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Image Processing? about numl HOT 3 OPEN

sethjuarez avatar sethjuarez commented on July 19, 2024
Image Processing?

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bdschrisk avatar bdschrisk commented on July 19, 2024

Hey, at the moment numl isn't really suited for image processing. You would ideally use a convolutional neural network for recognising specific parts in patient label images. However, if you were to convert the image to text first using OCR (check out the Microsoft portable OCR library) and then apply a NaΓ―ve Bayes or Logistic Regression for recognising race, etc., then numl would work.

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sethjuarez avatar sethjuarez commented on July 19, 2024

I would love to add an Image feature (even if just to pass off the numbers to a better algorithm). My guess is we would resize all the images on the first pass then use rgb number as the actual value (then normalize). It would be fun to implement... right?? πŸ˜„

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bdschrisk avatar bdschrisk commented on July 19, 2024

Seth, I think we should look into this soon.

We need to revisit the Matrix library to include depth for each of the colour channels. We then need to create sampling algorithms i.e. Convolutional and Pooling nodes / layers in the Neural Network objects.

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