The code is based on MatConvNet toolbox. Please visit this homepage to know more about MatConvNet and ensure a successful installation and compiling.

-- Training:

Download the training data (for 8x depth upsampling) from the link below and put it under the examples/Train/TrainingData/ folder.

https://drive.google.com/open?id=0B8_MZ8a8aoSeMm42TTJzc25MSGM

Run demo_train.m (examples/Train/demo_train.m)

-- Testing:

We provide our models and test codes for two tasks under the examples/Test/ folder, i.e., depth map upsampling and Flash/Non-flash image noise reduction.

We express gratitudes to SRCNN as we benefit a lot from both their paper and codes.