Design of intelligent road card recognition system based on deep learning

This paper proposed a scheme design of intelligent road card recognition system based on machine vision and deep learning. ARM9 is used as the part of front-end collection system,the image processing algorithm is used to complete the area extraction and segmentation of the road card text from the fr...

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Main Authors: Lin Fuchun, Liu Yuhong, Zhang Dafeng, Zhang Rongfen
Format: Article
Language:zho
Published: National Computer System Engineering Research Institute of China 2018-06-01
Series:Dianzi Jishu Yingyong
Subjects:
Online Access:http://www.chinaaet.com/article/3000084087
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author Lin Fuchun
Liu Yuhong
Zhang Dafeng
Zhang Rongfen
author_facet Lin Fuchun
Liu Yuhong
Zhang Dafeng
Zhang Rongfen
author_sort Lin Fuchun
collection DOAJ
description This paper proposed a scheme design of intelligent road card recognition system based on machine vision and deep learning. ARM9 is used as the part of front-end collection system,the image processing algorithm is used to complete the area extraction and segmentation of the road card text from the front-end acquisition image, the deep learning with a convolutional neural network is used to recognize the text in the cloud server, and the speech of the text information is presented to the user. Using the front-end hardware to get the road card images on the high way, the function of our system under CAFFE framework on the server is tested and the results show that the system can broadcast the road card information effectively to the user in real time.
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publisher National Computer System Engineering Research Institute of China
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spelling doaj.art-92371e0110d3444d9ddff2d4ca6330122022-12-21T17:18:03ZzhoNational Computer System Engineering Research Institute of ChinaDianzi Jishu Yingyong0258-79982018-06-01446687110.16157/j.issn.0258-7998.1745703000084087Design of intelligent road card recognition system based on deep learningLin Fuchun0Liu Yuhong1Zhang Dafeng2Zhang Rongfen3College of Big Data and Information Engineering,Guizhou University,Guiyang 550025,ChinaCollege of Big Data and Information Engineering,Guizhou University,Guiyang 550025,ChinaCollege of Big Data and Information Engineering,Guizhou University,Guiyang 550025,ChinaCollege of Big Data and Information Engineering,Guizhou University,Guiyang 550025,ChinaThis paper proposed a scheme design of intelligent road card recognition system based on machine vision and deep learning. ARM9 is used as the part of front-end collection system,the image processing algorithm is used to complete the area extraction and segmentation of the road card text from the front-end acquisition image, the deep learning with a convolutional neural network is used to recognize the text in the cloud server, and the speech of the text information is presented to the user. Using the front-end hardware to get the road card images on the high way, the function of our system under CAFFE framework on the server is tested and the results show that the system can broadcast the road card information effectively to the user in real time.http://www.chinaaet.com/article/3000084087road card recognitionmachine visiondeep learningconvolutional neural networkCortex-A9
spellingShingle Lin Fuchun
Liu Yuhong
Zhang Dafeng
Zhang Rongfen
Design of intelligent road card recognition system based on deep learning
Dianzi Jishu Yingyong
road card recognition
machine vision
deep learning
convolutional neural network
Cortex-A9
title Design of intelligent road card recognition system based on deep learning
title_full Design of intelligent road card recognition system based on deep learning
title_fullStr Design of intelligent road card recognition system based on deep learning
title_full_unstemmed Design of intelligent road card recognition system based on deep learning
title_short Design of intelligent road card recognition system based on deep learning
title_sort design of intelligent road card recognition system based on deep learning
topic road card recognition
machine vision
deep learning
convolutional neural network
Cortex-A9
url http://www.chinaaet.com/article/3000084087
work_keys_str_mv AT linfuchun designofintelligentroadcardrecognitionsystembasedondeeplearning
AT liuyuhong designofintelligentroadcardrecognitionsystembasedondeeplearning
AT zhangdafeng designofintelligentroadcardrecognitionsystembasedondeeplearning
AT zhangrongfen designofintelligentroadcardrecognitionsystembasedondeeplearning