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Goals and scope for CellCanvas #24

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kevinyamauchi opened this issue Feb 20, 2024 · 2 comments
Open

Goals and scope for CellCanvas #24

kevinyamauchi opened this issue Feb 20, 2024 · 2 comments

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@kevinyamauchi
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kevinyamauchi commented Feb 20, 2024

I am creating this issue to discuss our goals and scope for CellCanvas.

From my perspective, CellCanvas is a software library for building geometric models of intracellular architecture. These models can be used for quantifying and comparing morphology as well as for input into simulations.

The core library contains:

  • geometric models for all key intracellular components. This includes meshes (e.g., for membranes), networks of splines (e.g., for filaments), and particles (both position and orientation).
  • data models for defining collections of the geometric models
  • algorithms for extracting the models from imaging data (e.g., segmentation, pixel embeddings)
  • a graphical user interface for extracting and building the models from images

Non-goals:

  • provide state-of-the-art performance for all computer vision tasks. I think we should provide solid implementations of some core tasks, but also make it easy for users to import results from other algorithms
  • perform simulations. I think we should be able to export the geometries to simulation software easily, but I don't think we need to have any sort of simulation engine in the core.
@kevinyamauchi
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What do you think @kephale ?

@kephale
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kephale commented Feb 20, 2024

I'll muse on it a bit, but this sounds like where we're going.

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