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Method to Remove Handwritten Texts Using Smart Phone

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To remove handwritten texts from an image of a document taken by smart phone,an intelligent removal method was proposed that combines dewarping and Fully Convolutional Network with Atrous Convolutional and Atrous Spatial Pyramid Pooling(FCN-AC-ASPP).For a picture taken by a smart phone,firstly,the image is transformed into a regular image by the dewarping algorithm.Secondly,the FCN-AC-ASPP is used to classify printed texts and handwritten texts.Lastly,handwritten texts can be removed by a simple algorithm.Experiments show that the classification accuracy of the FCN-AC-ASPP is better than FCN,DeeplabV3+,FCN-AC.For handwritten texts removal effect,the method of combining dewarping and FCN-AC-ASPP is superior to FCN-AC-ASP alone.

handwritten textsprinted textsclassificationFCN-AC-ASPPsmart phone

Haiquan Fang

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School of Public Administration,Zhejiang University of Technology,Hangzhou 310023,China

Zhejiang Xingsuan Technology Co.,Ltd,Hangzhou 310023,China

Scientific Research Project of Zhejiang Provincial Department of Education

KYY-ZX-20210329

2024

哈尔滨工业大学学报(英文版)
哈尔滨工业大学

哈尔滨工业大学学报(英文版)

影响因子:0.238
ISSN:1005-9113
年,卷(期):2024.31(2)
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