Infrared and Laser Engineering, Volume. 54, Issue 5, 20240473(2025)
Differential Raman combined with VGG16 and DCGAN for the inspection of food packaging
[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 (
[4] BAI Zhenxu, HAO Xin, ZHENG Hao. Research progress of high-power free-space Raman amplification technology (
[5] JIAO Yadong, JIA Zhixu, GUO Xiaohui. Progress on mid-infrared glass optical fiber materials and Raman laser source (
[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).
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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
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)