine Transform; Discrete Wavelet Transform; Medical Image Fusion; Radiation Therapy;
Conference_Titel :
Medical Imaging, m-Health and Emerging Communication Systems (MedCom), 2014 International Conference on
Conference_Location :
Greater Noida
Print_ISBN :
978-1-4799-5096-6
DOI :
10.1109/MedCom.2014.7005998