Principal motion components for one-shot gesture recognition
文献类型：期刊论文
| 作者 | Escalante, Hugo Jair1,2; Guyon, Isabelle2; Athitsos, Vassilis3; Jangyodsuk, Pat3; Wan, Jun4
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| 刊名 | PATTERN ANALYSIS AND APPLICATIONS
 |
| 出版日期 | 2017-02-01 |
| 卷号 | 20期号:1页码:167-182 |
| 关键词 | Motion Energy Maps Pca One-shot Learning Gesture Recognition Chalearn Gesture Challenge |
| DOI | 10.1007/s10044-015-0481-3 |
| 文献子类 | Article |
| 英文摘要 | This paper introduces principal motion components (PMC), a new method for one-shot gesture recognition. In the considered scenario a single training video is available for each gesture to be recognized, which limits the application of traditional techniques (e.g., HMMs). In PMC, a 2D map of motion energy is obtained per each pair of consecutive frames in a video. Motion maps associated to a video are processed to obtain a PCA model, which is used for recognition under a reconstruction-error approach. The main benefits of the proposed approach are its simplicity, easiness of implementation, competitive performance and efficiency. We report experimental results in one-shot gesture recognition using the ChaLearn Gesture Dataset; a benchmark comprising more than 50,000 gestures, recorded as both RGB and depth video with a Kinect (TM) camera. Results obtained with PMC are competitive with alternative methods proposed for the same data set. |
| WOS关键词 | PCA ; RECONSTRUCTION ; HISTOGRAMS |
| WOS研究方向 | Computer Science |
| 语种 | 英语 |
| WOS记录号 | WOS:000393053200012 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/14370]  |
| 专题 | 自动化研究所_模式识别国家重点实验室_生物识别与安全技术研究中心 |
| 作者单位 | 1.Inst Nacl Astrfis Opt & Elect, Luis Enrique Erro 1, Puebla 72840, Mexico 2.ChaLearn, 955 Creston Rd, Berkeley, CA 94708 USA 3.Univ Texas Arlington, Comp Sci & Engn Dept, 701 S Nedderman Dr, Arlington, TX 76019 USA 4.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing, Peoples R China |
| 推荐引用方式 GB/T 7714 | Escalante, Hugo Jair,Guyon, Isabelle,Athitsos, Vassilis,et al. Principal motion components for one-shot gesture recognition[J]. PATTERN ANALYSIS AND APPLICATIONS,2017,20(1):167-182. |
| APA | Escalante, Hugo Jair,Guyon, Isabelle,Athitsos, Vassilis,Jangyodsuk, Pat,&Wan, Jun.(2017).Principal motion components for one-shot gesture recognition.PATTERN ANALYSIS AND APPLICATIONS,20(1),167-182. |
| MLA | Escalante, Hugo Jair,et al."Principal motion components for one-shot gesture recognition".PATTERN ANALYSIS AND APPLICATIONS 20.1(2017):167-182. |
入库方式： OAI收割
来源：自动化研究所
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