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Hoàng-Ân Lê, Tushar Nimbhorkar, Thomas Mensink et al.
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Computer Vision and Image Understanding
It is concluded that adversarial training is beneficial if and only if the reconstruction loss is not too constrained, and non-adversarial training outperforms (or is on par with) any method trained with a GAN when a constrained reconstruction loss is used in combination with batch normalisation.
R. Groenendijk, Sezer Karaoglu, Theo Gevers et al.
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