Are GANs Created Equal? A Large-Scale Study

28 November 2017

Papers citing "Are GANs Created Equal? A Large-Scale Study"

50 / 199 papers shown

Title
Reproducibility in Learning R. Impagliazzo Rex Lei T. Pitassi Jessica Sorrell 32 43 0 20 Jan 2022
A Survey on Training Challenges in Generative Adversarial Networks for Biomedical Image Analysis Muhammad Muneeb Saad Ruairi O'Reilly M. H. Rehmani MedIm 44 35 0 19 Jan 2022
Automated causal inference in application to randomized controlled clinical trials Ji Q. Wu N. Horeweg M. de Bruyn R. Nout I. Jürgenliemk-Schulz ... H. Nijman V. Smit T. Bosse C. Creutzberg V. Koelzer CML 34 14 0 15 Jan 2022
Optimal 1-Wasserstein Distance for WGANs Arthur Stéphanovitch Ugo Tanielian B. Cadre N. Klutchnikoff Gérard Biau OT GAN 20 3 0 08 Jan 2022
on the effectiveness of generative adversarial network on anomaly detection Laya Rafiee T. Fevens 28 5 0 31 Dec 2021
Generative Adversarial Networks for Synthetic Data Generation: A Comparative Study C. Little Mark Elliot Richard Allmendinger Sahel Shariati Samani 24 20 0 03 Dec 2021
Visual Intelligence through Human Interaction Ranjay Krishna Mitchell L. Gordon Fei-Fei Li Michael S. Bernstein 29 8 0 12 Nov 2021
Sig-Wasserstein GANs for Time Series Generation Hao Ni Lukasz Szpruch Marc Sabate Vidales Baoren Xiao Magnus Wiese Shujian Liao SyDa AI4TS 19 73 0 01 Nov 2021
Towards Realistic Market Simulations: a Generative Adversarial Networks Approach Andrea Coletta Matteo Prata Michele Conti Emanuele Mercanti N. Bartolini Aymeric Moulin Svitlana Vyetrenko T. Balch GAN 19 44 0 25 Oct 2021
An Empirical Study on GANs with Margin Cosine Loss and Relativistic Discriminator Cuong V. Nguyen Tien-Dung Cao Tram Truong-Huu Khanh Pham Binh T. Nguyen GAN 18 3 0 21 Oct 2021
Quantifying point cloud realism through adversarially learned latent representations Larissa T. Triess David Peter Stefan A. Baur J. Marius Zöllner 3DPC 34 2 0 24 Sep 2021
Scenario generation for market risk models using generative neural networks Solveig Flaig Gero Junike GAN 32 10 0 21 Sep 2021
Perceptual Learned Video Compression with Recurrent Conditional GAN Ren Yang Radu Timofte Luc Van Gool 22 32 0 07 Sep 2021
Deep Reinforcement Learning at the Edge of the Statistical Precipice Rishabh Agarwal Max Schwarzer Pablo Samuel Castro Aaron Courville Marc G. Bellemare OffRL 59 639 0 30 Aug 2021
Adapting to Unseen Vendor Domains for MRI Lesion Segmentation Brandon Mac A. Moody A. Khademi MedIm 27 0 0 14 Aug 2021
IQ-Learn: Inverse soft-Q Learning for Imitation Divyansh Garg Shuvam Chakraborty Chris Cundy Jiaming Song Matthieu Geist Stefano Ermon 51 178 0 23 Jun 2021
Randomness In Neural Network Training: Characterizing The Impact of Tooling Donglin Zhuang Xingyao Zhang Shuaiwen Leon Song Sara Hooker 25 75 0 22 Jun 2021
A Neural Tangent Kernel Perspective of GANs Jean-Yves Franceschi Emmanuel de Bézenac Ibrahim Ayed Mickaël Chen Sylvain Lamprier Patrick Gallinari 37 26 0 10 Jun 2021
On Training Sample Memorization: Lessons from Benchmarking Generative Modeling with a Large-scale Competition C. Bai Hsuan-Tien Lin Colin Raffel Wendy Kan 18 34 0 06 Jun 2021
What Matters for Adversarial Imitation Learning? Manu Orsini Anton Raichuk Léonard Hussenot Damien Vincent Robert Dadashi Sertan Girgin M. Geist Olivier Bachem Olivier Pietquin Marcin Andrychowicz 49 77 0 01 Jun 2021
DeepSMOTE: Fusing Deep Learning and SMOTE for Imbalanced Data Damien Dablain Bartosz Krawczyk Nitesh V. Chawla 29 262 0 05 May 2021
Generative Adversarial Reward Learning for Generalized Behavior Tendency Inference Xiaocong Chen Lina Yao Xianzhi Wang Aixin Sun Wenjie Zhang Quan Z. Sheng 17 8 0 03 May 2021
Data Augmentation in High Dimensional Low Sample Size Setting Using a Geometry-Based Variational Autoencoder Clément Chadebec Elina Thibeau-Sutre Ninon Burgos S. Allassonnière 43 62 0 30 Apr 2021
CAGAN: Text-To-Image Generation with Combined Attention GANs Henning Schulze Dogucan Yaman Alexander Waibel GAN 29 3 0 26 Apr 2021
Adaptive Gradient Balancing for Undersampled MRI Reconstruction and Image-to-Image Translation Itzik Malkiel Sangtae Ahn V. Taviani A. Menini Lior Wolf C. Hardy MedIm 13 0 0 05 Apr 2021
MR-Contrast-Aware Image-to-Image Translations with Generative Adversarial Networks Jonas Denck J. Guehring Andreas Maier E. Rothgang GAN MedIm 35 26 0 03 Apr 2021
PeaceGAN: A GAN-based Multi-Task Learning Method for SAR Target Image Generation with a Pose Estimator and an Auxiliary Classifier Jihyong Oh Munchurl Kim GAN 35 20 0 29 Mar 2021
Conditional Frechet Inception Distance Michael Soloveitchik Tzvi Diskin E. Morin A. Wiesel EGVM 32 33 0 21 Mar 2021
Generating Diverse Structure for Image Inpainting With Hierarchical VQ-VAE Jialun Peng Dong Liu Songcen Xu Houqiang Li DiffM 25 191 0 18 Mar 2021
Training GANs with Stronger Augmentations via Contrastive Discriminator Jongheon Jeong Jinwoo Shin 30 65 0 17 Mar 2021
Mean Field Game GAN Shaojun Ma Haomin Zhou H. Zha GAN AI4CE 45 0 0 14 Mar 2021
An Introduction to Deep Generative Modeling Lars Ruthotto E. Haber AI4CE 33 220 0 09 Mar 2021
Deep Generative Modelling: A Comparative Review of VAEs, GANs, Normalizing Flows, Energy-Based and Autoregressive Models Sam Bond-Taylor Adam Leach Yang Long Chris G. Willcocks VLM TPM 41 483 0 08 Mar 2021
High Perceptual Quality Image Denoising with a Posterior Sampling CGAN Guy Ohayon Theo Adrai Gregory Vaksman Michael Elad P. Milanfar GAN 44 37 0 06 Mar 2021
Wasserstein GANs Work Because They Fail (to Approximate the Wasserstein Distance) Jan Stanczuk Christian Etmann L. Kreusser Carola-Bibiane Schönlieb GAN 16 48 0 02 Mar 2021
Accounting for Variance in Machine Learning Benchmarks Xavier Bouthillier Pierre Delaunay Mirko Bronzi Assya Trofimov Brennan Nichyporuk ... Dmitriy Serdyuk Tal Arbel C. Pal Gaël Varoquaux Pascal Vincent 34 149 0 01 Mar 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 183 27,846 0 26 Feb 2021
Scalable Balanced Training of Conditional Generative Adversarial Neural Networks on Image Data Massimiliano Lupo Pasini Vittorio Gabbi Junqi Yin S. Perotto N. Laanait GAN AI4CE 24 3 0 21 Feb 2021
How Faithful is your Synthetic Data? Sample-level Metrics for Evaluating and Auditing Generative Models Ahmed Alaa B. V. Breugel Evgeny S. Saveliev M. Schaar 59 186 0 17 Feb 2021
TransGAN: Two Pure Transformers Can Make One Strong GAN, and That Can Scale Up Yi Ding Shiyu Chang Zhangyang Wang ViT 29 383 0 14 Feb 2021
Data-Efficient Framework for Real-world Multiple Sound Source 2D Localization G. L. Moing Phongtharin Vinayavekhin Don Joven Agravante Tadanobu Inoue J. Vongkulbhisal Asim Munawar Ryuki Tachibana 25 9 0 10 Dec 2020
Towards Generalized Implementation of Wasserstein Distance in GANs Minkai Xu Zhiming Zhou Guansong Lu Jian Tang Weinan Zhang Yong Yu 21 1 0 07 Dec 2020
Differentially Private Synthetic Data: Applied Evaluations and Enhancements Lucas Rosenblatt Xiao-Yang Liu Samira Pouyanfar Eduardo de Leon Anuj M. Desai Joshua Allen SyDa 26 64 0 11 Nov 2020
Unsupervised Learning of Disentangled Speech Content and Style Representation Andros Tjandra Ruoming Pang Yu Zhang Shigeki Karita BDL DRL 23 15 0 24 Oct 2020
On the Evaluation of Generative Adversarial Networks By Discriminative Models A. Torfi Mohammadreza Beyki Edward A. Fox EGVM 24 7 0 07 Oct 2020
Spatial Frequency Bias in Convolutional Generative Adversarial Networks Mahyar Khayatkhoei Ahmed Elgammal GAN 21 46 0 04 Oct 2020
An End-to-End Attack on Text-based CAPTCHAs Based on Cycle-Consistent Generative Adversarial Network Chunhui Li Xingshu Chen Haizhou Wang Yu Zhang Peiming Wang AAML 11 28 0 26 Aug 2020
Evaluating Lossy Compression Rates of Deep Generative Models Sicong Huang Alireza Makhzani Yanshuai Cao Roger C. Grosse EGVM DRL 8 27 0 15 Aug 2020
Generative Adversarial Networks for Image and Video Synthesis: Algorithms and Applications Xuan Li Xun Huang Jiahui Yu Ting-Chun Wang Arun Mallya GAN 30 153 0 06 Aug 2020
A Deep Learning Framework for Generation and Analysis of Driving Scenario Trajectories A. Demetriou Henrik Alfsvåg Sadegh Rahrovani Morteza Haghir Chehreghani 27 37 0 28 Jul 2020