/TensorFlow-ESPCN

Super resolution with Tensorflow(result not good, also not good with multiple pic)

Primary LanguagePython

Superresolution based on ESCPN

Installation

pip3 install -r requirements.txt

Usage

Train the model(after put the train_HR images in folder images/):

python3 train.py

Superresolution(after put the test_LR images in folder test_images/):

python3 rebuild.py

Evaluation(after put the test_HR images(jpg) in the folder result/):

python3 psnr.py

Reference

Efficient Sub-Pixel Convolutional Neural Network(ESCPN)
https://arxiv.org/pdf/1609.05158.pdf
TensorFlow implementation of ESCPN
https://github.com/kweisamx/TensorFlow-ESPCN
https://github.com/Nyloner/TensorFlow-ESPCN