Image Retrieval with Scale Invariant Visual Phrases

被引：0
作者：
Feng, Deying [1 ]
Yang, Jie [1 ]
Yang, Cheng [1 ]
Liu, Congxin [1 ]
机构：
[1] Shanghai Jiao Tong Univ, Inst Image Proc & Pattern Recognit, Shanghai 200030, Peoples R China
来源：
IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS | 2013年 / E96D卷 / 05期
关键词：
image retrieval; visual phrases; spatial correspondences; inverted index;
D O I：
10.1587/transinf.E96.D.1063
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
We propose a retrieval method using scale invariant visual phrases (SIVPs). Our method encodes spatial information into the SIVPs which capture translation, rotation and scale invariance, and employs the SIVPs to determine the spatial correspondences between query image and database image. To compute the spatial correspondences efficiently, the SIVPs are introduced into the inverted index, and SIVP verification is investigated to refine the candidate images returned from inverted index. Experimental results demonstrate that our method,improves the retrieval accuracy while increasing the retrieval efficiency.
引用
收藏
页码：1063 / 1067
页数：5
相关论文
共 12 条
[1]   Speeded-Up Robust Features (SURF) [J].
Bay, Herbert ;
Ess, Andreas ;
Tuytelaars, Tinne ;
Van Gool, Luc .
COMPUTER VISION AND IMAGE UNDERSTANDING, 2008, 110 (03) :346-359
[2]   Spatial-Bag-of-Features [J].
Cao, Yang ;
Wang, Changhu ;
Li, Zhiwei ;
Zhang, Liqing ;
Zhang, Lei .
2010 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2010, :3352-3359
[3]   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-+
[4]  
Deng J, 2009, PROC CVPR IEEE, P248, DOI 10.1109/CVPRW.2009.5206848
[5]  
Deying Feng, 2011, 2011 IEEE International Conference on Data Mining Workshops, P793, DOI 10.1109/ICDMW.2011.72
[6]   RANDOM SAMPLE CONSENSUS - A PARADIGM FOR MODEL-FITTING WITH APPLICATIONS TO IMAGE-ANALYSIS AND AUTOMATED CARTOGRAPHY [J].
FISCHLER, MA ;
BOLLES, RC .
COMMUNICATIONS OF THE ACM, 1981, 24 (06) :381-395
[7]  
Lazebnik S., 2006, P IEEE COMPUTER SOC, P2169, DOI 10.1109/CVPR.2006.68
[8]  
Nister D., 2006, 2006 IEEE COMP SOC C, V2, P2161, DOI [DOI 10.1109/CVPR.2006, 10.1109/CVPR.2006.264, DOI 10.1109/CVPR.2006.264]
[9]   Video Google: A text retrieval approach to object matching in videos [J].
Sivic, J ;
Zisserman, A .
NINTH IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION, VOLS I AND II, PROCEEDINGS, 2003, :1470-+
[10]  
Wu Z, 2009, PROC CVPR IEEE, P25, DOI 10.1109/CVPRW.2009.5206566
12