Suyash P. Awate |
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Role of DTI in Brain Tissue Segmentation |
| Suyash P. Awate, Hui Zhang , Tony J. Simon , James C. Gee Multivariate segmentation of brain tissues by fusion of MRI and DTI data IEEE International Symposium on Biomedical Imaging (ISBI) 2008, pp. 213-216 |
Subcortical Brain Structures |
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Subcortical MRI and DTI |
| In the subcortical region, inter-tissue intensity contrast can be poor in structural MRI |
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Cortex in MRI and DTI |
| In the cortex, resolution and signal-to-noise ratio can be poor in diffusion MRI |
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Multivariate Segmentation |
| Incorporating the information in diffusion MRI (which probes the tissue structure differently as compared to structural MRI) can improve segmentation in subcortical region |
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Related Work |
| T. Liu, H. Li, K. Wong, A. Tarokh, L. Guo, S. Wong Brain tissue segmentation based on DTI data NeuroImage 2007, 38(1):114-123 |
| G. Kindlmann, D. Ennis, R. Whitaker, C. Westin Diffusion Tensor Analysis With Invariant Gradients and Rotation Tangents IEEE Trans. Med. Imaging 2007, 26(11):1483-1499 |
| Suyash P. Awate, Tolga Tasdizen, Normal Foster, Ross T. Whitaker Adaptive Markov modeling for mutual-information-based, unsupervised MRI brain-tissue classification Medical Image Analysis 2006, 10(5):726-39 (invited paper from MICCAI 2005 conference) |