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Deep Disentangling Siamese Network for Frontal Face Synthesis Under Neutral Illumination
Zhang, Ting1,2; Wang, Hong2; Dong, Qiulei1,2,3
2018-09-01
发表期刊IEEE SIGNAL PROCESSING LETTERS
卷号25期号:9页码:1344-1348
文章类型Article
摘要Recently, it has been observed that face-recognition performance can be noticeably enhanced through frontal face synthesis. In this letter, a deep disentangling Siamese network (DSN) is proposed for frontal face synthesis. More specifically, we cast frontal face synthesis as the encoder-disentangling-decoder process of profile faces, and a salient feature of our DSN is that a pair of images with arbitrary identities, poses, and illuminations is used as the input rather than a single image used in many existing works. The process consists of the following three stages:
关键词Discriminative Representation Learning Disentangled Representation Frontal Face Synthesis Pose And Illumination Prediction Siamese Network
WOS标题词Science & Technology ; Technology
DOI10.1109/LSP.2018.2858558
关键词[WOS]RECOGNITION
收录类别SCI
语种英语
项目资助者National Natural Science Foundation of China(61333015 ; Strategic Priority Research Program of the Chinese Academy of Sciences(XDB02070002) ; 61573359 ; 61672489 ; 61421004)
WOS研究方向Engineering
WOS类目Engineering, Electrical & Electronic
WOS记录号WOS:000440702200006
引用统计
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/21844
专题模式识别国家重点实验室_机器人视觉
作者单位1.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China
2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China
3.Chinese Acad Sci, Ctr Excellence Brain Sci & Intelligence Technol, Beijing 100190, Peoples R China
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Zhang, Ting,Wang, Hong,Dong, Qiulei. Deep Disentangling Siamese Network for Frontal Face Synthesis Under Neutral Illumination[J]. IEEE SIGNAL PROCESSING LETTERS,2018,25(9):1344-1348.
APA Zhang, Ting,Wang, Hong,&Dong, Qiulei.(2018).Deep Disentangling Siamese Network for Frontal Face Synthesis Under Neutral Illumination.IEEE SIGNAL PROCESSING LETTERS,25(9),1344-1348.
MLA Zhang, Ting,et al."Deep Disentangling Siamese Network for Frontal Face Synthesis Under Neutral Illumination".IEEE SIGNAL PROCESSING LETTERS 25.9(2018):1344-1348.
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