Solved by ptrblck in post #4 
              
              
                You can have a look at various pre-trained models from torchvision.models. 
I think these models are pre-trained on imagenet. 
You are right, if you have a specific network architecture, you have to train the network yourself. 
At least I don’t know any obvious technique for weight transferring betw…