3DPeople is a large-scale synthetic dataset containing about 2 million images of 40 men and 40 women performing 70 actions. The action sequences of each person are captured from 4 camera views. In addition, the dataset annotates the face, 3D skeleton, depth, normal image, and lighting changes.