Difference between revisions of "FSL-based segmentation pipeline"

From NAMIC Wiki
Jump to: navigation, search
(Created page with ' EM segmentation pipeline Aug 10, 09 Atlas construction phase: Chose one subject form the dataset a…')
 
Line 3: Line 3:
 
Atlas construction phase:
 
Atlas construction phase:
 
   Chose one subject form the dataset as the target image;
 
   Chose one subject form the dataset as the target image;
+
 
 
   Using the Slicer3 module to perform histogram matching from all other subjects to the target;
 
   Using the Slicer3 module to perform histogram matching from all other subjects to the target;
+
 
 
   Affine register all subjects to the target using flirt;
 
   Affine register all subjects to the target using flirt;
+
 
 
   Manually skull strip the target;
 
   Manually skull strip the target;
+
 
 
   Apply the brain mask to all subjects to obtain brain matter;
 
   Apply the brain mask to all subjects to obtain brain matter;
+
 
 
   Perform bias correction on the brain matters using the binary within ITK Insight Applications.
 
   Perform bias correction on the brain matters using the binary within ITK Insight Applications.
+
 
 
   Affine register the brain matters of all subjects to that of the target using flirt, and save the
 
   Affine register the brain matters of all subjects to that of the target using flirt, and save the
+
 
 
   transform as .mat;
 
   transform as .mat;
 
   Subsequently, using Diffeomorphic Demons registration to register all subjects to the target
 
   Subsequently, using Diffeomorphic Demons registration to register all subjects to the target
+
 
 
   and save the deformation field as .mha;
 
   and save the deformation field as .mha;
 
   Inverse the skull mask to obtain skull matter for all subjects;
 
   Inverse the skull mask to obtain skull matter for all subjects;
+
 
 
   Apply the above obtained affine transformations and Demons deformations to deform their
 
   Apply the above obtained affine transformations and Demons deformations to deform their
+
 
 
   corresponding skull matter;
 
   corresponding skull matter;
 
   Combine the brain matter and skull matter for each subject to obtain co-aligned brain images;
 
   Combine the brain matter and skull matter for each subject to obtain co-aligned brain images;
+
 
 
   Average the co-aligned images to generate the atlas;
 
   Average the co-aligned images to generate the atlas;
+
 
 
   Apply KMS segmentation on all subjects, followed by manually correction of the segmenta-
 
   Apply KMS segmentation on all subjects, followed by manually correction of the segmenta-
+
 
 
   tions;
 
   tions;
 
   Collect all the segmentation results to generate tissue maps and the ECC masks.
 
   Collect all the segmentation results to generate tissue maps and the ECC masks.
+
 
 
EM segmentation phase:
 
EM segmentation phase:
 
   Using the image of each subject as the target and the atlas as the source;
 
   Using the image of each subject as the target and the atlas as the source;
+
 
 
   For each subject, affine register its whole head image to the whole head atlas;
 
   For each subject, affine register its whole head image to the whole head atlas;
+
 
 
   Use the aligned brain mask from atlas to skull strip the subject image;
 
   Use the aligned brain mask from atlas to skull strip the subject image;
+
 
 
   Affine register the brain matter in the atlas to the masked brain matter of the subject, and save
 
   Affine register the brain matter in the atlas to the masked brain matter of the subject, and save
+
 
 
   the transform as .mat;
 
   the transform as .mat;
 
   Subsequently, using Diffeomorphic Demons registration to register the brain matter in the
 
   Subsequently, using Diffeomorphic Demons registration to register the brain matter in the
+
 
 
   atlas to that of the subject, and save the deformations as .mha;
 
   atlas to that of the subject, and save the deformations as .mha;
 
   Apply the above obtained affine transformation and demons deformation to the tissue maps
 
   Apply the above obtained affine transformation and demons deformation to the tissue maps
+
 
 
   and ECC mask;
 
   and ECC mask;
 
   Perform EM segmentation using the Slicer2/Slicer3 module.
 
   Perform EM segmentation using the Slicer2/Slicer3 module.

Revision as of 21:11, 21 August 2009

Home < FSL-based segmentation pipeline
                                  EM segmentation pipeline
                                          Aug 10, 09

Atlas construction phase:

 Chose one subject form the dataset as the target image;
 Using the Slicer3 module to perform histogram matching from all other subjects to the target;
 Affine register all subjects to the target using flirt;
 Manually skull strip the target;
 Apply the brain mask to all subjects to obtain brain matter;
 Perform bias correction on the brain matters using the binary within ITK Insight Applications.
 Affine register the brain matters of all subjects to that of the target using flirt, and save the
 transform as .mat;
 Subsequently, using Diffeomorphic Demons registration to register all subjects to the target
 and save the deformation field as .mha;
 Inverse the skull mask to obtain skull matter for all subjects;
 Apply the above obtained affine transformations and Demons deformations to deform their
 corresponding skull matter;
 Combine the brain matter and skull matter for each subject to obtain co-aligned brain images;
 Average the co-aligned images to generate the atlas;
 Apply KMS segmentation on all subjects, followed by manually correction of the segmenta-
 tions;
 Collect all the segmentation results to generate tissue maps and the ECC masks.

EM segmentation phase:

 Using the image of each subject as the target and the atlas as the source;
 For each subject, affine register its whole head image to the whole head atlas;
 Use the aligned brain mask from atlas to skull strip the subject image;
 Affine register the brain matter in the atlas to the masked brain matter of the subject, and save
 the transform as .mat;
 Subsequently, using Diffeomorphic Demons registration to register the brain matter in the
 atlas to that of the subject, and save the deformations as .mha;
 Apply the above obtained affine transformation and demons deformation to the tissue maps
 and ECC mask;
 Perform EM segmentation using the Slicer2/Slicer3 module.