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It works by initial capturing cross-function map correlations and afterwards spatial correlations. This enables far more efficient usage of model parameters.Xception is definitely an architecture based upon Inception, that replaces the inception modules with depthwise separable convolutions (depthwise convolution followed by pointwise convolutions)