Knowledge Commons of Institute of Automation,CAS
Video-based face recognition using a metric of average Euclidean distance | |
Li, JW; Wang, YH; Tan, TN | |
发表期刊 | ADVANCES IN BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS |
2004 | |
卷号 | 3338期号:0页码:224-232 |
文章类型 | Article |
摘要 | This paper presents a novel approach for video-based face recognition. We define a metric based on an average L-2 Euclidean distance between two videos as the classifier. This metric makes use of Earth Mover's Distance (EMD) as the underlying similarity measurement between videos. Earth Mover's Distance is a recently proposed metric for geometric pattern matching and it reflects the average ground distance between two distributions. Under the framework of EMD, each video is modeled as a video signature and Euclidean distance is selected as the ground distance of EMD. Since clustering algorithm is employed, video signature can well represent the overall data distribution of faces in video. Experimental results demonstrate the superior performance of our algorithm. |
关键词 | None |
WOS标题词 | Science & Technology ; Technology |
收录类别 | SCI ; ISTP |
语种 | 英语 |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Artificial Intelligence ; Computer Science, Theory & Methods |
WOS记录号 | WOS:000226133000024 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/7970 |
专题 | 多模态人工智能系统全国重点实验室_生物识别与安全技术 |
作者单位 | Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100080, Peoples R China |
推荐引用方式 GB/T 7714 | Li, JW,Wang, YH,Tan, TN. Video-based face recognition using a metric of average Euclidean distance[J]. ADVANCES IN BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS,2004,3338(0):224-232. |
APA | Li, JW,Wang, YH,&Tan, TN.(2004).Video-based face recognition using a metric of average Euclidean distance.ADVANCES IN BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS,3338(0),224-232. |
MLA | Li, JW,et al."Video-based face recognition using a metric of average Euclidean distance".ADVANCES IN BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS 3338.0(2004):224-232. |
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