Improvement of the generalization capability for a pattern-recognition neural network that uses a Gaussian-synapse neuron model |
| |
Authors: | Lin X Mori M Watanabe M |
| |
Affiliation: | Electrotechnical Laboratory, 1-1-4 Umezono, Tsukuba 305-8568, Japan. |
| |
Abstract: | A method for improving the generalization capability for optical pattern recognition by use of a Gaussian-synapse neuron model is discussed. By the dispersive effect of the Gaussian function the input images are blurred and then fed into a multilayer neural network for learning and recognition. The effectiveness of this method is demonstrated in two-dimensional shift- and scale-invariant optical pattern recognition. |
| |
Keywords: | |
本文献已被 PubMed 等数据库收录! |
|