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