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Channel-Grouping Based Patch Swap for Arbitrary Style Transfer

文献类型：会议论文

作者Zhu, Yan1; Niu, Yi1; Li, Fu1; Zou, Chunbo2; Shi, Guangming1
出版日期2020-10
会议日期2020-09-25
会议地点Virtual, Abu Dhabi, United arab emirates
关键词Arbitrary style transfer patch-matching channel grouping texture synthesis
卷号2020-October
DOI10.1109/ICIP40778.2020.9190962
页码613-617
英文摘要The basic principle of the patch-matching based style transfer is to substitute the patches of the content image feature maps by the closest patches from the style image feature maps. Since the finite features harvested from one single aesthetic style image are inadequate to represent the rich textures of the content natural image, existing techniques treat the full-channel style feature patches as simple signal tensors and create new style feature patches via signal-level fusion. In this paper, we propose a channel-grouping based patch swap technique to group the style feature maps into surface and texture channels, and the new features are created by the combination of these two groups, which can be regarded as a semantic-level fusion of the raw style features. Experimental results demonstrate that the proposed method outperforms the existing techniques in providing more style-consistent textures while keeping the content fidelity. © 2020 IEEE.
产权排序2
会议录2020 IEEE International Conference on Image Processing, ICIP 2020 - Proceedings
会议录出版者IEEE Computer Society
语种英语
ISSN号15224880
ISBN号9781728163956
源URL[http://ir.opt.ac.cn/handle/181661/94239]  
专题西安光学精密机械研究所_光学影像学习与分析中心
作者单位1.The Telecommunication Engineering, School of Xidian University, China;
2.Xi'an Institute of Optics and Precision Mechanics of Cas, China
推荐引用方式
GB/T 7714		 Zhu, Yan,Niu, Yi,Li, Fu,et al. Channel-Grouping Based Patch Swap for Arbitrary Style Transfer[C]. 见:. Virtual, Abu Dhabi, United arab emirates. 2020-09-25.

入库方式： OAI收割

来源：西安光学精密机械研究所

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