This is an image dataset for exploring multi-person pose estimation in crowded scenes. The dataset includes 20,000 images and 80,000 human poses annotated with 14 key points, of which the test set includes 8,000 images. The crowded images containing houses in the dataset come from three sources: MSCOCO, MPII, and AI Challenger.