Abstract Out-of-home audience measurement aims to count and characterize the people exposed advertising content in physical world. While solutions based on computer vision are of increasing interest, no commonly accepted benchmark exists evaluate compare their performance. In this paper, we propose first for digital out-of-home that evaluates vision-based tasks localization counting, demographi...