Solved by ptrblck in post #2 
              
              
                Yes, saving the state_dict is sufficient to restore the model for your deployment use case. 
The error message seems to be raised by OpenCV and I don’t know which method is raising it. 
Are you able to read frames from your cam object using OpenCV?