InfoStyler: Disentanglement Information Bottleneck for Artistic Style Transfer | |
Yueming Lyu![]() ![]() ![]() ![]() | |
发表期刊 | IEEE Transactions on Circuits and Systems for Video Technology
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2024 | |
页码 | 13 |
摘要 | Artistic style transfer aims to transfer the style of an artwork to a photograph while maintaining its original overall content. Many prior works focus on designing various transfer modules to transfer the style statistics to the content image. Although effective, ignoring the clear disentanglement of the content features and the style features from the first beginning, they have difficulty in balancing between content preservation and style transferring. To tackle this problem, we propose a novel information disentanglement method, named InfoStyler, to capture the minimal sufficient information for both content and style representations from the pre-trained encoding network. InfoStyler formulates the disentanglement representation learning as an information compression problem by eliminating style statistics from the content image and removing the content structure from the style image. Besides, to further facilitate disentanglement learning, a cross-domain Information Bottleneck (IB) learning strategy is proposed by reconstructing the content and style domains. Extensive experiments demonstrate that our InfoStyler can synthesize high-quality stylized images while balancing content structure preservation and style pattern richness. |
WOS记录号 | WOS:001197960500004 |
七大方向——子方向分类 | 图像视频处理与分析 |
国重实验室规划方向分类 | 视觉信息处理 |
是否有论文关联数据集需要存交 | 否 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/56631 |
专题 | 模式识别实验室 |
通讯作者 | Jing Dong |
作者单位 | 1.Institute of Automation, Chinese Academy of Sciences 2.University of Chinese Academy of Sciences |
推荐引用方式 GB/T 7714 | Yueming Lyu,Yue Jiang,Bo Peng,et al. InfoStyler: Disentanglement Information Bottleneck for Artistic Style Transfer[J]. IEEE Transactions on Circuits and Systems for Video Technology,2024:13. |
APA | Yueming Lyu,Yue Jiang,Bo Peng,&Jing Dong.(2024).InfoStyler: Disentanglement Information Bottleneck for Artistic Style Transfer.IEEE Transactions on Circuits and Systems for Video Technology,13. |
MLA | Yueming Lyu,et al."InfoStyler: Disentanglement Information Bottleneck for Artistic Style Transfer".IEEE Transactions on Circuits and Systems for Video Technology (2024):13. |
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