FAST AND EFFECTIVE TEXT DETECTION

被引:25
作者
Li, Xiaojun [1 ]
Wang, Weiqiang [1 ,2 ]
Jiang, Shuqiang [2 ]
Huang, Qingming [1 ,2 ]
Gao, Wen [2 ,3 ]
机构
[1] Chinese Acad Sci, Grad Univ, Beijing, Peoples R China
[2] Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing, Peoples R China
[3] Peking Univ, Inst Digital Media, Beijing 100871, Peoples R China
来源
2008 15TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-5 | 2008年
基金
中国国家自然科学基金;
关键词
Text Detection; Stroke Filter; SVM;
D O I
10.1109/ICIP.2008.4711918
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Text in images and videos is a significant cue for visual content understanding and retrieval. In this paper, we present a fast and effective approach to locate text lines even under complex background. First, our algorithm uses the stroke filter to calculate the stroke maps in horizontal, vertical, left-diagonal, right-diagonal directions. Then a 24-dimensional feature is extracted for each sliding window and a SVM is used to obtain rough text regions. The rough text regions are further refined through a group of rules. And candidate text lines were localized more accurately through projection profile of the refined text regions. Finally another SVM classifier based on a 6-dimensional feature is used to verify the candidate text lines. The experimental results on challenging databases show that this approach can fast and effectively detect and localize text lines.
引用
收藏
页码:969 / 972
页数:4
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