• Laser & Optoelectronics Progress
  • Vol. 59, Issue 24, 2411001 (2022)
Dongbin Liu1, Huiqin Wang1,*, Ke Wang1, Zhan Wang2, and Gang Zhen2
Author Affiliations
  • 1School of Information and Control Engineering, Xi'an University of Architecture and Technology, Xi'an 710055, Shaanxi, China
  • 2Shaanxi Provincial Institute of Cultural Relics Protection, Xi'an 710075, Shaanxi, China
  • show less
    DOI: 10.3788/LOP202259.2411001 Cite this Article Set citation alerts
    Dongbin Liu, Huiqin Wang, Ke Wang, Zhan Wang, Gang Zhen. Blind Restoration Method for Incomplete and Sparse Text Images Based on Content Style Transfer[J]. Laser & Optoelectronics Progress, 2022, 59(24): 2411001 Copy Citation Text show less
    References

    [1] Zhang N, Chen L J, Wang X B. Method of the archaeological word recognition based on the horizontal and vertical projection[J]. Bulletin of Science and Technology, 30, 185-187(2014).

    [2] Zhang W, Wang X B, Jin P. Application of Canny operator on repair of Jiandu’s letter[J]. Microcomputer Information, 24, 241-242, 250(2008).

    [3] Zhang S M. Research on inscription and color virtual restoration technology of Houma convenant tablets[D], 16-44(2017).

    [4] Isola P, Zhu J Y, Zhou T H et al. Image-to-image translation with conditional adversarial networks[C], 5967-5976(2017).

    [5] Goodfellow I, Pouget-Abadie J, Mirza M et al. Generative adversarial nets[C], 2672-2680(2014).

    [6] Tian Y C. Zi2zi: master Chinese calligraphy with conditional adversarial networks[EB/OL]. https://github.com/kaonashi-tyc/

    [7] Ren J. Research and application of Chinese calligraphy style transfer for cultural relics restoration[D], 31-45(2019).

    [8] Chen S X, Zhu S Y, Xiong H L et al. A restoration method of ancient Yi characters with double discriminator GAN[J]. Acta Automatica Sinica, 48, 853-864(2022).

    [9] Jiang Y L, Liu J, Wang L Y. Double cross algorithm of improved TV image inpainting model[C], 1097-1100(2018).

    [10] Su C, Fu T J, Zhang X X et al. Adaptively-weighted blind image restoration algorithm based on energy constraint[J]. Acta Optica Sinica, 38, 0210001(2018).

    [11] Heusel M, Ramsauer H, Unterthiner T et al. GANs trained by a two time-scale update rule converge to a local Nash equilibrium[EB/OL]. https://arxiv.org/abs/1706.08500

    [12] Vaswani A, Shazeer N, Parmar N et al. Attention is all you need[EB/OL]. https://arxiv.org/abs/1706.03762

    [13] Zhang W X, Zhu Z C, Zhang Y H et al. Cell image segmentation method based on residual block and attention mechanism[J]. Acta Optica Sinica, 40, 1710001(2020).

    [14] He K M, Zhang X Y, Ren S Q et al. Deep residual learning for image recognition[C], 770-778(2016).

    [15] Zhang Z L, Sabuncu M R. Generalized cross entropy loss for training deep neural networks with noisy labels[EB/OL]. https://arxiv.org/abs/1805.07836

    [16] Dong L L, Ding C, Xu W H. Two improved methods based on histogram equalization for image enhancement[J]. Acta Electronica Sinica, 46, 2367-2375(2018).

    [17] Shi W Z, Caballero J, Huszár F et al. Real-time single image and video super-resolution using an efficient sub-pixel convolutional neural network[C], 1874-1883(2016).

    [18] Li J Y, Wang N, Zhang L F et al. Recurrent feature reasoning for image inpainting[C], 7757-7765(2020).

    [19] Streijl R C, Winkler S, Hands D S. Mean opinion score (MOS) revisited: methods and applications, limitations and alternatives[J]. Multimedia Systems, 22, 213-227(2016).

    Dongbin Liu, Huiqin Wang, Ke Wang, Zhan Wang, Gang Zhen. Blind Restoration Method for Incomplete and Sparse Text Images Based on Content Style Transfer[J]. Laser & Optoelectronics Progress, 2022, 59(24): 2411001
    Download Citation