Have a look at pytorch’s pretrained ResNets 3
Here is the source 1.
You can use any of the resnets. The larger the number, the better but slower the resnet. Start with resnet18 or 34 until things work 
I’m not sure how you are doing your fine tuning, but you might or might not need to replace the last fully connected layer once you want to run on whole images