Journal Pre-proof Human Visual System vs Convolution Neural Networks in food recognition task: An empirical comparison Pedro Furtado, Manuel Caldeira, Pedro Martins PII: S1077-3142(19)30167-5 DOI: https://doi.org/10.1016/j.cviu.2019.102878 Reference: YCVIU 102878 To appear in: Computer Vision and Image Understanding Received date : 25 October 2018 Revised date : 4 November 2019 Accepted date : 19 November 2019 Please cite this article as: P. Furtado, M. Caldeira and P. Martins, Human Visual System vs Convolution Neural Networks in food recognition task: An empirical comparison. Computer Vision and Image Understanding (2019), doi: https://doi.org/10.1016/j.cviu.2019.102878. This is a PDF ﬁle of an article that has undergone enhancements after acceptance, such as the addition of a cover page and metadata, and formatting for readability, but it is not yet the deﬁnitive version of record. This version will undergo additional copyediting, typesetting and review before it is published in its ﬁnal form, but we are providing this version to give early visibility of the article. Please note that, during the production process, errors may be discovered which could affect the content, and all legal disclaimers that apply to the journal pertain. © 2019 Published by Elsevier Inc.