Towards Principled Methods for Training Generative Adversarial Networks

17 January 2017

Papers citing "Towards Principled Methods for Training Generative Adversarial Networks"

50 / 295 papers shown

Title
Empirical Analysis of Overfitting and Mode Drop in GAN Training Yasin Yazici Chuan-Sheng Foo Stefan Winkler Kim-Hui Yap V. Chandrasekhar 32 29 0 25 Jun 2020
A Convergent and Dimension-Independent Min-Max Optimization Algorithm Vijay Keswani Oren Mangoubi Sushant Sachdeva Nisheeth K. Vishnoi 15 1 0 22 Jun 2020
Reciprocal Adversarial Learning via Characteristic Functions Shengxi Li Zeyang Yu Min Xiang Danilo P. Mandic GAN 29 13 0 15 Jun 2020
Training Generative Adversarial Networks with Limited Data Tero Karras M. Aittala Janne Hellsten S. Laine J. Lehtinen Timo Aila GAN 78 1,856 0 11 Jun 2020
On Noise Injection in Generative Adversarial Networks Ruili Feng Deli Zhao Zhengjun Zha GAN 23 32 0 10 Jun 2020
Deep generative models for musical audio synthesis M. Huzaifah L. Wyse 27 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
Enhancing Perceptual Loss with Adversarial Feature Matching for Super-Resolution Ravi Tej Akella Shirsendu Sukanta Halder Arunav Shandeelya Vinod Pankajakshan GAN SupR 23 13 0 15 May 2020
Invertible Image Rescaling Mingqing Xiao Shuxin Zheng Chang-Shu Liu Yaolong Wang Di He Guolin Ke Jiang Bian Zhouchen Lin Tie-Yan Liu SupR 33 234 0 12 May 2020
Generative Adversarial Networks (GANs Survey): Challenges, Solutions, and Future Directions Divya Saxena Jiannong Cao AAML AI4CE 26 286 0 30 Apr 2020
ARAE: Adversarially Robust Training of Autoencoders Improves Novelty Detection Mohammadreza Salehi Atrin Arya Barbod Pajoum Mohammad Otoofi Amirreza Shaeiri M. Rohban Hamid R. Rabiee AAML 29 62 0 12 Mar 2020
Smoothness and Stability in GANs Casey Chu Kentaro Minami Kenji Fukumizu GAN 24 56 0 11 Feb 2020
Simple and Effective Prevention of Mode Collapse in Deep One-Class Classification Penny Chong Lukas Ruff Marius Kloft Alexander Binder 29 35 0 24 Jan 2020
A Review on Generative Adversarial Networks: Algorithms, Theory, and Applications Jie Gui Zhenan Sun Yonggang Wen Dacheng Tao Jieping Ye EGVM 33 821 0 20 Jan 2020
MeliusNet: Can Binary Neural Networks Achieve MobileNet-level Accuracy? Joseph Bethge Christian Bartz Haojin Yang Ying-Cong Chen Christoph Meinel MQ 25 91 0 16 Jan 2020
Towards GAN Benchmarks Which Require Generalization Ishaan Gulrajani Colin Raffel Luke Metz 24 57 0 10 Jan 2020
Deep Representation Learning in Speech Processing: Challenges, Recent Advances, and Future Trends S. Latif R. Rana Sara Khalifa Raja Jurdak Junaid Qadir Björn W. Schuller AI4TS 32 81 0 02 Jan 2020
Explanation vs Attention: A Two-Player Game to Obtain Attention for VQA Badri N. Patro Anupriy Vinay P. Namboodiri AAML FAtt 48 26 0 19 Nov 2019
Self-supervised GAN: Analysis and Improvement with Multi-class Minimax Game Ngoc-Trung Tran Viet-Hung Tran Ngoc-Bao Nguyen Linxiao Yang Ngai-man Cheung SSL GAN 23 60 0 16 Nov 2019
Consistency Regularization for Generative Adversarial Networks Han Zhang Zizhao Zhang Augustus Odena Honglak Lee GAN 33 284 0 26 Oct 2019
Illegible Text to Readable Text: An Image-to-Image Transformation using Conditional Sliced Wasserstein Adversarial Networks Mostafa Karimi Gopalkrishna Veni Yen-Yun Yu GAN 19 5 0 11 Oct 2019
On the estimation of the Wasserstein distance in generative models Thomas Pinetz Daniel Soukup Thomas Pock GAN 19 9 0 02 Oct 2019
Stabilizing Generative Adversarial Networks: A Survey Maciej Wiatrak Stefano V. Albrecht A. Nystrom GAN 29 84 0 30 Sep 2019
Conditional Transferring Features: Scaling GANs to Thousands of Classes with 30% Less High-quality Data for Training Chunpeng Wu W. Wen Yiran Chen H. Li GAN 30 2 0 25 Sep 2019
Interactive Sketch & Fill: Multiclass Sketch-to-Image Translation Arna Ghosh Richard Y. Zhang P. Dokania Oliver Wang Alexei A. Efros Philip Torr Eli Shechtman VLM DiffM 19 130 0 24 Sep 2019
BasketballGAN: Generating Basketball Play Simulation Through Sketching Hsin-Ying Hsieh Chieh-Yu Chen Yu-Shuen Wang Jung-Hong Chuang 14 18 0 16 Sep 2019
DARTS+: Improved Differentiable Architecture Search with Early Stopping Hanwen Liang Shifeng Zhang Jiacheng Sun Xingqiu He Weiran Huang Kechen Zhuang Zhenguo Li 28 287 0 13 Sep 2019
Survey on Deep Neural Networks in Speech and Vision Systems M. Alam Manar D. Samad Lasitha Vidyaratne Alexander M. Glandon Khan M. Iftekharuddin 3DV VLM AI4TS 34 205 0 16 Aug 2019
GAN-Tree: An Incrementally Learned Hierarchical Generative Framework for Multi-Modal Data Distributions Jogendra Nath Kundu Maharshi Gor Dakshit Agrawal R. Venkatesh Babu GAN 25 11 0 11 Aug 2019
AutoGAN: Neural Architecture Search for Generative Adversarial Networks Xinyu Gong Shiyu Chang Yi Ding Zhangyang Wang GAN 35 263 0 11 Aug 2019
Hard-Aware Fashion Attribute Classification Yun Ye Yixin Li Bo Wu Wei Zhang Lingyu Duan Tao Mei AI4TS 27 5 0 25 Jul 2019
Tutorial: Deriving the Standard Variational Autoencoder (VAE) Loss Function Stephen G. Odaibo GAN BDL DRL 18 53 0 21 Jul 2019
Quant GANs: Deep Generation of Financial Time Series Magnus Wiese R. Knobloch R. Korn Peter Kretschmer GAN AI4TS AIFin 33 273 0 15 Jul 2019
Copula & Marginal Flows: Disentangling the Marginal from its Joint Magnus Wiese R. Knobloch R. Korn DRL 18 21 0 07 Jul 2019
Exemplar Guided Face Image Super-Resolution without Facial Landmarks Berk Dogan Shuhang Gu Radu Timofte GAN CVBM 6 86 0 17 Jun 2019
Realistic Speech-Driven Facial Animation with GANs Konstantinos Vougioukas Stavros Petridis M. Pantic 39 289 0 14 Jun 2019
Maximum Mean Discrepancy Gradient Flow Michael Arbel Anna Korba Adil Salim Arthur Gretton 27 159 0 11 Jun 2019
A Multi-Pass GAN for Fluid Flow Super-Resolution Maximilian Werhahn You Xie Mengyu Chu Nils Thuerey AI4CE 29 61 0 04 Jun 2019
Generative Adversarial Networks in Computer Vision: A Survey and Taxonomy Zhengwei Wang Qi She T. Ward MedIm EGVM 29 90 0 04 Jun 2019
ODE Analysis of Stochastic Gradient Methods with Optimism and Anchoring for Minimax Problems Ernest K. Ryu Kun Yuan W. Yin 20 36 0 26 May 2019
Learning Smooth Representation for Unsupervised Domain Adaptation Guanyu Cai Lianghua He Mengchu Zhou H. Alhumade D. Hu 27 16 0 26 May 2019
Triple-to-Text: Converting RDF Triples into High-Quality Natural Languages via Optimizing an Inverse KL Divergence Yaoming Zhu Juncheng Wan Zhiming Zhou Liheng Chen Lin Qiu Weinan Zhang Xin Jiang Yong Yu 22 27 0 25 May 2019
Enforcing constraints for time series prediction in supervised, unsupervised and reinforcement learning P. Stinis AI4TS AI4CE 30 11 0 17 May 2019
Non-Parametric Priors For Generative Adversarial Networks Rajhans Singh Pavan Turaga Suren Jayasuriya Ravi Garg M. Braun GAN 21 13 0 16 May 2019
From GAN to WGAN Lilian Weng GAN 16 109 0 18 Apr 2019
Gated-GAN: Adversarial Gated Networks for Multi-Collection Style Transfer Xinyuan Chen Chang Xu Xiaokang Yang Li-Na Song Dacheng Tao GAN 24 111 0 04 Apr 2019
f-VAEGAN-D2: A Feature Generating Framework for Any-Shot Learning Yongqin Xian Saurabh Sharma Bernt Schiele Zeynep Akata GAN VLM 36 483 0 25 Mar 2019
Conditional GANs For Painting Generation A. Mufti Biagio Antonelli Julius Monello GAN 14 8 0 06 Mar 2019
Nonparametric Density Estimation & Convergence Rates for GANs under Besov IPM Losses Ananya Uppal Shashank Singh Barnabás Póczós 30 52 0 09 Feb 2019
Diversity-Sensitive Conditional Generative Adversarial Networks Dingdong Yang Seunghoon Hong Y. Jang Tianchen Zhao Honglak Lee GAN 39 214 0 25 Jan 2019