Knowledge Commons of Institute of Automation,CAS
Facial Image Attributes Transformation via Conditional Recycle Generative Adversarial Networks | |
Li, Huai-Yu1,2; Dong, Wei-Ming1; Hu, Bao-Gang1 | |
发表期刊 | JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY |
2018-05-01 | |
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 |
DOI | 10.1007/s11390-018-1835-2 |
收录类别 | SCI |
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 | 多模态人工智能系统全国重点实验室_多媒体计算 |
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 |
第一作者单位 | 模式识别国家重点实验室 |
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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