Which Training Methods for GANs do actually Converge?

13 January 2018

Papers citing "Which Training Methods for GANs do actually Converge?"

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Title
The Values Encoded in Machine Learning Research Abeba Birhane Pratyusha Kalluri Dallas Card William Agnew Ravit Dotan Michelle Bao 25 273 0 29 Jun 2021
Decomposed Mutual Information Estimation for Contrastive Representation Learning Alessandro Sordoni Nouha Dziri Hannes Schulz Geoffrey J. Gordon Philip Bachman Rémi Tachet des Combes SSL 22 29 0 25 Jun 2021
Alias-Free Generative Adversarial Networks Tero Karras M. Aittala S. Laine Erik Härkönen Janne Hellsten J. Lehtinen Timo Aila GAN 60 1,559 0 23 Jun 2021
A Neural Tangent Kernel Perspective of GANs Jean-Yves Franceschi Emmanuel de Bézenac Ibrahim Ayed Mickaël Chen Sylvain Lamprier Patrick Gallinari 29 26 0 10 Jun 2021
Generative Feature-driven Image Replay for Continual Learning Kevin Thandiackal Tiziano Portenier Andrea Giovannini M. Gabrani O. Goksel CLL VLM DiffM 13 9 0 09 Jun 2021
Double Descent and Other Interpolation Phenomena in GANs Lorenzo Luzi Yehuda Dar Richard Baraniuk 15 5 0 07 Jun 2021
Contrastive Learning for Unsupervised Image-to-Image Translation Hanbit Lee Jinseok Seol Sang-goo Lee VLM SSL 27 19 0 07 May 2021
Learned Spatial Representations for Few-shot Talking-Head Synthesis Moustafa Meshry Saksham Suri Larry S. Davis Abhinav Shrivastava 21 42 0 29 Apr 2021
Understanding Overparameterization in Generative Adversarial Networks Yogesh Balaji M. Sajedi N. Kalibhat Mucong Ding Dominik Stöger Mahdi Soltanolkotabi S. Feizi AI4CE 14 21 0 12 Apr 2021
Protein sequence design with deep generative models Zachary Wu Kadina E. Johnston F. Arnold Kevin Kaichuang Yang 11 134 0 09 Apr 2021
Regularizing Generative Adversarial Networks under Limited Data Hung-Yu Tseng Lu Jiang Ce Liu Ming-Hsuan Yang Weilong Yang GAN 22 142 0 07 Apr 2021
ReMix: Towards Image-to-Image Translation with Limited Data Jie Cao Luanxuan Hou Ming-Hsuan Yang R. He Zhenan Sun 23 24 0 31 Mar 2021
DataLens: Scalable Privacy Preserving Training via Gradient Compression and Aggregation Boxin Wang Fan Wu Yunhui Long Luka Rimanic Ce Zhang Bo-wen Li FedML 29 63 0 20 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 36 290 0 18 Mar 2021
Training GANs with Stronger Augmentations via Contrastive Discriminator Jongheon Jeong Jinwoo Shin 14 65 0 17 Mar 2021
AniGAN: Style-Guided Generative Adversarial Networks for Unsupervised Anime Face Generation Bing Li Yuanlue Zhu Yitong Wang Chia-Wen Lin Bernard Ghanem Linlin Shen CVBM 17 61 0 24 Feb 2021
Self-Diagnosing GAN: Diagnosing Underrepresented Samples in Generative Adversarial Networks J. Lee Haeri Kim Youngkyu Hong Hye Won Chung 25 21 0 24 Feb 2021
FaceDet3D: Facial Expressions with 3D Geometric Detail Prediction ShahRukh Athar Albert Pumarola Francesc Moreno-Noguer Dimitris Samaras 3DH CVBM 25 7 0 14 Dec 2020
Learning Energy-Based Models With Adversarial Training Xuwang Yin Shiying Li Gustavo K. Rohde AAML DiffM 24 9 0 11 Dec 2020
Image Generators with Conditionally-Independent Pixel Synthesis Ivan Anokhin K. Demochkin Taras Khakhulin Gleb Sterkin Victor Lempitsky Denis Korzhenkov 22 156 0 27 Nov 2020
GIRAFFE: Representing Scenes as Compositional Generative Neural Feature Fields Michael Niemeyer Andreas Geiger OCL 49 955 0 24 Nov 2020
On the Convergence of Gradient Descent in GANs: MMD GAN As a Gradient Flow Youssef Mroueh Truyen V. Nguyen 23 25 0 04 Nov 2020
Training Generative Adversarial Networks by Solving Ordinary Differential Equations Chongli Qin Yan Wu Jost Tobias Springenberg Andrew Brock Jeff Donahue Timothy Lillicrap Pushmeet Kohli GAN 22 28 0 28 Oct 2020
Unsupervised Learning of Disentangled Speech Content and Style Representation Andros Tjandra Ruoming Pang Yu Zhang Shigeki Karita BDL DRL 15 15 0 24 Oct 2020
Review: Deep Learning in Electron Microscopy Jeffrey M. Ede 24 79 0 17 Sep 2020
SLGAN: Style- and Latent-guided Generative Adversarial Network for Desirable Makeup Transfer and Removal Daichi Horita Kiyoharu Aizawa GAN 16 8 0 16 Sep 2020
Neural Crossbreed: Neural Based Image Metamorphosis Sanghun Park Kwanggyoon Seo Jun-yong Noh 12 4 0 02 Sep 2020
Generative Adversarial Networks for Image and Video Synthesis: Algorithms and Applications Ming-Yu Liu Xun Huang Jiahui Yu Ting-Chun Wang Arun Mallya GAN 28 153 0 06 Aug 2020
COVID-19 CT Image Synthesis with a Conditional Generative Adversarial Network Yifan Jiang Han Chen Murray H. Loew Hanseok Ko DiffM MedIm 34 126 0 29 Jul 2020
COCO-FUNIT: Few-Shot Unsupervised Image Translation with a Content Conditioned Style Encoder Kuniaki Saito Kate Saenko Ming-Yu Liu VLM 38 82 0 15 Jul 2020
Efficient Learning of Generative Models via Finite-Difference Score Matching Tianyu Pang Kun Xu Chongxuan Li Yang Song Stefano Ermon Jun Zhu DiffM 25 53 0 07 Jul 2020
GRAF: Generative Radiance Fields for 3D-Aware Image Synthesis Katja Schwarz Yiyi Liao Michael Niemeyer Andreas Geiger VGen 54 864 0 05 Jul 2020
Swapping Autoencoder for Deep Image Manipulation Taesung Park Jun-Yan Zhu Oliver Wang Jingwan Lu Eli Shechtman Alexei A. Efros Richard Y. Zhang 25 332 0 01 Jul 2020
Conditional GAN for timeseries generation Kaleb E. Smith Anthony O. Smith AI4TS 6 77 0 30 Jun 2020
Empirical Analysis of Overfitting and Mode Drop in GAN Training Yasin Yazici Chuan-Sheng Foo Stefan Winkler Kim-Hui Yap V. Chandrasekhar 24 29 0 25 Jun 2020
Reparameterized Variational Divergence Minimization for Stable Imitation Dilip Arumugam Debadeepta Dey Alekh Agarwal Asli Celikyilmaz E. Nouri W. Dolan 22 3 0 18 Jun 2020
Diverse Image Generation via Self-Conditioned GANs Steven Liu Tongzhou Wang David Bau Jun-Yan Zhu Antonio Torralba SyDa 22 107 0 18 Jun 2020
Adversarial Weighting for Domain Adaptation in Regression Antoine de Mathelin Guillaume Richard Francois Deheeger Mathilde Mougeot Nicolas Vayatis OOD 43 45 0 15 Jun 2020
GAN Memory with No Forgetting Yulai Cong Miaoyun Zhao Jianqiao Li Sijia Wang Lawrence Carin CLL 11 116 0 13 Jun 2020
FedGAN: Federated Generative Adversarial Networks for Distributed Data M. Rasouli Tao Sun Ram Rajagopal FedML 11 142 0 12 Jun 2020
Training Generative Adversarial Networks with Limited Data Tero Karras M. Aittala Janne Hellsten S. Laine J. Lehtinen Timo Aila GAN 23 1,853 0 11 Jun 2020
Let's Face It: Probabilistic Multi-modal Interlocutor-aware Generation of Facial Gestures in Dyadic Settings Patrik Jonell Taras Kucherenko G. Henter Jonas Beskow CVBM 15 60 0 11 Jun 2020
Deep generative models for musical audio synthesis M. Huzaifah L. Wyse 19 20 0 10 Jun 2020
A Survey on Generative Adversarial Networks: Variants, Applications, and Training Abdul Jabbar Xi Li Bourahla Omar 25 266 0 09 Jun 2020
Regularization Methods for Generative Adversarial Networks: An Overview of Recent Studies Minhyeok Lee Junhee Seok GAN 24 25 0 19 May 2020
Face Identity Disentanglement via Latent Space Mapping Yotam Nitzan Amit H. Bermano Yangyan Li Daniel Cohen-Or CVBM CoGe DRL 30 16 0 15 May 2020
Adversarial Latent Autoencoders Stanislav Pidhorskyi Donald Adjeroh Gianfranco Doretto GAN DRL 34 259 0 09 Apr 2020
ACNMP: Skill Transfer and Task Extrapolation through Learning from Demonstration and Reinforcement Learning via Representation Sharing M. Akbulut Erhan Öztop M. Seker Y. Nagai Ahmet E. Tekden Emre Ugur 14 2 0 25 Mar 2020
Lifespan Age Transformation Synthesis Roy Or-El Soumyadip Sengupta Ohad Fried Eli Shechtman Ira Kemelmacher-Shlizerman 37 105 0 21 Mar 2020
On Leveraging Pretrained GANs for Generation with Limited Data Miaoyun Zhao Yulai Cong Lawrence Carin 23 21 0 26 Feb 2020