Corpus ID: 49665341

Generative Adversarial Networks with Decoder-Encoder Output Noise

@article{Zhong2018GenerativeAN,
  title={Generative Adversarial Networks with Decoder-Encoder Output Noise},
  author={Guoqiang Zhong and W. Gao and Y. Liu and Youzhao Yang},
  journal={ArXiv},
  year={2018},
  volume={abs/1807.03923}
}
In recent years, research on image generation methods has been developing fast. [...] Key Method The deep convolutional generative adversarial networks (DCGANs) were then proposed to leverage the quality of generated images. Since the input noise vectors are randomly sampled from a Gaussian distribution, the generator has to map from a whole normal distribution to the images. This makes DCGANs unable to reflect the inherent structure of the training data. In this paper, we propose a novel deep model, called…Expand
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References

SHOWING 1-10 OF 43 REFERENCES
Adversarial Autoencoders
  • 1,119
  • PDF
DeLiGAN: Generative Adversarial Networks for Diverse and Limited Data
  • 130
  • PDF
Adversarial Variational Bayes: Unifying Variational Autoencoders and Generative Adversarial Networks
  • 332
  • PDF
Generative Adversarial Nets
  • 22,230
  • PDF
Deep Generative Image Models using a Laplacian Pyramid of Adversarial Networks
  • 1,612
  • PDF
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks
  • 7,822
  • PDF
PixelGAN Autoencoders
  • 59
  • PDF
Conditional Image Generation with PixelCNN Decoders
  • 1,257
  • PDF
Beyond Face Rotation: Global and Local Perception GAN for Photorealistic and Identity Preserving Frontal View Synthesis
  • 399
  • PDF
Autoencoding beyond pixels using a learned similarity metric
  • 1,155
  • PDF
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