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Erschienen in: International Journal of Computer Vision 1/2017

20.09.2016

Active Rectification of Curved Document Images Using Structured Beams

verfasst von: Gaofeng Meng, Shiming Xiang, Chunhong Pan, Nanning Zheng

Erschienen in: International Journal of Computer Vision | Ausgabe 1/2017

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Abstract

We propose an active method to rectify the geometric and photometric distortions in a document image. This method uses structured beams projected upon the curved document page to recover the spatial curves on it. A developable surface is interpolated to the curves by finding the correspondence between them. To correct the geometric distortion, the estimated developable surface is finally flattened onto a plane by explicitly solving a system of ordinary differential equations. The recovered 3D page shape, together with a Lambertian illumination model as guidance, is further used to rectify the non-uniform illumination in the images. Experimental results based on a variety of synthetic and real-captured document images demonstrate the effectiveness and efficiency of the proposed method.

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Fußnoten
2
The software is freely available at http://​ccwu.​me/​vsfm/​.
 
3
This matlab toolbox can be downloaded from http://​www.​cis.​hut.​fi/​projects/​somtoolbox/​.
 
Literatur
Zurück zum Zitat Bartoli, A., Perriollat, M., & Chambon, S. (2010). Generalized thin-plate spline warps. International Journal of Computer Vision, 88(1), 85–110.CrossRef Bartoli, A., Perriollat, M., & Chambon, S. (2010). Generalized thin-plate spline warps. International Journal of Computer Vision, 88(1), 85–110.CrossRef
Zurück zum Zitat Basu, S., Chaudhuri, C., Kundu, M., Nasipuri, M., & Basu, D. (2007). Text line extraction from multi-skewed handwritten documents. Pattern Recognition, 40(6), 1825–1839.CrossRefMATH Basu, S., Chaudhuri, C., Kundu, M., Nasipuri, M., & Basu, D. (2007). Text line extraction from multi-skewed handwritten documents. Pattern Recognition, 40(6), 1825–1839.CrossRefMATH
Zurück zum Zitat Blinn, J. F. (1977). Models of light reflection for computer synthesized pictures. SIGGRAPH Computer Graphics, 11(2), 192–198.CrossRef Blinn, J. F. (1977). Models of light reflection for computer synthesized pictures. SIGGRAPH Computer Graphics, 11(2), 192–198.CrossRef
Zurück zum Zitat Brown, M. S., & Pisula, C. J. (2005). Conformal deskewing of non-planar documents. In Proceedings of computer vision and pattern recognition (pp. 998–1004), Washington, DC, USA. Brown, M. S., & Pisula, C. J. (2005). Conformal deskewing of non-planar documents. In Proceedings of computer vision and pattern recognition (pp. 998–1004), Washington, DC, USA.
Zurück zum Zitat Brown, M. S., & Seales, W. (2001). Document restoration using 3D shape: A general deskewing algorithm. In Proceedings of international conference on computer vision (Vol. 2, pp. 367–374). Brown, M. S., & Seales, W. (2001). Document restoration using 3D shape: A general deskewing algorithm. In Proceedings of international conference on computer vision (Vol. 2, pp. 367–374).
Zurück zum Zitat Brown, M. S., & Seales, W. (2004). Image restoration of arbitrarily warped documents. IEEE Transactions on Pattern Analysis and Machine Intelligence, 26(10), 1295–1306.CrossRef Brown, M. S., & Seales, W. (2004). Image restoration of arbitrarily warped documents. IEEE Transactions on Pattern Analysis and Machine Intelligence, 26(10), 1295–1306.CrossRef
Zurück zum Zitat Brown, M. S., Sun, M., Yang, R., Yun, L., & Seales, W. B. (2007). Restoring 2D content from distorted documents. IEEE Transactions on Pattern Analysis and Machine Intelligence, 27(11), 1904–1916.CrossRef Brown, M. S., Sun, M., Yang, R., Yun, L., & Seales, W. B. (2007). Restoring 2D content from distorted documents. IEEE Transactions on Pattern Analysis and Machine Intelligence, 27(11), 1904–1916.CrossRef
Zurück zum Zitat Brown, M. S., & Tsoi, Y. C. (2006). Geometric and shading correction for images of printed materials using boundary. IEEE Transactions on Image Processing, 15(6), 1544–1554.CrossRef Brown, M. S., & Tsoi, Y. C. (2006). Geometric and shading correction for images of printed materials using boundary. IEEE Transactions on Image Processing, 15(6), 1544–1554.CrossRef
Zurück zum Zitat Bukhari, S. S., Breuel, T. M., & Shafait, F. (2009). Textline information extraction from grayscale camera-captured document images. In Proceedings of the international conference on image processing (pp. 1993–1996). Bukhari, S. S., Breuel, T. M., & Shafait, F. (2009). Textline information extraction from grayscale camera-captured document images. In Proceedings of the international conference on image processing (pp. 1993–1996).
Zurück zum Zitat Cao, H., Ding, X., & Liu, C. (2003). A cylindrical surface model to rectify the bound document image. In Proceedings of the international conference on computer vision (pp. 228–233). Cao, H., Ding, X., & Liu, C. (2003). A cylindrical surface model to rectify the bound document image. In Proceedings of the international conference on computer vision (pp. 228–233).
Zurück zum Zitat Cook, R. L., & Torrance, K. E. (1982). A reflectance model for computer graphics. ACM Transactions on Graphics, 1(1), 7–24.CrossRef Cook, R. L., & Torrance, K. E. (1982). A reflectance model for computer graphics. ACM Transactions on Graphics, 1(1), 7–24.CrossRef
Zurück zum Zitat Demartines, P., & Herault, J. (1997). Curvilinear component analysis: A self-organizing neural network for nonlinear mapping of data sets. IEEE Transactions on Neural Networks, 8(1), 148–154.CrossRef Demartines, P., & Herault, J. (1997). Curvilinear component analysis: A self-organizing neural network for nonlinear mapping of data sets. IEEE Transactions on Neural Networks, 8(1), 148–154.CrossRef
Zurück zum Zitat Doermann, D., Liang, J., & Li, H. (2003). Progress in camera-based document image analysis. In Proceedings of the international conference on document analysis and recognition (Vol. 1). Doermann, D., Liang, J., & Li, H. (2003). Progress in camera-based document image analysis. In Proceedings of the international conference on document analysis and recognition (Vol. 1).
Zurück zum Zitat Fan, J. (2009). Robust color image enhancement of digitized books. In Proceedings of the international conference on document analysis and recognition (pp. 561–565). Fan, J. (2009). Robust color image enhancement of digitized books. In Proceedings of the international conference on document analysis and recognition (pp. 561–565).
Zurück zum Zitat Gatos, B., Pratikakis, I., & Perantonis, S. (2006). Adaptive degraded document image binarization. Pattern Recognition, 39(3), 317–327.CrossRefMATH Gatos, B., Pratikakis, I., & Perantonis, S. (2006). Adaptive degraded document image binarization. Pattern Recognition, 39(3), 317–327.CrossRefMATH
Zurück zum Zitat Gumerov, N., Zandifar, A., Duraiswami, R., & Davis, L. (2004). Structure of applicable surfaces from single views. In Proceedings of the European conference on computer vision (Vol. 3023, pp. 482–496). Gumerov, N., Zandifar, A., Duraiswami, R., & Davis, L. (2004). Structure of applicable surfaces from single views. In Proceedings of the European conference on computer vision (Vol. 3023, pp. 482–496).
Zurück zum Zitat Gumerov, N., Zandifar, A., Duraiswami, R., & Davis, L. (2006). 3D structure recovery and unwarping of surfaces applicable to planes. International Journal on Computer Vision, 66(3), 261–281.CrossRef Gumerov, N., Zandifar, A., Duraiswami, R., & Davis, L. (2006). 3D structure recovery and unwarping of surfaces applicable to planes. International Journal on Computer Vision, 66(3), 261–281.CrossRef
Zurück zum Zitat He, Y., Pan, P., Xie, S., Sun, J., & Naoi, S. (2013). A book dewarping system by boundary-based 3D surface reconstruction. In Proceedings of the international conference on document analysis and recognition (pp. 403–407). He, Y., Pan, P., Xie, S., Sun, J., & Naoi, S. (2013). A book dewarping system by boundary-based 3D surface reconstruction. In Proceedings of the international conference on document analysis and recognition (pp. 403–407).
Zurück zum Zitat Hsia, S., Chen, M., & Chen, Y. (2006). A cost-effective line-based light-balancing technique using adaptive processing. IEEE Transactions on Image Processing, 15(9), 2719–2729.CrossRef Hsia, S., Chen, M., & Chen, Y. (2006). A cost-effective line-based light-balancing technique using adaptive processing. IEEE Transactions on Image Processing, 15(9), 2719–2729.CrossRef
Zurück zum Zitat Kim, C., Chiu, P., & Chandra, S. (2014). Dewarping book page spreads captured with a mobile phone camera. In Proceedings of the international workshop on camera-based document analysis and recognition (pp. 101–112). Kim, C., Chiu, P., & Chandra, S. (2014). Dewarping book page spreads captured with a mobile phone camera. In Proceedings of the international workshop on camera-based document analysis and recognition (pp. 101–112).
Zurück zum Zitat Koo, H., & Cho, N. (2010). State estimation in a document image and its application in text block identification and text line extraction. In Proceedings of the European conference on computer vision (Vol. 6312, pp. 421–434). Koo, H., & Cho, N. (2010). State estimation in a document image and its application in text block identification and text line extraction. In Proceedings of the European conference on computer vision (Vol. 6312, pp. 421–434).
Zurück zum Zitat Koo, H. I., Kim, J., & Cho, N. I. (2009). Composition of a dewarped and enhanced document image from two view images. IEEE Transactions on Image Processing, 18, 1551–1562.MathSciNetCrossRef Koo, H. I., Kim, J., & Cho, N. I. (2009). Composition of a dewarped and enhanced document image from two view images. IEEE Transactions on Image Processing, 18, 1551–1562.MathSciNetCrossRef
Zurück zum Zitat Lee, J. S., Chen, C. H., & Chang, C. C. (2009). A novel illumination-balance technique for improving the quality of degraded text-photo images. IEEE Transactions on Circuits and Systems for Video Technology, 19(6), 900–905.CrossRef Lee, J. S., Chen, C. H., & Chang, C. C. (2009). A novel illumination-balance technique for improving the quality of degraded text-photo images. IEEE Transactions on Circuits and Systems for Video Technology, 19(6), 900–905.CrossRef
Zurück zum Zitat Liang, J., DeMenthon, D., & Doermann, D. (2005a). Flattening curved documents in images. In Proceedings of computer vision and pattern recognition (Vol. 2, pp. 338–345). Liang, J., DeMenthon, D., & Doermann, D. (2005a). Flattening curved documents in images. In Proceedings of computer vision and pattern recognition (Vol. 2, pp. 338–345).
Zurück zum Zitat Liang, J., DeMenthon, D., & Doermann, D. (2008). Geometric rectification of camera-captured document images. IEEE Transactions on Pattern Analysis and Machine Intelligence, 30(4), 591–605.CrossRef Liang, J., DeMenthon, D., & Doermann, D. (2008). Geometric rectification of camera-captured document images. IEEE Transactions on Pattern Analysis and Machine Intelligence, 30(4), 591–605.CrossRef
Zurück zum Zitat Liang, J., Doermann, D., & Li, H. (2005b). Camera-based analysis of text and documents: A survey. International Journal of Document Analysis and Recognition, 7(2), 84–104.CrossRef Liang, J., Doermann, D., & Li, H. (2005b). Camera-based analysis of text and documents: A survey. International Journal of Document Analysis and Recognition, 7(2), 84–104.CrossRef
Zurück zum Zitat Lu, S., Chen, B. M., & Ko, C. C. (2006). A partition approach for the restoration of camera images of planar and curled document. Image and Vision Computing, 24, 837–848.CrossRef Lu, S., Chen, B. M., & Ko, C. C. (2006). A partition approach for the restoration of camera images of planar and curled document. Image and Vision Computing, 24, 837–848.CrossRef
Zurück zum Zitat Meng, G., Wang, Y., Qu, S., Xiang, S., & Pan, C. (2014). Active flattening of curved document images via two structured beams. In Proceedings of computer vision and pattern recognition (pp. 1–8). Meng, G., Wang, Y., Qu, S., Xiang, S., & Pan, C. (2014). Active flattening of curved document images via two structured beams. In Proceedings of computer vision and pattern recognition (pp. 1–8).
Zurück zum Zitat Meng, G., Pan, C., Xiang, S., Duan, J., & Zheng, N. (2012). Metric rectification of curved document images. IEEE Transactions on Pattern Analysis and Machine Intelligence, 34(4), 707–722.CrossRef Meng, G., Pan, C., Xiang, S., Duan, J., & Zheng, N. (2012). Metric rectification of curved document images. IEEE Transactions on Pattern Analysis and Machine Intelligence, 34(4), 707–722.CrossRef
Zurück zum Zitat Meng, G., Xiang, S., Zheng, N., & Pan, C. (2013). Nonparametric illumination correction for scanned document images via convex hulls. IEEE Transactions on Pattern Analysis and Machine Intelligence, 35(7), 1730–1743.CrossRef Meng, G., Xiang, S., Zheng, N., & Pan, C. (2013). Nonparametric illumination correction for scanned document images via convex hulls. IEEE Transactions on Pattern Analysis and Machine Intelligence, 35(7), 1730–1743.CrossRef
Zurück zum Zitat Nayar, S., & Mitsunaga, T. (2000). High dynamic range imaging: Spatially varying pixel exposures. In Proceedings of computer vision and pattern recognition (Vol. 1, pp. 472–479). Nayar, S., & Mitsunaga, T. (2000). High dynamic range imaging: Spatially varying pixel exposures. In Proceedings of computer vision and pattern recognition (Vol. 1, pp. 472–479).
Zurück zum Zitat Perriollat, M., & Bartoli, A. (2013). A computational model of bounded developable surfaces with application to image-based 3D reconstruction. Computer Animation and Virtual Worlds, 24(5), 459–476.CrossRef Perriollat, M., & Bartoli, A. (2013). A computational model of bounded developable surfaces with application to image-based 3D reconstruction. Computer Animation and Virtual Worlds, 24(5), 459–476.CrossRef
Zurück zum Zitat Phong, B. T. (1975). Illumination for computer generated pictures. Communications of the ACM, 18(6), 311–317.CrossRef Phong, B. T. (1975). Illumination for computer generated pictures. Communications of the ACM, 18(6), 311–317.CrossRef
Zurück zum Zitat Pilu, M. (2001). Undoing paper curl distortion using applicable surfaces. In Proceedings of computer vision and pattern recognition (Vol. 1, pp. 67–72). Pilu, M. (2001). Undoing paper curl distortion using applicable surfaces. In Proceedings of computer vision and pattern recognition (Vol. 1, pp. 67–72).
Zurück zum Zitat Schneider, D. C., Block, M., & Rojas, R. (2007). Robust document warping with interpolated vector fields. In Proceedings of the international conference on document analysis and recognition (pp. 113–117). Schneider, D. C., Block, M., & Rojas, R. (2007). Robust document warping with interpolated vector fields. In Proceedings of the international conference on document analysis and recognition (pp. 113–117).
Zurück zum Zitat Stamatopoulos, N., Gatos, B., Pratikakis, I., & Perantonis, S. J. (2011). Goal-oriented rectification of camera-based document images. IEEE Transactions on Image Processing, 20(4), 910–920.MathSciNetCrossRef Stamatopoulos, N., Gatos, B., Pratikakis, I., & Perantonis, S. J. (2011). Goal-oriented rectification of camera-based document images. IEEE Transactions on Image Processing, 20(4), 910–920.MathSciNetCrossRef
Zurück zum Zitat Sun, M., & Fiume, E. (1996). A technique for constructing developable surfaces. In Proceedings of graphics interface (pp. 176–185). Sun, M., & Fiume, E. (1996). A technique for constructing developable surfaces. In Proceedings of graphics interface (pp. 176–185).
Zurück zum Zitat Tan, C. L., Zhang, L., Zhang, Z., & Xia, T. (2006). Restoring warped document images through 3D shape modeling. IEEE Transactions on Pattern Analysis and Machine Intelligence, 28(2), 195–208.CrossRef Tan, C. L., Zhang, L., Zhang, Z., & Xia, T. (2006). Restoring warped document images through 3D shape modeling. IEEE Transactions on Pattern Analysis and Machine Intelligence, 28(2), 195–208.CrossRef
Zurück zum Zitat Tian, Y., & Narasimhan, S. (2011). Rectification and 3D reconstruction of curved document images. In Proceedings of computer vision and pattern recognition (pp. 377–384). Tian, Y., & Narasimhan, S. (2011). Rectification and 3D reconstruction of curved document images. In Proceedings of computer vision and pattern recognition (pp. 377–384).
Zurück zum Zitat Trier, O., & Taxt, T. (1995). Evaluation of binarization methods for document images. IEEE Transactions on Pattern Analysis and Machine Intelligence, 17(3), 312–315.CrossRef Trier, O., & Taxt, T. (1995). Evaluation of binarization methods for document images. IEEE Transactions on Pattern Analysis and Machine Intelligence, 17(3), 312–315.CrossRef
Zurück zum Zitat Tsoi, Y. C., & Brown, M. S. (2004). Geometric and shading correction for images of printed materials: A unified approach using boundary. In Proceedings of computer vision and pattern recognition (Vol. 1, pp. 240–246). Tsoi, Y. C., & Brown, M. S. (2004). Geometric and shading correction for images of printed materials: A unified approach using boundary. In Proceedings of computer vision and pattern recognition (Vol. 1, pp. 240–246).
Zurück zum Zitat Tsoi, Y. C., & Brown, M. S. (2007). Multi-view document rectification using boundary. In Proceedings of computer vision and pattern recognition (pp. 1–8). Tsoi, Y. C., & Brown, M. S. (2007). Multi-view document rectification using boundary. In Proceedings of computer vision and pattern recognition (pp. 1–8).
Zurück zum Zitat Ulges, A., Lampert, C. H., & Breuel, T. (2004). Document capture using stereo vision. In Proceedings of ACM symposium on document engineering (pp. 198–200). Ulges, A., Lampert, C. H., & Breuel, T. (2004). Document capture using stereo vision. In Proceedings of ACM symposium on document engineering (pp. 198–200).
Zurück zum Zitat Ulges, A., Lampert, C. H., & Breuel, T. M. (2005). Document image dewarping using robust estimation of curled text lines. In Proceedings of the international conference on document analysis and recognition (Vol. 2, pp. 1001–1005). Ulges, A., Lampert, C. H., & Breuel, T. M. (2005). Document image dewarping using robust estimation of curled text lines. In Proceedings of the international conference on document analysis and recognition (Vol. 2, pp. 1001–1005).
Zurück zum Zitat Wada, T., Ukida, H., & Matsuyama, T. (1997). Shape from shading with interreflections under a proximal light source: Distortion-free copying of an unfolded book. International Journal of Computer Vision, 24(2), 125–135.CrossRef Wada, T., Ukida, H., & Matsuyama, T. (1997). Shape from shading with interreflections under a proximal light source: Distortion-free copying of an unfolded book. International Journal of Computer Vision, 24(2), 125–135.CrossRef
Zurück zum Zitat Watanabe, Y., Itoyama, K., Yamada, M., & Ishikawa, M. (2012). Digitization of deformed documents using a high-speed multi-camera array. In Proceedings of the Asian conference on computer vision (pp. 394–407). Watanabe, Y., Itoyama, K., Yamada, M., & Ishikawa, M. (2012). Digitization of deformed documents using a high-speed multi-camera array. In Proceedings of the Asian conference on computer vision (pp. 394–407).
Zurück zum Zitat Zhang, Z., & Tan, C. L. (2002). Straightening warped text lines using polynomial regression. In Proceedings of the international conference on image processing (Vol. 3, pp. 977–980). Zhang, Z., & Tan, C. L. (2002). Straightening warped text lines using polynomial regression. In Proceedings of the international conference on image processing (Vol. 3, pp. 977–980).
Zurück zum Zitat Zhang, Z., & Tan, C. L. (2003). Correcting document image warping based on regression of curved text lines. In Proceedings of the international conference on document analysis and recognition (Vol. 1, pp. 589–593). Zhang, Z., & Tan, C. L. (2003). Correcting document image warping based on regression of curved text lines. In Proceedings of the international conference on document analysis and recognition (Vol. 1, pp. 589–593).
Zurück zum Zitat Zhang, Z., Tan, C. L., & Fan, L. (2004). Restoration of curved document images through 3D shape modeling. In Proceedings of computer vision and pattern recognition (Vol. 1, pp. 10–15). Zhang, Z., Tan, C. L., & Fan, L. (2004). Restoration of curved document images through 3D shape modeling. In Proceedings of computer vision and pattern recognition (Vol. 1, pp. 10–15).
Zurück zum Zitat Zhang, L., Yip, A. M., & Tan, C. L. (2007). A restoration framework for correcting photometric and geometric distortions in camera-based document images. In Proceedings of the international conference on computer vision (pp. 1–8). Zhang, L., Yip, A. M., & Tan, C. L. (2007). A restoration framework for correcting photometric and geometric distortions in camera-based document images. In Proceedings of the international conference on computer vision (pp. 1–8).
Zurück zum Zitat Zhang, L., Yip, A. M., Brown, M. S., & Tan, C. L. (2009). A unified framework for document restoration using inpainting and shape-from-shading. Pattern Recognition, 42(11), 2961–2978.CrossRefMATH Zhang, L., Yip, A. M., Brown, M. S., & Tan, C. L. (2009). A unified framework for document restoration using inpainting and shape-from-shading. Pattern Recognition, 42(11), 2961–2978.CrossRefMATH
Zurück zum Zitat Zhang, Z., & Zhang, Z. (1998). A flexible new technique for camera calibration. IEEE Transactions on Pattern Analysis and Machine Intelligence, 22, 1330–1334.CrossRef Zhang, Z., & Zhang, Z. (1998). A flexible new technique for camera calibration. IEEE Transactions on Pattern Analysis and Machine Intelligence, 22, 1330–1334.CrossRef
Zurück zum Zitat Zhang, L., Zhang, Y., & Tan, C. L. (2008). An improved physically-based method for geometric restoration of distorted document images. IEEE Transactions on Pattern Analysis and Machine Intelligence, 30(4), 728–734.CrossRef Zhang, L., Zhang, Y., & Tan, C. L. (2008). An improved physically-based method for geometric restoration of distorted document images. IEEE Transactions on Pattern Analysis and Machine Intelligence, 30(4), 728–734.CrossRef
Metadaten
Titel
Active Rectification of Curved Document Images Using Structured Beams
verfasst von
Gaofeng Meng
Shiming Xiang
Chunhong Pan
Nanning Zheng
Publikationsdatum
20.09.2016
Verlag
Springer US
Erschienen in
International Journal of Computer Vision / Ausgabe 1/2017
Print ISSN: 0920-5691
Elektronische ISSN: 1573-1405
DOI
https://doi.org/10.1007/s11263-016-0952-z

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