Mixed-Domain Edge-Aware Image Manipulation

被引:38
|
作者
Li, Xian-Ying [1 ,2 ]
Gu, Yan [1 ,2 ]
Hu, Shi-Min [1 ,2 ]
Martin, Ralph R. [3 ]
机构
[1] Tsinghua Univ, Dept Comp Sci & Technol, Beijing 100084, Peoples R China
[2] Beijing Engn Res Ctr Intelligent Proc Visual Medi, Beijing 100084, Peoples R China
[3] Cardiff Univ, Sch Comp Sci & Informat, Cardiff CF24 3AA, S Glam, Wales
基金
英国工程与自然科学研究理事会;
关键词
Edge-aware image processing; mixed-domain; multi-scale method; optimization-based image processing;
D O I
10.1109/TIP.2013.2237922
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a novel approach to edge-aware image manipulation. Our method processes a Gaussian pyramid from coarse to fine, and at each level, applies a nonlinear filter bank to the neighborhood of each pixel. Outputs of these spatially-varying filters are merged using global optimization. The optimization problem is solved using an explicit mixeddomain ( real space and DCT transform space) solution, which is efficient, accurate, and easy-to-implement. We demonstrate applications of our method to a set of problems, including detail and contrast manipulation, HDR compression, nonphotorealistic rendering, and haze removal.
引用
收藏
页码:1915 / 1925
页数:11
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