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计算机工程 ›› 2015, Vol. 41 ›› Issue (1): 231-235. doi: 10.3969/j.issn.1000-3428.2015.01.043

• 图形图像处理 • 上一篇    下一篇

基于自适应流形滤波的边缘感知编辑

周冠霖1,胡伟1,张帆1,袁国栋2   

  1. 1.北京化工大学信息科学与技术学院,北京 100029; 2.清华大学计算机科学与技术系,北京 100084
  • 收稿日期:2014-03-13 修回日期:2014-04-09 出版日期:2015-01-15 发布日期:2015-01-16
  • 作者简介:周冠霖(1988-),女,硕士,主研方向:数字滤波技术;胡 伟、张 帆,副教授;袁国栋,讲师。
  • 基金资助:
    国家自然科学基金青年基金资助项目(61003132)

Edge-aware Editing Based on Adaptive Manifolds Filtering

ZHOU Guanlin1,HU Wei1,ZHANG Fan1,YUAN Guodong2   

  1. 1.School of Information Science and Technology,Beijing University of Chemical Technology,Beijing 100029,China;
    2.Department of Computer Science and Technology,Tsinghua University,Beijing 100084,China
  • Received:2014-03-13 Revised:2014-04-09 Online:2015-01-15 Published:2015-01-16

摘要: 边缘感知编辑是图像和视频编辑中运用非常广泛的编辑方法。全局优化计算是处理此类问题的最常用手段,但是在处理高分辨率图像视频时存在诸多性能问题。为此,提出一种采用自适应流形滤波的方法,用于处理多种边缘感知编辑。借助自适应流形滤波具有局部边缘感知以及全局影响扩散的特性,实现多种边缘感知编辑的处理效果,同时避免传统的全局优化方法所产生的时间损耗和较高的计算复杂度,得到较好的视觉效果。实验结果表明,该方法具有较好的边缘保持性和全局性,并能够实时处理高分辨率的视频图像。

关键词: 编辑传播, 上色, 分割, 抠图, 自适应流形滤波, 边缘保持滤波器

Abstract: Edge-aware editing is the most widely used method in image and video editing.Global optimization is commonly used to solve these problems.There are still some problems in processing high resolution image and video.So this paper presents a scheme using adaptive manifolds filtering for edge-aware editing.Instead of using the traditional optimization which may bring the time-consume and the high computational complexity,it utilizes adaptive manifolds filter,which is an edge-preserve filter with the local edge-aware and global influence to propagation the edits.A good visually result can be received with better performance.Experimental results demonstrate the good edge-preserving,globalization influences of the approach.

Key words: editing propagation, colorization, segmentation, matting, adaptive manifold filtering, edge-preserving filter

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