CASIA OpenIR  > 类脑智能研究中心
Combining Tensor Space Analysis and Active Appearance Models for Aging Effect Simulation on Face Images
Yunhong Wang; Zhaoxiang Zhang; Weixin Li; Fangyuan Jiang
2012-03-02
发表期刊IEEE Transactions on Systems, Man, and Cybernetics -Part B: Cybernetics
卷号42期号:4页码:1107 - 1118
摘要Applications of the simulation of adult aging effects are widespread nowadays, whereas the difficulties in certain aspects restrict its development. In this paper, a method is proposed for simulating adult facial aging effects by means of super-resolution. Accounting for the nature of multimodalities in the face image set, multilinear algebra is introduced to represent and process the whole image set in tensor space. To ameliorate the aging simulation results generated by merely the super-resolution method, we further adopt active appearance models to reduce the blurring effects of the results through adding normalization of the faces and postprocessing to the algorithm. To evaluate our aging simulation method, the aged faces obtained are compared with the ground-truth face images of the same individuals and also assessed by several volunteers mainly from two perspectives: the aged faces' perceived age and their preservation effects of the original identities of subjects in the test images. Additionally, objective experiments based on an automatic age estimator and a face recognition method using eigenfaces are also conducted as another way of the evaluation.
关键词Tensor Active Appearance Model Aging Simulation
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/13223
专题类脑智能研究中心
通讯作者Zhaoxiang Zhang
推荐引用方式
GB/T 7714
Yunhong Wang,Zhaoxiang Zhang,Weixin Li,et al. Combining Tensor Space Analysis and Active Appearance Models for Aging Effect Simulation on Face Images[J]. IEEE Transactions on Systems, Man, and Cybernetics -Part B: Cybernetics,2012,42(4):1107 - 1118.
APA Yunhong Wang,Zhaoxiang Zhang,Weixin Li,&Fangyuan Jiang.(2012).Combining Tensor Space Analysis and Active Appearance Models for Aging Effect Simulation on Face Images.IEEE Transactions on Systems, Man, and Cybernetics -Part B: Cybernetics,42(4),1107 - 1118.
MLA Yunhong Wang,et al."Combining Tensor Space Analysis and Active Appearance Models for Aging Effect Simulation on Face Images".IEEE Transactions on Systems, Man, and Cybernetics -Part B: Cybernetics 42.4(2012):1107 - 1118.
条目包含的文件
条目无相关文件。
个性服务
推荐该条目
保存到收藏夹
查看访问统计
导出为Endnote文件
谷歌学术
谷歌学术中相似的文章
[Yunhong Wang]的文章
[Zhaoxiang Zhang]的文章
[Weixin Li]的文章
百度学术
百度学术中相似的文章
[Yunhong Wang]的文章
[Zhaoxiang Zhang]的文章
[Weixin Li]的文章
必应学术
必应学术中相似的文章
[Yunhong Wang]的文章
[Zhaoxiang Zhang]的文章
[Weixin Li]的文章
相关权益政策
暂无数据
收藏/分享
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。