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
Towards Better Alignment: Training Diffusion Models with Reinforcement Learning Against Sparse Rewards Zijing Hu Fengda Zhang Long Chen Kun Kuang Jiahui Li Kaifeng Gao Jun Xiao X. Wang Wenwu Zhu EGVM 56 0 0 14 Mar 2025
Revealing Unintentional Information Leakage in Low-Dimensional Facial Portrait Representations Kathleen Anderson Thomas Martinetz CVBM 73 0 0 12 Mar 2025
Transfer Learning with Pre-trained Conditional Generative Models Shinýa Yamaguchi Sekitoshi Kanai Atsutoshi Kumagai Daiki Chijiwa H. Kashima VLM CLL BDL DiffM 148 5 0 21 Feb 2025
Block Flow: Learning Straight Flow on Data Blocks Zibin Wang Zhiyuan Ouyang Xiangyun Zhang 36 0 0 20 Jan 2025
SoftVQ-VAE: Efficient 1-Dimensional Continuous Tokenizer H. Chen Z. Wang Xianrui Li Xingchen Sun Fangyi Chen Jiang Liu J. Wang Bhiksha Raj Zicheng Liu Emad Barsoum VLM 114 6 0 14 Dec 2024
DyMO: Training-Free Diffusion Model Alignment with Dynamic Multi-Objective Scheduling Xin Xie Dong Gong 82 1 0 01 Dec 2024
MCGAN: Enhancing GAN Training with Regression-Based Generator Loss Baoren Xiao Hao Ni Weixin Yang GAN 49 0 0 27 May 2024
Distilling Diffusion Models into Conditional GANs Minguk Kang Richard Zhang Connelly Barnes Sylvain Paris Suha Kwak Jaesik Park Eli Shechtman Jun-Yan Zhu Taesung Park 46 37 0 09 May 2024
CCDM: Continuous Conditional Diffusion Models for Image Generation Xin Ding Member Ieee Yongwei Wang Kao Zhang F. I. Z. Jane Wang DiffM 19 3 0 06 May 2024
Conditional Distribution Modelling for Few-Shot Image Synthesis with Diffusion Models Parul Gupta Munawar Hayat Abhinav Dhall Thanh-Toan Do DiffM 46 1 0 25 Apr 2024
Parameter and Data-Efficient Spectral StyleDCGAN Aryan Garg CVBM GAN 32 0 0 31 Mar 2024
Understanding and Improving Training-free Loss-based Diffusion Guidance Yifei Shen Xinyang Jiang Yezhen Wang Yifan Yang Dongqi Han Dongsheng Li FaML 26 6 0 19 Mar 2024
HeadCraft: Modeling High-Detail Shape Variations for Animated 3DMMs Artem Sevastopolsky Philip-William Grassal Simon Giebenhain ShahRukh Athar Luisa Verdoliva Matthias Niessner 3DH 58 4 0 21 Dec 2023
ACT-Diffusion: Efficient Adversarial Consistency Training for One-step Diffusion Models Fei Kong Jinhao Duan Lichao Sun Hao-Ran Cheng Renjing Xu Hengtao Shen Xiao-lan Zhu Xiaoshuang Shi Kaidi Xu 44 3 0 23 Nov 2023
Customize StyleGAN with One Hand Sketch Shaocong Zhang VLM 28 0 0 29 Oct 2023
UGC: Unified GAN Compression for Efficient Image-to-Image Translation Yuxi Ren Jie Wu Peng Zhang Manlin Zhang Xuefeng Xiao Qian He Rui Wang Min Zheng Xin Pan 24 2 0 17 Sep 2023
Blending-NeRF: Text-Driven Localized Editing in Neural Radiance Fields H. Song Seokhun Choi Hoseok Do Chul Lee Taehyeong Kim DiffM 33 24 0 23 Aug 2023
Improving Diversity in Zero-Shot GAN Adaptation with Semantic Variations Seogkyu Jeon Bei Liu Pilhyeon Lee Kibeom Hong Jianlong Fu H. Byun 48 1 0 21 Aug 2023
Image Synthesis under Limited Data: A Survey and Taxonomy Mengping Yang Zhe Wang 28 8 0 31 Jul 2023
Stylized Projected GAN: A Novel Architecture for Fast and Realistic Image Generation Md Nurul Muttakin Malik Shahid Sultan R. Hoehndorf H. Ombao GAN 41 0 0 30 Jul 2023
Deep learning techniques for blind image super-resolution: A high-scale multi-domain perspective evaluation Valdivino Alexandre de Santiago Júnior 34 0 0 15 Jun 2023
Learning Better with Less: Effective Augmentation for Sample-Efficient Visual Reinforcement Learning Guozheng Ma Linrui Zhang Haoyu Wang Lu Li Zilin Wang Zhen Wang Li Shen Xueqian Wang Dacheng Tao 42 10 0 25 May 2023
Training on Thin Air: Improve Image Classification with Generated Data Yongchao Zhou Hshmat Sahak Jimmy Ba DiffM 19 43 0 24 May 2023
Few-shot 3D Shape Generation Jin Zhu Huimin Ma Jiansheng Chen Jian Yuan DiffM 28 1 0 19 May 2023
WeditGAN: Few-Shot Image Generation via Latent Space Relocation Yuxuan Duan Li Niu Y. Hong Liqing Zhang 58 12 0 11 May 2023
SP-BatikGAN: An Efficient Generative Adversarial Network for Symmetric Pattern Generation Chrystian Wahyono GAN 20 3 0 19 Apr 2023
NoisyTwins: Class-Consistent and Diverse Image Generation through StyleGANs Harsh Rangwani Lavish Bansal Kartik Sharma Tejan Karmali Varun Jampani R. Venkatesh Babu 20 13 0 12 Apr 2023
Towards Realistic Ultrasound Fetal Brain Imaging Synthesis Michelle Iskandar Harvey Mannering Zhanxiang Sun Jacqueline Matthew H. Kerdegari L. Pereira Miguel P. Xochicale MedIm 37 8 0 08 Apr 2023
On Efficient Training of Large-Scale Deep Learning Models: A Literature Review Li Shen Yan Sun Zhiyuan Yu Liang Ding Xinmei Tian Dacheng Tao VLM 30 41 0 07 Apr 2023
Enhancing Multiple Reliability Measures via Nuisance-extended Information Bottleneck Jongheon Jeong Sihyun Yu Hankook Lee Jinwoo Shin AAML 44 0 0 24 Mar 2023
Intriguing Property and Counterfactual Explanation of GAN for Remote Sensing Image Generation Xingzhe Su Jingyao Wang Jie Hu Feng Wu Changwen Zheng Gang Hua GAN 41 5 0 09 Mar 2023
Few-Shot Defect Image Generation via Defect-Aware Feature Manipulation Yuxuan Duan Y. Hong Li Niu Liqing Zhang 36 51 0 04 Mar 2023
Balanced Training for Sparse GANs Yite Wang Jing Wu N. Hovakimyan Ruoyu Sun 46 9 0 28 Feb 2023
Texturize a GAN Using a Single Image Pengda Xiang Sitao Xiang Yajie Zhao GAN 28 0 0 21 Feb 2023
DA-VEGAN: Differentiably Augmenting VAE-GAN for microstructure reconstruction from extremely small data sets Yichi Zhang P. Seibert Alexandra Otto Alexander Raßloff M. Ambati M. Kastner SyDa 26 21 0 17 Feb 2023
Defect Transfer GAN: Diverse Defect Synthesis for Data Augmentation Ruyu Wang Sabrina Hoppe Eduardo Monari Marco F. Huber 24 16 0 16 Feb 2023
Painting 3D Nature in 2D: View Synthesis of Natural Scenes from a Single Semantic Mask Shangzhan Zhang Sida Peng Tianrun Chen Linzhan Mou Haotong Lin Kaicheng Yu Yiyi Liao Xiaowei Zhou 59 8 0 14 Feb 2023
Effective Data Augmentation With Diffusion Models Brandon Trabucco Kyle Doherty Max Gurinas Ruslan Salakhutdinov VLM DiffM 32 232 0 07 Feb 2023
Sample Complexity of Probability Divergences under Group Symmetry Ziyu Chen M. Katsoulakis Luc Rey-Bellet Weixia Zhu 25 10 0 03 Feb 2023
Stable Attribute Group Editing for Reliable Few-shot Image Generation Guanqi Ding Xinzhe Han Shuhui Wang Xin Jin Dandan Tu Qingming Huang 29 9 0 01 Feb 2023
Extracting Training Data from Diffusion Models Nicholas Carlini Jamie Hayes Milad Nasr Matthew Jagielski Vikash Sehwag Florian Tramèr Borja Balle Daphne Ippolito Eric Wallace DiffM 63 569 0 30 Jan 2023
Minimizing Trajectory Curvature of ODE-based Generative Models Sangyun Lee Beomsu Kim Jong Chul Ye 46 53 0 27 Jan 2023
StyleGAN-T: Unlocking the Power of GANs for Fast Large-Scale Text-to-Image Synthesis Axel Sauer Tero Karras S. Laine Andreas Geiger Timo Aila 37 207 0 23 Jan 2023
Multi-Concept Customization of Text-to-Image Diffusion Nupur Kumari Bin Zhang Richard Y. Zhang Eli Shechtman Jun-Yan Zhu 61 823 0 08 Dec 2022
DigGAN: Discriminator gradIent Gap Regularization for GAN Training with Limited Data Tiantian Fang Ruoyu Sun A. Schwing GAN 25 16 0 27 Nov 2022
Scaling Up Dataset Distillation to ImageNet-1K with Constant Memory Justin Cui Ruochen Wang Si Si Cho-Jui Hsieh DD 25 129 0 19 Nov 2022
Few-shot Image Generation with Diffusion Models Jin Zhu Huimin Ma Jiansheng Chen Jian Yuan DiffM 40 20 0 07 Nov 2022
Few-shot Image Generation via Masked Discrimination Jin Zhu Huimin Ma Jiansheng Chen Jian Yuan 27 12 0 27 Oct 2022
ScoreMix: A Scalable Augmentation Strategy for Training GANs with Limited Data Jie Cao Mandi Luo Junchi Yu Mingmin Yang Ran He 35 4 0 27 Oct 2022
Unifying Diffusion Models' Latent Space, with Applications to CycleDiffusion and Guidance Chen Henry Wu Fernando de la Torre DiffM 26 66 0 11 Oct 2022