• Laser & Optoelectronics Progress
  • Vol. 55, Issue 1, 11007 (2018)
Zhang Xinhong1、2, Zhang Yifan1, and Zhang Fan1、*
Author Affiliations
  • 1Institute of Image Processing and Pattern Recognition, Henan University, Kaifeng, Henan 475000, China
  • 2School of Software, Henan University, Kaifeng, Henan 475000, China
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    DOI: 10.3788/LOP55.011007 Cite this Article Set citation alerts
    Zhang Xinhong, Zhang Yifan, Zhang Fan. Skew Detection of Scanned Document Image Based on Shearlet Transform[J]. Laser & Optoelectronics Progress, 2018, 55(1): 11007 Copy Citation Text show less
    Frequency domain support
    Fig. 1. Frequency domain support
    Some basis functions of Shearlet in frequency domain
    Fig. 2. Some basis functions of Shearlet in frequency domain
    Flow chart of document images skew correction based on Shearlet transform
    Fig. 3. Flow chart of document images skew correction based on Shearlet transform
    Frequency domain distribution of Shearlet
    Fig. 4. Frequency domain distribution of Shearlet
    Experimental images
    Fig. 5. Experimental images
    Energy of all coefficients at different scales. (a) 2nd scale; (b) 3rd scale; (c) 4th scale; (d) 5th scale
    Fig. 6. Energy of all coefficients at different scales. (a) 2nd scale; (b) 3rd scale; (c) 4th scale; (d) 5th scale
    Corrected images
    Fig. 7. Corrected images
    Comparison of the 5th scale component before and after adding noise. (a) Before adding noise; (b) after adding noise
    Fig. 8. Comparison of the 5th scale component before and after adding noise. (a) Before adding noise; (b) after adding noise
    ImageSkew angle /(°)
    ICDAR2013 datasetRadonPCPe-PCPPPAOur method
    18.6398.408.418.498.55
    222.012222.3622.3522.2321.81
    314.761514.2214.2214.4514.69
    45.5955.295.315.435.54
    528.822928.3828.4128.5628.47
    69.3599.019.049.119.48
    711.471111.1711.1811.3611.31
    818.751918.3218.3118.4218.46
    923.492323.5823.6923.3023.33
    1013.571413.4313.4113.5113.84
    Table 1. Comparison of experimental results
    GroupImage numberSkew angle /(°)
    RadonPCPe-PCPPPAOur method
    English500.3230.2560.2560.1930.167
    Chinese500.4020.3510.3550.2320.136
    English with diagrams500.3840.3230.3250.2070.181
    Chinese with diagrams500.5630.3660.3690.2610.158
    Table 2. Comparison of average errors in grouping experiments
    Zhang Xinhong, Zhang Yifan, Zhang Fan. Skew Detection of Scanned Document Image Based on Shearlet Transform[J]. Laser & Optoelectronics Progress, 2018, 55(1): 11007
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