Supervised segmentation toolbox using machine learning for 3D Slicer
This 3D Slicer extension enables the user to quickly train a supervised classifier and use it to classify images. See the Wiki page for more info.
If you use this extension, please reference https://doi.org/10.3390/sym10110627
Included classifiers:
- C Support Vector Machine from shark[1] and dlib[2]
- Nu Support Vector Machine from dlib[2]
- Random Forest from shark[1]
Included preprocessing methods:
- Gaussian filter from VTK[3]
- Median filter from VTK[3]
- Sobel operator from VTK[3]
References:
[1] IGEL, CH., HEIDRICH-MEISNER, V., GLASSMACHERS, T., Shark, 2008, Journal of Machine Learning Research, 993-996, 9
[2] KING, E. D., Dlib-ml: A Machine Learning Toolkit, 2009, Journal of Machine Learning Research, 1755-1758, 10
[3] SCHROEDER, W., MARTIN, K.; LORENSEN, B., The Visualization Toolkit (4th ed.), Kitware, ISBN 978-1-930934-19-1