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
Images as Weight Matrices: Sequential Image Generation Through Synaptic Learning Rules Kazuki Irie Jürgen Schmidhuber 37 5 0 07 Oct 2022
Content-Based Search for Deep Generative Models Daohan Lu Sheng-Yu Wang Nupur Kumari Rohan Agarwal Mia Tang David Bau Jun-Yan Zhu DiffM SyDa 38 5 0 06 Oct 2022
Visual Prompt Tuning for Generative Transfer Learning Kihyuk Sohn Yuan Hao José Lezama Luisa F. Polanía Huiwen Chang Han Zhang Irfan Essa Lu Jiang VPVLM VLM 56 81 0 03 Oct 2022
Understanding Pure CLIP Guidance for Voxel Grid NeRF Models Han-Hung Lee Angel X. Chang 24 63 0 30 Sep 2022
Generative Visual Prompt: Unifying Distributional Control of Pre-Trained Generative Models Chen Henry Wu Saman Motamed Shaunak Srivastava Fernando de la Torre VLM DiffM 21 34 0 14 Sep 2022
Flow Straight and Fast: Learning to Generate and Transfer Data with Rectified Flow Xingchao Liu Chengyue Gong Qiang Liu OOD 43 845 0 07 Sep 2022
Enhancing Diffusion-Based Image Synthesis with Robust Classifier Guidance Bahjat Kawar Roy Ganz Michael Elad DiffM 26 38 0 18 Aug 2022
Rewriting Geometric Rules of a GAN Sheng-Yu Wang David Bau Jun-Yan Zhu 40 35 0 28 Jul 2022
DC-BENCH: Dataset Condensation Benchmark Justin Cui Ruochen Wang Si Si Cho-Jui Hsieh DD 40 72 0 20 Jul 2022
FakeCLR: Exploring Contrastive Learning for Solving Latent Discontinuity in Data-Efficient GANs Ziqiang Li Chaoyue Wang Heliang Zheng Jing Zhang Bin Li 31 24 0 18 Jul 2022
3D-Aware Video Generation Sherwin Bahmani Jeong Joon Park Despoina Paschalidou H. Tang Gordon Wetzstein Leonidas J. Guibas Luc Van Gool Radu Timofte 40 20 0 29 Jun 2022
SPI-GAN: Denoising Diffusion GANs with Straight-Path Interpolations Jinsung Jeon Noseong Park DiffM 23 1 0 29 Jun 2022
The ArtBench Dataset: Benchmarking Generative Models with Artworks Peiyuan Liao Xiuyu Li Xihui Liu Kurt Keutzer 22 47 0 22 Jun 2022
AR-NeRF: Unsupervised Learning of Depth and Defocus Effects from Natural Images with Aperture Rendering Neural Radiance Fields Takuhiro Kaneko 28 14 0 13 Jun 2022
Marvolo: Programmatic Data Augmentation for Practical ML-Driven Malware Detection Michael D. Wong Edward Raff James Holt Ravi Netravali 26 2 0 07 Jun 2022
Augmentation-Aware Self-Supervision for Data-Efficient GAN Training Liang Hou Qi Cao Yige Yuan Songtao Zhao Chongyang Ma Siyuan Pan Pengfei Wan Xiaoshuang Li Huawei Shen Xueqi Cheng 23 7 0 31 May 2022
A Closer Look at Few-shot Image Generation Yunqing Zhao Henghui Ding Houjing Huang Ngai-man Cheung 29 72 0 08 May 2022
OSSGAN: Open-Set Semi-Supervised Image Generation Kai Katsumata D. Vo Hideki Nakayama VLM GAN 24 6 0 29 Apr 2022
Synthesizing Informative Training Samples with GAN Bo-Lu Zhao Hakan Bilen DD 37 74 0 15 Apr 2022
Commonality in Natural Images Rescues GANs: Pretraining GANs with Generic and Privacy-free Synthetic Data Kyungjune Baek Hyunjung Shim 30 12 0 11 Apr 2022
No Token Left Behind: Explainability-Aided Image Classification and Generation Roni Paiss Hila Chefer Lior Wolf VLM 34 29 0 11 Apr 2022
SinNeRF: Training Neural Radiance Fields on Complex Scenes from a Single Image Dejia Xu Yi Ding Peihao Wang Zhiwen Fan Humphrey Shi Zhangyang Wang 34 187 0 02 Apr 2022
MyStyle: A Personalized Generative Prior Yotam Nitzan Kfir Aberman Qiurui He O. Liba Michal Yarom Yossi Gandelsman Inbar Mosseri Yael Pritch Daniel Cohen-or 32 25 0 31 Mar 2022
Dataset Distillation by Matching Training Trajectories George Cazenavette Tongzhou Wang Antonio Torralba Alexei A. Efros Jun-Yan Zhu FedML DD 76 363 0 22 Mar 2022
RareGAN: Generating Samples for Rare Classes Zinan Lin Hao Liang Giulia Fanti Vyas Sekar GAN 11 9 0 20 Mar 2022
Machine Learning in NextG Networks via Generative Adversarial Networks E. Ayanoglu Kemal Davaslioglu Y. Sagduyu GAN 21 34 0 09 Mar 2022
Few Shot Generative Model Adaption via Relaxed Spatial Structural Alignment Jiayu Xiao Liang Li Chaofei Wang Zhengjun Zha Qingming Huang GAN 35 73 0 06 Mar 2022
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 25 29,982 0 01 Mar 2022
Generating Videos with Dynamics-aware Implicit Generative Adversarial Networks Sihyun Yu Jihoon Tack Sangwoo Mo Hyunsu Kim Junho Kim Jung-Woo Ha Jinwoo Shin DiffM VGen 32 199 0 21 Feb 2022
vCLIMB: A Novel Video Class Incremental Learning Benchmark Andrés Villa Kumail Alhamoud Juan Carlos León Alcázar Fabian Caba Heilbron Victor Escorcia Guohao Li CLL 69 32 0 23 Jan 2022
Manifold Learning Benefits GANs Yao Ni Piotr Koniusz Richard I. Hartley Richard Nock GAN 31 16 0 23 Dec 2021
Meta-Learning and Self-Supervised Pretraining for Real World Image Translation Ileana Rugina Rumen Dangovski Mark S. Veillette Pooya Khorrami Brian Cheung Olga Simek M. Soljavcić VLM SSL 25 2 0 22 Dec 2021
FedNI: Federated Graph Learning with Network Inpainting for Population-Based Disease Prediction Liang Peng Nan Wang Nicha Dvornek Xiaofeng Zhu Xiaoxiao Li FedML AI4CE 22 70 0 19 Dec 2021
Ensembling Off-the-shelf Models for GAN Training Nupur Kumari Richard Y. Zhang Eli Shechtman Jun-Yan Zhu 34 86 0 16 Dec 2021
Improving COVID-19 CXR Detection with Synthetic Data Augmentation Daniel Schaudt C. Kloth Christian Spaete Andreas Hinteregger Meinrad Beer R. Schwerin MedIm 22 5 0 14 Dec 2021
FuseDream: Training-Free Text-to-Image Generation with Improved CLIP+GAN Space Optimization Xingchao Liu Chengyue Gong Lemeng Wu Shujian Zhang Haoran Su Qiang Liu CLIP 35 89 0 02 Dec 2021
ManiFest: Manifold Deformation for Few-shot Image Translation Fabio Pizzati Jean-François Lalonde Raoul de Charette 35 10 0 26 Nov 2021
One-Shot Generative Domain Adaptation Ceyuan Yang Yujun Shen Zhiyi Zhang Yinghao Xu Jiapeng Zhu Zhirong Wu Bolei Zhou 27 49 0 18 Nov 2021
Deceive D: Adaptive Pseudo Augmentation for GAN Training with Limited Data Liming Jiang Bo Dai Wayne Wu Chen Change Loy 89 104 0 12 Nov 2021
GraN-GAN: Piecewise Gradient Normalization for Generative Adversarial Networks Vineeth S. Bhaskara Tristan Aumentado-Armstrong Allan D. Jepson Alex Levinshtein GAN 43 5 0 04 Nov 2021
Rebooting ACGAN: Auxiliary Classifier GANs with Stable Training Minguk Kang Woohyeon Shim Minsu Cho Jaesik Park GAN 33 108 0 01 Nov 2021
Projected GANs Converge Faster Axel Sauer Kashyap Chitta Jens Muller Andreas Geiger 47 234 0 01 Nov 2021
Instance-Conditioned GAN Arantxa Casanova Marlene Careil Jakob Verbeek M. Drozdzal Adriana Romero Soriano GAN 209 133 0 10 Sep 2021
Towards Fine-grained Image Classification with Generative Adversarial Networks and Facial Landmark Detection Mahdieh Darvish Mahsa Pouramini H. Bahador ViT 25 5 0 28 Aug 2021
Controlled GAN-Based Creature Synthesis via a Challenging Game Art Dataset -- Addressing the Noise-Latent Trade-Off Vaibhav Vavilala David A. Forsyth 16 3 0 19 Aug 2021
Sketch Your Own GAN Sheng-Yu Wang David Bau Jun-Yan Zhu GAN 16 69 0 05 Aug 2021
Unsupervised Learning of Depth and Depth-of-Field Effect from Natural Images with Aperture Rendering Generative Adversarial Networks Takuhiro Kaneko GAN 36 5 0 24 Jun 2021
Improved Transformer for High-Resolution GANs Long Zhao Zizhao Zhang Ting Chen Dimitris N. Metaxas Han Zhang ViT 34 95 0 14 Jun 2021
Survey: Image Mixing and Deleting for Data Augmentation Humza Naveed Saeed Anwar Munawar Hayat Kashif Javed Ajmal Mian 38 78 0 13 Jun 2021
Data-Efficient Instance Generation from Instance Discrimination Ceyuan Yang Yujun Shen Yinghao Xu Bolei Zhou 33 83 0 08 Jun 2021