When discussing segmentation, it is important to distinguish between semantic segmentation and instance segmentation. In semantic segmentation we are interested in every instance of a class within an image, but do not try and differentiate between those objects. i.e. we want to find every pedestrian but do not care about the difference between person one and person two. In instance segmentation we are trying to label each ‘instance' of a class that appears in an image.