PCNN models and applications

Pulse coupled neural network (PCNN) models are described. The linking field modulation term is shown to be a universal feature of any biologically grounded dendritic model. Applications and implementations of PCNNs are reviewed. Application based variations and simplifications are summarized. The PC...

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Bibliographic Details
Published inIEEE transactions on neural networks Vol. 10; no. 3; pp. 480 - 498
Main Authors Johnson, J.L., Padgett, M.L.
Format Journal Article
LanguageEnglish
Published United States IEEE 1999
Subjects
Biological system modeling
Brain modeling
Decomposition
Image coding
Image decomposition
Image fusion
Image processing
Joining
Joining processes
Linking
Mathematical models
Modulation
Neural networks
Neurons
Pulse generation
Simplification
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Summary:Pulse coupled neural network (PCNN) models are described. The linking field modulation term is shown to be a universal feature of any biologically grounded dendritic model. Applications and implementations of PCNNs are reviewed. Application based variations and simplifications are summarized. The PCNN image decomposition (factoring) model is described in detail.
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ISSN:1045-9227
1941-0093
DOI:10.1109/72.761706