An Efficient Method for Automatic Recognizing Text Fields on Identification Card

The problem of optical character and handwriting recognition has been interested by researchers in long time ago. It has obtained great results in theory as well as practical applications. However, the accuracy of identification is still limited, especially in the case of low-quality input images. I...

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Main Authors: Nguyen, Thi Thanh Tan, Le, Hong Lam, Nguyen, Ha Nam
Format: Article
Language:English
Published: H. : ĐHQGHN 2020
Subjects:
HPC
Online Access:http://repository.vnu.edu.vn/handle/VNU_123/78009
https//doi.org/ 10.25073/2588-1124/vnumap.4456
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Institution: Vietnam National University, Hanoi
Language: English
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spelling oai:112.137.131.14:VNU_123-780092020-04-08T05:29:32Z An Efficient Method for Automatic Recognizing Text Fields on Identification Card Nguyen, Thi Thanh Tan Le, Hong Lam Nguyen, Ha Nam HPC Calculations Industrial applications Identification Card The problem of optical character and handwriting recognition has been interested by researchers in long time ago. It has obtained great results in theory as well as practical applications. However, the accuracy of identification is still limited, especially in the case of low-quality input images. In this article, we propose an efficient method to recognize information fields for identification in ID card using Convolutional Neural Network (CNN) and Long Short-Term Memory networks (LSTM). The proposed method was trained in a large, various quality dataset including over three thousands ID card image samples. The implementation achieved better results compare to previous studies with the precision, recall and f-measure from over 95 up to over 99% out of all information fields to be recognized. 2020-04-08T05:29:32Z 2020-04-08T05:29:32Z 2020 Article Nguyen, T. T. T., Le, H. L., & Nguyen,H.N.(2020). An Efficient Method for Automatic Recognizing Text Fields on Identification Card. VNU Journal of Science: Mathematics – Physics, Vol. 36, No. 1 (2020) 64-70. 2588-1124 http://repository.vnu.edu.vn/handle/VNU_123/78009 https//doi.org/ 10.25073/2588-1124/vnumap.4456 en VNU Journal of Science: Mathematics – Physics; application/pdf H. : ĐHQGHN
institution Vietnam National University, Hanoi
building VNU Library & Information Center
country Vietnam
collection VNU Digital Repository
language English
topic HPC
Calculations
Industrial applications
Identification Card
spellingShingle HPC
Calculations
Industrial applications
Identification Card
Nguyen, Thi Thanh Tan
Le, Hong Lam
Nguyen, Ha Nam
An Efficient Method for Automatic Recognizing Text Fields on Identification Card
description The problem of optical character and handwriting recognition has been interested by researchers in long time ago. It has obtained great results in theory as well as practical applications. However, the accuracy of identification is still limited, especially in the case of low-quality input images. In this article, we propose an efficient method to recognize information fields for identification in ID card using Convolutional Neural Network (CNN) and Long Short-Term Memory networks (LSTM). The proposed method was trained in a large, various quality dataset including over three thousands ID card image samples. The implementation achieved better results compare to previous studies with the precision, recall and f-measure from over 95 up to over 99% out of all information fields to be recognized.
format Article
author Nguyen, Thi Thanh Tan
Le, Hong Lam
Nguyen, Ha Nam
author_facet Nguyen, Thi Thanh Tan
Le, Hong Lam
Nguyen, Ha Nam
author_sort Nguyen, Thi Thanh Tan
title An Efficient Method for Automatic Recognizing Text Fields on Identification Card
title_short An Efficient Method for Automatic Recognizing Text Fields on Identification Card
title_full An Efficient Method for Automatic Recognizing Text Fields on Identification Card
title_fullStr An Efficient Method for Automatic Recognizing Text Fields on Identification Card
title_full_unstemmed An Efficient Method for Automatic Recognizing Text Fields on Identification Card
title_sort efficient method for automatic recognizing text fields on identification card
publisher H. : ĐHQGHN
publishDate 2020
url http://repository.vnu.edu.vn/handle/VNU_123/78009
https//doi.org/ 10.25073/2588-1124/vnumap.4456
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