MuCo-3DHP is a dataset for predicting 3D poses of multiple people. The dataset uses a novel Occlusion Restoration Pose Graph (ORPM) to estimate the pose of the whole body even in the presence of severe occlusions. The dataset contains real images with complex multi-person interactions and occlusion relationships.