Infrared and Laser Engineering, Volume. 54, Issue 5, 20240473(2025)

Differential Raman combined with VGG16 and DCGAN for the inspection of food packaging

Junxia ZHOU1, Chunyu LI1, Hong JIANG2、*, and Xuejun ZHAO3、*
Author Affiliations
  • 1Investigation College, People's Public Security University of China, Beijing 100038, China
  • 2Center of Forensic Science Beijing Hui Zheng Zhuo Yue Technology Co., Ltd., Beijing 102446, China
  • 3Shanghai Key Laboratory of Forensic Science, Shanghai 200072, China
  • show less
    References(27)

    [1] FANG Gang, YIN Lei, LIU Feng. Application research of fluorescence suppression based on differential Raman technique[J]. Laser Technology, 43, 359-362(2019).

    [2] LIU Yinli, MU Taotao, CHEN Shaohua. Research progress of shifted excitation Raman difference spectroscopy[J]. Advances in Laser and Optoelectronics, 61, 41-53(2024).

    [3] LV Zhiwei, LIU Zhongze, CHEN Hui. Review of multi-wavelength laser technology based on crystalline Raman conversion (invited)[J]. Infrared and Laser Engineering, 52, 20230420-22(2023).

    [4] BAI Zhenxu, HAO Xin, ZHENG Hao. Research progress of high-power free-space Raman amplification technology (invited)[J]. Infrared and Laser Engineering, 52, 20230337-58(2023).

    [5] JIAO Yadong, JIA Zhixu, GUO Xiaohui. Progress on mid-infrared glass optical fiber materials and Raman laser source (invited)[J]. Infrared and Laser Engineering, 52, 20230228-97(2023).

    [6] [6] JIANG Hong, KANG Ruixue, HAO Xiaohui. Qualitative analysis of 6 ephedrine new psychoactive substances by differential Raman spectroscopy [JOL]. Physical Chemical TestingChemical Volume, (20240808)[20250201]. http:kns.cnki.kcmsdetail31.1337.TB.20240506.1310.002.html. (in Chinese)

    [11] TIAN Luchuan, JIANG Hong, CHEN Tanzhi. Visual research on automobile lampshade by differential Raman spectroscopy combined with machine-learning[J]. Plastics Industry, 50, 113-119(2022).

    [12] LI Jin, JIANG Hong, YANG Jun. Classification of plastic pharmaceutical packaging bottles based on differential Raman spectroscopy and ANN[J]. Plastics Industry, 50, 101-107(2022).

    [13] SUN Jiazheng, WANG Cunsu, JIANG Peng. Study on the classification of perfume samples by differential Raman spectroscopy[J]. China Testing, 49, 68-72(2023).

    [16] ZHANG Jin, JIANG Peng, JIANG Hong. Research on the examination of cigarette pack outer packaging film based on differential Raman spectroscopy[J]. China Testing, 48, 74-77(2022).

    [17] ZHANG Jin, JIANG Hong, LIU Feng. Visual rapid identification of sole materials by differential Raman spectroscopy[J]. Advances in Laser and Optoelectronics, 58, 469-475(2021).

    [18] ZHOU Junxia, MA Yifan, ZHONG Zhenbang. Research on the inspection of food packaging by differential Raman spectroscopy combined with correspondence analysis[J]. Plastics Industry, 49, 118-122, 132(2021).

    [23] [23] SIMONYAN K, ZISSERMAN A. Very deep convolutional wks f largescale image recognition[DBOL].(20140914)[20250202].http:arxiv.gpdf1409.1556.pdf

    [24] SAMMON J W. A nonlinear mapping for data structure analysis[J]. IEEE Transactions on Computers, 100, 401-409(1969).

    [26] [26] RADFD A, METZ L, CHINTALA S. Unsupervised representation learning with deep convolutional generative adversarial wks [DBOL].(20151119)[20250203].http:arxiv.gpdf1511.06434.pdf

    [27] LI Linqiao, LI Yanhui, YIN Linlin. Research on Raman spectroscopy sample augmentation and application based on DCGAN[J]. Spectroscopy and Spectral Analysis, 41, 400-407(2021).

    Tools

    Get Citation

    Copy Citation Text

    Junxia ZHOU, Chunyu LI, Hong JIANG, Xuejun ZHAO. Differential Raman combined with VGG16 and DCGAN for the inspection of food packaging[J]. Infrared and Laser Engineering, 2025, 54(5): 20240473

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category: Special issue—Hyperspectral technology and applications

    Received: Oct. 11, 2024

    Accepted: --

    Published Online: May. 26, 2025

    The Author Email: Hong JIANG (jiangh2001@163.com), Xuejun ZHAO (xjzhao1201@163.com)

    DOI:10.3788/IRLA20240473

    Topics