Video Ours Rempe et al., 2020 SAN Ours Figure 1. Our contact-aware motion retargeting method reduces interpenetration and preserves self-contacts on characters with different geometries in a unified framework while existing methods, like Skeleton-Aware Networks (SAN) [2], do not (Left). In addition, our method generalizes to unseen motions estimated from videos; qualitatively improving noticeable interpenetration in recent human motion estimation methods. We invite readers to watch our supplementary video.