Noise-Equipped Convolutional Neural Networks

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Abstract:

As a generic modeling tool, Convolutional Neural Network (CNN) has been widely employed in image synthesis and translation tasks. However, when a CNN model is fed with a flat input, the transformation degrades into a scaling operation due to the spatial sharing nature of convolution kernels. This inherent problem has been barely studied...More

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