Difference between revisions of "Integration of Neural Network Algorithms"

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* Base algorithm has been developed using the [http://annie.sourceforge.net/ annie neural network library]
 
* Base algorithm has been developed using the [http://annie.sourceforge.net/ annie neural network library]
 +
* Segmentation algorithm has been applied to segmentation of the phalanx bones on the index finger
 +
**Paper has been published on this initial work
 +
 +
 +
'''To Do:'''
 
* Initial evaluation of this technique has been performed for phalanx bones.
 
* Initial evaluation of this technique has been performed for phalanx bones.
 
* Need to rework ITK neural network libraries to allow the size of the network to be dynamic configured at run time instead of compile time
 
* Need to rework ITK neural network libraries to allow the size of the network to be dynamic configured at run time instead of compile time
 +
**There are several issues that neeed to be resolved regarding the Neural network I/O in ITK
 +
**Consider the inclusion of the old ANN code that existed in the BRAINS software
  
 
'''Key Investigators:'''
 
'''Key Investigators:'''
  
* Iowa: Nicole Grosland, Vincent Magnotta
+
* Iowa: Nicole DeVries, Nicole Grosland, Vincent Magnotta
  
 
'''Links:'''
 
'''Links:'''
 +
*[http://www.springerlink.com/content/b15376vwx00v5088/ Automated Bony Region Identification Using Artificial Neural Networks: Reliability and Validation Measurements. Esther E. Gassman, Stephanie M. Powell, Nicole A. Kallemeyn, Kiran H. Shivanna, Vincent A. Magnotta, Brian D. Adams, Nicole M. Grosland. Skeletal Radiology]

Revision as of 00:24, 7 January 2008

Home < Integration of Neural Network Algorithms

Objective:

  • Integrate artificial neural network segmentation into the NA-MIC kit for segmentation of upper extremity regions of interest.

Progress:

  • Base algorithm has been developed using the annie neural network library
  • Segmentation algorithm has been applied to segmentation of the phalanx bones on the index finger
    • Paper has been published on this initial work


To Do:

  • Initial evaluation of this technique has been performed for phalanx bones.
  • Need to rework ITK neural network libraries to allow the size of the network to be dynamic configured at run time instead of compile time
    • There are several issues that neeed to be resolved regarding the Neural network I/O in ITK
    • Consider the inclusion of the old ANN code that existed in the BRAINS software

Key Investigators:

  • Iowa: Nicole DeVries, Nicole Grosland, Vincent Magnotta

Links: