Dynamic Hand Gesture Tracking Method Based on Key Frame and Video Perceptual Hashing | |
Zhang, Qiuyu; Wang, Qian; Zhang, Moyi; Duan, Hongxiang | |
2018 | |
卷号 | 1069 |
DOI | 10.1088/1742-6596/1069/1/012136 |
英文摘要 | Aiming at the common problems such as low tracking accuracy, robustness and poor real-time ability for the traditional tracking algorithm, a novel dynamic hand gesture tracking method based on key frame and video perceptual hashing has been proposed in this paper. Firstly, the proposed method is used to frame the video sequence and extract the key frames, in order to obtain a sequence of key frames. Secondly, the video perceptual hashing is used to extract the perceptual feature of the key frame and target template, thus the hash sequence is generated. Finally, the hamming distance is used to compare the similarities between the key frame and target template, therefore, the real-time tracking is carried out by using an online adaptive template update method to ensure the continuity of the hand gesture tracking. Experimental results show that the proposed method can realize the accurate and real-time tracking of the dynamic deformation gestures, and effectively reduce the time complexity of the algorithm, as well as ensure the stability and continuity of the moving target tracking. |
会议录 | 3RD ANNUAL INTERNATIONAL CONFERENCE ON INFORMATION SYSTEM AND ARTIFICIAL INTELLIGENCE (ISAI2018) |
会议录出版者 | IOP PUBLISHING LTD |
会议录出版地 | DIRAC HOUSE, TEMPLE BACK, BRISTOL BS1 6BE, ENGLAND |
语种 | 英语 |
资助项目 | National Natural Science Foundation of China[61363078] ; Open Project Program of the National Laboratory of Pattern Recognition (NLPR)[201700005] |
WOS研究方向 | Computer Science ; Physics |
WOS记录号 | WOS:000443503700136 |
内容类型 | 会议论文 |
源URL | [http://119.78.100.223/handle/2XXMBERH/36160] |
专题 | 计算机与通信学院 |
通讯作者 | Zhang, Qiuyu |
作者单位 | Lanzhou Univ Technol, Sch Comp & Commun, Lanzhou 730050, Gansu, Peoples R China |
推荐引用方式 GB/T 7714 | Zhang, Qiuyu,Wang, Qian,Zhang, Moyi,et al. Dynamic Hand Gesture Tracking Method Based on Key Frame and Video Perceptual Hashing[C]. 见:. |
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