Jozef Stefan International Postgraduate School 1 article published in JoVE Engineering Deep Neural Networks for Image-Based Dietary Assessment Simon Mezgec1, Barbara Koroušić Seljak2 1Jožef Stefan International Postgraduate School, 2Computer Systems Department, Jožef Stefan Institute The goal of the work presented in this article is to develop technology for automated recognition of food and beverage items from images taken by mobile devices. The technology comprises of two different approaches - the first one performs food image recognition while the second one performs food image segmentation.