Full-Image Guided Filtering for Fast Stereo Matching

被引：29

作者：

Yang, Qingqing ^{[1
,2
]}

Li, Dongxiao ^{[1
,2
]}

Wang, Lianghao ^{[1
,2
]}

Zhang, Ming ^{[1
,2
]}

机构：

[1] Zhejiang Univ, Inst Informat & Commun Engn, Hangzhou 310027, Peoples R China

[2] Zhejiang Univ, Zhejiang Prov Key Lab Informat Network Technol, Hangzhou 310027, Peoples R China

来源：

IEEE SIGNAL PROCESSING LETTERS | 2013年 / 20卷 / 03期

基金：

中国国家自然科学基金;

关键词：

Cost-volume filtering; full-image guided filtering; local stereo matching; weight propagation; COST AGGREGATION;

D O I：

10.1109/LSP.2013.2241759

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

A novel full-image guided filtering method is proposed. Different with many existing neighborhood filters, all input elements are employed during the proposed filtering approach. In addition, a novel scheme called weight propagation is proposed to compute support weights. It fulfills the requirements of edge preserving and low complexity. It is applied to the cost-volume filtering in the local stereo matching framework. The algorithm utilizing the proposed filtering method is currently one of the best local algorithms on the Middlebury stereo testbed in terms of both speed and accuracy.

引用

页码：237 / 240

页数：4

共 19 条

[1] A pixel dissimilarity measure that is insensitive to image sampling [J].

Birchfield, S ;

Tomasi, C .

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1998, 20 (04) :401-406

[2]

Bleyer M, 2008, VISAPP 2008: PROCEEDINGS OF THE THIRD INTERNATIONAL CONFERENCE ON COMPUTER VISION THEORY AND APPLICATIONS, VOL 2, P415

[3] Fast O(1) Bilateral Filtering Using Trigonometric Range Kernels [J].

Chaudhury, Kunal Narayan ;

Sage, Daniel ;

Unser, Michael .

IEEE TRANSACTIONS ON IMAGE PROCESSING, 2011, 20 (12) :3376-3382

[4]

Cigla C., 2011, 2011 IEEE International Conference on Computer Vision Workshops (ICCV Workshops), P696, DOI 10.1109/ICCVW.2011.6130315

[5] Near Real-Time Stereo Matching Using Geodesic Diffusion [J].

De-Maeztu, Leonardo ;

Villanueva, Arantxa ;

Cabeza, Rafael .

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2012, 34 (02) :410-416

[6]

He KM, 2010, LECT NOTES COMPUT SC, V6311, P1

[7]

Hirschmüller H, 2008, IEEE T PATTERN ANAL, V30, P328, DOI 10.1109/TPAMl.2007.1166

[8] LOCAL STEREO MATCHING USING GEODESIC SUPPORT WEIGHTS [J].

Hosni, Asmaa ;

Bleyer, Michael ;

Gelautz, Margrit ;

Rhemann, Christoph .

2009 16TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-6, 2009, :2093-2096

[9]

Mattoccia S, 2010, LECT NOTES COMPUT SC, V5995, P371

[10] Cost aggregation and occlusion handling with WLS in stereo matching [J].

Min, Dongbo ;

Sohn, Kwanghoon .

IEEE TRANSACTIONS ON IMAGE PROCESSING, 2008, 17 (08) :1431-1442

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