asetsMatlabMaxFlow

Matlab implementations of continuous max flow variants


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Welcome to the Advanced Segmentation Tools (ASeTs) repository

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Available Max Flow Optimizers for VTK

Potts Model (Multi-region) Optimization

References:

@incollection{yuan2010continuous,
  title={A continuous max-flow approach to potts model},
  author={Yuan, Jing and Bae, Egil and Tai, Xue-Cheng and Boykov, Yuri},
  booktitle={Computer Vision--ECCV 2010},
  pages={379--392},
  year={2010},
  publisher={Springer Berlin Heidelberg}
}
@article{baxter2014continuous,
  title={A Continuous Max-Flow Approach to General Hierarchical Multi-Labelling Problems},
  author={Baxter, John SH and Rajchl, Martin and Yuan, Jing and Peters, Terry M},
  journal={arXiv preprint arXiv:1404.0336},
  year={2014}
}

Ishikawa Model (Multi-region) Optimization

References:

@inproceedings{rajchl2012fast,
  title={Fast Interactive Multi-region Cardiac Segmentation With Linearly Ordered Labels},
  author={Rajchl, M and Yuan, J and Ukwatta, E and Peters, TM},
  booktitle={Biomedical Imaging (ISBI), 2012 9th IEEE International Symposium on},
  pages={1409--1412},
  year={2012},
  organization={IEEE Conference Publications}
}

Hierarchical Max Flow (HMF) Optimization

References:

@article{baxter2014continuous,
  title={A Continuous Max-Flow Approach to General Hierarchical Multi-Labelling Problems},
  author={Baxter, John SH and Rajchl, Martin and Yuan, Jing and Peters, Terry M},
  journal={arXiv preprint arXiv:1404.0336},
  year={2014}
}
@article{rajchl2014interactive,
  title={Interactive Hierarchical Max-Flow Segmentation of Scar Tissue from Late-Enhancement 
    Cardiac MR Images},
  author={Rajchl, M. and Yuan, J. and White, J. and Ukwatta, E. and Stirrat, J. and Nambakhsh, C. and Li, F.
     and Peters, T.},
  journal={IEEE Transactions on Medical Imaging},
  volume={33},
  number={1},
  pages={159--172},
  year={2014},
  publisher={IEEE}
}

Max Flow propagated Multi-phase Levelsets

References:

@incollection{rajchl2015variational,
  title={Variational Time-Implicit Multiphase Level-Sets},
  author={Rajchl, Martin and Baxter, John SH and Bae, Egil and Tai, Xue-Cheng and Fenster, Aaron
     and Peters, Terry M and Yuan, Jing},
  booktitle={Energy Minimization Methods in Computer Vision and Pattern Recognition},
  pages={278--291},
  year={2015},
  publisher={Springer International Publishing}
}

Authors and Contributors

Martin Rajchl (@mrajchl), Imperial College London (UK). links: scholar, imperial, robarts.
John S.H. Baxter (@jshbaxter), Robarts Research Insitute (CAN). links: scholar, robarts.
Jing Yuan, Robarts Research Institute (CAN). links: scholar, gsites.