License Plate Recognition System Based on Deep Learning

被引:1
|
作者
Tsai, Tzung-Yan [1 ]
Lu, Zhe-Yu [1 ]
Huang, Ching-Chun [1 ]
机构
[1] Natl Chung Cheng Univ, Chiayi, Taiwan
关键词
D O I
10.1109/icaica50127.2020.9182382
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We proposed a license plate recognition system based on the YOLOv2 framework. It contains a plate detection network and a plate recognition network. When we input a car image, the first network can detect the position of license plates, and the second network can recognize the characters within the detected plate. Besides, we modify the loss function to train the YOLOv2 for character recognition. Finally, the system outputs the predictive plate numbers after post-processing. Currently, the recognition accuracy can reach 97%, and at least 5 pictures can be recognized in one second.
引用
收藏
页数:2
相关论文
共 50 条
  • [1] Automatic License Plate Recognition Based on Deep Learning
    Bayram, Fatih
    [J]. JOURNAL OF POLYTECHNIC-POLITEKNIK DERGISI, 2020, 23 (04): : 955 - 960
  • [2] License Plate Location and Recognition Based on Deep Learning
    Li, Xiangpeng
    Min, Weidong
    Han, Qing
    Liu, Ruikang
    [J]. Jisuanji Fuzhu Sheji Yu Tuxingxue Xuebao/Journal of Computer-Aided Design and Computer Graphics, 2019, 31 (06): : 979 - 987
  • [3] Vehicle License Plate Recognition System Based on Deep Learning Deployed to PYNQ
    Hou, Xiaoying
    fu, Meixia
    Wu, Xifang
    Huang, Zhongjie
    Sun, Songlin
    [J]. 2018 18TH INTERNATIONAL SYMPOSIUM ON COMMUNICATIONS AND INFORMATION TECHNOLOGIES (ISCIT), 2018, : 79 - 84
  • [4] License Plate Recognition System Based On Contour Properties and Deep Learning Model
    Abedin, Md. Zainal
    Nath, Atul Chandra
    Dhar, Prashengit
    Deb, Kaushik
    Hossain, Mohammad Shahadat
    [J]. 2017 IEEE REGION 10 HUMANITARIAN TECHNOLOGY CONFERENCE (R10-HTC), 2017, : 590 - 593
  • [5] Deep Learning System for Automatic License Plate Detection and Recognition
    Selmi, Zied
    Ben Halima, Mohamed
    Alimi, Adel M.
    [J]. 2017 14TH IAPR INTERNATIONAL CONFERENCE ON DOCUMENT ANALYSIS AND RECOGNITION (ICDAR), VOL 1, 2017, : 1132 - 1138
  • [6] Automatic Fuzzy License Plate Recognition Based on Deep Learning
    Tang, Xuefeng
    Zhou, Ping
    [J]. 2ND INTERNATIONAL CONFERENCE ON COMPUTER ENGINEERING, INFORMATION SCIENCE AND INTERNET TECHNOLOGY, CII 2017, 2017, : 539 - 546
  • [7] Deep learning adversarial attacks and defenses on license plate recognition system
    Vizcarra, Conrado
    Alhamed, Shadan
    Algosaibi, Abdulelah
    Alnaeem, Mohammed
    Aldalbahi, Adel
    Aljaafari, Nura
    Sawalmeh, Ahmad
    Nazzal, Mahmoud
    Khreishah, Abdallah
    Alhumam, Abdulaziz
    Anan, Muhammad
    [J]. CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2024, 27 (08): : 11627 - 11644
  • [8] An embedded automatic license plate recognition system using deep learning
    Izidio, Diogo M. F.
    Ferreira, Antonyus P. A.
    Medeiros, Heitor R.
    Barros, Edna N. da S.
    [J]. DESIGN AUTOMATION FOR EMBEDDED SYSTEMS, 2020, 24 (01) : 23 - 43
  • [9] An embedded automatic license plate recognition system using deep learning
    Diogo M. F. Izidio
    Antonyus P. A. Ferreira
    Heitor R. Medeiros
    Edna N. da S. Barros
    [J]. Design Automation for Embedded Systems, 2020, 24 : 23 - 43
  • [10] License plate segmentation and recognition system using deep learning and OpenVINO
    Castro-Zunti, Riel D.
    Yepez, Juan
    Ko, Seok-Bum
    [J]. IET INTELLIGENT TRANSPORT SYSTEMS, 2020, 14 (02) : 119 - 126