Optics and Precision Engineering, Volume. 32, Issue 12, 1915(2024)

Wavelet dehazeformer network for road traffic image dehazing method

Ping XIA1,2, Ziyi LI1,2, Bangjun LEI1,2、*, Yudie WANG1,2, and Tinglong TANG1,2
Author Affiliations
  • 1Hubei Key Laboratory of Intelligent Vision based Monitoring for Hydroelectric Engineering, Three Gorges University, Yichang443002, China
  • 2College of Computer and Information Technology, Three Gorges University, Yichang44300, China
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    References(31)

    [1] CHEN Y H, LI W, SAKARIDIS C et al. Domain adaptive faster r-cnn for object detection in the wild[C], 3339-3348(2018).

    [2] CHOI D Y, CHOI J H, CHOI J et al. Sharpness enhancement and super-resolution of around-view monitor images[J]. IEEE Transactions on Intelligent Transportation Systems, 19, 2650-2662(2018).

    [3] STARK J A. Adaptive image contrast enhancement using generalizations of histogram equalization[J]. IEEE Transactions on Image Processing, 9, 889-896(2000).

    [4] YANG W T, WANG R G, FANG S et al. Variable filter retinex algorithm for foggy image enhancement[J]. Journal of Computer-Aided Design & Computer Graphics, 22, 965-971(2010).

    [5] SARKAR M, SARKAR P R, MONDAL U et al. Empirical wavelet transform-based fog removal via dark channel prior[J]. IET Image Processing, 14, 1170-1179(2020).

    [6] BANERJEE S, SINHA CHAUDHURI S. Nighttime image-dehazing: a review and quantitative benchmarking[J]. Archives of Computational Methods in Engineering, 28, 2943-2975(2021).

    [7] FATTAL R. Single image dehazing[J]. ACM Transactions on Graphics, 27, 1-9(2008).

    [8] MENG G F, WANG Y, DUAN J Y et al. Efficient image dehazing with boundary constraint and contextual regularization[C], 617-624(2013).

    [9] HE K M, SUN J, TANG X O. Single image haze removal using dark channel prior[C], 1956-1963(2009).

    [10] WANG Y, YIN Y K, YANG X L et al. Polarimetric dehazing based on fusing intensity and degree of polarization[J]. Optics Laser Technology, 156, 108584(2022).

    [11] LIANG Z, DING X Y, MI Z T et al. Effective polarization-based image dehazing with regularization constraint[J]. IEEE Geoscience and Remote Sensing Letters, 19, 8001405(2020).

    [12] LAHA S, SHARMA A, HU S N et al. Near-Infrared depth-independent image dehazing using haar wavelets[C], 5384-5390(2021).

    [14] SHARMA N, KUMAR V, SINGLA S K. Single image defogging using deep learning techniques: past, present and future[J]. Archives of Computational Methods in Engineering, 28, 4449-4469(2021).

    [15] YANG H H, FU Y W. Wavelet U-net and the chromatic adaptation transform for single image dehazing[C], 2736-2740(2019).

    [16] LI B Y, REN W Q, FU D P et al. Benchmarking single image dehazing and beyond[J]. IEEE Transactions on Image Processing, 492-505(2018).

    [17] SONG Y D, HE Z Q, QIAN H et al. Vision transformers for single image dehazing[J]. IEEE Transactions on Image Processing, 32, 1927-1941(2023).

    [18] RONNEBERGER O, FISCHER P, BROX T. U-net Convolutional Networks for Biomedical Image Segmentation[M]. Lecture Notes in Computer Science, 234-241(2015).

    [20] QIN X, WANG Z L, BAI Y C et al. FFA-net: feature fusion attention network for single image dehazing[C], 34, 11908-11915(2020).

    [22] ZAMIR S W, ARORA A, KHAN S et al. Learning enriched features for real image restoration and enhancement[C], 492-511(2020).

    [23] PARK J, LEE J Y et al. CBAM: convolutional block attention module[C], 3-19(2018).

    [25] SAKARIDIS C, DAI D X, VAN GOOL L. Semantic foggy scene understanding with synthetic data[J]. International Journal of Computer Vision, 126, 973-992(2018).

    [26] XIAO B X, ZHENG Z R, ZHUANG Y L et al. Single UHD image dehazing via Interpretable Pyramid Network[J]. Signal Processing, 214, 109225(2024).

    [27] GEIGER A, LENZ P, STILLER C et al. Vision meets robotics: the KITTI dataset[J]. The International Journal of Robotics Research, 32, 1231-1237(2013).

    [28] GODARD C, AODHA OMAC, FIRMAN M et al. Digging into self-supervised monocular depth estimation[C], 3827-3837(2019).

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

    [30] LI B Y, PENG X L, WANG Z Y et al. AOD-net: all-in-one dehazing network[C], 4780-4788(2017).

    [31] QU Y Y, CHEN Y Z, HUANG J Y et al. Enhanced Pix2pix dehazing network[C], 8152-8160(2019).

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    Ping XIA, Ziyi LI, Bangjun LEI, Yudie WANG, Tinglong TANG. Wavelet dehazeformer network for road traffic image dehazing method[J]. Optics and Precision Engineering, 2024, 32(12): 1915

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    Paper Information

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    Received: Mar. 5, 2024

    Accepted: --

    Published Online: Aug. 28, 2024

    The Author Email: Bangjun LEI (Bangjun.Lei@ieee.org)

    DOI:10.37188/OPE.20243212.1915

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