how to combine/concatenate two resnet50 (one pre-trained and one untrained) in parallel manner to predict image memorability?

I have two models: resnet50 (trained) and resnet50 (untrained). I need to combine these two models to predict image memorability. Can anyone tell me how to achieve this using python? model image: please click here