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FCN-biLSTM Based VAT Invoice Recognition and Processing

机译:基于FCN-biLSTM的增值税发票识别和处理

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摘要

Financial Sharing Centre of big or medium-sized enterprises that need to handle a large number of VAT invoices every day, but these invoices are often handled manually in poor efficiency. They need automation of unsupervised processing systems for VAT invoices to reduce costs and also to promote their financial management capability. In this paper, we develop FCN-biLSTMs that are capable of processing and recognizing invoice automatically. In view of the characteristics of invoice, we propose the methods that extract text lines by using invoice layout information and text characteristics, and achieve higher accuracy. Combined with the previous text detection methods and the attention-based biLSTM sequence learning structure for text recognizing, we developed an automatic VAT invoice recognition and processing system. The system in the actual projects of enterprises has achieved impressive performance.
机译:需要每天处理大量增值税发票的大中型企业的财务共享中心,但是这些发票通常以人工方式处理,效率低下。他们需要自动执行增值税发票的无监督处理系统,以降低成本并提高其财务管理能力。在本文中,我们开发了能够自动处理和识别发票的FCN-biLSTM。针对发票的特点,提出了利用发票布局信息和文字特征提取文本行的方法,以达到较高的准确性。结合以前的文本检测方法和基于注意力的biLSTM序列学习结构进行文本识别,我们开发了一种增值税发票自动识别和处理系统。该系统在企业实际项目中取得了骄人的成绩。

著录项

  • 来源
    《Edge computing - EDGE 2018》|2018年|135-143|共9页
  • 会议地点 Seattle(US)
  • 作者单位

    National Engineering Research Center for Supporting Software of Enterprise Internet Services, Shenzhen, China,Kingdee Research, Kingdee International Software Group Company Limited, Shenzhen, China;

    National Engineering Research Center for Supporting Software of Enterprise Internet Services, Shenzhen, China,Kingdee Research, Kingdee International Software Group Company Limited, Shenzhen, China;

    National Engineering Research Center for Supporting Software of Enterprise Internet Services, Shenzhen, China,Kingdee Research, Kingdee International Software Group Company Limited, Shenzhen, China;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    FCN; biLSTM; Invoice recognition and processing;

    机译:FCN; biLSTM;发票识别和处理;

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