An ITK Implementation of a Diffusion Tensor Images Resampling Filter
Department of Psychiatry, University of North Carolina, Chapel Hill, NC
| Please use this identifier to cite or link to this publication: http://hdl.handle.net/10380/3189 |
Published in The Insight Journal - 2010 July-December.
Submitted by Francois Budin on 08-10-2010.
This paper describes the implementation of a resampling ļ¬lter for Diffusion Tensor Images (DTI) in the Insight ToolKit (ITK). ITK already contains a ļ¬lter for resampling scalar and vector images as well as several transformation and interpolation classes. However, due to the directional nature of DT images, using the existing classes would result in losing the structural information of the image.
We developed a new resampling ļ¬lter, speciļ¬c to DTI, that preserves the structure by applying a rotation directly on the tensors while performing the transformation of the image. New transformation and interpolator classes have also been implemented to handle tensors correctly. The new transformation classes are based on algorithms described by D.C. Alexander et al. Finally, three ļ¬lters have been written to correct symmetric semi-deļ¬nite matrices that would no longer be positive after the resampling process and project them into the tensorsā space. In addition, a software based on the new classes has been developed and is provided with this article.
We developed a new resampling ļ¬lter, speciļ¬c to DTI, that preserves the structure by applying a rotation directly on the tensors while performing the transformation of the image. New transformation and interpolator classes have also been implemented to handle tensors correctly. The new transformation classes are based on algorithms described by D.C. Alexander et al. Finally, three ļ¬lters have been written to correct symmetric semi-deļ¬nite matrices that would no longer be positive after the resampling process and project them into the tensorsā space. In addition, a software based on the new classes has been developed and is provided with this article.
Code
Automatic Testing Results
by Insight-Journal Dashboard
on Mon Feb 28 17:28:09 2011 for revision #4 



expertise: 5 sensitivity: 5
Automatic Testing Results
by Insight-Journal Dashboard
on Fri Aug 20 11:46:37 2010 for revision #2 



expertise: 5 sensitivity: 5 Reviews
Quick Comments
Resources
| Download Package | |
| Download Paper, View Paper | |
| Download Source code | |
| Github | |
Statistics more
| Global rating: | ![]() ![]() ![]() ![]()
|
| Review rating: | ![]() ![]() ![]() ![]() [review]
|
| Code rating: | ![]() ![]() ![]() ![]()
|
| Paper Quality: |
|
Information more
| Categories: | Reformating and tensor reorientation, Resampling, Transforms |
| Keywords: | DTI, resampling, ITK, |
| Toolkit: | CMake, ITK |
| Export citation: | |
Share
Associated Publications more
| A Quantitative DTI Fiber Tract Analysis Suite | ||
View license
Loading license...
Send a message to the author


