Semantic-aware Noise Driven Portrait Synthesis and Manipulation | |
Deng, Qiyao1,2; Li, Qi2; Cao, Jie2; Liu, Yunfan1,2; Sun, Zhenan1,2 | |
刊名 | IEEE Transactions on Multimedia |
2022 | |
页码 | 0 |
关键词 | face manipulation, face synthesis, semantic noise |
DOI | 10.1109/TMM.2022.3151507 |
英文摘要 | Semantic portrait synthesis has drawn consistent attention and has made significant progress, yet achieving style diversity and semantic controllability simultaneously is still a challenge. Existing methods either 1) directly take a semantic label map as input, ignoring various possibilities of semantic styles, or 2) sample global noise as input, ignoring controllability of local semantics. To fill this gap, we propose semanticaware noise, a simple but effective input that tackles both issues and shows improved results over baselines. Semantic-aware noise introduces semantic information into noise, and each semantic is sampled from the noise separately, combining the semantic controllability and the noise sampling diversity. To further expand and manipulate real images, we propose a novel ternary network structure, allowing simultaneous diverse semantic image synthesis and real image manipulation in a unified framework. Extensive experiments demonstrate that the proposed method achieves quantitatively superior and perceptually pleasing results compared to state-of-the-art methods. We also analyze the performance of our method with respect to different noise structures and real-life applications in diverse synthesis, interactive manipulation, and extreme pose scenarios. |
语种 | 英语 |
内容类型 | 期刊论文 |
源URL | [http://ir.ia.ac.cn/handle/173211/48882] |
专题 | 自动化研究所_智能感知与计算研究中心 |
通讯作者 | Li, Qi; Sun, Zhenan |
作者单位 | 1.School of Artificial Intelligence, University of Chinese Academy of Sciences 2.Center for Research on Intelligent Perception and Computing, National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences |
推荐引用方式 GB/T 7714 | Deng, Qiyao,Li, Qi,Cao, Jie,et al. Semantic-aware Noise Driven Portrait Synthesis and Manipulation[J]. IEEE Transactions on Multimedia,2022:0. |
APA | Deng, Qiyao,Li, Qi,Cao, Jie,Liu, Yunfan,&Sun, Zhenan.(2022).Semantic-aware Noise Driven Portrait Synthesis and Manipulation.IEEE Transactions on Multimedia,0. |
MLA | Deng, Qiyao,et al."Semantic-aware Noise Driven Portrait Synthesis and Manipulation".IEEE Transactions on Multimedia (2022):0. |
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