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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Kyoung-Ju Noh Dong-Woo Lee Hyun-Tae Jeong |
| Copyright Year | 2015 |
| Description | Author affiliation: Electron. & Telecommun. Res. Inst., Daejeon, South Korea (Kyoung-Ju Noh; Dong-Woo Lee; Hyun-Tae Jeong) |
| Abstract | This paper presents a description method and an adaptive DTW recognition algorithm (a-DTW) based on Directional Motion Vector (DMV) for spatial hand gestures. The a-DTW based on the classic DTW (Dynamic Time Warping) is designed to compare the degree of similarity between hand gesture segments and hand gesture commands that are defined as a sequence of DMVs. This study uses IMU (Inertial Measurement Unit) sensors such as an accelerometer and a gyroscope to separate hand gestures into a sequence of DMVs. The proposed description and recognition method are implemented and evaluated on the MCU of a test platform of wrist-band type. The experiment average recognition rate of a-DTW is more than 95% for 7 kinds of spatial hand gestures, and the recognition process has been completed within less than 20ms. By the experiment results, the proposed a-DTW recognition method is useful to improve the degree of freedom for spatial hand gestures. |
| Sponsorship | IEEE |
| Starting Page | 1 |
| Ending Page | 4 |
| File Size | 1079925 |
| Page Count | 4 |
| File Format | |
| e-ISBN | 9781479982035 |
| DOI | 10.1109/ICSENS.2015.7370260 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2015-11-01 |
| Publisher Place | South Korea |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Sensors Accelerometers Gyroscopes Heuristic algorithms Performance evaluation Acceleration Telecommunications recognition DMV a-DTW spatial hand gesture description |
| Content Type | Text |
| Resource Type | Article |
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