Differentiable Augmentation for Data-Efficient GAN Training

18 June 2020

Shengyu Zhao

Zhijian Liu

Ji Lin

Jun-Yan Zhu

Song Han

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Papers citing "Differentiable Augmentation for Data-Efficient GAN Training"

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Title
GANs Can Play Lottery Tickets Too Xuxi Chen Zhenyu (Allen) Zhang Yongduo Sui Tianlong Chen GAN 19 58 0 31 May 2021
Recent advances and clinical applications of deep learning in medical image analysis Xuxin Chen Ximing Wang Kecheng Zhang K. Fung T. Thai K. Moore Robert S. Mannel Hong Liu B. Zheng Y. Qiu OOD 18 572 0 27 May 2021
EXoN: EXplainable encoder Network SeungHwan An Hosik Choi Jong-June Jeon BDL DRL 29 5 0 23 May 2021
A Good Image Generator Is What You Need for High-Resolution Video Synthesis Yu Tian Jian Ren Menglei Chai Kyle Olszewski Xi Peng Dimitris N. Metaxas Sergey Tulyakov VGen 51 183 0 30 Apr 2021
MineGAN++: Mining Generative Models for Efficient Knowledge Transfer to Limited Data Domains Yaxing Wang Abel Gonzalez-Garcia Chenshen Wu Luis Herranz F. Khan Shangling Jui Joost van de Weijer 32 6 0 28 Apr 2021
Surrogate Gradient Field for Latent Space Manipulation Minjun Li Yanghua Jin Huachun Zhu GAN 19 18 0 19 Apr 2021
Few-shot Image Generation via Cross-domain Correspondence Utkarsh Ojha Yijun Li Jingwan Lu Alexei A. Efros Yong Jae Lee Eli Shechtman Richard Y. Zhang 25 259 0 13 Apr 2021
Direct Differentiable Augmentation Search Aoming Liu Zehao Huang Zhiwu Huang Naiyan Wang 27 33 0 09 Apr 2021
Regularizing Generative Adversarial Networks under Limited Data Hung-Yu Tseng Lu Jiang Ce Liu Ming-Hsuan Yang Weilong Yang GAN 35 142 0 07 Apr 2021
Distilling and Transferring Knowledge via cGAN-generated Samples for Image Classification and Regression Xin Ding Z. J. Wang Zuheng Xu Z. Jane Wang William J. Welch 30 22 0 07 Apr 2021
Semi-supervised Synthesis of High-Resolution Editable Textures for 3D Humans Bindita Chaudhuri N. Sarafianos Linda G. Shapiro Tony Tung 3DH 19 27 0 31 Mar 2021
ReMix: Towards Image-to-Image Translation with Limited Data Jie Cao Luanxuan Hou Ming-Hsuan Yang Ran He Zhenan Sun 26 24 0 31 Mar 2021
Large Scale Image Completion via Co-Modulated Generative Adversarial Networks Shengyu Zhao Jianwei Cui Yilun Sheng Yue Dong Xiao Liang E. Chang Yan Xu 51 290 0 18 Mar 2021
Training GANs with Stronger Augmentations via Contrastive Discriminator Jongheon Jeong Jinwoo Shin 30 65 0 17 Mar 2021
Deep Generative Modelling: A Comparative Review of VAEs, GANs, Normalizing Flows, Energy-Based and Autoregressive Models Sam Bond-Taylor Adam Leach Yang Long Chris G. Willcocks VLM TPM 41 481 0 08 Mar 2021
Scalable Balanced Training of Conditional Generative Adversarial Neural Networks on Image Data Massimiliano Lupo Pasini Vittorio Gabbi Junqi Yin S. Perotto N. Laanait GAN AI4CE 24 3 0 21 Feb 2021
Image Generators with Conditionally-Independent Pixel Synthesis Ivan Anokhin K. Demochkin Taras Khakhulin Gleb Sterkin Victor Lempitsky Denis Korzhenkov 27 156 0 27 Nov 2020
Continuous Conditional Generative Adversarial Networks: Novel Empirical Losses and Label Input Mechanisms Xin Ding Student Member Ieee Yongwei Wang Zuheng Xu William J. Welch F. I. Z. Jane Wang GAN VLM 37 27 0 15 Nov 2020
Adversarial score matching and improved sampling for image generation Alexia Jolicoeur-Martineau Remi Piche-Taillefer Rémi Tachet des Combes Ioannis Mitliagkas DiffM 26 125 0 11 Sep 2020
AlphaGAN: Fully Differentiable Architecture Search for Generative Adversarial Networks Yuesong Tian Li Shen Li Shen Guinan Su Zhifeng Li Wei Liu GAN 31 32 0 16 Jun 2020
Training Generative Adversarial Networks with Limited Data Tero Karras M. Aittala Janne Hellsten S. Laine J. Lehtinen Timo Aila GAN 66 1,856 0 11 Jun 2020
xAI-GAN: Enhancing Generative Adversarial Networks via Explainable AI Systems Vineel Nagisetty Laura Graves Joseph Scott Vijay Ganesh GAN DRL 18 27 0 24 Feb 2020
Improved Consistency Regularization for GANs Zhengli Zhao Sameer Singh Honglak Lee Zizhao Zhang Augustus Odena Han Zhang 32 153 0 11 Feb 2020
Defending Adversarial Attacks via Semantic Feature Manipulation Shuo Wang Tianle Chen Surya Nepal Carsten Rudolph M. Grobler Shangyu Chen AAML 16 5 0 03 Feb 2020
Generating Semantic Adversarial Examples via Feature Manipulation Shuo Wang Surya Nepal Carsten Rudolph M. Grobler Shangyu Chen Tianle Chen AAML 23 12 0 06 Jan 2020
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 285 10,354 0 12 Dec 2018
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 271 5,329 0 05 Nov 2016