Machines that understand images of natural scenes are a long-lasting dream of artificial intelligence research. Today, it is a driving force for research on highlevel computer vision, where statistical machine learning techniques are used to study questions such as What objects are visible in an image? (Object Categorization and Image Retrieval), and Where exactly are they? (Object Localization and Image Segmentation).