| Head Pose Estimation Based on Nonlinear Interpolative Mapping | |
|---|---|
| 學年 | 98 |
| 學期 | 1 |
| 發表日期 | 2009-12-03 |
| 作品名稱 | Head Pose Estimation Based on Nonlinear Interpolative Mapping |
| 作品名稱(其他語言) | |
| 著者 | Lin, Hwei-jen; Chang, Chen-wei; Pai, I-chun |
| 作品所屬單位 | 淡江大學資訊工程學系 |
| 出版者 | Taipei : Institute of electrical and electronics engineers (IEEE) |
| 會議名稱 | JCPC 2009 Joint Conferences on Pervasive Computing |
| 會議地點 | Taipei, Taiwan |
| 摘要 | The performance of face recognition systems depends on conditions being consistent, including lighting, pose and facial expression. To solve the problem produced by pose variation it is suggested to pre-estimate the pose orientation of the given head image before it is recognized. In this paper, we propose a head pose estimation method that is an improvement on the one proposed by N. Hu et al. The proposed method trains in a supervised manner a nonlinear interpolative mapping function that maps input images to predicted pose angles. This mapping function is a linear combination of some Radial Basis Functions (RBF). The experimental results show that our proposed method has a better performance than the method proposed by Nan Hu et al. in terms of both time efficiency and estimation accuracy. |
| 關鍵字 | Isomap;Radial Basis Function (RBF);face recognition; head pose estimation;nonlinear interpolative mapping |
| 語言 | en |
| 收錄於 | |
| 會議性質 | 國際 |
| 校內研討會地點 | 淡水校園 |
| 研討會時間 | 20091203~20091205 |
| 通訊作者 | |
| 國別 | TWN |
| 公開徵稿 | Y |
| 出版型式 | 紙本 電子版 |
| 出處 | Proceedings of the 2009 joint conferences on pervasive computing, pp.89-94 |
| 相關連結 |
機構典藏連結 ( http://tkuir.lib.tku.edu.tw:8080/dspace/handle/987654321/73137 ) |