Facial Image Attributes Transformation via Conditional Recycle Generative Adversarial Networks
Li, Huai-Yu1,2; Dong, Wei-Ming1; Hu, Bao-Gang1
2018-05-01
发表期刊JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY
卷号33期号:3页码:511-521
文章类型Article
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.
关键词Generative Adversarial Network Image Editing Facial Attributes Transformation
WOS标题词Science & Technology ; Technology
DOI10.1007/s11390-018-1835-2
收录类别SCI ; ISTP
语种英语
项目资助者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)
WOS研究方向Computer Science
WOS类目Computer Science, Hardware & Architecture ; Computer Science, Software Engineering
WOS记录号WOS:000432141000008
引用统计
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/22033
专题模式识别国家重点实验室_多媒体计算与图形学
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
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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.
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