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mstorath/README.md

Martin Storath

I lead the Lab for Mathematical Methods in Computer Vision and Machine Learning at Technische Hochschule Würzburg-Schweinfurt (THWS). The lab maintains the following open-source toolkits for variational methods for signal and image processing:

RepositoryWhat it doesLanguagesInstall
PottslabMultilabel image segmentation via the Potts / piecewise-constant Mumford-Shah modelJava, MATLAB, Pythonpip install pottslab
L1TVExact L1-TV regularisation of real- or circle-valued signalsMATLAB, Rust, Pythonpip install l1tv
CSSDCubic smoothing splines for signals with discontinuitiesMATLAB, Rust, Pythonpip install cssd
MumfordShah2DEdge-preserving image restoration via the Mumford-Shah modelMATLAB, Java, Rust, Pythonpip install mumfordshah2d
CircleMedianFilterFast median filtering for phase or orientation dataMATLAB, C++, Pythonpip install pycirclemedianfilter
DCEBEBolus arrival time estimation for DCE-MRI signalsMATLAB, Pythonpip install dcebe

Every repository ships a CITATION.cff — use GitHub's "Cite this repository" button to get BibTeX or APA in one click.

Collaborations

RepositoryWhat it doesCo-author
HOMS_SignalProcessingHigher-order Mumford-Shah models for joint smoothing and partitioning of 1D signals and time seriesLukas Kiefer
PALMS_ImagePartitioningPiecewise affine-linear Mumford-Shah for image partitioning (online demo)Lukas Kiefer
pcw-regrsDegrees-of-freedom penalised piecewise regressionStefan Volz

Pinned Loading

  1. PottslabPottslabPublic

    Unsupervised multilabel image segmentation (color/gray/multichannel) based on the Potts model (aka piecewise constant Mumford-Shah model)

    Python 115 17

  2. CircleMedianFilterCircleMedianFilterPublic

    Fast median filter for circle-valued data, for example signals or images describing phase or orientation

    C++ 16 5

  3. DCEBEDCEBEPublic

    Estimation of bolus arrival times for DCE-MRI signals

    Python 4

  4. L1TVL1TVPublic

    Denoising/reconstruction of piecewise constant signals using the L1TV model

    Rust 9 1

  5. MumfordShah2DMumfordShah2DPublic

    Algorithms for edge preserving smoothing based on the Mumford-Shah model

    Rust 4

  6. CSSDCSSDPublic

    Smoothing splines for signals with discontinuities

    Rust 7 2