MU-GAN: Facial Attribute Editing Based on Multi-Attention Mechanism
文献类型：期刊论文
| 作者 | Ke Zhang; Yukun Su; Xiwang Guo; Liang Qi; Zhenbing Zhao |
| 刊名 | IEEE/CAA Journal of Automatica Sinica
 |
| 出版日期 | 2021 |
| 卷号 | 8期号:9页码:1614-1626 |
| ISSN号 | 2329-9266 |
| 关键词 | Attention U-Net connection encoder-decoder architecture facial attribute editing multi-attention mechanism |
| DOI | 10.1109/JAS.2020.1003390 |
| 英文摘要 | Facial attribute editing has mainly two objectives: 1) translating image from a source domain to a target one, and 2) only changing the facial regions related to a target attribute and preserving the attribute-excluding details. In this work, we propose a multi-attention U-Net-based generative adversarial network (MU-GAN). First, we replace a classic convolutional encoder-decoder with a symmetric U-Net-like structure in a generator, and then apply an additive attention mechanism to build attention-based U-Net connections for adaptively transferring encoder representations to complement a decoder with attribute-excluding detail and enhance attribute editing ability. Second, a self-attention (SA) mechanism is incorporated into convolutional layers for modeling long-range and multi-level dependencies across image regions. Experimental results indicate that our method is capable of balancing attribute editing ability and details preservation ability, and can decouple the correlation among attributes. It outperforms the state-of-the-art methods in terms of attribute manipulation accuracy and image quality. Our code is available at https://github.com/SuSir1996/MU-GAN. |
| 源URL | [http://ir.ia.ac.cn/handle/173211/45376]  |
| 专题 | 自动化研究所_学术期刊_IEEE/CAA Journal of Automatica Sinica |
| 推荐引用方式 GB/T 7714 | Ke Zhang,Yukun Su,Xiwang Guo,et al. MU-GAN: Facial Attribute Editing Based on Multi-Attention Mechanism[J]. IEEE/CAA Journal of Automatica Sinica,2021,8(9):1614-1626. |
| APA | Ke Zhang,Yukun Su,Xiwang Guo,Liang Qi,&Zhenbing Zhao.(2021).MU-GAN: Facial Attribute Editing Based on Multi-Attention Mechanism.IEEE/CAA Journal of Automatica Sinica,8(9),1614-1626. |
| MLA | Ke Zhang,et al."MU-GAN: Facial Attribute Editing Based on Multi-Attention Mechanism".IEEE/CAA Journal of Automatica Sinica 8.9(2021):1614-1626. |
入库方式： OAI收割
来源：自动化研究所
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