A novel approach for salient image regions detection and description

被引:14
作者
Vazquez-Martin, R. [1 ]
Marfil, R. [1 ]
Nunez, P. [2 ]
Bandera, A. [1 ]
Sandoval, F. [1 ]
机构
[1] Univ Malaga, Grp ISIS, Dpto Tecnol Elect, ETSI Telecomunicac, Campus Teatinos S-N, E-29071 Malaga, Spain
[2] Univ Extremadura, Dept Tecnol Comp & Comunicac, Caceres 10071, Spain
关键词
Visual landmarks; Irregular pyramids; Salient image regions detection; Kernel-based description; VISUAL-ATTENTION; LOCALIZATION; SEGMENTATION; SCALE; RECOGNITION; SHIFTS;
D O I
10.1016/j.patrec.2009.08.003
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes a new algorithm for visual landmarks detection and description. The detection is achieved using a hierarchical grouping mechanism, which combines a color contrast measure defined between regions with internal region descriptors and with attributes of the shared boundary. This detector reliably finds the same salient regions under different viewing conditions. Then, geometrically and photometrically normalized regions are characterized by a kernel-based descriptor. This descriptor is rotation-invariant and robust against noise. Several tests are conducted in order to compare the proposed approach with other similar approaches. Experimental results prove that the performance of our proposal is high in terms of computational consuming and visual landmark detection and description abilities. (C) 2009 Elsevier B.V. All rights reserved.
引用
收藏
页码:1464 / 1476
页数:13
相关论文
共 64 条
[1]   Data association using visual object recognition for EKF-SLAM in home environment [J].
Ahn, Sunghwan ;
Choi, Minyong ;
Choi, Jinwoo ;
Chung, Wan Kyun .
2006 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS, VOLS 1-12, 2006, :2588-+
[2]  
[Anonymous], P IAPR C MACH VIS AP
[3]  
[Anonymous], ACTIVE VISION
[4]  
[Anonymous], 2006, Advances in neural information processing systems
[5]  
ASMAR D, 2006, P C COMP VIS PATT RE, P196
[6]  
Aziz MZ, 2007, LECT NOTES ARTIF INT, V4840, P234
[7]  
BAY H, 2006, LNCS, V3951, P407
[8]  
Brun L, 2003, LECT NOTES COMPUT SC, V2726, P1
[9]   Kernel-based object tracking [J].
Comaniciu, D ;
Ramesh, V ;
Meer, P .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2003, 25 (05) :564-577
[10]   Simultaneous localization and map-building using active vision [J].
Davison, AJ ;
Murray, DW .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2002, 24 (07) :865-880