This disclosure describes techniques to use frame interpolation to provide high quality, high frame rate video streams displayed on a mobile device in applications such as a video conference with low power consumption. A video stream having a low frame rate is received at a mobile device. On-device frame interpolation is performed using techniques such as motion estimation and motion compensation, voxel flow, or machine learning to determine a new frame between consecutive frames of the video stream. The video stream including the interpolated frames is displayed on the mobile device at a higher frame rate, providing smooth motion
