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Because of input x normalized in training phase, the GeneratorCNN output G is also normalized. Therefore input x in testing phase need to normalize.
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Because of input x normalized in training phase, the output G of GeneratorCNN is also normalized.
Therefore, the input x in testing phase need to be normalized.