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GAN

[AdversarialNets]

Base

    • Alec Radford, Luke Metz, Soumith Chintala. "Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks." ICLR (2016). [pdf] (dcgan)
    • Martin Arjovsky, Soumith Chintala, Léon Bottou. "Wasserstein GAN." arxiv (2017). [pdf] (wgan)

Facial Attribute

    • Yunjey Choi, Minje Choi, Munyoung Kim, Jung-Woo Ha, Sung Kim, and Jaegul Choo. "StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation." ICLR (2017). [pdf][github] (StarGAN)
    • Guillaume Lample, Neil Zeghidour, Nicolas Usunier, Antoine Bordes, Ludovic Denoyer, Marc'Aurelio Ranzato. "Fader Networks: Manipulating Images by Sliding Attributes." NIPS (2017). [pdf][github](FaderNetworks)

Review

    • Mario Lucic, Karol Kurach, Marcin Michalski, Sylvain Gelly, Olivier Bousquet. "Are GANs Created Equal? A Large-Scale Study." ICLR (2017). [pdf]