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DeepLearning for low-resolution photon-limited imaging

Code implementing the architectures in our IEEE publication: Deep Neural Networks for Low-resolution Photon-limited Imaging

Application of PAIN Architecture to EMNIST images.

Jupyter Notebooks:

  • pain_tf.ipynb: PAIN architecture in tensorflow applied to MNIST numbers
  • pics_tf.ipynb: PICS architecture in tensorflow applied to MNIST numbers
  • sda_tf.ipynb: SDA architecture in tensorflow applied to MNIST numbers
  • pain_emnist_tf.ipynb: PAIN architecture in tensorflow appied to EMNIST letters