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Moment based Object Classification from Shapes
| International Journal of Computer Applications |
| Foundation of Computer Science (FCS), NY, USA |
| Volume 109 - Number 5 |
| Year of Publication: 2015 |
| Authors: G.karuna, P.chandrasekhar Reddy, M.srinivasa Rao |
10.5120/19183-0669
|
G.karuna, P.chandrasekhar Reddy, M.srinivasa Rao . Moment based Object Classification from Shapes. International Journal of Computer Applications. 109, 5 ( January 2015), 11-14. DOI=10.5120/19183-0669
Abstract
A flexible object recognition system is considered which can compute the good features for high classification of objects. To characterize an output class or object usage of appropriate features is vital for all classification problems. Moment invariant functions are very useful for object classification, regardless of its orientation, size and position. The main features leading us to our objective are representations of objects using 2D images. The proposed paper focus on, the classification performance of classifiers with moment–based feature sets is introduced after only efficient feature extraction. The experimental results shows that the proposed feature descriptor performs well with existing texture descriptors in terms of classification accuracy.
References
- T. Crimmins, "A complete set of Fourier descriptors for two-dimensional shapes," IEEE T-SMC, vol. 12, 1982.
- G. Chauang and C. Kuo, "Wavelet Descriptor of Planar Curves: Theory and Applications," IEEE T-IP, vol. 5, 1996
- Bartolini, P. Ciaccia, and M. Patella, "Warp: Accurate Retrieval of Shapes using Phase of Fourier Descriptors and Time Warping Distance," IEEE T-PAMI, vol. 27, no. 1, 2005.
- Shutler J D, Nixon M S "Zernike velocity moments for description and recognition of moving shapes," Proc. BMVC, pp: 705–714, 2001.
- Kim W-K, Sung Y, "A region-based shape descriptor using Zernike moments," Signal Process. Image Commun. , Vol. 16, pp:95–102, 2000.
- Hu M "Visual pattern recognition by moment invariants," IRE Trans. Inf. Theor. IT-8, pp:179–187, 1962.
- Wong W H, Siu W C "Improved digital filter structure for fast moment computation," IEE Proc. Vision, Image Signal Process. , Vol. 46, pp: 73–79, 1999.
- Liao S X, Pawlak M "On the accuracy of Zernike moments for image analysis," IEEE Trans. Pattern Anal. Mach. Intell. , Vol. 20, pp: 1358–1364, 1998.
- Mohamed Rizon, Haniza Yazid, "Object Detection using Geometric Invariant Moment," American Journal of Applied Sciences, Vol. 2, Issue:6, pp:1876-1878, 2006.
- G. Karuna, B. Sujatha, "An Efficient Representation of Shape for Object Recognition and Classification using Circular Shift Method," Int. Journal of Scientific & Engineering Research, Volume 4, Issue 12, pp: 703-707, December-2013, ISSN 2229-5518.
- Chaur-Chin Chien, "Improved Moment Invariants for Shape Discrimination," Pattern Recognition, Vol. 26, No. 5, pp. 683-686, 1993.
- R. Mukundan, K. R. Ramakrishnan, Moment Functions in Image analysis, World Scientific Publisher, Singapore, 1998.
- D. P. Huttenlocher, G. A. Klanderman, W. J. Rucklidge, "Comparing images using the Hausdorff distance," IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 15, No. 9, pp:850–863, 1993.
- Wu G. S. , Bao F. S. , Xu E. Y. , Wang Y. X. , Yi-Fan Chang Y. F. , Xiang Q. L. ,"A Leaf Recognition Algorithm for Plant classification Using Probabilistic Neural Network," IEEE International Symposium on Signal Processing and Information Technology, 2007.
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