Laser & Optoelectronics Progress, Volume. 59, Issue 2, 0210019(2022)

Face Recognition and Age Estimation Based on Varying Illumination

Huijuan Tian1,2、*, Mingtian Qiao2,3, and Minpeng Cai2,3、*
Author Affiliations
  • 1Tianjin Key Laboratory of Optoelectronic Detection and System, School of Electronic and Information Engineering, Tiangong University, Tianjin 300387, China
  • 2Engineering Research Center of Ministry of Education on High Power Solid Lighting Application System, Tianjin 300387, China
  • 3School of Control Science and Engineering Engineering, Tiangong University, Tianjin 300387, China
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    References(30)

    [2] Sun J G, Rong W Z. Research on regional age estimation model[J]. Computer Science, 45, 41-49(2018).

    [3] Zhang K, Wang X S, Guo Y R et al. Survey of deep learning methods for face age estimation[J]. Journal of Image and Graphics, 24, 1215-1230(2019).

    [4] Fang G Z, Sun K T. Research on face age estimation based on multi-scale YOLO model[J]. Computer Engineering and Applications, 55, 135-141(2019).

    [5] Li C, Tong L, Liu Y H et al. Selective multilayer fusion convolutional neural network for facial age estimation[J]. Chinese Journal of Sensors and Actuators, 33, 1313-1319(2020).

    [6] Cheng Y, Zhao C X, Wang H et al. Illumination invariant and face recognition based on NSCT and SQI[J]. Journal of Nanjing University of Science and Technology (Natural Science), 34, 425-430(2010).

    [8] Du M, Zhao X J. Face enhancement algorithm with variable illumination based on improved Retinex[J]. Computer Science, 43, 105-108, 112(2016).

    [10] Xie X H, Lai J H, Zheng W S. Illumination normalization of human face based on the second-order polynomial model[J]. Acta Electronica Sinica, 38, 1791-1797(2010).

    [11] Wang X Z, Lü X L, Li L et al. A method of image enhancement based on Retinex algorithm and wavelet transform[J]. Equipment Manufacturing Technology, 72-76(2018).

    [12] Gao T. Face recognition based on multi-scale Retinex in discrete wavelet transform model under difficult lighting condition[J]. Video Engineering, 36, 122-125(2012).

    [13] Tian Z J, Wang M L, Wu J et al. Mine image enhancement algorithm based on dual domain decomposition[J]. Acta Photonica Sinica, 48, 0510001(2019).

    [14] Ju G, Yuan L, Liu X Y et al. Adaptive image enhancement based on multiple algorithm fusion[J]. Acta Photonica Sinica, 45, 1210002(2016).

    [19] Ma H Q, Ma S P, Xu Y L et al. Low-light image enhancement based on deep convolutional neural network[J]. Acta Optica Sinica, 39, 0210004(2019).

    [20] Tian H J, Cai M P, Guan T et al. Low-light image enhancement method using retinex method based on YCbCr color space[J]. Acta Photonica Sinica, 49, 0210002(2020).

    [24] Yang T Y, Huang Y H, Lin Y Y et al. SSR-net: a compact soft stagewise regression network for age estimation[C].

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    Huijuan Tian, Mingtian Qiao, Minpeng Cai. Face Recognition and Age Estimation Based on Varying Illumination[J]. Laser & Optoelectronics Progress, 2022, 59(2): 0210019

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    Paper Information

    Category: Image Processing

    Received: Feb. 23, 2021

    Accepted: Mar. 16, 2021

    Published Online: Dec. 23, 2021

    The Author Email: Tian Huijuan (tianhjgx@126.com), Cai Minpeng (tianhjgx@126.com)

    DOI:10.3788/LOP202259.0210019

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