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@dalcalab

dalcalab

[in development]

Dalcalab Projects and Libraries

Research Projects

Sometimes these double as a general toolbox, like voxelmorph.

  • VoxelMorph
    We introduced learning-based image registration/alignment, including VoxelMorph, SynthMorph, AtlasMorph, HyperMorph, etc, and general utilities.
  • Synth*
    In our Synth* line of work we develop a procedural data generation engine to produce synthetic training data that yields methods generalizing reliably across scanners, contrasts, populations, and even modalities. This includes SynthMorph, SynthSeg, SynthStrip, BabySeg, Anatomix
  • Automatic segmentation of new data at scale
    We've spearheaded methods for automatic segmentation of new domains/images/regions in new datasets. These include ScribblePrompt
    Interactive medical image segmentation with bounding boxes, clicks and scribbles, UniverSeg -- Universal Medical Image Segmentation from new examples without re-training, - MultiverSeg -- Scalable interactive segmentation of biomedical imaging datasets with in-context guidance, tyche -- multi-rater segmentation at scale, etc
  • Topofit
    Learning-basedfitting of surfaces to cerebral cortex in brain MRI
  • Thunderpack
    Blazingly fast multi-modal data format
  • Hyperlight
    Hypernetworks in Pytorch made easy

Useful libraries

Libraries with tools offering support to the sort of research we do

Pytorch

  • voxel
    torch-focused general purpose medical volume processing
  • neurite
    medical image analysis, mostly in tensorflow/keras for now.
    Related more experimental library: neurite-sandbox
  • voxynth
    Synthesizing voxel data, based on the generative modeling in SynthSeg, SynthMorph, SynthStrip, etc

Data

  • teramedical
    large-scale medical data processing library, with dataset-specific processing [in conjunction with Sabuncu Lab at Cornell]
  • daldata internal library for quickly loading/handling data for torch-based ML projects

Other public

  • surfa
    General purpose medical image handling and volume processing (general/non-DL)

Non-Python libraries

  • matlib
    extensive matlab general purpose libraries

Internal resources

  • resources lab resources (internal datasets, etc)
  • idealab light jupyters on ideas and tutorials
  • dalcalab_resources
    [name TBD?] internal easy-access resources, including data and model supporting utilities, for the dalcalab

Popular repositories Loading

  1. voxel voxel Public

    Torch utilities for 3D medical imaging

    Python 51 5

  2. voxynth voxynth Public

    Image synthesis and augmentation

    Python 10 7

  3. SlicerMultiverSeg SlicerMultiverSeg Public

    A 3D Slicer extension for interactive in-context segmentation with MultiverSeg

    Python 7 1

  4. .github .github Public

    3

  5. dalcalab.github.io dalcalab.github.io Public

    HTML

Repositories

Showing 5 of 5 repositories

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