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Achievement: Pull Sharkx2Achievement: Pair ExtraordinaireAchievement: YOLOAchievement: Arctic Code Vault ContributorAchievement: Starstruck

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mstorath/README.md

Martin Storath

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

Repository What it does Languages Install
Pottslab Piecewise-constant Mumford-Shah / Potts segmentation Java, MATLAB, Python pip install pottslab
L1TV L1-TV denoising of piecewise-constant signals and images MATLAB, Rust, Python pip install l1tv
CSSD Smoothing splines for signals with discontinuities MATLAB, Rust, Python pip install cssd
MumfordShah2D Edge-preserving 2D smoothing via Mumford-Shah MATLAB, Rust, Python pip install mumfordshah2d
CircleMedianFilter Fast median filter for circle-valued data (phase, orientation) MATLAB, C++, Python pip install pycirclemedianfilter
DCEBE Bolus arrival time estimation for DCE-MRI Python, Matlab pip install dcebe

Collaborations

Repository What it does Co-author
HOMS_SignalProcessing Higher-order Mumford-Shah models for joint smoothing and partitioning of 1D signals and time series Lukas Kiefer
PALMS_ImagePartitioning Piecewise affine-linear Mumford-Shah for image partitioning (online demo) Lukas Kiefer
pcw-regrs Degrees-of-freedom penalised piecewise regression Stefan Volz

Pinned Loading

  1. Pottslab Pottslab Public

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

    Python 113 17

  2. CircleMedianFilter CircleMedianFilter Public

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

    C++ 16 5

  3. DCEBE DCEBE Public

    Estimation of bolus arrival times for DCE-MRI signals

    Python 3

  4. L1TV L1TV Public

    Denoising/reconstruction of piecewise constant signals using the L1TV model

    Rust 9 1

  5. MumfordShah2D MumfordShah2D Public

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

    Jupyter Notebook 4

  6. CSSD CSSD Public

    Smoothing splines for signals with discontinuities

    Jupyter Notebook 7 2