Difference between revisions of "Integration of Neural Network Algorithms"
From NAMIC Wiki
m (Update from Wiki) |
|||
Line 6: | Line 6: | ||
* 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 AlgorithmsObjective:
- 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: