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• W2553897675 abstract "We study the problem of transferring a sample in one domain to an analog sample in another domain. Given two related domains, S and T, we would like to learn a generative function G that maps an input sample from S to the domain T, such that the output of a given function f, which accepts inputs in either domains, would remain unchanged. Other than the function f, the training data is unsupervised and consist of a set of samples from each domain. The Domain Transfer Network (DTN) we present employs a compound loss function that includes a multiclass GAN loss, an f-constancy component, and a regularizing component that encourages G to map samples from T to themselves. We apply our method to visual domains including digits and face images and demonstrate its ability to generate convincing novel images of previously unseen entities, while preserving their identity." @default.
• W2553897675 created "2016-11-30" @default.
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• W2553897675 date "2016-11-07" @default.
• W2553897675 modified "2023-10-01" @default.
• W2553897675 title "Unsupervised Cross-Domain Image Generation" @default.
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• W2553897675 hasPublicationYear "2016" @default.
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