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BetaSeg Solutions
Segmenting, analyzing and visualizing volumetric Electron Microscopy datasets
  • CellSketch: Create new project
    This solution creates a new CellSketch project by importing the raw dataset as well as masks and labelings of cell components.
    A. Müller, D. Schmidt, C. S. Xu, S. Pang, J. V. D'Costa, S. Kretschmar, C. Münster, T. Kurth, F. Jug, M. Weigert, H. F. Hess, M. Solimena; 3D FIB-SEM reconstruction of microtubule-organelle interaction in whole primary mouse β cells. J Cell Biol 1 February 2021; 220 (2): e202010039.
    Pietzsch, T., Saalfeld, S., Preibisch, S., & Tomancak, P. (2015). BigDataViewer: visualization and processing for large image data sets. Nature Methods, 12(6), 481-483.
    These are exemplary masks which this solution imports into a joint BDV project.
  • CellSketch: Add labelmap
    This solution adds a labelmap to an existing CellSketch project.
    A. Müller, D. Schmidt, C. S. Xu, S. Pang, J. V. D'Costa, S. Kretschmar, C. Münster, T. Kurth, F. Jug, M. Weigert, H. F. Hess, M. Solimena; 3D FIB-SEM reconstruction of microtubule-organelle interaction in whole primary mouse β cells. J Cell Biol 1 February 2021; 220 (2): e202010039.
  • CellSketch: Run spatial analysis
    This solution performs spatial analysis for all organelles in a CellSketch project.
    A. Müller, D. Schmidt, C. S. Xu, S. Pang, J. V. D'Costa, S. Kretschmar, C. Münster, T. Kurth, F. Jug, M. Weigert, H. F. Hess, M. Solimena; 3D FIB-SEM reconstruction of microtubule-organelle interaction in whole primary mouse β cells. J Cell Biol 1 February 2021; 220 (2): e202010039.
    Pietzsch, T., Saalfeld, S., Preibisch, S., & Tomancak, P. (2015). BigDataViewer: visualization and processing for large image data sets. Nature Methods, 12(6), 481-483.
    Pape, C. (2019). constantinpape/z5
    TODO
  • CellSketch: Display data in BigDataViewer
    This solution displays a CellSketch project in BDV.
    A. Müller, D. Schmidt, C. S. Xu, S. Pang, J. V. D'Costa, S. Kretschmar, C. Münster, T. Kurth, F. Jug, M. Weigert, H. F. Hess, M. Solimena; 3D FIB-SEM reconstruction of microtubule-organelle interaction in whole primary mouse β cells. J Cell Biol 1 February 2021; 220 (2): e202010039.
    Pietzsch, T., Saalfeld, S., Preibisch, S., & Tomancak, P. (2015). BigDataViewer: visualization and processing for large image data sets. Nature Methods, 12(6), 481-483.
    cellsketch-pixel-view cover image
  • CellSketch: Add mask
    This solution adds a mask to an existing CellSketch project.
    A. Müller, D. Schmidt, C. S. Xu, S. Pang, J. V. D'Costa, S. Kretschmar, C. Münster, T. Kurth, F. Jug, M. Weigert, H. F. Hess, M. Solimena; 3D FIB-SEM reconstruction of microtubule-organelle interaction in whole primary mouse β cells. J Cell Biol 1 February 2021; 220 (2): e202010039.
  • CellSketch: Add boundary
    This solution adds cell boundary (a filled mask) to an existing CellSketch project.
    A. Müller, D. Schmidt, C. S. Xu, S. Pang, J. V. D'Costa, S. Kretschmar, C. Münster, T. Kurth, F. Jug, M. Weigert, H. F. Hess, M. Solimena; 3D FIB-SEM reconstruction of microtubule-organelle interaction in whole primary mouse β cells. J Cell Biol 1 February 2021; 220 (2): e202010039.
  • CellSketch: Add KNOSSOS filament
    This solution adds a KNOSSOS filament XML file to an existing CellSketch project.
    A. Müller, D. Schmidt, C. S. Xu, S. Pang, J. V. D'Costa, S. Kretschmar, C. Münster, T. Kurth, F. Jug, M. Weigert, H. F. Hess, M. Solimena; 3D FIB-SEM reconstruction of microtubule-organelle interaction in whole primary mouse β cells. J Cell Biol 1 February 2021; 220 (2): e202010039.
  • ilastik-Launcher
    An album solution to run ilastik
    Berg, S., Kutra, D., Kroeger, T. et al. ilastik: interactive machine learning for (bio)image analysis. Nat Methods 16, 1226-1232 (2019).
    Logo of the ilastik suite.
  • CellSketch: Export masks and labelmaps as meshes
    VTK based mesh generation from pixel data, exports all masks and labelmaps from CellSketch project as meshes.
    Schroeder, W.; Martin, K.; Lorensen, B. (2006). The Visualization Toolkit (4th ed.), Kitware, ISBN 978-1-930934-19-1
    Pape, C. (2019). constantinpape/z5
    Screenshot of a raw image next to the mesh generated from it and displayed using vtkplotlib.
  • CellSketch: Display exported meshes
    Displays all exported meshes from a CellSketch project using vtkplotlib. Colors can be adjusted in the CellSketch BigDataViewer app.
    Schroeder, W.; Martin, K.; Lorensen, B. (2006). The Visualization Toolkit (4th ed.), Kitware, ISBN 978-1-930934-19-1
    Pape, C. (2019). constantinpape/z5
    Screenshot of a raw image next to the mesh generated from it and displayed using vtkplotlib.
  • CellSketch: Plot analysis results
    This solution plots exemplary spatial analysis results of a CellSketch project.
    A. Müller, D. Schmidt, C. S. Xu, S. Pang, J. V. D'Costa, S. Kretschmar, C. Münster, T. Kurth, F. Jug, M. Weigert, H. F. Hess, M. Solimena; 3D FIB-SEM reconstruction of microtubule-organelle interaction in whole primary mouse β cells. J Cell Biol 1 February 2021; 220 (2): e202010039.
    Plots generated by this solution.
  • CellSketch: Generate Blender scene from mesh files
    This solution imports STL files from a CellSketch project into the same scene, optionally reducing their mesh complexity and rendering the scene.
    Blender Online Community: Blender - a 3D modelling and rendering package (2018). Stichting Blender Foundation, Amsterdam.
    This rendering was generated based on data from the following publication: Andreas Müller, Deborah Schmidt, C. Shan Xu, Song Pang, Joyson Verner D'Costa, Susanne Kretschmar, Carla Münster, Thomas Kurth, Florian Jug, Martin Weigert, Harald F. Hess, Michele Solimena; 3D FIB-SEM reconstruction of microtubule-organelle interaction in whole primary mouse β cells. J Cell Biol 1 February 2021; 220 (2): e202010039. doi: https://doi.org/10.1083/jcb.202010039
  • Launch Blender 3.3.1
    This solution launches Blender, optionally with a specific .blend file as input.
    Blender Online Community: Blender - a 3D modelling and rendering package (2018). Stichting Blender Foundation, Amsterdam.
  • StarDist Train
    An album solution to train a stardist model
    Uwe Schmidt and Martin Weigert and Coleman Broaddus and Gene Myers, Cell Detection with Star-Convex Polygons, International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), Granada, Spain, September 2018
    Martin Weigert and Uwe Schmidt and Robert Haase and Ko Sugawara and Gene Myers, Star-convex Polyhedra for 3D Object Detection and Segmentation in Microscopy, IEEE Winter Conference on Applications of Computer Vision (WACV), March 2020
    StarDist Train Cover Image
  • StarDist Predict
    An album solution to run stardist to predict 3D segmentation masks.
    Uwe Schmidt and Martin Weigert and Coleman Broaddus and Gene Myers, Cell Detection with Star-Convex Polygons, International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), Granada, Spain, September 2018
    Martin Weigert and Uwe Schmidt and Robert Haase and Ko Sugawara and Gene Myers, Star-convex Polyhedra for 3D Object Detection and Segmentation in Microscopy, IEEE Winter Conference on Applications of Computer Vision (WACV), March 2020
    StarDist Predict Cover Image
  • CSBDeep Unet Train
    An album solution to train a Unet with CSBDeep.
    Weigert, Martin, et al. "Content-aware image restoration: pushing the limits of fluorescence microscopy." Nature methods 15.12 (2018): 1090-1097.
    CSBDeep Unet Train Cover Image
  • CSBDeep Unet Predict
    An album solution to predict your image from a Unet with the csbdeep_unet_train solution.
    Weigert, Martin, et al. "Content-aware image restoration: pushing the limits of fluorescence microscopy." Nature methods 15.12 (2018): 1090-1097.
    CSBDeep Unet Predict Cover Image