Title :
A new approach to medical image reconstruction
Author :
Lü, Weixue ; Wang, Yuanmel ; Luo, Jiangua
Author_Institution :
Inst. of Biomed. Eng., Zhejiang Univ., Hangzhou, China
Abstract :
The authors propose a multiobjective optimization method using the weighted sum problem in order to deal with image reconstruction from projections. In their scheme, after determining the objective functions, a satisfactory solution of the decision maker can be derived by updating the weighted coefficients simultaneously with the tradeoff between the objective functions. Furthermore, the noninferiority of the generated solution in each iteration is guaranteed. As has been shown, the multiobjective optimization-based image reconstruction approach is superior to the least-squares and convolution methods. The authors can say that the multiobjective approach makes traditional image reconstruction from projections flexible and robust to uncertainty and multiplicity of reconstruction objectives. They are convinced that the proposed method and its extension will become an efficient tool for design of new CT scanners.
Keywords :
image reconstruction; iterative methods; medical image processing; optimisation; CT scanners design; convolution method; decision maker; image reconstruction from projections; iteration; least-squares method; medical diagnostic imaging; multiobjective optimization method; objective functions; optimization-based image reconstruction approach; weighted coefficients updating; Biomedical engineering; Biomedical imaging; Image reconstruction; Magnetic resonance imaging; Optimization methods; Pixel; Reconstruction algorithms; Symmetric matrices; Tomography; X-ray imaging;
Journal_Title :
Engineering in Medicine and Biology Magazine, IEEE