On Color Texture Generating Based on Simplified KIII Model

KIII model is an olfactory neural networks bionic model proposed by Walter J. Freeman. Its architecture simulates that of olfactory neural system, which is different from other artificial neural networks. Through simplifying KIII model, a color texture generating algorithm is proposed combining with RGB. In RGB space, the tricolor of each pixel (red, green and blue) is used as the model input and the model output is composed as the tricolor of corresponding pixel in generated texture image. Experimental results show that simplified KIII model can generate beautiful color texture images.

[1]  Mingyu Liu,et al.  Non-negative Matrix Factorizations Based Spontaneous Electroencephalographic Signals Classification Using Back Propagation Feedback Neural Networks , 2005, ISNN.

[2]  Jin Zhang,et al.  Face Recognition Using a Neural Network Simulating Olfactory Systems , 2006, ISNN.

[3]  Wu Xiao The Texture Image Generation Based on Neural Network , 2000 .

[4]  Jin Zhang,et al.  Analysis of bionic olfactory neural networks based on small-world networks view , 2008, 2008 7th World Congress on Intelligent Control and Automation.

[5]  W. J. Freeman,et al.  Pattern recognition in olfactory systems: modeling and simulation , 1989, International 1989 Joint Conference on Neural Networks.

[6]  Guang Li,et al.  Study of a bionic pattern classifier based on olfactory neural system , 2004, Int. J. Bifurc. Chaos.

[7]  Zhang Jin Algorithm for Texture Image Generation Based on a Bionic Model of Olfactory Neural Networks , 2008 .

[8]  Po-Lei Lee,et al.  Recognition of Motor Imagery Electroencephalography Using Independent Component Analysis and Machine Classifiers , 2005, Annals of Biomedical Engineering.

[9]  Jin Zhang,et al.  Application of novel chaotic neural network on Mandarin digital speech recognition , 2009 .

[10]  Walter J. Freeman,et al.  Biologically Modeled Noise Stabilizing Neurodynamics for Pattern Recognition , 1998 .

[11]  Rupert Paget,et al.  Texture synthesis via a noncausal nonparametric multiscale Markov random field , 1998, IEEE Trans. Image Process..