EuroCity Persons is a dataset of people images in urban traffic scenes, containing 47,335 images, with more than 238,200 person instances manually annotated and more than 211,200 person orientation annotations. These images come from 31 cities in 12 European countries. This dataset is twice as large as previous similar person datasets and can be used to study the field of object detection.