Are you looking to complete the project ONLY with pytorch?
If yes, I’m sorry, I can’t help. Same problem as you, can’t figure how to get the pretrained models to work.
If no, then you can use the OpenVINO model for deblurring. If you decide to go with it, know that is a bit finnicky to setup, so let me know if you need any help.