Files

cs_gan

and

Jan 20, 2021

dd89722 · Jan 20, 2021

This branch is 92 commits behind google-deepmind/deepmind-research:master.

Name	Name	Last commit message	Last commit date
parent directory ..
tests	tests	Explicitly replace "import tensorflow" with "tensorflow.compat.v1"	Jan 15, 2020
README.md	README.md	Public release of Deep Compressed Sensing project.	Oct 2, 2019
cs.py	cs.py	Explicitly replace "import tensorflow" with "tensorflow.compat.v1"	Jan 15, 2020
file_utils.py	file_utils.py	Public release of Deep Compressed Sensing project.	Oct 2, 2019
gan.py	gan.py	updating cs_gan for bug fixing and ODE-GAN opensource.	Jan 20, 2021
image_metrics.py	image_metrics.py	Fix bug in evaluating FID and IS scores.	Nov 11, 2020
main.py	main.py	Explicitly replace "import tensorflow" with "tensorflow.compat.v1"	Jan 15, 2020
main_cs.py	main_cs.py	Explicitly replace "import tensorflow" with "tensorflow.compat.v1"	Jan 15, 2020
main_ode.py	main_ode.py	updating cs_gan for bug fixing and ODE-GAN opensource.	Jan 20, 2021
nets.py	nets.py	updating cs_gan for bug fixing and ODE-GAN opensource.	Jan 20, 2021
requirements.txt	requirements.txt	Fix requirements for cs_gan. Update to new TFGAN code.	Nov 1, 2019
run.sh	run.sh	Update scratchgan and cs_gan run code to fix python and pip versions.	Nov 11, 2020
run_ode.sh	run_ode.sh	updating cs_gan for bug fixing and ODE-GAN opensource.	Jan 20, 2021
utils.py	utils.py	updating cs_gan for bug fixing and ODE-GAN opensource.	Jan 20, 2021

This is the example code for the following ICML 2019 paper. If you use the code here please cite this paper.

Yan Wu, Mihaela Rosca, Timothy Lillicrap Deep Compressed Sensing. ICML 2019. [arXiv].

The code contains:

the implementation of the compressed sensing algorithm (cs.py).
the implementation of the GAN algorithm (gan.py).
a main file (main_cs.py) to reproduce the Compressed Sensing results in the paper.
a main file (main_gan.py) to reproduce the GAN results in the paper (the improvement over the SN-GAN baseline via latent optimization).