To Know and To Learn - About the Integration of Knowledge Representation and Deep Learning for Fine-Grained Visual Categorization Topics: Machine Learning Technologies for Vision; Object Detection and Localization In Proceedings of the 13th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - Volume 5 VISAPP: VISAPP, 387-392, 2018 , Funchal, Madeira, Portugal