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Kinect application is becoming a research focus in the field of computer vision. The latest 2.0 version is better than that of 1.0 at the geometric quality and the data transmission. For position estimation and 3D modelling, the popular methods widely employ single data source (depth images or color images) and rarely integrate them, thus providing less robust and precise registration. This paper...