Diffusion configuration of water molecules in diffusion weighted imaging |
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Authors: | Fan Zhang Nan Zhang |
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Affiliation: | 1. Institute of Image Processing and Pattern Recognition, Henan University, Kaifeng 475001, China;2. School of Computer and Information Engineering, Henan University, Kaifeng 475001, China;3. School of Biomedical Engineering, Capital Medical University, Beijing 100069, China;4. Institute of Biomedical Informatics, Capital Medical University, Beijing 100069, China |
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Abstract: | In the studying of fibers microstructure of brain white matter, many reconstruction methods have been proposed to interpret the diffusion-weighted signal. Those methods can be categorized into model-based and model-free methods. In this paper, the diffusion configuration of water molecules are discussed, and two questions are put forward to analyze the performance of the current algorithms about diffusion configuration. The first question is what the diffusion profile looks like in voxel? The second question is what is the location of fibers in a voxel? As a result, firstly, most of model-based algorithms ignore much information coming from the isotropic diffusion, which will lead to an inaccurate estimation. Secondly, model-free algorithms just provide direction information of fibers, ignore or cannot provide location information of fibers. So unfortunately, neither model-based methods nor model-free methods can resolve those two questions very well. How to resolve those questions is still an open problem, and it may be an interesting direction in the future research. |
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Keywords: | Diffusion weighted MRI Diffusion configuration Fibers microstructure Ball-and-stick model |
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