Title :
Wavelet Fusion in DSA Based on Dynamic Fuzzy Data Model
Author :
Zhang, Guangming ; Zheng, Yiming ; Wu, Jian ; Cui, Zhiming
Author_Institution :
Inst. of Intell. Inf. Process. & Applic., Soochow Univ., Suzhou, China
Abstract :
Digital subtraction angiography (DSA) is a type of medical imaging technique which can eliminate the interferential background and give prominence to blood vessels by computer processing. By analyzing the characters of DSA medical image sequence, we find angiograms are taken by the same instrument in same scene at different time, so the DSA serial images are present different parts of blood vessels. This paper proposes a novel method for this particular image fusion, which is using discrete wavelet transform improved by dynamic fuzzy data model. Firstly, we decompose each of DSA images of by 2-D discrete wavelet transform. Then we construct a membership function based on dynamic fuzzy data model to optimize the performance of wavelet coefficients selection in order to combine all series of DSA images in different level. At last, we use wavelet reconstruction to synthesize one DSA medical image which could contain more integrated accurate detail information of blood vessels. By contrast, the efficiency of our method is better than weighted average, Laplacian pyramid and traditional wavelet transform method. It is helpful to medical imaging aid diagnosis.
Keywords :
Laplace transforms; blood vessels; diagnostic radiography; fuzzy set theory; image fusion; image reconstruction; image sequences; medical image processing; wavelet transforms; 2D discrete wavelet transform; DSA medical imaging technique; Laplacian pyramid; blood vessel; computer processing; digital subtraction angiography; dynamic fuzzy data model; image fusion; image sequence; interferential background; wavelet reconstruction; Angiography; Biomedical imaging; Blood vessels; Data models; Discrete wavelet transforms; Image analysis; Image sequence analysis; Image sequences; Instruments; Medical diagnostic imaging;
Conference_Titel :
Bioinformatics and Biomedical Engineering , 2009. ICBBE 2009. 3rd International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4244-2901-1
Electronic_ISBN :
978-1-4244-2902-8
DOI :
10.1109/ICBBE.2009.5163757