• Laser & Optoelectronics Progress
  • Vol. 57, Issue 2, 21010 (2020)
Jiang Ce1、2、3, Hu Anming1、3, and He Wei1、*
Author Affiliations
  • 1Key Laboratory of Wireless Sensor Network and Communication, Shanghai Institute of Microsystem and Information Technology, Chinese Academy of Sciences, Shanghai 201800, China
  • 2School of Information Science and Technology, ShanghaiTech University, Shanghai 200120, China
  • 3University of Chinese Academy of Sciences, Beijing 100864, China
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    DOI: 10.3788/LOP57.021010 Cite this Article Set citation alerts
    Jiang Ce, Hu Anming, He Wei. Convolutional-Neural-Network Based License Plate Location Algorithm[J]. Laser & Optoelectronics Progress, 2020, 57(2): 21010 Copy Citation Text show less
    Architecture of neural network
    Fig. 1. Architecture of neural network
    Architecture of vertex prediction network
    Fig. 2. Architecture of vertex prediction network
    Examples of data annotation
    Fig. 3. Examples of data annotation
    Examples of data augmentation
    Fig. 4. Examples of data augmentation
    Examples of prediction results
    Fig. 5. Examples of prediction results
    Examples of prediction results using coordinate points
    Fig. 6. Examples of prediction results using coordinate points
    ModelIIOU=0.6IIOU=0.7IIOU=0.8
    Test 1Test 2Test 1Test 2Test 1Test 2
    Ours0.9950.8520.9930.8120.9880.752
    Ours-onlyuse point0.9850.6520.9830.6110.9790.598
    WPOD[8]0.9920.8340.9810.7850.9630.719
    ALMD-YOLO [6]0.9140.7570.8780.7320.8660.623
    Model inRef. [18]0.9410.7920.9130.7440.8850.662
    Model inRef. [19]0.9580.7640.9270.7330.9140.631
    Table 1. Accuracy of models in test 1 and test 2
    ModelIIOU=0.6IIOU=0.7IIOU=0.8
    Test 1Test 2Test 1Test 2Test 1Test 2
    Ours0.9970.9950.9940.9930.9930.992
    Table 2. Accuracy of proposed model under correct rectangular labeling
    ModelIIOU=0.6IIOU=0.7IIOU=0.8
    Test 1Test 2Test 1Test 2Test 1Test 2
    Faster R-CNN0.9980.8540.9910.8180.9180.755
    Ours0.9930.8520.9880.8180.9050.753
    Table 3. Accuracy of two models in test 1 and test 2
    Jiang Ce, Hu Anming, He Wei. Convolutional-Neural-Network Based License Plate Location Algorithm[J]. Laser & Optoelectronics Progress, 2020, 57(2): 21010
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