Text Detection in Natural Scene Images Using Morphological Component Analysis and Laplacian Dictionary
文献类型：期刊论文
| 作者 | Shuping Liu; Yantuan Xian; Huafeng Li; Zhengtao Yu |
| 刊名 | IEEE/CAA Journal of Automatica Sinica
 |
| 出版日期 | 2020 |
| 卷号 | 7期号:1页码:214-222 |
| 关键词 | Dictionary learning Laplacian sparse regularization morphological component analysis (MCA) sparse representation text detection |
| ISSN号 | 2329-9266 |
| DOI | 10.1109/JAS.2017.7510427 |
| 英文摘要 | Text in natural scene images usually carries abundant semantic information. However, due to variations of text and complexity of background, detecting text in scene images becomes a critical and challenging task. In this paper, we present a novel method to detect text from scene images. Firstly, we decompose scene images into background and text components using morphological component analysis (MCA), which will reduce the adverse effects of complex backgrounds on the detection results. In order to improve the performance of image decomposition, two discriminative dictionaries of background and text are learned from the training samples. Moreover, Laplacian sparse regularization is introduced into our proposed dictionary learning method which improves discrimination of dictionary. Based on the text dictionary and the sparse-representation coefficients of text, we can construct the text component. After that, the text in the query image can be detected by applying certain heuristic rules. The results of experiments show the effectiveness of the proposed method. |
| 源URL | [http://ir.ia.ac.cn/handle/173211/42943]  |
| 专题 | 自动化研究所_学术期刊_IEEE/CAA Journal of Automatica Sinica |
| 推荐引用方式 GB/T 7714 | Shuping Liu, Yantuan Xian, Huafeng Li,et al. Text Detection in Natural Scene Images Using Morphological Component Analysis and Laplacian Dictionary[J]. IEEE/CAA Journal of Automatica Sinica,2020,7(1):214-222. |
| APA | Shuping Liu, Yantuan Xian, Huafeng Li,& Zhengtao Yu.(2020).Text Detection in Natural Scene Images Using Morphological Component Analysis and Laplacian Dictionary.IEEE/CAA Journal of Automatica Sinica,7(1),214-222. |
| MLA | Shuping Liu,et al."Text Detection in Natural Scene Images Using Morphological Component Analysis and Laplacian Dictionary".IEEE/CAA Journal of Automatica Sinica 7.1(2020):214-222. |
入库方式： OAI收割
来源：自动化研究所
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