Robust and parallel Uyghur text localization in complex background images

doi:10.1007/s00138-017-0837-3

	Robust and parallel Uyghur text localization in complex background images
	Song, Yun; Chen, Jianjun; Xie, Hongtao; Chen, Zhineng; Gao, Xingyu; Chen, Xi
发表期刊	MACHINE VISION AND APPLICATIONS
	2017-10-01
卷号	28 期号:7 页码:755-769
文章类型	Article
摘要	Uyghur text localization in complex background images is a significant research for Uyghur image content analysis. In this paper, we propose a robust Uyghur text localization method in complex background images and provide a CPU-GPU heterogeneous parallelization scheme. Firstly, a multi-color-channel enhanced maximally stable extremal region is used to extract components in images, which is robust to blur and low contrast. Secondly, a two-stage component classification system is used to filter out non-text components. Finally, a component connected graph algorithm is proposed to construct text lines. Experiments on the proposed dataset demonstrate that our algorithm compares favorably with the state-of-the-art algorithms when handling Uyghur texts. Besides, the heterogeneous parallel implementation achieves 12.5 times speedup.
关键词	Uyghur Text Localization Enhanced Msers Cpu-gpu Heterogeneous Parallelization
WOS标题词	Science & Technology ; Technology
DOI	10.1007/s00138-017-0837-3
关键词[WOS]	STABLE EXTREMAL REGIONS ; NATURAL SCENE IMAGES ; READING TEXT ; SEARCH
收录类别	SCI
语种	英语
WOS研究方向	Computer Science ; Engineering
WOS类目	Computer Science, Artificial Intelligence ; Computer Science, Cybernetics ; Engineering, Electrical & Electronic
WOS记录号	WOS:000412487500009
引用统计	被引频次：9[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/40795
专题	复杂系统认知与决策实验室_听觉模型与认知计算
推荐引用方式 GB/T 7714	Song, Yun,Chen, Jianjun,Xie, Hongtao,et al. Robust and parallel Uyghur text localization in complex background images[J]. MACHINE VISION AND APPLICATIONS,2017,28(7):755-769.
APA	Song, Yun,Chen, Jianjun,Xie, Hongtao,Chen, Zhineng,Gao, Xingyu,&Chen, Xi.(2017).Robust and parallel Uyghur text localization in complex background images.MACHINE VISION AND APPLICATIONS,28(7),755-769.
MLA	Song, Yun,et al."Robust and parallel Uyghur text localization in complex background images".MACHINE VISION AND APPLICATIONS 28.7(2017):755-769.