Facial Image Attributes Transformation via Conditional Recycle Generative Adversarial Networks | |
Li, Huai-Yu1,2; Dong, Wei-Ming1; Hu, Bao-Gang1 | |
刊名 | JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY |
2018-05-01 | |
卷号 | 33期号:3页码:511-521 |
关键词 | Generative Adversarial Network Image Editing Facial Attributes Transformation |
DOI | 10.1007/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) |
内容类型 | 期刊论文 |
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. |
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