Acta Photonica Sinica, Volume. 52, Issue 8, 0823004(2023)

CNN-based Method for Dual-layer Liquid Crystal Displays

Qibin FENG, Xin ZHANG, Chen ZHENG, Zi WANG, and Guoqiang LV*
Author Affiliations
  • Academy of Photoelectric Technology,School of Instrument Science and Opto-electronics Engineering,Hefei University of Technology,Hefei 230009,China
  • show less
    References(19)

    [1] GUO Yuqiang, WANG Qionghua. Research progress on viewing angle-related performance of liquid crystal display(invited)[J]. Acta Photonica Sinica, 51, 0751413(2022).

    [2] LI Fuwen, JIN Weiqi, SHAO Xibin et al. Progress of high dynamic range liquid crystal display based on LED backlight with area control technology[J]. Optical Technique, 35, 835-839(2009).

    [3] HE Huijie, FENG Qibin, ZHANG Lei et al. Global dimming algorithm based on image classification[J]. Acta Optica Sinica, 33, 0823002(2013).

    [4] CHEN Haiwei, ZHU Ruidong, LI Mingchun et al. Pixel-by-pixel local dimming for high-dynamic-range liquid crystal displays[J]. Optics Express, 25, 1973-1984(2017).

    [5] ZHANG Tao, WANG Yifei, WU Hongying et al. High-performance local-dimming algorithm based on image characteristic and logarithmic function[J]. Journal of the Society for Information Display, 27, 85-100(2019).

    [6] TAN Guanjun, HUANG Yuge, LI Mingchun et al. High dynamic range liquid crystal displays with a mini-LED backlight[J]. Optics Express, 26, 16572(2018).

    [7] GUAN Enhui, CHENG Xinyi, ZHANG Xiao et al. 17-3: A novel pixel-level local dimming backlight system for HDR display based on mini-LED[J]. SID Symposium Digest of Technical Papers, 51, 231-234(2020).

    [8] GUO Lei, SHAO Xibin, LIAO Yanping et al. 10-2: invited paper: development of dual-cell LCD with mega contrast[J]. SID Symposium Digest of Technical Papers, 51, 119-121(2020).

    [9] LIU Weidong, MU Linjia, XU Aichen et al. 17-6: invited paper: 4K HDR stacked panel TV based on dual-cell LCD[J]. SID Symposium Digest of Technical Papers, 51, 243-245(2020).

    [11] GUARNIERI G, ALBANI L, RAMPONI G et al. Minimum-error splitting algorithm for a dual Layer LCD display-part I: background and theory[J]. Journal of Display Technology, 4, 383-390(2008).

    [12] JIANG Jun, CHEN Cheng, MARCU G et al. Devices and methods of image-splitting for dual-layer high dynamic range displays[P].

    [13] MA Qungang, CAO Liangcai, HE Zehao et al. Progress of three-dimensional light-field display[J]. Chinese Optics. Letters, 17, 111001(2019).

    [14] COLEMAN T F, LI Yuying. A reflective Newton method for minimizing a quadratic function subject to bounds on some of the variables[J]. SIAM Journal on Optimization, 6, 1040-1058(1996).

    [15] FENG Qibin, SU Kai, WANG Zi et al. Viewing-angle-compensation-based image segmentation algorithm for dual-layer LCDs[J]. Acta Optica Sinica, 41, 1005001(2021).

    [16] XIE Jun, DI Jianglei, QIN Yuwen. Application of deep learning in underwater imaging(invited)[J]. Acta Photonica Sinica, 51, 1101001(2022).

    [17] CHANG Liang, DENG Xiaoming, ZHOU Mingquan et al. Convolutional neural networks in image understanding[J]. Acta Automatica Sinica, 42, 1300-1312(2016).

    [18] JAIN V, SEUNG H S. Natural image denoising with convolutional networks[C], 769-776(2008).

    [19] ZHAO Hang, GALLO O, FROSIO L et al. Loss functions for image restoration with neural networks[J]. IEEE Transactions on Computational Imaging, 3, 47-57(2017).

    [20] WANG Zhou, BOVIK A, SHEIKH H R et al. Image quality assessment: from error visibility to structural similarity[J]. IEEE Transactions on Image Processing, 13, 600-612(2004).

    Tools

    Get Citation

    Copy Citation Text

    Qibin FENG, Xin ZHANG, Chen ZHENG, Zi WANG, Guoqiang LV. CNN-based Method for Dual-layer Liquid Crystal Displays[J]. Acta Photonica Sinica, 2023, 52(8): 0823004

    Download Citation

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

    Category: Optical Device

    Received: Dec. 26, 2022

    Accepted: Mar. 13, 2023

    Published Online: Sep. 26, 2023

    The Author Email: Guoqiang LV (guoqianglv@hfut.edu.cn)

    DOI:10.3788/gzxb20235208.0823004

    Topics