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Cross-lingual font style transfer with full-domain convolutional attention

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成果类型:
期刊论文
作者:
Zhao, Hui-huang;Ji, Tian-le;Rosin, Paul L.;Lai, Yu-Kun;Meng, Wei-liang;...
通讯作者:
Zhao, HH
作者机构:
[Zhao, Hui-huang; Wang, Yao-nan] Hengyang Normal Univ, Sch Comp Sci & Technol, Hengyang 421002, Peoples R China.
[Ji, Tian-le; Zhao, Hui-huang] Hunan Univ, Natl Engn Lab Robot Visual Percept & Control Techn, Changsha, Peoples R China.
[Lai, Yu-Kun; Rosin, Paul L.] Cardiff Univ, Sch Comp Sci & Informat, Cardiff, Wales.
[Meng, Wei-liang] Chinese Acad Sci, Inst Automat, State Key Lab Multimodal Artificial Intelligence S, Beijing 100098, Peoples R China.
[Meng, Wei-liang] Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing 100049, Peoples R China.
通讯机构:
[Zhao, HH ] H
Hengyang Normal Univ, Sch Comp Sci & Technol, Hengyang 421002, Peoples R China.
Hunan Univ, Natl Engn Lab Robot Visual Percept & Control Techn, Changsha, Peoples R China.
语种:
英文
关键词:
Cross-lingual;Full-domain convolutional attention;Multi-layer perceptual discriminator;Font style transfer
期刊:
Pattern Recognition
ISSN:
0031-3203
年:
2024
卷:
155
基金类别:
National Natural Science Foundation of China [61772179]; Hunan Provincial Natural Science Foundation of China [2024JJ5059, 2023JJ50095, 2022JJ50016]; The 14th Five-Year Plan"Key Disciplines and Application-oriented Special Disciplines of Hunan Province [[2022] 351]; Science and Technology Plan Project of Hunan Province, China [2016TP1020]
机构署名:
本校为第一且通讯机构
摘要:
In this paper, we propose a new cross -lingual font style transfer model, FCAGAN, which enables font style transfer between different languages by observing a small number of samples. Most previous work has been on style transfer of different fonts for single language content, but in our task we can learn the font style of one language and migrate it to another. We investigated the drawbacks of related studies and found that existing cross -lingual approaches cannot perfectly learn styles from other languages and maintain the integrity of their own content. Therefore, we designed a new full -d...

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