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- W2060861156 abstract "This paper research on the motion recognition based on HMM with Kinect. Kinect provides skeletal data consist of 3D body joints with its lower price and convenience. In this work, several methods are used to determine the optimal subset of features among Cartesian coordinates, distance to hip center, velocity, angle and angular velocity, in order to improve the recognition rate. K-means is used for vector quantization and HMM is used as recognition method. HMM is an effective signal processing method which contains time calibration, provides a learning mechanism and recognition ability. Cluster numbers of K-means, structure and state numbers of HMM are optimized as well. The proposed methods are applied to the MSR Action3D dataset. Results show that the proposed methods obtain better recognition accuracy than the state of the art methods." @default.
- W2060861156 created "2016-06-24" @default.
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- W2060861156 date "2015-03-04" @default.
- W2060861156 modified "2023-09-23" @default.
- W2060861156 title "Human motion recognition based on features and models selected HMM" @default.
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- W2060861156 doi "https://doi.org/10.1117/12.2087230" @default.
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