You can actually define your own dataset by inheriting the torch.utils.data.Dataset class. So maybe in your __getitem__ function, you can do return image320, image160, image80.
For more details, you can look at this tutorial: http://pytorch.org/tutorials/beginner/data_loading_tutorial.html 562