Abstract
In this paper, we present a method for pattern such as graphical symbol and shape recognition and retrieval. It is basically based on dynamic programming for matching the Radon features. The key characteristic of the method is to use DTW algorithm to match corresponding pairs of histograms at every projecting angle. This allows to exploit the Radon property to include both boundary as internal structure of shapes, while avoiding compressing pattern representation into a single vector and thus miss information, thanks to the DTW. Experimental results show that the method is robust to distortion and degradation including affine transformations.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Attalla, E., Siy, P.: Robust shape similarity retrieval based on contour segmentation polygonal multiresolution and elastic matching. PR 38(12), 2229–2241 (2005)
Bailey, R.R., Srinath, M.: Orthogonal moment features for use with parametric and non-parametric classifiers. IEEE PAMI 18(4), 389–399 (1996)
Bandera, C.U.A., Sandoval, F.: Non-parametric planar shape representation based on adaptive curvature functions. PR 35, 43–53 (2002)
Belongie, S., Malik, J., Puzicha, J.: Shape matching and object recognition using shape contexts. IEEE PAMI 24(4), 509–522 (2002)
Bernier, T., Landry, J.A.: A new method for representing and matching shapes of natural objects. PR 36(8), 1711–1723 (2003)
Boulgouris, N.V., Chi, Z.X.: Gait recognition using radon transform and linear discriminant analysis. IEEE Image Processing 16(3), 731–740 (2007)
Bunke, H., Riesen, K.: Recent advances in graph-based pattern recognition with applications in document analysis. PR 44(5), 1057–1067 (2011)
Chong, C., Raveendran, P., Mukudan, R.: A comparative analysis of algorithms for fast computation of zernike moments. PR 36, 731–742 (2003)
Coetzer, J.: Off-line Signature Verification. Ph.D. thesis, University of Stellenbosch (2005)
Conte, D., Foggia, P., Sansone, C., Vento, M.: Thirty years of graph matching in pattern recognition. IJPRAI 18(3), 265–298 (2004)
Deans, S.R.: Applications of the Radon Transform. Wiley Interscience Publications, New York (1983)
El-ghazal, A., Basir, O., Belkasim, S.: Farthest point distance: A new shape signature for fourier descriptors. Signal Processing: Image Communication 24(7), 572–586 (2009)
Flusser, J.: On the independence of rotation moment invariants. PR 33(9), 1405–1410 (2000)
Fränti, P., Mednonogov, A., Kyrki, V., Kälviäinen, H.: Content-based matching of line-drawing images using the hough transform. IJDAR 3(2), 117–124 (2000)
GREC: International symbol recognition contest at grec2003 (2003), http://www.cvc.uab.es/grec2003/SymRecContest/
Jafari-Khouzani, K., Soltanian-Zadeh, H.: Radon transform orientation estimation for rotation invariant texture analysis. IEEE PAMI 27(6), 1004–1008 (2005)
Jain, A.K., Duin, R.P.W., Mao, J.: Statistical pattern recognition: A review. IEEE PAMI 22(1), 4–37 (2000)
Santosh,K.C., Wendling, L., Lamiroy, B.: Using spatial relations for graphical symbol description. In: ICPR. pp. 2041–2044 (2010)
Kim, W.Y., Kim, Y.S.: A region-based shape descriptor using zernike moments. Signal Processing: Image Communication 16(1-2), 95–102 (2000)
Kruskall, J.B., Liberman, M.: The symmetric time warping algorithm: From continuous to discrete. In: Time Warps, String Edits and Macromolecules: The Theory and Practice of String Comparison, pp. 125–161. Addison-Wesley, Reading (1983)
Latecki, L.J., Lakmper, R., Eckhardt, U.: Shape descriptors for non-rigid shapes with a single closed contour. In: CVPR, pp. 1424–1429 (2000)
Leavers, V.F.: Use of the two-dimensional radon transform to generate a taxonomy of shape for the characterization of abrasive powder particles. IEEE PAMI 22(12), 1411–1423 (2000)
Loncaric, S.: A survey of shape analysis techniques. PR 31(8), 983–1001 (1998)
Jayadevan, R., Kolhe, S.R., Patil, P.M.: Dynamic time warping based static hand printed signature verification. PRR 4(1), 52–65 (2009)
Salvador, S., Chan, P.: Toward accurate dynamic time warping in linear time and space. Intell. Data Anal. 11(5), 561–580 (2007)
Sebastian, T.B., Klein, P.N., Kimia, B.B.: Recognition of shapes by editing shock graphs. In: ICCV, pp. 755–762 (2001)
Tabbone, S., Wendling, L., Salmon, J.-P.: A new shape descriptor defined on the radon transform. CVIU 102(1), 42–51 (2006)
Teh, C.H., Chin, R.T.: On image analysis by the methods of moments. IEEE PAMI 10(4), 496–513 (1988)
Wendling, L., Rendek, J., Matsakis, P.: Selection of suitable set of decision rules using choquet integral. In: SSPR/SPR, pp. 947–955 (2008)
Zhang, D., Lu, G.: Shape-based image retrieval using generic fourier descriptor. Signal Processing: Image Communication 17, 825–848 (2002)
Zhang, D., Lu, G.: Review of shape representation and description techniques. PR 37(1), 1–19 (2004)
Zhang, D., Lu, G.: Study and evaluation of different fourier methods for image retrieval. IVC 23(1), 33–49 (2005)
Zhu, S.C., Yuille, A.L.: Forms: A flexible object recognition and modelling system. IJCV 20(3), 187–212 (1996)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2011 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
K.C., S., Lamiroy, B., Wendling, L. (2011). DTW for Matching Radon Features: A Pattern Recognition and Retrieval Method. In: Blanc-Talon, J., Kleihorst, R., Philips, W., Popescu, D., Scheunders, P. (eds) Advanced Concepts for Intelligent Vision Systems. ACIVS 2011. Lecture Notes in Computer Science, vol 6915. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-23687-7_23
Download citation
DOI: https://doi.org/10.1007/978-3-642-23687-7_23
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-23686-0
Online ISBN: 978-3-642-23687-7
eBook Packages: Computer ScienceComputer Science (R0)