Engineering:Project:ITK Tract Analysis
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Project: Clustering and Analysis of DTI Fibers.
Goals:
- Develop ITK modules for clustering DTI fibers from tractography. Using Normalized Cut algorithm of Shi and Malik. Improve efficiency.
- Collaborate with Slicer Tractography group to get perspective on different approaches to tractography and fiber tract analysis.
- Make UNC tools compatible with other NA-MIC tools
- Read NA-MIC NRRD DTI data
- Develop a tool that can convert ITK DTITubeSpatialObject files to vtkPolyData files and vice-versa. The UNC tools currently use the ITK files, while other tools use vtk files.
- Develop a generic tensor statistics computation module for fiber tract analysis. Currently implemented for and integrated into FiberViewer. Collaborate with Tom Fletcher.
Current Status:
- Working ITK implementation of clustering algorithm that is generic over objects with defined distance measure.
- Tensor statistics implemented in FiberViewer, but not yet a generic module.
- Tensor field computation for NRRD DTI data via Xiadong's NrrdDTIReconstruction tool.
Current Tools
- Fiber Tracker - Tool for tracking fibers from DTI data. http://www.ia.unc.edu/dev/download/fibertracking/index.htm
- Fiber Viewer - Tool for fiber editing, clustering, analysis. (Normalized Cut based clustering goes here) http://www.ia.unc.edu/dev/download/fiberviewer/index.htm
- SNAP - Used for defining ROI used in tracking. (included in InsightApplications).
- Data conversion tool: from nrrd to gipl/analyze.
- Fiber format conversion tool: from UNC fiber to vtk polydata.
Test Data: Currently using in-house data. A sample DTI dataset is available here in GIPL format http://www.ia.unc.edu/dev/download/fibertracking/DTI_Test.zip. Also testing on Brockton data from BIRN repository.
Team Members:
- Casey Goodlett - UNC
- Xiaodong Tao - GE
- Isabelle - UNC
- Mahnaz - MIT
- Andrea - BWH