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DIFFTEM - DIFFERENTIABLE ELECTRON MICROSCOPY SIMULATION: METHODS AND APPLICATIONS

This repository contains code for simulation and running experiments presented in DiffTEM paper.

You have to install all packages in below to run the code.

Dependencies

  • PyTorch
  • Taichi
  • PyTest
  • Numpy
  • mrcfile
  • stannum
  • focal_frequency_loss
  • tensorboard
  • wandb
  • jupyter notebook

To estimate the modulation transfer function (MTF) parameters of the detector, please check the jupyter notebook:

learn_detector_parameters.ipynb

To run denoising experiments, please check the python file:

run_denoising_experiments.py

If you meet any issues or have any concerns about this repository, please feel free to contact the corresponding author via email: [email protected]