Laser & Optoelectronics Progress, Volume. 59, Issue 2, 0210011(2022)

Recognition Algorithm of Dangerous Goods in Security Inspection Based on Multi-Layer Attention Mechanism

Wen Wang1, Yatong Zhou1、*, Baojun Shi2, Hao He1, and Jianwei Zhang1
Author Affiliations
  • 1School of Electronic Information Engineering, Hebei University of Technology, Tianjin 300401, China
  • 2School of Mechanical Engineering, Hebei University of Technology, Tianjin 300401, China
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    References(29)

    [1] Lin K Y, Wu J H, Xu L H. A survey on color image segmentation techniques[J]. Journal of Image and Graphics, 10, 1-10(2005).

    [2] Duan R L, Li Q X, Li Y H. Summary of image edge detection[J]. Optical Technique, 31, 415-419(2005).

    [3] Jia X Y, Li T T, Jiang Z H et al. Hue preserving low illumination image enhancement based on gene expression programming optimization[J]. Laser & Optoelectronics Progress, 56, 091502(2019).

    [4] Yang X G, Yang L R. A method on X-ray security image enhancement[J]. Computerized Tomography Theory and Applications, 21, 705-712(2012).

    [5] Zheng L T, Dong Y S, Shi H L. X-ray security inspection image enhancement algorithm based on MSR and fusion theory[J]. Video Engineering, 39, 34-37(2015).

    [6] Zhao G C, Zhang L, Wu F B. Application of improved median filtering algorithm to image de-noising[J]. Journal of Applied Optics, 32, 678-682(2011).

    [7] Luan L H, Ji G L. The study on decision tree classification techniques[J]. Computer Engineering, 30, 94-96, 105(2004).

    [8] Ding S F, Qi B J, Tan H Y. An overview on theory and algorithm of support vector machines[J]. Journal of University of Electronic Science and Technology of China, 40, 2-10(2011).

    [13] Wang J X, Lei Z C. A convolutional neural network based on feature fusion for face recognition[J]. Laser & Optoelectronics Progress, 57, 101508(2020).

    [14] Tong Y, Yang H C. Real-time traffic sign detection method based on improved convolution neural network[J]. Laser & Optoelectronics Progress, 56, 071003(2019).

    [15] Zhu M K, Lu X L. Human action recognition algorithm based on Bi-LSTM-Attention model[J]. Laser & Optoelectronics Progress, 56, 151503(2019).

    [16] Huang Y W, Wan C L, Feng H. Multi-feature fusion human behavior recognition algorithm based on convolutional neural network and long short term memory neural network[J]. Laser & Optoelectronics Progress, 56, 071505(2019).

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    Wen Wang, Yatong Zhou, Baojun Shi, Hao He, Jianwei Zhang. Recognition Algorithm of Dangerous Goods in Security Inspection Based on Multi-Layer Attention Mechanism[J]. Laser & Optoelectronics Progress, 2022, 59(2): 0210011

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    Paper Information

    Category: Image Processing

    Received: Dec. 14, 2020

    Accepted: Mar. 16, 2021

    Published Online: Dec. 23, 2021

    The Author Email: Zhou Yatong (zhouyatong_zw@126.com)

    DOI:10.3788/LOP202259.0210011

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