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Add transformer to perform image patching #50

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dmoore247 opened this issue Feb 29, 2024 · 0 comments
Open

Add transformer to perform image patching #50

dmoore247 opened this issue Feb 29, 2024 · 0 comments
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enhancement New feature or request good first issue Good for newcomers help wanted Extra attention is needed

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@dmoore247
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Is your feature request related to a problem? Please describe.
Need a modular, clear, concise method for adding image manipulation code. Come image feature engineering pipelines will take a larger image and slice it up into patches (e.g. 128x128) that will work with deep learning or embeddings.

Describe the solution you'd like
See the whole slides image processing accelerator, encapsulate the patching process into a compact transformer.

Describe alternatives you've considered
Most user code will focus on looping over every file, read the file, write the patches out. This is problematic because:

  1. It doesn't scale
  2. Lots of extra IO
  3. Doesn't have error handling and strong tracking
  4. A lot of effort is spent by the user on optimizing IO rather on the unique aspects of the Deep Learning / Embedding.

Additional context

@dmoore247 dmoore247 added enhancement New feature or request good first issue Good for newcomers help wanted Extra attention is needed labels Feb 29, 2024
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Labels
enhancement New feature or request good first issue Good for newcomers help wanted Extra attention is needed
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