Exactly.
I am basically doing denoising. I have a 300x300 image, from which I make 15x15 patches that overlap, so, the input is the noisy image and the output the ground truth image. My training comes from the left half of the image. I also do some rotation for my training. My testing comes from the right half.
Ok, thanks. I will try as well modifying significantly the learning rate.