Angular Pattern and Binary Angular Pattern for Shape Retrieval

被引:42
作者
Hu, Rong-Xiang [1 ]
Jia, Wei [1 ]
Ling, Haibin [2 ]
Zhao, Yang [3 ]
Gui, Jie [4 ]
机构
[1] Chinese Acad Sci, Inst Nucl Energy Safety Technol, Hefei 230031, Peoples R China
[2] Temple Univ, Dept Comp & Informat Sci, Philadelphia, PA 19122 USA
[3] Peking Univ, Sch Elect & Comp Engn, Shenzhen 518055, Peoples R China
[4] Chinese Acad Sci, Inst Intelligent Machines, Hefei 230031, Peoples R China
基金
美国国家科学基金会;
关键词
Shape retrieval; angular features; binary pattern; multi-scale representation; SINGLE CLOSED CONTOUR; NONRIGID SHAPES; CLASSIFICATION; DISTANCE; MULTIRESOLUTION; REPRESENTATION; DATABASES;
D O I
10.1109/TIP.2013.2286330
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we propose two novel shape descriptors, angular pattern (AP) and binary angular pattern (BAP), and a multiscale integration of them for shape retrieval. Both AP and BAP are intrinsically invariant to scale and rotation. More importantly, being global shape descriptors, the proposed shape descriptors are computationally very efficient, while possessing similar discriminability as state-of-the-art local descriptors. As a result, the proposed approach is attractive for real world shape retrieval applications. The experiments on the widely used MPEG-7 and TARI-1000 data sets demonstrate the effectiveness of the proposed method in comparison with existing methods.
引用
收藏
页码:1118 / 1127
页数:10
相关论文
共 29 条
[1]   A multiscale representation method for nonrigid shapes with a single closed contour [J].
Adamek, T ;
O'Connor, NE .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2004, 14 (05) :742-753
[2]   Geometry-based image retrieval in binary image databases [J].
Alajlan, Naif ;
Kamel, Mohamed S. ;
Freeman, George H. .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2008, 30 (06) :1003-1013
[3]  
[Anonymous], P IEEE C COMP VIS PA
[4]  
[Anonymous], PATTERN RECOGNITION
[5]  
[Anonymous], P IEEE INT C IM GRAP
[6]   Robust shape similarity retrieval based on contour segmentation polygonal multiresolution and elastic matching [J].
Attalla, E ;
Siy, P .
PATTERN RECOGNITION, 2005, 38 (12) :2229-2241
[7]  
Bai XA, 2010, LECT NOTES COMPUT SC, V6313, P328
[8]   Learning Context-Sensitive Shape Similarity by Graph Transduction [J].
Bai, Xiang ;
Yang, Xingwei ;
Latecki, Longin Jan ;
Liu, Wenyu ;
Tu, Zhuowen .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2010, 32 (05) :861-874
[9]   Shape matching and object recognition using shape contexts [J].
Belongie, S ;
Malik, J ;
Puzicha, J .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2002, 24 (04) :509-522
[10]  
FELZENSZWALB P, 2007, P IEEE C COMP VIS PA, P1