Abstract
During the documents scanning process, a few degrees of skew is unavoidable. Which will cause some adverse effects on the documents identification, such as Optical Character Recognition (ORC). This paper presents a scanned document images skew estimation and correction algorithm based on Shearlet transform. Shearlet transform offers very good time-frequency localization and direction selectivity. It is possible to detect the skew orientation of the document images accurately. Experimental results show that the proposed algorithm has a high accuracy rate of skew estimation even the scanned document images contain noise or include some pictures or diagrams.
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References
Sarfraz, M., Mahmoud, S.A., Rasheed, Z.: On skew estimation and correction of text. In: Computer Graphics, Imaging and Visualization, CGIV 2007, pp. 308–313. IEEE (2007)
Guo, K., Labate, D.: Analysis and detection of surface discontinuities using the 3D continuous shearlet transform. Appl. Comput. Harmonic Anal. 30(2), 231–242 (2011)
Guo, K., Labate, D.: Optimally sparse multidimensional representation using shearlets. SIAM J. Math. Anal. 39(1), 298–318 (2007)
Easley, G.R., Labate, D., Lim, W.Q.: Optimally sparse image representations using shearlets. In: Fortieth Asilomar Conference on Signals, Systems and Computers, ACSSC 2006, pp. 974–978. IEEE (2006)
http://shearlab.org/files/documents/ShearLab3Dv10_Manual.pdf
Easley, G., Labate, D., Lim, W.Q.: Sparse directional image representations using the discrete shearlet transform. Appl. Comput. Harmonic Anal. 25(1), 25–46 (2008)
Zhangm, J.: The theory of modern Chinese stroke characters. In: The Second International Symposium of the Chinese Language Teaching (1988). (in Chinese)
The editorial board of ChiHai. ChiHai dictionary (1999). (in Chinese)
Feng, Z.: Natural Language Computing Processing. Shanghai Foreign Language Education Press, Shanghai (1996). (in Chinese)
Fan, L.,: Research on stroke characteristics and feature of Chinese characters, MS thesis. Southwestern University (2013). (in Chinese)
Acknowledgments
This research was supported by the Foundation of Education Bureau of Henan Province, China grants No. 2010B520003, Key Science and Technology Program of Henan Province, China grants No. 132102210133 and 132102210034, and the Key Science and Technology Projects of Public Health Department of Henan Province, China grants No. 2011020114.
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Zhang, F., Zhang, Y., Qu, X., Liu, B., Zhang, R. (2015). Scanned Document Images Skew Correction Based on Shearlet Transform. In: Bikakis, A., Zheng, X. (eds) Multi-disciplinary Trends in Artificial Intelligence. MIWAI 2015. Lecture Notes in Computer Science(), vol 9426. Springer, Cham. https://doi.org/10.1007/978-3-319-26181-2_21
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DOI: https://doi.org/10.1007/978-3-319-26181-2_21
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