Classification of noisy patterns using ARTMAP-based neural networks

Dimitrios Charalampidis; Georgios C. Anagnostopoulos; Takis Kasparis; Michael Georgiopoulos

doi:10.1117/12.390470

29 June 2000 Classification of noisy patterns using ARTMAP-based neural networks

Dimitrios Charalampidis, Georgios C. Anagnostopoulos, Takis Kasparis, Michael Georgiopoulos

Proceedings Volume 4041, Visual Information Processing IX; (2000) https://doi.org/10.1117/12.390470
Event: AeroSense 2000, 2000, Orlando, FL, United States

Abstract

In this paper we present a modification of the test phase of ARTMAP-based neural networks that improves the classification performance of the networks when the patterns that are used for classification are extracted from noisy signals. The signals that are considered in this work are textured images, which are a case of 2D signals. Two neural networks from the ARTMAP family are examined, namely the Fuzzy ARTMAP (FAM) neural network and the Hypersphere ARTMAP (HAM) neural network. We compare the original FAM and HAM architectures with the modified ones, which we name FAM-m and HAM-m respectively. We also compare the classification performance of the modified networks, and of the original networks when they are trained with patterns extracted from noisy textures. Finally, we illustrate how combination of features can improve the classification performance for both the noiseless and noisy textures.

Citation Download Citation

Dimitrios Charalampidis, Georgios C. Anagnostopoulos, Takis Kasparis, and Michael Georgiopoulos "Classification of noisy patterns using ARTMAP-based neural networks", Proc. SPIE 4041, Visual Information Processing IX, (29 June 2000); https://doi.org/10.1117/12.390470

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