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计算机工程 ›› 2006, Vol. 32 ›› Issue (21): 15-17,4. doi: 10.3969/j.issn.1000-3428.2006.21.006

• 博士论文 • 上一篇    下一篇

快速风格迁移

钱小燕,肖 亮,吴慧中   

  1. (南京理工大学计算机科学与技术系,南京210094)
  • 收稿日期:1900-01-01 修回日期:1900-01-01 出版日期:2006-11-05 发布日期:2006-11-05

Fast Style Transfer

QIAN Xiaoyan, XIAO Liang, WU Huizhong   

  1. (Department of Computer Science and Technology, Nanjing Univercity of Science and Technology, Nanjing 210094)
  • Received:1900-01-01 Revised:1900-01-01 Online:2006-11-05 Published:2006-11-05

摘要: 提出一种基于样图的快速风格迁移方法。对经典Ashikhmin算法进行了改进,引入源图像和目标图像及其低分辨率图像的统计信息的L2距离,建立一种新的邻域一致性度量。对于重复候选点,以随机生成候选点的方法扩大搜索范围。同时采用双向扫描策略保证风格传输中纹元的视觉完整性。实验证明,改进算法能够快速有效地实现图像间的风格传输。

关键词: 非真实感, 纹理合成, 纹理传输, 艺术绘制

Abstract: A fast style transfer approach is proposed. A new neighborhood difference metric is built by improving the classical Ashikhmin approach and introducing the statistical characteristic belonging to source image, target image and their blurred images into neighborhood similarity metrics. In addition, the circs that Ashikhmin’s approach tends to create repeated candidates by producing extra candidates in random positions is solved. Meanwhile, visual integrality is maintained by applying the bi-directional scanning into style transferring. Enough experiments and results prove that the improved algorithm can realize style transferring between images fast and effectively.


Key words: Non-photorealistic rendering, Texture synthesis, Texture transfer, Artistic painting

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