Cooperative Learning of Descriptor and Generator Networks

IEEE Transactions on Pattern Analysis and Machine Intelligence, pp. 27-45, 2018.

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Abstract:

This paper studies the cooperative training of two generative models for image modeling and synthesis. Both models are parametrized by convolutional neural networks (ConvNets). The first model is a deep energy-based model, whose energy function is defined by a bottom-up ConvNet, which maps the observed image to the energy. We call it the ...More

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