Text detection in images using sparse representation with discriminative dictionaries

Image and Vision Computing

Volumn 28, Issue 12, 2010, Pages 1590-1599

  Zhao, Ming ^a   Li, Shutao ^a   Kwok, James ^b  

^a HUNAN UNIVERSITY   (China)

^b HONG KONG UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Hong Kong)

Author keywords

Discriminative dictionary; Sparse representation; Text detection

Indexed keywords

COMPUTER GRAPHICS; VIDEO RECORDING; WAVELET TRANSFORMS;

CLASSIFICATION PROCEDURE; COMPLEX BACKGROUND; DIGITAL PICTURE; DISCRIMINATIVE DICTIONARY; IMAGE SETS; MICROSOFT; PROJECTION PROFILE; RUN LENGTH; SLIDING WINDOW; SMOOTHING ALGORITHMS; SPARSE REPRESENTATION; TEST SETS; TEXT AREAS; TEXT DETECTION; VIDEO DATABASE; WEB PAGE;

TEXT PROCESSING;

EID: 77956342899     PISSN: 02628856     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.imavis.2010.04.002     Document Type: Article

References (33)

1. J. Lim, J. Park, and G.G. Medioni Text segmentation in color images using tensor voting Image and Vision Computing 25 5 2007 671 685
2. M. Lyu, J. Song, and M. Cai A comprehensive method for multilingual video text detection, localization, and extraction IEEE Transactions on Circuits and Systems for Video Technology 15 2 2005 243 255
3. K.I. Kim, K. Jung, and J.H. Kim Texture-based approach for text detection in images using support vector machines and continuously adaptive mean shift algorithm IEEE Transactions on Pattern Analysis and Machine Intelligence 25 12 2003 1631 1639
4. S. Kumar, R. Gupta, N. Khanna, S. Chaudhury, and S.D. Joshi Text extraction and document image segmentation using matched wavelets and MFR model IEEE Transactions on Image Processing 16 8 2007 2117 2128
5. C. Jung, Q. Liu, and J. Kim Accurate text localization in images based on SVM output scores Image and Vision Computing 27 2009 1295 1301
6. X. Liu, H. Fu, and Y. Jia Gaussian mixture modeling and learning of neighboring characters for multilingual text extraction in images Pattern Recognition 41 2008 484 493
7. D. Chen, O. Jean-Marc, and B. Herve Text detection and recognition in images and video frames Pattern Recognition 37 3 2004 595 608
8. Q.X. Ye, Q.M. Huang, W. Gao, and D.B. Zhao Fast and robust text detection in images and video frames Image and Vision Computing 23 6 2005 565 576
9. C. Strouthopoulos, and N. Papamarkos Text identification for document image analysis using a neural network Image and Vision Computing 16 12-13 1998 879 896
10. M. Anthimopoulos, B. Gatos and I. Pratikakis, A two-stage scheme for text detection in video images, Image and Vision Computing, (2010) to appear.
11. H.Y. Shen, J. Coughlan, and V. Ivanchenko Figure-ground segmentation using factor graphs Image and Vision Computing 27 7 2009 854 863
12. J. Wright, A. Ganesh, A.Y. Yang, and Y. Ma Robust face recognition via sparse representation IEEE Transactions on Pattern Analysis and Machine Intelligence 31 2 2009 210 227
13. W.V. Aerschot, M. Jansen, and A. Bultheel Normal mesh based geometrical image compression Image and Vision Computing 27 4 2009 459 468
14. T.-W. Lee, and M.S. Lewicki Unsupervised image classification, segmentation, and enhancement using ICA mixture models IEEE Transactions on Image Processing 11 3 2002 270 279
15. M. Elad, and M. Aharon Image denoising via sparse and redundant representations over learned dictionaries IEEE Transactions on Image Processing 15 12 2006 3736 3745
16. S. Roth, and M.J. Black Fields of experts, a framework for learning image priors Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR'05) 2005 860 867
17. W. Pan, T.D. Bui, and C.Y. Suen Text detection from scene images using sparse representation Proceeding of the 19th International Conference on Pattern Recognition (ICPR' 08) 2008 1 5
18. F. Zhang, X.Q. Ye, and W.Y. Liu Image decomposition and texture segmentation via sparse representation IEEE Journal Signal Processing Letters 15 2008 641 644
19. L. Shang Non-negative sparse coding shrinkage for image denoising using normal inverse Gaussian density model Image and Vision Computing 26 8 2008 1137 1147
20. M. Aharon, M. Elad, and A.M. Bruckstein The KSVD: an algorithm for designing of overcomplete dictionaries for sparse representations IEEE Transactions on Signal Processing 54 11 2006 4311 4322
21. J. Mairal, F. Bach, J. Ponce, G. Sapiro, and A. Zisserman Discriminative learned dictionaries for local image analysis Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR'08) 2008 1 8
22. J.F. Canny A computational approach to edge detection IEEE Transactions on Pattern Analysis and Machine Intelligence 8 6 1986 679 698
23. S.G. Mallat, and S. Zhong Characterization of signals from multiscale edges IEEE Transactions on Pattern Analysis and Machine Intelligence 11 7 1992 710 732
24. N. Nikolaou, M. Makridis, and B. Gatos Segmentation of historical machine-printed documents using Adaptive Run Length Smoothing and skeleton segmentation paths Image and Vision Computing 28 4 2010 590 604
25. X.S. Hua, W.Y. Liu, and H.J. Zhang An automatic performance evaluation protocol for video text detection algorithms IEEE Transactions on Circuits and Systems for Video Technology 14 4 2004 498 507
26. C. Mancas-Thillou, and B. Gosselin Color text extraction with selective metric-based clustering Computer Vision and Image Understanding 107 1-2 2007 97 107
27. R. Lienhart, and A. Wernicke Localizing and segmenting text in images and videos IEEE Transactions on Circuits and Systems for Video Technology 12 4 2002 256 268
28. P. Shivakumara, W.H. Huang, and C.L. Tan Efficient video text detection using edge features Proceedings of the 19th International Conference on Pattern Recognition (ICPR' 08) 2008 1 4
29. J. Gllavata, R. Ewerth, and B. Freisleben Text detection in images based on unsupervised classification of high-frequency wavelet coefficients Proceedings of the 17th International Conference on Pattern Recognition (ICPR' 04) 2004 425 428
30. K. Wong, R.G. Casey, and M. Wahl Document analysis system IBM Journal of Research and Development 26 6 1982 647 656
31. The ICDAR 2003 competitions. < http://algoval.essex.ac.uk/icdar/ Competitions.html >.
32. A. Chaudhuri, and S. Chaudhuri Robust detection of skew in document images IEEE Transaction on Image processing 6 2 1997 344 349
33. S.T. Li, Q.H. Shen, and J. Sun Skew detection using wavelet decomposition and projection profile analysis Pattern Recognition Letters 28 5 2007 555 562