Uyghur Text Matching in Graphic Images for Biomedical Semantic Analysis | |
Fang, Shancheng; Xie, Hongtao; Chen, Zhineng; Liu, Yizhi; Li, Yan | |
刊名 | NEUROINFORMATICS |
2018-10-01 | |
卷号 | 16期号:3-4页码:445-455 |
关键词 | Uyghur Text Detection Text Recognition Text Extracting |
DOI | 10.1007/s12021-017-9350-0 |
文献子类 | Article |
英文摘要 | How to read Uyghur text from biomedical graphic images is a challenge problem due to the complex layout and cursive writing of Uyghur. In this paper, we propose a system that extracts text from Uyghur biomedical images, and matches the text in a specific lexicon for semantic analysis. The proposed system possesses following distinctive properties: first, it is an integrated system which firstly detects and crops the Uyghur text lines using a single fully convolutional neural network, and then keywords in the lexicon are matched by a well-designed matching network. Second, to train the matching network effectively an online sampling method is applied, which generates synthetic data continually. Finally, we propose a GPU acceleration scheme for matching network to match a complete Uyghur text line directly rather than a single window. Experimental results on benchmark dataset show our method achieves a good performance of F-measure 74.5%. Besides, our system keeps high efficiency with 0.5s running time for each image due to the GPU acceleration scheme. |
WOS关键词 | MANY-CORE PROCESSORS ; PARALLEL FRAMEWORK ; HEVC |
WOS研究方向 | Computer Science ; Neurosciences & Neurology |
语种 | 英语 |
WOS记录号 | WOS:000441590600016 |
内容类型 | 期刊论文 |
源URL | [http://ir.ia.ac.cn/handle/173211/40779] |
专题 | 数字内容技术与服务研究中心_听觉模型与认知计算 |
推荐引用方式 GB/T 7714 | Fang, Shancheng,Xie, Hongtao,Chen, Zhineng,et al. Uyghur Text Matching in Graphic Images for Biomedical Semantic Analysis[J]. NEUROINFORMATICS,2018,16(3-4):445-455. |
APA | Fang, Shancheng,Xie, Hongtao,Chen, Zhineng,Liu, Yizhi,&Li, Yan.(2018).Uyghur Text Matching in Graphic Images for Biomedical Semantic Analysis.NEUROINFORMATICS,16(3-4),445-455. |
MLA | Fang, Shancheng,et al."Uyghur Text Matching in Graphic Images for Biomedical Semantic Analysis".NEUROINFORMATICS 16.3-4(2018):445-455. |
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