Pytorch implementation for paper ''DNF: Diffractive Neural Field for Lensless Microscopic Imaging''.
Dependencies:
- python 3.7
- pytorch 1.9.1
- cuda 11.1
- cudnn 8.0.5
- pytorch-lightning 0.7.5
- matplotlib 3.3.4
We provide a conda environment setup file including all of the above dependencies. Create the conda environment DNF by running:
conda create -n dnf python=3.7
pip install -r requirements.txt
- simulation experiment
python train_simulation.py \
--exp_name='exp_simulation'
- simualtion & joint training
python train_simulation.py \
--exp_name='exp_simulation_joint' \
--joint_training
- real-world data experiment
python train_real.py \
--exp_name='exp_real'
- real-world data & joint training
python train_real.py \
--exp_name='exp_real_joint' \
--joint_training
Simulation results
Hao Zhu, Zhen Liu, You Zhou, Zhan Ma, and Xun Cao, "DNF: diffractive neural field for lensless microscopic imaging," Opt. Express 30, 18168-18178 (2022)
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