Food-101 – Mining Discriminative Components with Random Forests Lukas Bossard, Matthieu Guillaumin, Luc Van Gool In this paper we address the problem of automatically recognizing pictured dishes. To this end, we introduce a novel method to mine discriminative parts using Random Forests (RF), which allows us to mine for parts simultaneously for all classes and to share knowledge among them. To impr