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Color Hint-guided Ink Wash Painting Colorization with Ink Style Prediction Mechanism

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成果类型:
期刊论文
作者:
Zeng, Yao;Li, Xiaoyu;Wang, Yijun;Zhang, Junsong
通讯作者:
Zhang, JS
作者机构:
[Zhang, Junsong; Zeng, Yao; Wang, Yijun] Xiamen Univ, Dept Artificial Intelligence, Xiamen, Fujian, Peoples R China.
[Li, Xiaoyu] Cent China Normal Univ, Natl Engn Res Ctr E Learning, Wuhan, Hubei, Peoples R China.
通讯机构:
[Zhang, JS ] X
Xiamen Univ, Dept Artificial Intelligence, Xiamen, Fujian, Peoples R China.
语种:
英文
关键词:
Ink wash paintings;sketch colorization;GAN
期刊:
ACM Transactions on Applied Perception
ISSN:
1544-3558
年:
2024
卷:
21
期:
3
页码:
1-21
机构署名:
本校为其他机构
院系归属:
国家数字化学习工程技术研究中心
摘要:
We propose an end-to-end generative adversarial network that allows for controllable ink wash painting generation from sketches by specifying the colors via color hints. To the best of our knowledge, this is the first study for interactive Chinese ink wash painting colorization from sketches. To help our network understand the ink style and artistic conception, we introduced an ink style prediction mechanism for our discriminator, which enables the discriminator to accurately predict the style with the help of a pre-trained style encoder. We also designed our generator to receive multi-scale f...

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