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Awsome-GAN-Training

A curated list of resources related to training of GANs

GAN Variants

Year Conf Code Title
2014 NIPS Pt+Tf Vanilla-GAN - Generative Adversarial Networks
2017 ICCV Pt+Tf LS-GAN - Least Squares Generative Adversarial Networks
2017 ICML Pt+Tf WGAN - Wasserstein GAN
2017 NIPS Pt+Tf WGAN-GP - Improved Training of Wasserstein GANs
2019 ICLR Pt The relativistic discriminator: a key element missing from standard gan

Normalization, Network Architecture

Year Conf Code Title
2017 CVPR Torch,Pt PatchGAN - Image-to-Image Translation with Conditional Adversarial Nets
2017 Arxiv Megapixel Size Image Creation using Generative Adversarial Networks
2018 ICLR Pt SN-GAN - Spectral Normalization for Generative Adversarial Networks
2018 ICLR Tf+Theano Progressive Growing of GANs for Improved Quality, Stability, and Variation
2018 Arxiv Efficient Super Resolution For Large-Scale Images Using Attentional GAN
2019 ICLR Pt BigGAN - Large Scale GAN Training for High Fidelity Natural Image Synthesis
2020 CVPR Pt A U-Net Based Discriminator for Generative Adversarial Networks
2020 CVPR Pt Analyzing and Improving the Image Quality of StyleGAN

Performance analysis and comparisons

Year Conf Code Title
2016 NIPS Pt Improved Techniques for Training GANs
2017 ICLR Towards Principled Methods for Training Generative Adversarial Networks
2017 Arxiv On the Effects of Batch and Weight Normalization in Generative Adversarial Networks
2017 Arxiv Stabilizing Training of Generative Adversarial Networks through Regularization
2018 NIPS Tf Are GANs Created Equal? A Large-Scale Study
2018 NIPS Tf Assessing Generative Models via Precision and Recall
2019 ICML Tf High-Fidelity Image Generation With Fewer Labels
2019 ICML Tf A Large-Scale Study on Regularization and Normalization in GANs
2020 Arxiv GANs with Variational Entropy Regularizers: Applications in Mitigating the Mode-Collapse Issue

Misc

Year Conf Code Title
2019 CVPR Pt Label-Noise Robust Generative Adversarial Networks
2019 ICCV Pt Singan: Learning a generative model from a single natural image
2020 Arxiv Training Generative Adversarial Networks with Limited Data
2020 CVPR Noise Robust Generative Adversarial Networks
2020 Arxiv A review on generative adversarial networks: Algorithms, theory, and applications
2020 Arxiv Regularization Methods for Generative Adversarial Networks: An Overview of Recent Studies
2020 Arxiv Pt Improved techniques for training single-image gans

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