Two-level joint local laplacian texture filtering

被引:17
作者
Du, Hui [1 ]
Jin, Xiaogang [2 ]
Willis, Philip J. [3 ]
机构
[1] Zhejiang Univ Media & Commun, New Media Coll, Hangzhou 310018, Zhejiang, Peoples R China
[2] Zhejiang Univ, State Key Lab CAD&CG, Hangzhou 310058, Zhejiang, Peoples R China
[3] Univ Bath, Dept Comp Sci, Bath BA2 7AY, Avon, England
基金
中国国家自然科学基金;
关键词
Texture filtering; Structure extraction; Local Laplacian filters; Guidance image;
D O I
10.1007/s00371-015-1138-3
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Extracting the structure component from an image with textures is a challenging problem. This paper presents a novel structure-preserving texture-filtering approach based on the two-level local Laplacian filter. The new texture-filtering method is developed by introducing local Laplacian filters into the joint filtering. Our study shows that local Laplacian filters can also be used for texture smoothing by defining a special remapping function, which is closely related to joint bilateral filtering. This finding leads to a variant of the joint bilateral filter, which produces smooth edges while preserving color variations. Our filter shares similar advantages with the joint bilateral filter, such as being simple to implement and easy to understand. Experiments demonstrate that the new filter can produce satisfactory filtering results with the properties of texture smoothing, smooth edges, and edge shape preserving. We compare our method with the state-of-the-art methods to demonstrate its improvements, and apply this filter to a variety of image-editing applications.
引用
收藏
页码:1537 / 1548
页数:12
相关论文
共 32 条
[1]  
[Anonymous], P IEEE INT C COMP PH
[2]  
Aubry Mathieu, 2014, ACM T GRAPH, V33
[3]   Structure-texture image decomposition - Modeling, algorithms, and parameter selection [J].
Aujol, JF ;
Gilboa, G ;
Chan, T ;
Osher, S .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 2006, 67 (01) :111-136
[4]   UNIQUENESS OF THE GAUSSIAN KERNEL FOR SCALE-SPACE FILTERING [J].
BABAUD, J ;
WITKIN, AP ;
BAUDIN, M ;
DUDA, RO .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1986, 8 (01) :26-33
[5]   Tree Filtering: Efficient Structure-Preserving Smoothing With a Minimum Spanning Tree [J].
Bao, Linchao ;
Song, Yibing ;
Yang, Qingxiong ;
Yuan, Hao ;
Wang, Gang .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2014, 23 (02) :555-569
[6]   Fast Cartoon plus Texture Image Filters [J].
Buades, Antoni ;
Le, Triet M. ;
Morel, Jean-Michel ;
Vese, Luminita A. .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2010, 19 (08) :1978-1986
[7]   Bilateral Texture Filtering [J].
Cho, Hojin ;
Lee, Hyunjoon ;
Kang, Henry ;
Lee, Seungyong .
ACM TRANSACTIONS ON GRAPHICS, 2014, 33 (04)
[8]   Geodesic Image and Video Editing [J].
Criminisi, Antonio ;
Sharp, Toby ;
Rother, Carsten ;
Perez, Patrick .
ACM TRANSACTIONS ON GRAPHICS, 2010, 29 (05)
[9]   Edge-preserving decompositions for multi-scale tone and detail manipulation [J].
Farbman, Zeev ;
Fattal, Raanan ;
Lischinski, Dani ;
Szeliski, Richard .
ACM TRANSACTIONS ON GRAPHICS, 2008, 27 (03)
[10]   Edge-Avoiding Wavelets and their Applications [J].
Fattal, Raanan .
ACM TRANSACTIONS ON GRAPHICS, 2009, 28 (03)