Fuzzy ARTMAP classification of invariant features derived using angle of rotation from a neural network

Information sciences

Volumn 130, Issue 1-4, 2000, Pages 67-84

  Raveendran, P ^a   Palaniappan, R ^a   Omatu, Sigeru ^b  

^a UNIVERSITY OF MALAYA   (Malaysia)

^b OSAKA UNIVERSITY   (Japan)

Author keywords

[No Author keywords available]

Indexed keywords

BACKPROPAGATION; COMPUTATIONAL METHODS; FEATURE EXTRACTION; FUZZY SETS; IMAGE ANALYSIS; INVARIANCE; LEARNING ALGORITHMS; NEURAL NETWORKS;

BACKPROPAGATION LEARNING ALGORITHMS; MOMENT FUNCTIONS;

PATTERN MATCHING;

EID: 0034507837     PISSN: 00200255     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0020-0255(00)00087-6     Document Type: Article

References (23)

1. Persoon E., Fu K.S. Shape discrimination using Fourier descriptors. IEEE Transactions on System Man and Cybernatics. 7:1977;170-179.
2. Hsu Y.N., Arsenault H.H., April G. Rotational invariant digital pattern recognition using circular harmonic expansion. Applied Optics. 21:1982;4012-4015.
3. Duda R.O., Hart P.E. Pattern Classification and Scene Analysis. 1973;Wiley, New York.
4. Hu M.K. Visual pattern recognition by moment invariants. IRE Transactions on Information Theory. 8:1962;179-187.
5. Smith F.W., Wright M.H. Automatic ship photo interpretation by the method of moments. IEEE Transactions on Computer. 20:1971;1089-1094.
6. Dudani S.A, Kenneth K.J., McGhee R.B. Aircraft identification by moment invariants. IEEE Transactions on Computer. 26:1977;39-45.
7. Reddi S. Radial and angular moment invariants for image identification. IEEE Transactions on Pattern Analysis and Machine Intelligence. 3:1981;240-242.
8. Revees A., Prokop R., Andrews S., Kuhl F. Three dimensional shape analysis using moments and Fourier descriptors. IEEE Transactions on Pattern Analysis and Machine Intelligence. 10:1988;937-943.
9. Raveendran P., Omatu S. Neuro-pattern classification of elongated and contracted images. Information Sciences. 3:1995;209-221.
10. Khotanzad A., Liu J.H. Classification of invariant image representations using a neural network. IEEE Transactions on Neural Networks. 38(6):1990;1028-1038.
11. Teague M.R. Image analysis via general theory of moments. Journal of Optical Society of America. 70:1980;920-930.
12. Bamieh R., Figueiredo De A general moments/attributed-graph method for the three dimensional object recognition from a single image. IEEE Journal of Robotics and Automation. 2:1986;31-41.
13. P. Raveendran, S. Omatu, S. Poh, A new technique to derive invariant features for unequally scaled images, in: Proceedings of IEEE International Conference on Systems, Man and Cybernetics, vol. 4, Ocotober 1997, pp. 3158-3163.
14. P. Raveendran, S. Omatu, S.C. Poh, Using estimation of scaling factor from neural network to derive invariant features, in: Proceedings of IEEE International Conference on Neural Networks, May 1998.
15. Raveendran P., Omatu S., Wan A.B. Generated moments by neural networks to recognise invariant image representations. Journal of Artificial Neural Networks. 1(3):1994;133-147.
16. Fukumi M., Omatu S., Takeda F., Kosaka T. Rotation-invariant neural pattern recognition system with application to coin recognition. IEEE Transactions on Neural Networks. 2(3):1992;272-279.
17. Fukumi M., Omatu S., Nishikawa Y. Rotation-invariant neural pattern recognition system estimating a rotation angle. IEEE Transactions on Neural Networks. 8(3):1997;568-581.
18. S.D. You, G.E. Ford, Network model for invariant object recognition and rotation angle estimation, in: Proceedings of International Joint Conference on Neural Networks, vol. 3, 1993, pp. 2145-2148.
19. D.E. Rumelhart, J.L. McCelland, Parallel Distributed Processing: Exploration in the Microstructure of Cognition, vol. 1, MIT Press, Cambridge, MA, 1986.
20. Carpenter G.A., Grossberg S., Reynolds J.H. ARTMAP: supervised real time learning and classification of nonstationary data by a self-organising neural network. Neural Networks. 4:1991;565-588.
21. Carpenter G.A., Grossberg S. A massively parallel architecture for a self-organizing neural pattern recognition machine. Computer Vision, Graphics, and Image Processing. 37:1987;54-115.
22. G.A. Carpenter, S. Grossberg, D.B. Rosen, Fuzzy Art: an adaptive resonance algorithm for rapid stable classification of analog patterns, in: Proceedings of International Joint Conference on Neural Networks, vol. 2, pp. 411-420.
23. G.A. Carpenter, S. Grossberg, N. Markuzon, J.H. Reynolds, D.B. Rosen, Fuzzy ARTMAP: a neural network architecture for incremental supervised learning of analog multidimensional maps, IEEE Transactions on Neural Networks 3 (5) (1992).