Volterra series analysis and synthesis of a neural network forvelocity estimation |
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Authors: | Gray W.S. Nabet B. |
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Affiliation: | Dept. of Electr. & Comput. Eng., Old Dominion Univ., Norfolk, VA. |
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Abstract: | The motion detection problem occurs frequently in many applications connected with computer vision. Researchers have studied motion detection based on naturally occurring biological circuits for over a century. In this paper, we propose and analyze a motion detection circuit which is based on nerve membrane conduction. It consists of two unidirectional neural networks connected in an opposing fashion. Volterra input-output (I-O) models are then derived for the network so that velocity estimation can be cast as a parameter estimation problem. The technique is demonstrated through simulation. |
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