Embedding spatial information into image content description for scene retrieval

被引:16
作者
Hoang, N. V. [1 ,2 ]
Gouet-Brunet, V. [2 ]
Rukoz, M. [1 ,3 ]
Manouvrier, M. [1 ]
机构
[1] Univ Paris 09, LAMSADE, F-75775 Paris 16, France
[2] CEDRIC CNAM, F-75141 Paris 03, France
[3] Univ Paris Ouest Nanterre Def, F-92001 Nanterre, France
关键词
CBIR; Spatial relationships; Local image features; Scalability; SIMILARITY; DESIGN;
D O I
10.1016/j.patcog.2010.03.024
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This article presents Delta-TSR, an image content representation describing the spatial layout with triangular relationships of visual entities, which can be symbolic objects or low-level visual features. A semi-local implementation of Delta-TSR is also proposed, making the description robust to viewpoint changes. We evaluate Delta-TSR for image retrieval under the query-by-example paradigm, on contents represented with interest points in a bag-of-features model: it improves state-of-the-art techniques, in terms of retrieval quality as well as of execution time, and is scalable. Finally, its effectiveness is evaluated on a topical scenario dedicated to scene retrieval in datasets of city landmarks. (C) 2010 Elsevier Ltd. All rights reserved.
引用
收藏
页码:3013 / 3024
页数:12
相关论文
共 33 条
[1]  
[Anonymous], ACM 86
[2]  
[Anonymous], 2006, 2006 IEEE COMP SOC C
[3]  
[Anonymous], 2007, P INT WORKSHOP WORKS
[4]   Weighted walkthroughs between extended entities for retrieval by spatial arrangement [J].
Berretti, S ;
Del Bimbo, A ;
Vicario, E .
IEEE TRANSACTIONS ON MULTIMEDIA, 2003, 5 (01) :52-70
[5]  
Bouchard G, 2005, PROC CVPR IEEE, P710
[6]  
Chang C. C., 1991, Journal of Information Science and Engineering, V7, P405
[7]  
Chum O., 2004, Proc. of the Asian Conference on Computer Vision ACCV, V2, P812
[8]   Total recall: Automatic query expansion with a generative feature model for object retrieval [J].
Chum, Ondrej ;
Philbin, James ;
Sivic, Josef ;
Isard, Michael ;
Zisserman, Andrew .
2007 IEEE 11TH INTERNATIONAL CONFERENCE ON COMPUTER VISION, VOLS 1-6, 2007, :496-+
[9]   Optical implementation of flip-flops using single-LCD panel [J].
Datta, Asit K. ;
Munshi, Soumika .
OPTICS AND LASER TECHNOLOGY, 2008, 40 (01) :1-5
[10]   POINT-SET TOPOLOGICAL SPATIAL RELATIONS [J].
EGENHOFER, MJ ;
FRANZOSA, RD .
INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SYSTEMS, 1991, 5 (02) :161-174