Scene Text Detection Algorithm Based on Color Clustering of Textual Pixels

被引:0
|
作者
Li Min [1 ]
Zheng Jianbin [1 ]
Zhan Enqi [1 ]
Wang Yang [1 ]
机构
[1] Wuhan Univ Technol, Coll Informat Engn, Wuhan 430070, Hubei, Peoples R China
关键词
image processing; scene text detection; textual pixel extraction; multi-scale color clustering; character verification;
D O I
10.3788/LOP56.071006
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A scene text detection method based on color clustering of textual pixels is proposed, in which the initial textual regions of original images arc extracted by the maximally extrernal stable regional algorithm, and the stable textual pixels arc screened out by the stroke width transform algorithm and the angle features. The multi-scale color clustering is conducted in these stable textual pixels, which is combined with a support vector machine for the realization of character regional verification. The text line aggregation is finally adopted to achieve the goal of text detection. The tests arc conducted on two public datasets of ICDAR2011 and ICDAR2013, and the F-scores of this algorithm arc 0. 76 and 0. 77, respectively. Compared with the existing text detection methods, the proposed method obtains a good text detection performance.
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页数:8
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