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- W2799709780 abstract "We present a new method to generate fake data in unknown classes in generative adversarial networks (GANs) framework. The generator in GANs is trained to generate somewhat similar to data in known classes but the different one by modelling noisy distribution on feature space of a classifier using proposed marginal denoising autoencoder. The generated data are treated as fake instances in unknown classes and given to the classifier to make it be robust to the real unknown classes. Our results show that synthetic data can act as fake unknown classes and keep down the certainty of the classifier on real unknown classes meanwhile the classification capability of known classes is not degenerated, even improved." @default.
- W2799709780 created "2018-05-17" @default.
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- W2799709780 date "2018-04-01" @default.
- W2799709780 modified "2023-10-10" @default.
- W2799709780 title "Open Set Recognition by Regularising Classifier with Fake Data Generated by Generative Adversarial Networks" @default.
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- W2799709780 doi "https://doi.org/10.1109/icassp.2018.8461700" @default.
- W2799709780 hasPublicationYear "2018" @default.
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