Acta Optica Sinica, Volume. 39, Issue 11, 1110002(2019)

Image Dehazing Algorithm Based on Convolutional Neural Network and Dynamic Ambient Light

Jieping Liu*, Yezhang Yang, Minyuan Chen, and Lihong Ma
Author Affiliations
  • School of Electronic and Information Engineering, South China University of Technology, Guangzhou, Guangdong 510641, China
  • show less
    References(21)

    [10] Ren W Q, Liu S, Zhang H et al. Single image dehazing via multi-scale convolutional neural networks[M]. ∥Leibe B, Matas J, Sebe N, et al. Computer vision-ECCV 2016. Lecture notes in computer science. Cham: Springer, 9906, 154-169(2016).

    [11] Li J J, Li G H, Fan H. Image dehazing using residual-based deep CNN[J]. IEEE Access, 6, 26831-26842(2018).

    [15] Tang K T, Yang J C, Wang J. Investigating haze-relevant features in a learning framework for image dehazing. [C]∥2014 IEEE Conference on Computer Vision and Pattern Recognition, June 23-28, 2014, Columbus, OH, USA. New York: IEEE, 2995-3002(2014).

    [17] Li B Y, Ren W Q, Fu D P et al. Benchmarking single-image dehazing and beyond[J]. IEEE Transactions on Image Processing, 28, 492-505(2019).

    [19] Krizhevsky A, Sutskever I, Hinton G E. ImageNet classification with deep convolutional neural networks. [C]∥Advances in Neural Information Processing Systems 25 (NIPS 2012), December 3-8, 2012, Harrahs and Harveys, Lake Tahoe. Canada: NIPS, 1097-1105(2012).

    [20] Glorot X, Bengio Y. Understanding the difficulty of training deep feedforward neural networks. [C]∥Proceedings of the thirteenth international conference on artificial intelligence and statistics, May 13-15, 2010, Chia Laguna Resort, Sardinia, Italy. [S.l.: s.n.](2010).

    Tools

    Get Citation

    Copy Citation Text

    Jieping Liu, Yezhang Yang, Minyuan Chen, Lihong Ma. Image Dehazing Algorithm Based on Convolutional Neural Network and Dynamic Ambient Light[J]. Acta Optica Sinica, 2019, 39(11): 1110002

    Download Citation

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

    Category: Image Processing

    Received: May. 31, 2019

    Accepted: Jul. 24, 2019

    Published Online: Nov. 6, 2019

    The Author Email: Liu Jieping (eeliujp@scut.edu.cn)

    DOI:10.3788/AOS201939.1110002

    Topics