Journal of Applied Optics, Volume. 46, Issue 3, 632(2025)

Colorization of grayscale images combined with semantic segmentation

Xiaoning GAO... Liju YIN*, Feng WANG, Yulin DENG and Yiming QIN |Show fewer author(s)
Author Affiliations
  • School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo 255049, China
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    References(31)

    [1] Shuai QIAO, Shaoyuan SUN, Xiaojing GU et al. Colorization method of in-vehicle infrared video based on contour tracking. Applied Optics, 33, 727-732(2012).

    [2] Chen YANG, Zhiyong ZHANG, Jihong WANG et al. Research on decolorization of infrared pseudo-color images. Applied Optics, 36, 403-407(2015).

    [3] Qiang WU, Xinsai WANG, Weiping WANG et al. Research on colorization processing algorithm of infrared imaging based on LLE. Applied Optics, 33, 733-737(2012).

    [4] Yichao CHEN, Wengang HU, Dongsheng WU et al. Research on three-waveband microlight color night vision method. Applied Optics, 36, 430-434(2015).

    [5] L FLOREA, C FLOREA, C IONASCU. Avoiding the deconvolution: framework oriented color transfer for enhancing low-light images. IEEE Computer Society, 27-35(2016).

    [6] M A HOGERVORST, A TOET. Fast natural color mapping for night-time imagery. Information Fusion, 11, 69-77(2010).

    [7] M U G KHAN, Y GOTOH, N NIDA. Medical image colorization for better visualization and segmentation, 571-580(2017).

    [8] L LIU, Q JIANG, X JIN et al. CASR-Net: a color-aware super-resolution network for panchromatic image. Engineering Applications of Artificial Intelligence, 114, 105084(2022).

    [9] Jianan FENG, Qian JIANG, Xin JIN et al. Remote sensing image colorization method based on deep neural network. Journal of Computer-Aided Design & Computer Graphics, 33, 1658-1667(2021).

    [10] A DESHPANDE, J LU, M C YEH et al. Learning diverse Image Colorization, 2877-2885(2017).

    [11] T HORIUCHI, S HIRANO. Colorization algorithm for grayscale image by propagating seed pixels, 03CH37429(2003).

    [12] A LEVIN, D LISCHINSKI, Y WEISS. Colorization using optimization. ACM Transactions on Graphics, 23, 689-694(2004).

    [13] Z WU, R XUE. Color transfer with salient features mapping via attention maps between images. IEEE Access, 8, 104884-104892(2020).

    [14] Lang XIN, Jun LIU, Yuan YUAN. A color transfer algorithm for ember images based on image segmentation and local brightness adjustment. Applied Optics, 41, 309-317(2020).

    [15] Hongyu ZHONG, Liju YIN, Mingliang GAO et al. A colour transfer method for remapping multiparameter luminance values. Infrared and Laser Engineering, 47, 159-166(2018).

    [16] Z CHENG, Q YANG, B SHENG. Deep colorization, 415-423(2015).

    [17] S LIZUKA, E SIMO-SERRA, H ISHIKAWA. Let there be color! Joint end-to-end learning of global and local image priors for automatic image colorization with simultaneous classification. ACM Transactions on Graphics (ToG), 35, 1-11(2016).

    [18] G LARSSON, M MAIRE, G SHAKHNAROVICH. Learning representations for automatic colorization, 577-593(2016).

    [19] R ZHANG, P ISOLA, A A EFROS. Colorful image colorization. Cham: Springer, 649-666(2016).

    [20] Siquan YU, Zhi HAN, Yandong TANG et al. Texture synthesis method based on adversarial generative network. Infrared and Laser Engineering, 47, 43-48(2018).

    [21] S TRENESKA, E ZDRAVEVSKI, P G S PIRES. GAN-based image colorization for self-supervised visual feature learning. Sensors, 22, 1599-1615(2022).

    [22] P ISOLA, J Y ZHU, T ZHOU et al. Image-to-image translation with conditional adversarial networks, 5967-5976(2017).

    [23] Y CAO, Z ZHOU, W ZHANG et al. Unsupervised diverse colorization via generative adversarial networks, 151-166(2017).

    [25] K NAZERRI, E NG, M EBRAHIMI. Image colorization using generative adversarial networks, 85-94(2018).

    [26] P VITORIA, L RAAD, C BALLESTER. ChromaGAN: adversarial picture colorization with semantic class distribution, 2445-2454(2020).

    [27] T Y LIN, M MAIRE, S BELONGIE et al. Microsoft COCO: common objects in context, 740-755(2014).

    [28] D KINGMA, J BA. Adam: a method for stochastic optimization, 6980-6994(2015).

    [29] A HORE, D ZIOU. Image quality metrics: PSNR vs. SSIM, 2366-2369(2010).

    [30] R ZHANG, P ISOLA, A A EFROS et al. The unreasonable effectiveness of deep features as a perceptual metric, 586-595(2018).

    [31] X KANG, T YANG, W OUYANG et al. Ddcolor: towards photo-realistic image colorization via dual decoders, 328-338(2023).

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    Xiaoning GAO, Liju YIN, Feng WANG, Yulin DENG, Yiming QIN. Colorization of grayscale images combined with semantic segmentation[J]. Journal of Applied Optics, 2025, 46(3): 632

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    Paper Information

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    Received: Apr. 22, 2024

    Accepted: --

    Published Online: May. 28, 2025

    The Author Email: YIN Liju (尹丽菊)

    DOI:10.5768/JAO202546.0302003

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