OpticalElectronicQPI

This repository contains the code for the paper "Towards Ultrafast Quantitative Phase Imaging via Differentiable Microscopy".

Please download the HeLa cell dataset here
Notebook "HelaCells_dataPreprocessing.ipynb" contains preprocessing scripts for the dataset
Notebook "LFF_Dataset(HeLa)_x64Comp.ipynb" contains the script for end-to-end training, with Learnable Fourier Filter optical model, Hela cells dataset, and x64 compression. "input_img_size= 16" allows to conduct x256 compression experiments.

Name		Name	Last commit message	Last commit date
Latest commit History 7 Commits
SR_scripts/swinIR_support_files		SR_scripts/swinIR_support_files
utils		utils
.gitignore		.gitignore
HelaCells_dataPreprocessing.ipynb		HelaCells_dataPreprocessing.ipynb
LFF_Dataset(HeLa)_x64Comp.ipynb		LFF_Dataset(HeLa)_x64Comp.ipynb
README.md		README.md
lff_model.py		lff_model.py
metrics.py		metrics.py
models_replace_conv_first.py		models_replace_conv_first.py
qpm_datasets_correctScale.py		qpm_datasets_correctScale.py

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