• Laser & Optoelectronics Progress
  • Vol. 57, Issue 22, 221015 (2020)
Yong Chen1、2、*, Meifeng Tao1, Yapeng Ai1, and Jin Chen1
Author Affiliations
  • 1School of Electronics and Information Engineering, Lanzhou Jiaotong University, Lanzhou, Gansu 730070, China
  • 2Gansu Provincial Engineering Research Center for Artificial Intelligence and Graphics & Image Processing, Lanzhou, Gansu 730070, China;
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    DOI: 10.3788/LOP57.221015 Cite this Article Set citation alerts
    Yong Chen, Meifeng Tao, Yapeng Ai, Jin Chen. Algorithm for Dunhuang Mural Inpainting Based on Gabor Transform and Group Sparse Representation[J]. Laser & Optoelectronics Progress, 2020, 57(22): 221015 Copy Citation Text show less
    Schematic of structural group establishment
    Fig. 1. Schematic of structural group establishment
    Gabor characteristic maps obtained under 5 scales and 8 directions
    Fig. 2. Gabor characteristic maps obtained under 5 scales and 8 directions
    Comparison among mural inpainting results with random pixel missing. (a) Original image; (b) mural images with random pixel missing; (c) CDD algorithm; (d) algorithm in Ref.[11]; (e) algorithm in Ref.[12]; (f) proposed algorithm
    Fig. 3. Comparison among mural inpainting results with random pixel missing. (a) Original image; (b) mural images with random pixel missing; (c) CDD algorithm; (d) algorithm in Ref.[11]; (e) algorithm in Ref.[12]; (f) proposed algorithm
    Comparison among mural inpainting results with artificial scratch. (a) Original image; (b) image with artificial scratch ; (c) CDD algorithm; (d) Criminisi algorithm; (e) algorithm in Ref.[7]; (f) algorithm in Ref.[11]; (g) algorithm in Ref.[12]; (h) proposed algorithm; (i) local enlargement of repaired area using CDD algorithm; (j) local enlargement of repaired area using Criminisi algorithm; (k) local enlargement of repaired area using algorithm in Ref.[7]; (l) local enlargement of repaired ar
    Fig. 4. Comparison among mural inpainting results with artificial scratch. (a) Original image; (b) image with artificial scratch ; (c) CDD algorithm; (d) Criminisi algorithm; (e) algorithm in Ref.[7]; (f) algorithm in Ref.[11]; (g) algorithm in Ref.[12]; (h) proposed algorithm; (i) local enlargement of repaired area using CDD algorithm; (j) local enlargement of repaired area using Criminisi algorithm; (k) local enlargement of repaired area using algorithm in Ref.[7]; (l) local enlargement of repaired ar
    Comparison of mural inpainting results with real damage. (a) Original image; (b) mask image; (c) CDD algorithm; (d) Criminisi algorithm; (e) algorithm in Ref.[7]; (f) algorithm in Ref.[11]; (g) algorithm in Ref.[12]; (h) proposed algorithm
    Fig. 5. Comparison of mural inpainting results with real damage. (a) Original image; (b) mask image; (c) CDD algorithm; (d) Criminisi algorithm; (e) algorithm in Ref.[7]; (f) algorithm in Ref.[11]; (g) algorithm in Ref.[12]; (h) proposed algorithm
    Comparison of mural inpainting results with real damage. (a) Original image; (b) mask image; (c) CDD algorithm; (d) Criminisi algorithm; (e) algorithm in Ref.[7]; (f) algorithm in Ref.[11]; (g) algorithm in Ref.[12]; (h) proposed algorithm
    Fig. 6. Comparison of mural inpainting results with real damage. (a) Original image; (b) mask image; (c) CDD algorithm; (d) Criminisi algorithm; (e) algorithm in Ref.[7]; (f) algorithm in Ref.[11]; (g) algorithm in Ref.[12]; (h) proposed algorithm
    Image No.CDD algorithmAlgorithm in Ref.[11]Algorithm in Ref.[12]Proposed algorithm
    PSNR /dBSSIMTime /sPSNR /dBSSIMTime /sPSNR /dBSSIMTime /sPSNR /dBSSIMTime /s
    121.5740.69026.28826.8180.761239.65424.6450.796800.47626.9180.921882.573
    224.2040.73626.55728.7130.752197.60127.8770.797794.77629.4810.847873.624
    321.9840.77125.82428.3330.808204.44226.0690.864792.75228.5970.905869.701
    Table 1. Comparison among mural inpainting results with random pixel missing
    AlgorithmPSNR /dBSSIM
    CDD algorithm32.8490.972
    Criminisi algorithm30.1970.963
    Algorithm in Ref.[7]35.5250.980
    Algorithm in Ref.[11]35.0850.979
    Algorithm in Ref.[12]34.7540.978
    Proposed algorithm35.6490.985
    Table 2. Comparison among mural inpainting results with artificial scratch
    Yong Chen, Meifeng Tao, Yapeng Ai, Jin Chen. Algorithm for Dunhuang Mural Inpainting Based on Gabor Transform and Group Sparse Representation[J]. Laser & Optoelectronics Progress, 2020, 57(22): 221015
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