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Automatic cartoon matching in computer-assisted animation production

机译:计算机辅助动画制作中的自动卡通匹配

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摘要

Traditional cartoon animation painting has always been a tedious job. In order to improve the efficiency of the process, the development of an automatic cartoon generation system including automatic inbetweening and coloring is required. Automatic matching of cartoon characters in key frames is the prerequisite for the system. This paper provides a novel matching algorithm with iterative maximum a posteriori (MAP) estimation and the maximum likelihood (ML) estimation. Specifically, this algorithm formulate cartoon matching as a many-to-many labeling problem. To refine the results of matching, an optimization approach is adopted to alternatively conduct the MAP estimation and the ML estimation. Besides, we construct the correspondence by using the local shape descriptor, and the rotation and scale invariance in matching can be achieved. The experimental results on real-world datasets demonstrate the effectiveness of the proposed methods for automatic cartoon matching.
机译:传统的卡通动画绘画一直是一项繁琐的工作。为了提高处理效率,需要开发包括自动中间和着色的自动卡通生成系统。自动匹配关键帧中的卡通人物是系统的先决条件。本文提供了一种具有迭代最大后验(MAP)估计和最大似然(ML)估计的新颖匹配算法。具体来说,此算法将卡通匹配公式化为多对多标记问题。为了优化匹配结果,采用优化方法来交替进行MAP估计和ML估计。此外,我们通过使用局部形状描述符构造对应关系,并且可以实现匹配中的旋转和尺度不变性。在真实数据集上的实验结果证明了所提出的自动卡通匹配方法的有效性。

著录项

  • 来源
    《Neurocomputing》 |2013年第23期|397-403|共7页
  • 作者单位

    Cognitive Science Department, Xiamen University, Xiamen, China,Fujian Key Laboratory of the Brain-like Intelligent Systems, Xiamen University, Xiamen, China;

    Computer Science Department, Xiamen University, Xiamen 361005, China;

    Cognitive Science Department, Xiamen University, Xiamen, China,Fujian Key Laboratory of the Brain-like Intelligent Systems, Xiamen University, Xiamen, China;

    School of Computer Science and Information Engineering, Hefei University of Technology, Hefei, China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Matching; Maximum a posteriori; Maximum likelihood; Many-to-many correspondence;

    机译:匹配;最大后验;最大似然;多对多通信;

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