InfoMax-GAN: Improved Adversarial Image Generation via Information Maximization and Contrastive Learning

9 July 2020

Papers citing "InfoMax-GAN: Improved Adversarial Image Generation via Information Maximization and Contrastive Learning"

48 / 48 papers shown

Title
MLEP: Multi-granularity Local Entropy Patterns for Universal AI-generated Image Detection Lin Yuan Xuelong Li Yan Zhang Jiawei Zhang Hongbo Li Xinbo Gao 79 0 0 18 Apr 2025
Mimicry: Towards the Reproducibility of GAN Research Kwot Sin Lee C. Town OffRL 33 28 0 05 May 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 277 18,607 0 13 Feb 2020
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 40 60 0 16 Nov 2019
A Mutual Information Maximization Perspective of Language Representation Learning Lingpeng Kong Cyprien de Masson dÁutume Wang Ling Lei Yu Zihang Dai Dani Yogatama SSL 248 167 0 18 Oct 2019
AutoGAN: Neural Architecture Search for Generative Adversarial Networks Xinyu Gong Shiyu Chang Yi Ding Zhangyang Wang GAN 62 263 0 11 Aug 2019
On Mutual Information Maximization for Representation Learning Michael Tschannen Josip Djolonga Paul Kishan Rubenstein Sylvain Gelly Mario Lucic SSL 149 490 0 31 Jul 2019
Contrastive Multiview Coding Yonglong Tian Dilip Krishnan Phillip Isola SSL 142 2,385 0 13 Jun 2019
Learning Representations by Maximizing Mutual Information Across Views Philip Bachman R. Devon Hjelm William Buchwalter SSL 174 1,463 0 03 Jun 2019
Putting An End to End-to-End: Gradient-Isolated Learning of Representations Sindy Löwe Peter O'Connor Bastiaan S. Veeling SSL 97 144 0 28 May 2019
Data-Efficient Image Recognition with Contrastive Predictive Coding Olivier J. Hénaff A. Srinivas J. Fauw Ali Razavi Carl Doersch S. M. Ali Eslami Aaron van den Oord SSL 99 1,422 0 22 May 2019
An Improved Self-supervised GAN via Adversarial Training Ngoc-Trung Tran Viet-Hung Tran Ngoc-Bao Nguyen Ngai-Man Cheung SSL GAN 50 14 0 14 May 2019
Improved Precision and Recall Metric for Assessing Generative Models Tuomas Kynkaanniemi Tero Karras S. Laine J. Lehtinen Timo Aila EGVM 89 844 0 15 Apr 2019
Wasserstein Dependency Measure for Representation Learning Sherjil Ozair Corey Lynch Yoshua Bengio Aaron van den Oord Sergey Levine P. Sermanet SSL DRL 109 117 0 28 Mar 2019
Mode Seeking Generative Adversarial Networks for Diverse Image Synthesis Qi Mao Hsin-Ying Lee Hung-Yu Tseng Siwei Ma Ming-Hsuan Yang GAN 71 404 0 13 Mar 2019
Self-Supervised GANs via Auxiliary Rotation Loss Ting Chen Xiaohua Zhai Marvin Ritter Mario Lucic N. Houlsby SSL GAN 65 302 0 27 Nov 2018
Improving GAN with neighbors embedding and gradient matching Ngoc-Trung Tran Tuan-Anh Bui Ngai-Man Cheung GAN 44 16 0 04 Nov 2018
Variational Discriminator Bottleneck: Improving Imitation Learning, Inverse RL, and GANs by Constraining Information Flow Xue Bin Peng Angjoo Kanazawa Sam Toyer Pieter Abbeel Sergey Levine 61 214 0 01 Oct 2018
Large Scale GAN Training for High Fidelity Natural Image Synthesis Andrew Brock Jeff Donahue Karen Simonyan 230 5,363 0 28 Sep 2018
Learning deep representations by mutual information estimation and maximization R. Devon Hjelm A. Fedorov Samuel Lavoie-Marchildon Karan Grewal Phil Bachman Adam Trischler Yoshua Bengio SSL DRL 267 2,649 0 20 Aug 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 248 10,152 0 10 Jul 2018
Assessing Generative Models via Precision and Recall Mehdi S. M. Sajjadi Olivier Bachem Mario Lucic Olivier Bousquet Sylvain Gelly EGVM 71 571 0 31 May 2018
Self-Attention Generative Adversarial Networks Han Zhang Ian Goodfellow Dimitris N. Metaxas Augustus Odena GAN 119 3,710 0 21 May 2018
Dist-GAN: An Improved GAN using Distance Constraints Ngoc-Trung Tran Tuan-Anh Bui Ngai-Man Cheung DRL GAN 121 91 0 23 Mar 2018
Unsupervised Representation Learning by Predicting Image Rotations Spyros Gidaris Praveer Singh N. Komodakis OOD SSL DRL 210 3,272 0 21 Mar 2018
Memorization Precedes Generation: Learning Unsupervised GANs with Memory Networks Youngjin Kim Minjung Kim Gunhee Kim GAN 82 40 0 05 Mar 2018
Spectral Normalization for Generative Adversarial Networks Takeru Miyato Toshiki Kataoka Masanori Koyama Yuichi Yoshida ODL 153 4,421 0 16 Feb 2018
cGANs with Projection Discriminator Takeru Miyato Masanori Koyama GAN 63 768 0 15 Feb 2018
Demystifying MMD GANs Mikolaj Binkowski Danica J. Sutherland Michael Arbel Arthur Gretton EGVM 99 1,478 0 04 Jan 2018
Measuring Catastrophic Forgetting in Neural Networks Ronald Kemker Marc McClure Angelina Abitino Tyler L. Hayes Christopher Kanan CLL 103 713 0 07 Aug 2017
An Online Learning Approach to Generative Adversarial Networks Paulina Grnarova Kfir Y. Levy Aurelien Lucchi Thomas Hofmann Andreas Krause GAN 43 90 0 10 Jun 2017
VEEGAN: Reducing Mode Collapse in GANs using Implicit Variational Learning Akash Srivastava Lazar Valkov Chris Russell Michael U. Gutmann Charles Sutton SyDa GAN 60 677 0 22 May 2017
Improved Training of Wasserstein GANs Ishaan Gulrajani Faruk Ahmed Martín Arjovsky Vincent Dumoulin Aaron Courville GAN 152 9,509 0 31 Mar 2017
NIPS 2016 Tutorial: Generative Adversarial Networks Ian Goodfellow GAN 120 1,721 0 31 Dec 2016
Mode Regularized Generative Adversarial Networks Tong Che Yanran Li Athul Paul Jacob Yoshua Bengio Wenjie Li GAN 101 551 0 07 Dec 2016
Overcoming catastrophic forgetting in neural networks J. Kirkpatrick Razvan Pascanu Neil C. Rabinowitz J. Veness Guillaume Desjardins ... A. Grabska-Barwinska Demis Hassabis Claudia Clopath D. Kumaran R. Hadsell CLL 298 7,410 0 02 Dec 2016
Least Squares Generative Adversarial Networks Xudong Mao Qing Li Haoran Xie Raymond Y. K. Lau Zhen Wang Stephen Paul Smolley GAN 278 4,554 0 13 Nov 2016
Unrolled Generative Adversarial Networks Luke Metz Ben Poole David Pfau Jascha Narain Sohl-Dickstein GAN 93 1,002 0 07 Nov 2016
Conditional Image Synthesis With Auxiliary Classifier GANs Augustus Odena C. Olah Jonathon Shlens GAN 391 3,204 0 30 Oct 2016
InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets Xi Chen Yan Duan Rein Houthooft John Schulman Ilya Sutskever Pieter Abbeel GAN 148 4,224 0 12 Jun 2016
Improved Techniques for Training GANs Tim Salimans Ian Goodfellow Wojciech Zaremba Vicki Cheung Alec Radford Xi Chen GAN 429 8,999 0 10 Jun 2016
f-GAN: Training Generative Neural Samplers using Variational Divergence Minimization Sebastian Nowozin Botond Cseke Ryota Tomioka GAN 104 1,648 0 02 Jun 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.6K 192,638 0 10 Dec 2015
Rethinking the Inception Architecture for Computer Vision Christian Szegedy Vincent Vanhoucke Sergey Ioffe Jonathon Shlens Z. Wojna 3DV BDL 575 27,231 0 02 Dec 2015
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks Alec Radford Luke Metz Soumith Chintala GAN OOD 234 13,968 0 19 Nov 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.1K 149,474 0 22 Dec 2014
Deep Learning Face Attributes in the Wild Ziwei Liu Ping Luo Xiaogang Wang Xiaoou Tang CVBM 219 8,351 0 28 Nov 2014
Representation Learning: A Review and New Perspectives Yoshua Bengio Aaron Courville Pascal Vincent OOD SSL 196 12,384 0 24 Jun 2012