Institute of Computing Technology, Chinese Academy IR
Fast and robust text detection in images and video frames | |
Ye, QX; Huang, QM; Gao, W; Zhao, DB | |
2005-06-01 | |
发表期刊 | IMAGE AND VISION COMPUTING |
ISSN | 0262-8856 |
卷号 | 23期号:6页码:565-576 |
摘要 | Text in images and video frames carries important information for visual content understanding and retrieval. In this paper, by using multiscale wavelet features, we propose a novel coarse-to-fine algorithm that is able to locate text lines even under complex background. First. in the coarse detection, after the wavelet energy feature is calculated to locate all possible text pixels, a density-based region growing method is developed to connect these pixels into regions which are further separated into candidate text lines by structural information. Secondly, in the fine detection, with four kinds of texture features extracted to represent the texture pattern of a text line, a forward search algorithm is applied to select the most effective features. Finally, an SVM classifier is used to identify true text from the candidates based on the selected features. Experimental results show that this approach can fast and robustly detect text lines under various conditions. © 2005 Elsevier B.V. All rights reserved. |
关键词 | text detection multiscale wavelet feature feature combination SVM classification |
DOI | 10.1016/j.imavis.2005.01.004 |
收录类别 | SCI |
语种 | 英语 |
WOS研究方向 | Computer Science ; Engineering ; Optics |
WOS类目 | Computer Science, Artificial Intelligence ; Computer Science, Software Engineering ; Computer Science, Theory & Methods ; Engineering, Electrical & Electronic ; Optics |
WOS记录号 | WOS:000228955100002 |
出版者 | ELSEVIER SCIENCE BV |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://119.78.100.204/handle/2XEOYT63/10259 |
专题 | 中国科学院计算技术研究所期刊论文_英文 |
通讯作者 | Ye, QX |
作者单位 | 1.Chinese Acad Sci, Comp Technol Inst, Beijing 100864, Peoples R China 2.Chinese Acad Sci, Grad Sch, Beijing 100864, Peoples R China 3.Harbin Inst Technol, Dept Comp Sci, Harbin 150006, Peoples R China |
推荐引用方式 GB/T 7714 | Ye, QX,Huang, QM,Gao, W,et al. Fast and robust text detection in images and video frames[J]. IMAGE AND VISION COMPUTING,2005,23(6):565-576. |
APA | Ye, QX,Huang, QM,Gao, W,&Zhao, DB.(2005).Fast and robust text detection in images and video frames.IMAGE AND VISION COMPUTING,23(6),565-576. |
MLA | Ye, QX,et al."Fast and robust text detection in images and video frames".IMAGE AND VISION COMPUTING 23.6(2005):565-576. |
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