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It really works by initially capturing cross-aspect map correlations and then spatial correlations. This enables much more effective use of model parameters.peak) of the input volume for the subsequent convolutional layer. The pooling layer would not impact the depth dimension of the volume. The Procedure performed by this layer is also referred to