Multi-view view plus depth (MVD) is an effective scheme for representing 3D scenes. However, weak temporal correlation of depth video, caused by inaccuracy depth estimation and capture, seriously decreases its compression ratio and deteriorates the video quality of rendered virtual views. This paper