Big data has had a great share in the success of deep learning in computer vision. Recent
works suggest that there is significant further potential to increase object detection
performance by utilizing even bigger datasets. In this paper, we introduce the EuroCity
Persons dataset, which provides a large number of highly diverse, accurate and detailed
annotations of pedestrians, cyclists and other riders in urban traffic scenes. The images for
this dataset were collected on-board a moving vehicle in 31 cities of 12 European countries …