Oh. Ok that definitely makes sense now. I will try this with a larger dataset and see what will be learned by the network. My hope is that, by using different size of blur kernel, the network will still able to learn useful features rather that the process of debluring images per se.
Thank you a lot for your answer, it is really helpful.
Francois