CASIA OpenIR  > 智能感知与计算研究中心
Joint Space Learning for Video-based Face Recognition
Cao Dong(曹冬); Ran He(赫然); Zhenan Sun; Tieniu Tan
2015
Conference NameThe 3rd IAPR Asian Conference on Pattern Recognition
Source PublicationThe 3rd IAPR Asian Conference on Pattern Recognition
Conference Date2015
Conference PlaceKuala Lumpur, Malaysia
AbstractPopularity of surveillance and mobile cameras provides great opportunities to video-based face recognition (VFR) in less-controlled conditions. This paper proposes a joint space learning method to simultaneously identify the most representative samples and discriminative features from facial videos for reliable face recognition. Specifically, we use a mixture modal by learning multiple feature spaces to capture the data variations where the representative samples in each subspace are learned. Actually, this procedure is a chick to egg problem and an alternate algorithm is developed to monotonically optimize the joint task. In addition, randomized techniques are applied to kernel approximations for capturing the nonlinear structure in data, so that both accuracy and efficiency of our method can be improved. The proposed method performs better than the state-of-the-art video based face recognition methods on Honda, Mobo and YouTube Celebrities databases.
KeywordVideo-based Face Recognition Joint Space Learning Randomized Techniques
Document Type会议论文
Identifierhttp://ir.ia.ac.cn/handle/173211/11841
Collection智能感知与计算研究中心
Corresponding AuthorTieniu Tan
Affiliation模式识别国家重点实验室, 中国科学院自动化研究所
First Author Affilication中国科学院自动化研究所
Recommended Citation
GB/T 7714
Cao Dong,Ran He,Zhenan Sun,et al. Joint Space Learning for Video-based Face Recognition[C],2015.
Files in This Item: Download All
File Name/Size DocType Version Access License
Joint Space Learning(470KB)会议论文 开放获取CC BY-NC-SAView Download
Related Services
Recommend this item
Bookmark
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[Cao Dong(曹冬)]'s Articles
[Ran He(赫然)]'s Articles
[Zhenan Sun]'s Articles
Baidu academic
Similar articles in Baidu academic
[Cao Dong(曹冬)]'s Articles
[Ran He(赫然)]'s Articles
[Zhenan Sun]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Cao Dong(曹冬)]'s Articles
[Ran He(赫然)]'s Articles
[Zhenan Sun]'s Articles
Terms of Use
No data!
Social Bookmark/Share
File name: Joint Space Learning for Video-based Face Recognition.pdf
Format: Adobe PDF
All comments (0)
No comment.
 

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.