Journal of Applied Optics, Volume. 46, Issue 3, 632(2025)
Colorization of grayscale images combined with semantic segmentation
[1] QIAO Shuai, SUN Shaoyuan, GU Xiaojing et al. Colorization method of in-vehicle infrared video based on contour tracking[J]. Applied Optics, 33, 727-732(2012).
[2] YANG Chen, ZHANG Zhiyong, WANG Jihong et al. Research on decolorization of infrared pseudo-color images[J]. Applied Optics, 36, 403-407(2015).
[3] WU Qiang, WANG Xinsai, WANG Weiping et al. Research on colorization processing algorithm of infrared imaging based on LLE[J]. Applied Optics, 33, 733-737(2012).
[4] CHEN Yichao, HU Wengang, WU Dongsheng et al. Research on three-waveband microlight color night vision method[J]. Applied Optics, 36, 430-434(2015).
[5] FLOREA L, FLOREA C, IONASCU C. Avoiding the deconvolution: framework oriented color transfer for enhancing low-light images[J]. IEEE Computer Society, 27-35(2016).
[6] HOGERVORST M A, TOET A. Fast natural color mapping for night-time imagery[J]. Information Fusion, 11, 69-77(2010).
[7] KHAN M U G, GOTOH Y, NIDA N. Medical image colorization for better visualization and segmentation[C], 571-580(2017).
[8] LIU L, JIANG Q, JIN X et al. CASR-Net: a color-aware super-resolution network for panchromatic image[J]. Engineering Applications of Artificial Intelligence, 114, 105084(2022).
[9] FENG Jianan, JIANG Qian, JIN Xin et al. Remote sensing image colorization method based on deep neural network[J]. Journal of Computer-Aided Design & Computer Graphics, 33, 1658-1667(2021).
[10] DESHPANDE A, LU J, YEH M C et al. Learning diverse Image Colorization[C], 2877-2885(2017).
[11] HORIUCHI T, HIRANO S. Colorization algorithm for grayscale image by propagating seed pixels[C], 03CH37429(2003).
[12] LEVIN A, LISCHINSKI D, WEISS Y. Colorization using optimization[J]. ACM Transactions on Graphics, 23, 689-694(2004).
[13] WU Z, XUE R. Color transfer with salient features mapping via attention maps between images[J]. IEEE Access, 8, 104884-104892(2020).
[14] XIN Lang, LIU Jun, YUAN Yuan. A color transfer algorithm for ember images based on image segmentation and local brightness adjustment[J]. Applied Optics, 41, 309-317(2020).
[15] ZHONG Hongyu, YIN Liju, GAO Mingliang et al. A colour transfer method for remapping multiparameter luminance values[J]. Infrared and Laser Engineering, 47, 159-166(2018).
[16] CHENG Z, YANG Q, SHENG B. Deep colorization[C], 415-423(2015).
[17] LIZUKA S, SIMO-SERRA E, ISHIKAWA H. Let there be color! Joint end-to-end learning of global and local image priors for automatic image colorization with simultaneous classification[J]. ACM Transactions on Graphics (ToG), 35, 1-11(2016).
[18] LARSSON G, MAIRE M, SHAKHNAROVICH G. Learning representations for automatic colorization[C], 577-593(2016).
[19] ZHANG R, ISOLA P, EFROS A A. Colorful image colorization[J]. Cham: Springer, 649-666(2016).
[20] YU Siquan, HAN Zhi, TANG Yandong et al. Texture synthesis method based on adversarial generative network[J]. Infrared and Laser Engineering, 47, 43-48(2018).
[21] TRENESKA S, ZDRAVEVSKI E, PIRES P G S. GAN-based image colorization for self-supervised visual feature learning[J]. Sensors, 22, 1599-1615(2022).
[22] ISOLA P, ZHU J Y, ZHOU T et al. Image-to-image translation with conditional adversarial networks[C], 5967-5976(2017).
[23] CAO Y, ZHOU Z, ZHANG W et al. Unsupervised diverse colorization via generative adversarial networks[C], 151-166(2017).
[25] NAZERRI K, NG E, EBRAHIMI M. Image colorization using generative adversarial networks[C], 85-94(2018).
[26] VITORIA P, RAAD L, BALLESTER C. ChromaGAN: adversarial picture colorization with semantic class distribution[C], 2445-2454(2020).
[27] LIN T Y, MAIRE M, BELONGIE S et al. Microsoft COCO: common objects in context[C], 740-755(2014).
[28] KINGMA D, BA J. Adam: a method for stochastic optimization[C], 6980-6994(2015).
[29] HORE A, ZIOU D. Image quality metrics: PSNR vs. SSIM[C], 2366-2369(2010).
[30] ZHANG R, ISOLA P, EFROS A A et al. The unreasonable effectiveness of deep features as a perceptual metric[C], 586-595(2018).
[31] KANG X, YANG T, OUYANG W et al. Ddcolor: towards photo-realistic image colorization via dual decoders[C], 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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Received: Apr. 22, 2024
Accepted: --
Published Online: May. 28, 2025
The Author Email: Liju YIN (尹丽菊)