SRCNN

An implementation of SRCNN

Requirements

Theano v0.9

NeuralNet

Result

The model is trained using the scheme described in the paper with some small simplifications.

Original Image

Bicubic interpolation

SRCNN interpolation

Usages

To train SRCNN using the current training scheme

python train_srcnn.py

To test SRCNN with an image

python upsample.py image_destination

Credits

C. Dong, C. C. Loy, K. He, and X. Tang, "Image super-resolution using deep convolutional networks," IEEE transactions on pattern analysis and machine intelligence, vol. 38, pp. 295-307, 2016.