An image recognition method for speed limit plate based on deep learning algorithm

被引:0
|
作者
Gao J. [1 ]
机构
[1] Research Institute of Highway Ministry of Transport, Haidian, Beijing
关键词
Deep learning algorithm; Image recognition; Speed limit plate; SVM;
D O I
10.1504/IJICT.2022.120638
中图分类号
学科分类号
摘要
In order to overcome the problems of large number of sample data collected from speed limit image and unclear image feature hierarchy, a recognition method for speed limit plate image based on deep learning algorithm is proposed. This method combines deep learning with SVM to build a multi-level classification model, and uses deep learning method to re-represent the original data through unsupervised learning. The image features of speed limit plate are extracted in depth, and the image is preprocessed by colour component compensation, image denoising and threshold segmentation. The similarity between the image features extracted layer by layer and the standard features is calculated, and the final recognition result of speed limit plate image is obtained through feature matching. The experimental results show that the average recognition rate is increased by 6.6%, which can effectively provide data reference for vehicle speed control in the actual driving process. © 2022 Inderscience Enterprises Ltd.. All rights reserved.
引用
收藏
页码:216 / 230
页数:14
相关论文
共 50 条
  • [1] Research on Image Recognition Method Based on Deep Learning Algorithm
    Aizezi, Yasen
    Jiamali, Anniwaer
    Abudurexiti, Ruxianguli
    Liu, Xuehua
    Du, Jin
    Ding, Liping
    2018 15TH IEEE INTERNATIONAL CONFERENCE ON ADVANCED VIDEO AND SIGNAL BASED SURVEILLANCE (AVSS), 2018, : 532 - 537
  • [2] Image Recognition Method Based on Deep Learning
    Jia, Xin
    2017 29TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2017, : 4730 - 4735
  • [3] Weld Image Recognition Algorithm Based on Deep Learning
    Li, Yan
    Hu, Miao
    Wang, Taiyong
    INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2020, 34 (08)
  • [5] Deep learning-based garbage image recognition algorithm
    Yuefei Li
    Wei Liu
    Applied Nanoscience, 2023, 13 : 1415 - 1424
  • [6] Research on Image Algorithm for Face Recognition Based on Deep Learning
    Wu, Qiang
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2023, 14 (11) : 1015 - 1024
  • [7] Deep learning-based garbage image recognition algorithm
    Li, Yuefei
    Liu, Wei
    APPLIED NANOSCIENCE, 2021, 13 (2) : 1415 - 1424
  • [8] Reformative Vehicle License Plate Recognition Algorithm Based on Deep Learning
    Peng, Xinggan
    Wen, Long
    Bai, Diqiu
    Peng, Bei
    COGNITIVE SYSTEMS AND SIGNAL PROCESSING, PT II, 2019, 1006 : 243 - 255
  • [9] Blurred License Plate Character Recognition Algorithm Based on Deep Learning
    Zhang Caizhen
    Li Ying
    Kang binlong
    Chang yuan
    LASER & OPTOELECTRONICS PROGRESS, 2021, 58 (16)
  • [10] Plate Recognition Based on Deep Learning
    Tang, Ling
    Gao, Zhibin
    Huang, Lianfen
    PROCEEDINGS OF 2018 12TH IEEE INTERNATIONAL CONFERENCE ON ANTI-COUNTERFEITING, SECURITY, AND IDENTIFICATION (ASID), 2018, : 116 - 120