The .pth file very probably only contains the trained parameter values. That is the recommended way of saving a model.
So you need to create the network structure in your code (or borrow their code) and then load the weights.
Here is how their code to load their saved model http://www.robots.ox.ac.uk/~albanie/models/pytorch-mcn/ped_align.py 393