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• W2899160902 abstract "We introduce a version of a variational auto-encoder (VAE), which can generate good perturbations of images, when trained on a complex dataset (in our experiments, CIFAR-10). The net is using only two latent generative dimensions per class, with uni-modal probability density. The price one has to pay for good generation is that not all training images are well reconstructed. An additional classifier is required to determine which training image is well reconstructed and generally the weights of training images. Only training images which are well reconstructed, can be perturbed. For good perturbations, we use the tentative empirical drifts of well reconstructed images. The construct is not predictive in the usual statistical sense." @default.
• W2899160902 created "2018-11-09" @default.
• W2899160902 creator A5089784119 @default.
• W2899160902 date "2018-10-30" @default.
• W2899160902 modified "2023-09-26" @default.
• W2899160902 title "Generating new pictures in complex datasets with a simple neural network." @default.
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