How to go about multiple instance image classification?

I am trying to make submissions to the Kaggle Cdiscount competition. But the fundamental difference here is for each product you have multiple images. How do you go about in a case like this e.g. creating features? I do not have much experience in image classification, so I apologize if this question seems too basic.