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Communicating Model Uncertainty Over Space

  • Article
  • Feb, 2020
  • #ArtificialIntelligence #Naturallanguageprocessing
Adam Pearce
@adamrpearce
(Creator)
pair-code.github.io
Read on pair-code.github.io
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Researchers at Google have built a model that takes a high resolution image of prostate tissue and predicts the severity of cancer present. It does this by splitting the image into... Show More

Researchers at Google have built a model that takes a high resolution image of prostate tissue and predicts the severity of cancer present. It does this by splitting the image into thousands of tiny square patches and assigning each a Gleason pattern: benign, pattern 3 (cancerous, but might not require intervention), and the more advanced pattern 4 and pattern 5.

To explore the use of model assistance in pathology, pathologists use a fullscreen version of this interface while grading tissue slides. Patches with the same pattern are grouped together and given a colored outline.

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Linus @thesephist · May 19, 2023
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Hands-down the most interesting read on visualization of neural model outputs I've read this year — communicating model uncertainty by @adamrpearce
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