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A deep learning based unsupervised stain color deconvolution algorithm

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deconvGAN

A deep learning based unsupervised stain color deconvolution algorithm

Structure

framework

Performance

performance

Files

You can use https://nbviewer.jupyter.org/ and paste the .ipynb link into it if Girhub does not render the file properly

To train deconvGAN:

1) Train deconv-GAN-512-40X wo-GAN.ipynb

To apply and evaluate deconvGAN:

2) Evaluate deconv-GAN-512-40X.ipynb

Other stain deconvolution algorithms implemented:

  • NNMF
  • ICA
  • BCD
  • SVD-geodesic
  • waveletICA

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A deep learning based unsupervised stain color deconvolution algorithm

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