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Breast_Mitosis-Detector

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IBM Code Model Asset Exchange: Breast Cancer Mitosis Detector

This repository contains code to instantiate and deploy the mitosis detection model.

This model takes a 64 x 64 PNG image file extracted from the whole slide image as input, and outputs the predicted probability of the image containing mitosis.

For more information and additional features, check out the samples.

The code in this repository deploys the model as a web service in a Docker container.

Model Metadata

Domain Application Industry Framework Training Data Input Data Format
Vision Cancer Classification Health care Keras TUPAC16 64x64 PNG Image

Note: Although this model supports different input data formats, the inference results are sensitive to the input data. In order to keep the extracted images the same as the original datasets, PNG image format should be used.

References

Licenses

Component License Link
Test Samples Custom License Sample

Run Locally

  1. Build the Model
  2. Deploy the Model
  3. Use the Model
  4. Development
  5. Cleanup

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  • Python 89.1%
  • Dockerfile 10.9%