Difference between revisions of "Algorithm:MGH"

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See: [[Engineering:Project:Non-rigid_EPI_registration|Engineering:Project:Non-rigid_EPI_registration]]
 
See: [[Engineering:Project:Non-rigid_EPI_registration|Engineering:Project:Non-rigid_EPI_registration]]
 
<br />'''Automatic segmentation of DTI using Spectral Clustering'''
 
 
* '''Use case'''<nowiki>: 'Automatically segment DTI image.' </nowiki>
 
* Difficulty: Medium-High
 
* Impact: Medium-High
 
 
# Implement algorithm in Matlab (Ziyan) : '''done'''
 
# Test/optimize on group data (Ziyan): '''in progress'''
 
# Port to diffusion toolkit (Tuch) : '''queued'''
 
  
 
<br />'''Adding NRRD I/O to Freesurfer'''
 
<br />'''Adding NRRD I/O to Freesurfer'''
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# Develop approriate headers for MGH DWI data (Snyder): '''queued'''
 
# Develop approriate headers for MGH DWI data (Snyder): '''queued'''
 
# Automate header generation when possible (Snyder): '''queued'''
 
# Automate header generation when possible (Snyder): '''queued'''
 
<br />'''Replacing FreeDiffusion components with NA-MIC equivalents'''
 
 
* Difficulty: Medium-High
 
* Impact: Low
 
 
# Write regression tests: '''done'''
 
# Identify componenets to replace: '''queued'''
 
# Replace and test: '''queued'''
 
 
<br />'''Intensity Renormalization for Improved Brain MR Image Segmentation across Scanner Platforms'''
 
 
* '''Use Case'''<nowiki>: 'Atlas-based fully automated whole brain segmentation' </nowiki>
 
* Difficulty: Medium-High
 
* Impact: Medium-High
 
 
# Implemented in C and distribute with the FreeSurface Package: '''done'''
 
  
 
<br />'''Cortical Surface Shape Analysis Based on Spherical Wavelets'''
 
<br />'''Cortical Surface Shape Analysis Based on Spherical Wavelets'''
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# Integrate required libraries into FreeSurfer build process (Snyder, Jen): '''done'''
 
# Integrate required libraries into FreeSurfer build process (Snyder, Jen): '''done'''
 
# Iteratively replace recipes with substitutes and run tests (Snyder, Jen): '''done'''
 
# Iteratively replace recipes with substitutes and run tests (Snyder, Jen): '''done'''
 +
 +
<br />'''Intensity Renormalization for Improved Brain MR Image Segmentation across Scanner Platforms'''
 +
 +
* '''Use Case'''<nowiki>: 'Atlas-based fully automated whole brain segmentation' </nowiki>
 +
* Difficulty: Medium-High
 +
* Impact: Medium-High
 +
 +
# Implemented in C and distribute with the FreeSurface Package: '''done'''

Revision as of 17:16, 2 April 2007

Home < Algorithm:MGH

Coordination

2004-11-17 meeting @ MGH

2005-1-21 meeting @ BWH

Projects

In Development

Optimal path calculator (Poistats)

  • Use case: 'Specify 2 points in a diffusion image and tell how connected they are.'
  • Difficulty: High
  • Impact: High

See AHM 2006:ProjectsDTIPathOfInterest


Statistical power benefit of ITK nonlinear registration

  • Use case: 'Evaluate benefit of using ITK nonlinear registration for group FA comparisons'
  • Difficulty: Low-Medium
  • Impact: Medium

See: Engineering:Project:Non-rigid_EPI_registration


Adding NRRD I/O to Freesurfer

  • Use case: 'Open a NRRD volume in FreeSurfer.'
  • Use case: 'Convert an MGH volume to a NRRD volume with Freesurfer.'
  • Difficulty: Low
  • Impact: Medium
  1. Write unit tests for new IO functions (Snyder): in progress
  2. Add NrrdIO libraries from Teem to FS source tree, build with autoconf (Snyder): done
  3. Write and test FS NRRD IO functions (Snyder, Kindlmann): in progress
  4. Develop approriate headers for MGH DWI data (Snyder): queued
  5. Automate header generation when possible (Snyder): queued


Cortical Surface Shape Analysis Based on Spherical Wavelets


Geometrically-Accurate Topology-Correction of Cortical Surfaces using Non-Separating Loops


  • queued - step identified/specd
  • in progress - step in progress
  • done - step complete

Done

QBALL visualization

  • Use case: 'Visualize q-ball data in Slicer.'
  • Difficulty: Low
  • Impact: Medium
  1. Implement ODF polygon decimation algorithm (Tuch) : done
  2. Port decimation fileformat into FreeDiffusion Visualizer (Snyder) : done
  3. Port QBALL/ODF visualization into Slicer (Estepar/Snyder/Kindlmann/Tuch/Westin): done
    1. Implement (Estepar): done
    2. Test on mock data set (Estepar): done
    3. Demo for real data set (Estepar/Snyder/Kindlmann): done

Tensor-based group comparison (Cramer test)

  • Use case: 'Compare DTI images between groups using the full tensor information.'
  • Difficulty: Medium
  • Impact: Medium-High
  1. Implement in R (Whitcher/Tuch) : done
  2. Power analysis (Whitcher) : done
  3. Port to Matlab (Whitcher) : done
  4. Validate Matlab version against R (Whitcher) : done
  5. Test on group data : done
  6. Release bootstrap-only version to test group: done
  7. Port FFT method from R to matlab (Whitcher): done
  8. Implement FFT method in diffusion development environment (Tuch): done

See Algorithm:MGH:Development:GroupComp


Replacing Numerical Recipes in FreeSurfer (for open sourcing)

  • Use case: 'Unit tests pass with all replacements.'
  • Difficulty: Medium-High
  • Impact: High
  1. Write test cases for each algorithm (Snyder, Jen): done
  2. Identify replacements (Snyder, Jen): done
  3. Integrate required libraries into FreeSurfer build process (Snyder, Jen): done
  4. Iteratively replace recipes with substitutes and run tests (Snyder, Jen): done


Intensity Renormalization for Improved Brain MR Image Segmentation across Scanner Platforms

  • Use Case: 'Atlas-based fully automated whole brain segmentation'
  • Difficulty: Medium-High
  • Impact: Medium-High
  1. Implemented in C and distribute with the FreeSurface Package: done