中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Facial Image Attributes Transformation via Conditional Recycle Generative Adversarial Networks

文献类型:期刊论文

作者Li, Huai-Yu1,2; Dong, Wei-Ming1; Hu, Bao-Gang1
刊名JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY
出版日期2018-05-01
卷号33期号:3页码:511-521
关键词Generative Adversarial Network Image Editing Facial Attributes Transformation
DOI10.1007/s11390-018-1835-2
文献子类Article
英文摘要

This study introduces a novel conditional recycle generative adversarial network for facial attribute transformation, which can transform high-level semantic face attributes without changing the identity. In our approach, we input a source facial image to the conditional generator with target attribute condition to generate a face with the target attribute. Then we recycle the generated face back to the same conditional generator with source attribute condition. A face which should be similar to that of the source face in personal identity and facial attributes is generated. Hence, we introduce a recycle reconstruction loss to enforce the final generated facial image and the source facial image to be identical. Evaluations on the CelebA dataset demonstrate the effectiveness of our approach. Qualitative results show that our approach can learn and generate high-quality identity-preserving facial images with specified attributes.

WOS研究方向Computer Science
语种英语
WOS记录号WOS:000432141000008
资助机构National Natural Science Foundation of China(61672520 ; Beijing Natural Science Foundation of China(4162056) ; National Key Technology Research and Development Program of China(2015BAH53F02) ; CASIA-Tencent YouTu Jointly Research Project ; 61573348 ; 61620106003 ; 61720106006)
源URL[http://ir.ia.ac.cn/handle/173211/22033]  
专题自动化研究所_模式识别国家重点实验室_多媒体计算与图形学团队
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
推荐引用方式
GB/T 7714
Li, Huai-Yu,Dong, Wei-Ming,Hu, Bao-Gang. Facial Image Attributes Transformation via Conditional Recycle Generative Adversarial Networks[J]. JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY,2018,33(3):511-521.
APA Li, Huai-Yu,Dong, Wei-Ming,&Hu, Bao-Gang.(2018).Facial Image Attributes Transformation via Conditional Recycle Generative Adversarial Networks.JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY,33(3),511-521.
MLA Li, Huai-Yu,et al."Facial Image Attributes Transformation via Conditional Recycle Generative Adversarial Networks".JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY 33.3(2018):511-521.

入库方式: OAI收割

来源:自动化研究所

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