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Pulse Coupled Neural Network (PCNN) is a new generation of artificial neural networks, which has biological background, embodies excellent performance in image segmentation. However, the problem of parameter estimation and threshold iteration in PCNN model has not been resolved yet. This paper combined 1-dimensional Maximal Correlative Criterion with 2-dimensional Maximal Correlative Criterion to...