Extraction of Signatures from Document Images for Real World Applications
References
- Y. LeCun, B. Boser, J. S. Denker, D. Henderson, R. E. Howard, W. Hubbard, and L. D. Jackel. Backpropagation applied to handwritten zip code recognition. Neural Computation, 1(4):541–551, Dec 1989.
- Hamish Cunningham, Diana Maynard, and Kalina Bontcheva.
Text Processing with GATE . Gateway Press CA, 2011. - Marcus Liwicki and Muhammad Imran Malik. Surprising? power of local features for automated signature verification. In 15th International Graphonomics Society Conference (IGS2011), pages 18–21,
Live Aqua Cancun , Mexico, June 2011. - Muhammad Imran Malik, Sheraz Ahmed, Andreas Dengel, and Marcus Liwicki.
A signature verification framework for digital pen applications . In 10th IAPR International Workshop on Document Analysis Systems (DAS), pages 419–423. IEEE, 2012. - M. I. Malik, Marcus Liwicki, Andreas Dengel, Seiichi Uchida, and Volkmar Frinken. Automatic signature stability analysis and verification using local features. In 14th International Conference on Frontiers in Handwriting Recognition (ICFHR), pages 621–626.
IEEE , 2014. - M. I. Malik, Marcus Liwicki, Andreas Dengel, and Bryan Found. Man vs. machine: A comparative analysis for forensic signature verification. In 16th Biennial Conference of the International Graphonomics Society (IGS), pages 9–13. International Graphonomics Society, 2013.
- S. Imade, S. Tatsuta, and T. Wada. Segmentation and classification for mixed text/image documents using neural network. In 2nd International Conference on Document Analysis and Recognition (ICDAR), pages 930–934, Oct 1993.
- K. Kuhnke, L. Simoncini, and Zs.M. Kovacs-V. A system for machine-written and hand-written character distinction. In 3rd International Conference on Document Analysis and Recognition (ICDAR), volume 2, pages 811–814, Aug 1995.
- J.K. Guo and M.Y. Ma. Separating handwritten material from machine printed text using hidden Markov models. In 6th International Conference on Document Analysis and Recognition (ICDAR), pages 439–443, 2001.
- Yefeng Zheng, Huiping Li, and D. Doermann. Machine printed text and handwriting identification in noisy document images. IEEE Transactions on Pattern Analysis and Machine Intelligence, 26(3):337–353, Mar 2004.
- Anand Rangarajan, Rama Chellappa, and Anand Rangarajan.
Markov random field models in image processing . The Handbook of Brain Theory and Neural Networks. Pages 564-567, MIT Press, 1995. - Xujun Peng, Srirangara j Setlur, Venu Govindaraju, and Ramachandrula Sitaram. Handwritten text separation from annotated machine printed documents using Markov random fields. International Journal on Document Analysis and Recognition (IJDAR), 16(1):1–16, 2013.
- Greg Hamerly and Charles Elkan.
Learning the k in k-means . Advances in neural information processing systems 16:281-288, MIT Press, 2004. - Sukalpa Chanda, Katrin Franke, and Umapada Pal. Structural handwritten and machine print classification for sparse content and arbitrary oriented document fragments. In Symposium on Applied Computing (SAC’ 10), pages 18–22.
ACM , 2010. - Christopher J. C. Burges. A tutorial on support vector machines for pattern recognition. Data Min. Knowl. Discov., 2(2):121–167, June 1998.
- Saeed Mozaffari and Parnia Bahar. Farsi/ Arabic handwritten from machine-printed words discrimination. In 13th International Conference on Frontiers in Handwriting Recognition (ICFHR), pages 698-703.
IEEE , 2012. - Purnendu Banerjee and Bidyut Baran Chaudhuri. A system for hand-written and machine-printed text separation in Bangla document images. In 13th International Conference on Frontiers in Handwriting Recognition (ICFHR), pages 758-762.
IEEE , 2012. - Sandipan Banerjee.
Identification of handwritten text in machine printed document images . In Natarajan Meghanathan, Dhinaharan Nagamalai, and Nabendu Chaki, editors, Advances in Computing and Information Technology, volume 177 of Advances in Intelligent Systems and Computing, pages 823–831. Springer Berlin Heidelberg, 2013. - Ahmad Montaser Awal, Abdel Belaïd, and Vincent Poulain d’Andecy. Handwritten/printed text separation using pseudo-lines for contextual relabeling. In 14th International Conference on Frontiers in Handwriting Recognition (ICFHR), pages 29–34, 2014.
- R. Jayadevan, S.R. Kolhe, P.M. Patil, and U. Pal. Automatic processing of handwritten bank cheque images: a survey. International Journal on Document Analysis and Recognition, 15:267–296, 2012.
- S. Djeziri, F. Nouboud, and R. Plamondon. Extraction of signatures from check background based on a filiformity criterion. IEEE Transactions on Image Processing, 7(10):1425–1438, Oct 1998.
- Vamsi Krishna Madasu, M Hafizuddin, Mohd Yusof, M. Hanmandlu, and Kurt Kubik. Automatic extraction of signatures from bank cheques and other documents. In 7th International Conference on Digital Image Computing: Techniques and Applications (DICTA), pages 591–600, 2003.
- M. Sankari, M. Benazir, and R. Bremananth. Verification of bank cheque images using hamming measures. In 11th International Conference on Control Automation Robotics and Vision (ICARCV), pages 2531–2536, Dec 2010.
- Historical and interesting bank checks.
http://www.smartmoneydaily.com/personalfinance/15historical-interesting-bank-checks.aspx . Accessed: June 15, 2015. - Guangyu Zhu, Yefeng Zheng, David Doermann, and Stefan Jaeger.
Multi-scale Structural Saliency for Signature Detection , pages 1–8. Minneapolis, MN, 2007. - Guangyu Zhu, Yefeng Zheng, David Doermann, and Stefan Jaeger. Signature detection and matching for document image retrieval. IEEE Transactions on Pattern Analysis and Machine Intelligence, 31(11):2015–2031, 2009.
- R. Mandal, P. Pratim. Roy, and U. Pal. Signature segmentation from machine printed documents using conditional random field. In 11th International Conference on Document Analysis and Recognition (ICDAR), pages 1170-1174. 2011.
- Ranju Mandal, Partha Pratim Roy, and Umapada Pal. Signature segmentation from machine printed documents using contextual information. International Journal on Pattern Recognition and Artificial Intelligence:1–25. 2012.
- José L Esteban, José F Vélez, and Ángel Sánchez. Off-line handwritten signature detection by analysis of evidence accumulation. International Journal on Document Analysis and Recognition (IJDAR), 15(4):359–368, 2012.
- Guangyu Zhu, Yefeng Zheng, David Doermann, and Stefan Jaeger. Multi-scale structural saliency for signature detection. In International Conference on Computer Vision and Pattern Recognition (CVPR), pages 1–8, 2007.
- Yi Li, Yefeng Zheng, David S. Doermann, and Stefan Jaeger. Script-independent text line segmentation in freestyle handwritten documents. IEEE Transactions on Pattern Analysis and Machine Intelligence, 30(8):1313–1329, 2008.
- Herbert Bay, Andreas Ess, Tinne Tuytelaars, and Luc Van Gool. Speeded-up robust features (SURF). Computer Vision and Image Understanding, 110(3):346–359, Jun 2008.
- Duy-Nguyen Ta, Wei-Chao Chen, Natasha Gelfand, and Kari Pulli.
Surftrac: Efficient tracking and continuous object recognition using local feature descriptors . In Computer Vision and Pattern Recognition (CVPR), pages 2937–2944. IEEE, 2009. - Wang Song, Seiichi Uchida, and Marcus Liwicki. Comparative study of part-based handwritten character recognition methods. In 11th International Conference on Document Analysis and Recognition (ICDAR), pages 814–818, 2011.
- Rafael C. Gonzalez and Richard E. Woods.
Digital Image Processing (3rd Edition) . Prentice-Hall, Inc., Upper Saddle River, NJ, USA, 2006. - Guangyu Zhu, Yefeng Zheng, David Doermann, and Stefan Jaeger. Signature Detection and Matching for Document Image Retrieval. IEEE Transactions on Pattern Analysis and Machine Intelligence, 31(11):2015–2031, November 2009.
- Sheraz Ahmed, Muhammad Imran Malik, Marcus Liwicki, and Andreas Dengel. Signature segmentation from document images. In 13th International Conference on Frontiers in Handwriting Recognition (ICFHR), pages 423–427.
IEEE , 2012. - Muhammad Imran Malik, Sheraz Ahmed, Marcus Liwicki, and Andreas Dengel. Freak for real time forensic signature verification. In 12th International Conference on Document Analysis and Recognition (ICDAR), pages 971–975.
IEEE , 2013. - Muhammad Imran Malik, Marcus Liwicki, and Andreas Dengel. Part-based automatic system in comparison to human experts for forensic signature verification. In 12th International Conference on Document Analysis and Recognition (ICDAR), pages 872–876.
IEEE , 2013. - Zohaib Khan, Faisal Shafait, and Ajmal Mian. Hyper-spectral imaging for ink mismatch detection. In 12th International Conference on Document Analysis and Recognition (ICDAR), pages 877–881.
IEEE , 2013. - Sheraz Ahmed, Marcus Liwicki, and Andreas Dengel. Extraction of text touching graphics using surf. In 10th IAPR International Workshop on Document Analysis Systems (DAS), pages 349–353, Mar 2012.
DOI: https://doi.org/10.69525/jasqde.223 | Journal eISSN: 1524-7287
Language: English
Page range: 67 - 78
Published on: Dec 1, 2015
Published by: American Society of Questioned Document Examiners
In partnership with: Paradigm Publishing Services
© 2015 Sheraz Ahmed, Muhammad Imran Malik, Andreas Dengel, Marcus Liwicki, published by American Society of Questioned Document Examiners
This work is licensed under the Creative Commons Attribution 4.0 License.