A stroke filter and its application to text localization

被引:40
作者
Jung, Cheolkon [1 ]
Liu, Qifeng [2 ]
Kim, Joongkyu [1 ]
机构
[1] Sungkyunkwan Univ, Sch Informat & Commun Engn, Suwon 440746, Kyunggido, South Korea
[2] Samsung Adv Inst Technol, Yongin 446712, Kyunggido, South Korea
关键词
A stroke filter; Text localization; Text information extraction; IMAGES; VIDEO;
D O I
10.1016/j.patrec.2008.05.014
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Most researchers have used edge, intensity, corner, and texture features for text localization in video images. However, these features do not fully coincide with the features of the text, and can not fulfill all the necessary conditions of the text. Therefore, it is very difficult to localize text robustly in video images which have complex backgrounds with strong edge or texture clutter using these features. In this paper, we propose a stroke filter which can detect strokes of texts for robust text localization. By using this stroke filter, we can remove text candidates which have strong edges but are not text. Furthermore, we apply the stroke filter to our text localization system and localize text more robustly in the video images. The effectiveness and efficiency of the proposed method is verified by extensive experiments on a challenging database containing 480 video images. (C) 2008 Elsevier B.V. All rights reserved.
引用
收藏
页码:114 / 122
页数:9
相关论文
共 22 条
[2]   Text detection and recognition in images and video frames [J].
Chen, DT ;
Odobez, JM ;
Bourlard, H .
PATTERN RECOGNITION, 2004, 37 (03) :595-608
[3]   Text enhancement with asymmetric filter for video OCR [J].
Chen, DT ;
Shearer, K ;
Bourlard, H .
11TH INTERNATIONAL CONFERENCE ON IMAGE ANALYSIS AND PROCESSING, PROCEEDINGS, 2001, :192-197
[4]  
Chen XR, 2004, PROC CVPR IEEE, P366
[5]   Applications of video-content analysis and retrieval [J].
Dimitrova, N ;
Zhang, HJ ;
Shahraray, B ;
Sezan, I ;
Huang, T ;
Zakhor, A .
IEEE MULTIMEDIA, 2002, 9 (03) :42-55
[6]  
HUA X, 2001, P ACM MULT 2001 WORK
[7]   Automatic text location in images and video frames [J].
Jain, AK ;
Yu, B .
PATTERN RECOGNITION, 1998, 31 (12) :2055-2076
[8]  
JUNG C, IMAGE VISION C UNPUB
[9]   Text information extraction in images and video: a survey [J].
Jung, K ;
Kim, KI ;
Jain, AK .
PATTERN RECOGNITION, 2004, 37 (05) :977-997
[10]   Texture-based approach for text detection in images using support vector machines and continuously adaptive mean shift algorithm [J].
Kim, KI ;
Jung, K ;
Kim, JH .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2003, 25 (12) :1631-1639