Unified probabilistic models for face recognition from a single example image per person
文献类型：期刊论文
| 作者 | Liao, P; Shen, L |
| 刊名 | JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY
 |
| 出版日期 | 2004-05-01 |
| 卷号 | 19期号:3页码:383-392 |
| 关键词 | pattern recognition face recognition Gaussian mixture model classifier combination unified probabilistic model |
| ISSN号 | 1000-9000 |
| 英文摘要 | This paper presents a new technique of unified probabilistic models for face recognition from only one single example image per person. The unified models, trained on an obtained training set with multiple samples per person, are used to recognize facial images from another disjoint database with a single sample per person. Variations between facial images are modeled as two unified probabilistic models: within-class variations and between-class variations. Gaussian Mixture Models are used to approximate the distributions of the two variations and exploit a classifier combination method to improve the performance. Extensive experimental results on the ORL face database and the authors' database (the ICT-JDL. database) including totally 1,750 facial images of 350 individuals demonstrate that the proposed technique, compared with traditional eigenface method and some well-known traditional algorithms, is a significantly more effective and robust approach for face recognition. |
| WOS研究方向 | Computer Science |
| 语种 | 英语 |
| WOS记录号 | WOS:000221509800012 |
| 出版者 | SCIENCE CHINA PRESS |
| 源URL | [http://119.78.100.204/handle/2XEOYT63/13985]  |
| 专题 | 中国科学院计算技术研究所期刊论文_英文 |
| 通讯作者 | Liao, P |
| 作者单位 | Chinese Acad Sci, Inst Comp Technol, Beijing 100080, Peoples R China |
| 推荐引用方式 GB/T 7714 | Liao, P,Shen, L. Unified probabilistic models for face recognition from a single example image per person[J]. JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY,2004,19(3):383-392. |
| APA | Liao, P,&Shen, L.(2004).Unified probabilistic models for face recognition from a single example image per person.JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY,19(3),383-392. |
| MLA | Liao, P,et al."Unified probabilistic models for face recognition from a single example image per person".JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY 19.3(2004):383-392. |
入库方式： OAI收割
来源：计算技术研究所
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