the high level to the low to the implementation of each of the parts so what does this paper propose how do we solve a task like this first of all we put the image and the image here without the labels of course we put it through a convolutional neural network encoder since this is an image task it's you know kind of understandable that we do this mostly because CNN's just works so well for images so this gives us this set of image features and I think this this vector here is not really representative of what's happening so