PoseTrack is a large-scale benchmark dataset for multi-person pose estimation and pose tracking in video scenarios. It provides publicly available training and validation sets, along with an online evaluation server for standardized performance evaluation on a reserved test set. This dataset also forms the basis for the PoseTrack Challenges at ICCV 2017 and ECCV 2018.