Restoration for real-world images

Hi, thank you for this excellent work. I am interested in real-world image restoration, and I want to get some advice on how to apply the codes to real-world cases. I tried to use Imagenet ood dataset for this purpose, but it seems that a class lable is needed for each input image. (Please correct me if my understanding is wrong.) 

Thanks in advance for your reply!