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3DDeconvolutionGAN

AI framework for perform deconvolution on 3D-volumes:

  • create a pre-trained generative adversaraial network (GAN)
  • in detail this GAN is an vol2vol (Volume-to-Volume) neuronal network
  • train a generator which is able to perform deconvolution directly
  • use generator and tailer-made discriminator for an iterative deconvolution model implemented with tensorflow

Creaete vol2vol-GAN

  • Import volumes and specify hyperparameter via the json
  • Perform Deconvolution in corresponding jupyter notebook

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deconvolution on 2D and 3D images

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  • Jupyter Notebook 92.8%
  • Python 7.2%