Road Sign Text Detection from Natural Scenes

被引:0
|
作者
Liu, Jufeng [1 ]
Huang, Linlin [1 ]
Niu, Boya [1 ]
机构
[1] Beijing Jiaotong Univ, Sch Elect & Informat Engn, Beijing, Peoples R China
来源
2014 INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE, ELECTRONICS AND ELECTRICAL ENGINEERING (ISEEE), VOLS 1-3 | 2014年
关键词
road sign text; shape feature; EOH; linear SVM; k-means clustering; SEGMENTATION; RECOGNITION;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Texts on road signs contain important information which is quite useful for potential applications. We proposed a robust method for detecting road sign text from urban street scenes under different weather conditions. First, color Segmentation and morphological operations are employed to obtain candidate regions, and contours of candidate regions are mainly concern. Then, a linear support vector machine (SVM) classifier is followed for shape classification after shape features based on edge orientation histogram (EOH) of contours are extracted. Finally, binarization of road sign images is achieved by k-means clustering in the S channel, multi-scale rules and strokes merging are referenced to extract texts. Experiment results on a large amount of images demonstrate the effectiveness of the proposed method.
引用
收藏
页码:1546 / +
页数:3
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