• Chinese Optics Letters
  • Vol. 20, Issue 7, 071101 (2022)
Fengdong Chen1、*, Jingyang Sun1, Qian Wang1, Hongbo Zhu1, Fa Zeng2、**, Yueyue Han1, Cheng Lu1, and Guodong Liu1、***
Author Affiliations
  • 1Instrument Science and Technology, Harbin Institute of Technology, Harbin 150001, China
  • 2Research Center of Laser Fusion, China Academy of Engineering Physics, Mianyang 621900, China
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    DOI: 10.3788/COL202220.071101 Cite this Article Set citation alerts
    Fengdong Chen, Jingyang Sun, Qian Wang, Hongbo Zhu, Fa Zeng, Yueyue Han, Cheng Lu, Guodong Liu. In-situ laser-induced surface damage inspection based on image super-resolution and adaptive segmentation method[J]. Chinese Optics Letters, 2022, 20(7): 071101 Copy Citation Text show less
    References

    [1] D. F. P. Pile. Redlining lasers for nuclear fusion. Nat. Photon., 15, 863(2021).

    [2] A. Conder, J. Chang, L. Kegelmeyer, M. Spaeth, P. Whitman. Final optics damage inspection (FODI) for the National Ignition Facility. Proc. SPIE, 7797, 77970P(2010).

    [3] M. C. Nostrand, C. W. Carr, Z. M. Liao, J. Honig, M. L. Spaeth, K. R. Manes, M. A. Johnson, J. J. Adams, D. A. Cross, R. A. Negres, C. C. Widmayer, W. H. Williams, M. J. Matthews, K. S. Jancaitis, L. M. Kegelmeyer. Tools for Predicting Optical Damage on Inertial Confinement Fusion-Class Laser Systems(2011).

    [4] F. Wei, F. Chen, B. Liu, Z. Peng, J. Tang, Q. Zhu, D. Hu, Y. Xiang, N. Liu, Z. Sun, G. Liu. Automatic classification of true and false laser-induced damage in large aperture optics. Opt. Eng., 57, 053112(2018).

    [5] P. Wei, Z. Xie, H. Lu, Z. Zhan, Q. Ye, W. Zuo, L. Lin. Component divide-and-conquer for real-world image super-resolution(2020).

    [6] B. Niu, W. Wen, W. Ren, X. Zhang, L. Yang, S. Wang, K. Zhang, X. Cao, H. Shen. Single image super-resolution via a holistic attention network(2020).

    [7] C. Dong, C. C. Loy, K. He, X. Tang. Learning a deep convolutional network for image super-resolution. European Conference on Computer Vision, 184(2014).

    [8] K. He, X. Zhang, S. Ren, J. Sun. Deep residual learning for image recognition. Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 770(2016).

    [9] J. Kim, J. K. Lee, K. M. Lee. Deeply-recursive convolutional network for image super-resolution(2016).

    [10] T. Tong, G. Li, X. Liu, Q. Gao. Image super-resolution using dense skip connections. IEEE International Conference on Computer Vision (ICCV), 4809(2017).

    [11] Y. Zhang, K. Li, K. Li, L. Wang, B. Zhong, Y. Fu. Image super-resolution using very deep residual channel attention networks. European Conference on Computer Vision, 294(2018).

    [12] Y. Chen, S. Liu, X. Wang. Learning continuous image representation with local implicit image function. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 8628(2021).

    [13] X. Zhang, Q. Chen, R. Ng, V. Koltun. Zoom to learn, learn to zoom. IEEE Conference on Computer Vision and Pattern Recognition, 3762(2019).

    [14] C. Zhu, R. H. Byrd, P. Lu, J. Nocedal. Algorithm 778: L-BFGS-b: Fortran subroutines for large-scale bound-constrained optimization. ACM Trans. Math. Softw., 23, 550(1997).

    [15] C. Amorin, L. M. Kegelmeyer, W. P. Kegelmeyer. A hybrid deep learning architecture for classification of microscopic damage on National Ignition Facility laser optics. Stat. Anal. Data Min., 12, 505(2019).

    [16] L. Kegelmeyer, P. Fong, S. Glenn, J. Liebman. Local area signal-to-noise ratio (LASNR) algorithm for image segmentation. Proc. SPIE, 6696, 66962H(2007).

    [17] P. Stathis, E. Kavallieratou, N. Papamarkos. An evaluation technique for binarization algorithms. J. Univers. Comput. Sci., 14, 3011(2008).

    [18] I. K. Kim, D.-W. Jung, R.-H. Park. Document image binarization based on topographic analysis using a water flow model. Pattern Recognit., 35, 265(2002).

    [19] Y. Wu, P. Natarajan, S. Rawls, W. AbdAlmageed. Learning document image binarization from data. IEEE International Conference on Image Processing (ICIP), 3763(2016).

    Data from CrossRef

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [1] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [1] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Jing Shen, Ruisi Yang, Han Jiang.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [1] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [1] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Wenyun Du, Meiping Zhu, Jun Shi, Tianbao Liu, Jian Sun, Kui Yi, Jianda Shao.

    [1] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [1] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [2] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

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    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [2] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

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    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [2] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [2] Xu Han, Shuai Ding, Qing-Song Jia, Wei-Hao Zhang, Hao Tang, Yuliang Zhou, Zhengping Zhang, Xiong Wang, Yong-Mao Huang, Bing-Zhong Wang.

    [3] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [3] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [3] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [3] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [3] Yu Mao, Zixin Wang, Chang Xu, Yan Wang, Ningning Dong, Jun Wang.

    [3] Yu Mao, Zixin Wang, Chang Xu, Yan Wang, Ningning Dong, Jun Wang.

    [3] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [3] Yu Mao, Zixin Wang, Chang Xu, Yan Wang, Ningning Dong, Jun Wang.

    [3] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [3] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [3] Yu Mao, Zixin Wang, Chang Xu, Yan Wang, Ningning Dong, Jun Wang.

    [3] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [3] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [3] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [3] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [3] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [3] Yu Mao, Zixin Wang, Chang Xu, Yan Wang, Ningning Dong, Jun Wang.

    [3] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [3] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [3] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [3] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [3] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [3] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [3] Yu Mao, Zixin Wang, Chang Xu, Yan Wang, Ningning Dong, Jun Wang.

    [3] Yu Mao, Zixin Wang, Chang Xu, Yan Wang, Ningning Dong, Jun Wang.

    [3] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [3] Yu Mao, Zixin Wang, Chang Xu, Yan Wang, Ningning Dong, Jun Wang.

    [3] Yu Mao, Zixin Wang, Chang Xu, Yan Wang, Ningning Dong, Jun Wang.

    [3] Yu Mao, Zixin Wang, Chang Xu, Yan Wang, Ningning Dong, Jun Wang.

    [3] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [3] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [3] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [3] Yu Mao, Zixin Wang, Chang Xu, Yan Wang, Ningning Dong, Jun Wang.

    [3] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [3] Yu Mao, Zixin Wang, Chang Xu, Yan Wang, Ningning Dong, Jun Wang.

    [3] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [3] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [3] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [3] Yu Mao, Zixin Wang, Chang Xu, Yan Wang, Ningning Dong, Jun Wang.

    [3] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [3] Yu Mao, Zixin Wang, Chang Xu, Yan Wang, Ningning Dong, Jun Wang.

    [4] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [4] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [4] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [4] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [4] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [4] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [4] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [4] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [4] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [4] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [4] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [4] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [4] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    [4] Lingfeng Yuan, Jing Shen, Ruisi Yang, Han Jiang.

    Fengdong Chen, Jingyang Sun, Qian Wang, Hongbo Zhu, Fa Zeng, Yueyue Han, Cheng Lu, Guodong Liu. In-situ laser-induced surface damage inspection based on image super-resolution and adaptive segmentation method[J]. Chinese Optics Letters, 2022, 20(7): 071101
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