Title :
Retrieval of similar behavior data using Kinect data
Author :
Sakurai, Kimio ; Woong Choi ; Liang Li ; Hachimura, Kozaburo
Author_Institution :
Dept. of Inf. & Comput. Eng., Gunma Nat. Coll. of Technol., Gunma, Japan
Abstract :
In recent years, the reuse of motion capture data has been demanded from a large database system of motion data with the increasing amount of 3D CG contents based on 3D character animation. Therefore, a method to efficiently retrieve motion data is required for the database of motion data. In this paper, we present a method to retrieve similar behavior data in database by using Kinect motion sensor and Dynamic Time Warping (DTW), which is frequently used as an algorithm for measuring similarity between two temporal sequences. The proposed system conducted the normalization of query data captured by Kinect and the calculation of the area of query data to be employed as feature parameter. In addition, DTW measures the similarity between the query data and the motion data in database. We performed the retrieval of similar behavior data by the proposed system, and obtained the retrieval performance of approximately 71%.
Keywords :
computer animation; image motion analysis; image retrieval; image sensors; solid modelling; 3D CG contents; 3D character animation; DTW; Kinect data; Kinect motion sensor; dynamic time warping; motion capture data; motion data retrieval; query data normalization; similar behavior data retrieval; Computer graphics; Foot; Three-dimensional displays; DTW; Kinect; Motion Capture; Pattern Recognition;
Conference_Titel :
Control, Automation and Systems (ICCAS), 2014 14th International Conference on
Conference_Location :
Seoul
Print_ISBN :
978-8-9932-1506-9
DOI :
10.1109/ICCAS.2014.6987769