Assessing Generative Models via Precision and Recall

31 May 2018

Olivier Bachem

Papers citing "Assessing Generative Models via Precision and Recall"

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Title
Mutual Information Divergence: A Unified Metric for Multimodal Generative Models Jin-Hwa Kim Yunji Kim Jiyoung Lee Kang Min Yoo Sang-Woo Lee EGVM 33 32 0 25 May 2022
Towards the Generation of Synthetic Images of Palm Vein Patterns: A Review Edwin H. Salazar Jurado R. Hernández-García Karina Vilches-Ponce R. Barrientos M. Mora Gaurav Jaswal 6 21 0 20 May 2022
Synthetic Data -- what, why and how? James Jordon Lukasz Szpruch F. Houssiau M. Bottarelli Giovanni Cherubin Carsten Maple Samuel N. Cohen Adrian Weller 40 109 0 06 May 2022
OSSGAN: Open-Set Semi-Supervised Image Generation Kai Katsumata D. Vo Hideki Nakayama VLM GAN 22 6 0 29 Apr 2022
Training and Evaluation of Deep Policies using Reinforcement Learning and Generative Models Ali Ghadirzadeh Petra Poklukar Karol Arndt Chelsea Finn Ville Kyrki Danica Kragic Marten Bjorkman OffRL 22 1 0 18 Apr 2022
Diagnosing and Fixing Manifold Overfitting in Deep Generative Models G. Loaiza-Ganem Brendan Leigh Ross Jesse C. Cresswell Anthony L. Caterini GAN DRL 14 28 0 14 Apr 2022
Any-resolution Training for High-resolution Image Synthesis Lucy Chai Michael Gharbi Eli Shechtman Phillip Isola Richard Y. Zhang 30 65 0 14 Apr 2022
PixelFolder: An Efficient Progressive Pixel Synthesis Network for Image Generation Jing He Yiyi Zhou Qi Zhang Jun Peng Yunhang Shen Xiaoshuai Sun Chao Chen Rongrong Ji 18 5 0 02 Apr 2022
Generating High Fidelity Data from Low-density Regions using Diffusion Models Vikash Sehwag C. Hazirbas Albert Gordo Firat Ozgenel Cristian Canton Ferrer DiffM 33 66 0 31 Mar 2022
Overcoming challenges in leveraging GANs for few-shot data augmentation Christopher Beckham I. Laradji Pau Rodríguez López David Vazquez Derek Nowrouzezahrai C. Pal 6 1 0 30 Mar 2022
The Role of ImageNet Classes in Fréchet Inception Distance Tuomas Kynkaanniemi Tero Karras M. Aittala Timo Aila J. Lehtinen EGVM VLM 22 199 0 11 Mar 2022
Show Me What and Tell Me How: Video Synthesis via Multimodal Conditioning Ligong Han Jian Ren Hsin-Ying Lee Francesco Barbieri Kyle Olszewski Shervin Minaee Dimitris N. Metaxas Sergey Tulyakov DiffM VGen 28 41 0 04 Mar 2022
Polarity Sampling: Quality and Diversity Control of Pre-Trained Generative Networks via Singular Values Ahmed Imtiaz Humayun Randall Balestriero Richard Baraniuk 13 31 0 03 Mar 2022
State-of-the-Art in the Architecture, Methods and Applications of StyleGAN Amit H. Bermano Rinon Gal Yuval Alaluf Ron Mokady Yotam Nitzan Omer Tov Or Patashnik Daniel Cohen-Or 24 80 0 28 Feb 2022
When do GANs replicate? On the choice of dataset size Qianli Feng Chen Guo Fabian Benitez-Quiroz Aleix M. Martinez 136 54 0 23 Feb 2022
Multi-level Latent Space Structuring for Generative Control Oren Katzir Vicky Perepelook Dani Lischinski Daniel Cohen-Or 19 4 0 11 Feb 2022
GraphDCA -- a Framework for Node Distribution Comparison in Real and Synthetic Graphs Ciwan Ceylan Petra Poklukar Hanna Hultin Alexander Kravchenko Anastasia Varava Danica Kragic 19 1 0 08 Feb 2022
Posterior Matching for Arbitrary Conditioning R. Strauss Junier B. Oliva CML BDL 19 6 0 28 Jan 2022
Generalization Metrics for Practical Quantum Advantage in Generative Models Kaitlin Gili M. Mauri A. Perdomo-Ortiz 32 7 0 21 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 38 35 0 19 Jan 2022
Synthesising Electronic Health Records: Cystic Fibrosis Patient Group E. Muller Xu Zheng Jer Hayes 26 2 0 14 Jan 2022
Comparison and Analysis of Image-to-Image Generative Adversarial Networks: A Survey Sagar Saxena Mohammad Nayeem Teli EGVM GAN MedIm 25 24 0 23 Dec 2021
Heavy-tailed denoising score matching J. Deasy Nikola Simidjievski Pietro Lio' DiffM 28 14 0 17 Dec 2021
An Unsupervised Way to Understand Artifact Generating Internal Units in Generative Neural Networks Haedong Jeong Jiyeon Han Jaesik Choi 23 3 0 16 Dec 2021
Tackling the Generative Learning Trilemma with Denoising Diffusion GANs Zhisheng Xiao Karsten Kreis Arash Vahdat DiffM 28 537 0 15 Dec 2021
Adaptive Feature Interpolation for Low-Shot Image Generation M. Dai Haibin Hang Xiaoyang Guo GAN 14 12 0 04 Dec 2021
Provably Valid and Diverse Mutations of Real-World Media Data for DNN Testing Yuanyuan Yuan Qi Pang Shuai Wang DiffM AAML MedIm 31 6 0 03 Dec 2021
Forward Operator Estimation in Generative Models with Kernel Transfer Operators Z. Huang Rudrasis Chakraborty Vikas Singh GAN 14 3 0 01 Dec 2021
Unleashing Transformers: Parallel Token Prediction with Discrete Absorbing Diffusion for Fast High-Resolution Image Generation from Vector-Quantized Codes Sam Bond-Taylor P. Hessey Hiroshi Sasaki T. Breckon Chris G. Willcocks DiffM 25 71 0 24 Nov 2021
Image prediction of disease progression by style-based manifold extrapolation T. Han Jakob Nikolas Kather F. Pedersoli M. Zimmermann S. Keil ... Fabian Kiessling Volkmar Schulz Christiane Kuhl S. Nebelung Daniel Truhn MedIm 19 3 0 22 Nov 2021
Visual Intelligence through Human Interaction Ranjay Krishna Mitchell L. Gordon Fei-Fei Li Michael S. Bernstein 19 8 0 12 Nov 2021
Adversarial sampling of unknown and high-dimensional conditional distributions M. Hassanaly Andrew Glaws Karen Stengel Ryan N. King GAN 13 21 0 08 Nov 2021
Improving Visual Quality of Image Synthesis by A Token-based Generator with Transformers Yanhong Zeng Huan Yang Hongyang Chao Jianbo Wang Jianlong Fu ViT 27 26 0 05 Nov 2021
Rebooting ACGAN: Auxiliary Classifier GANs with Stable Training Minguk Kang Woohyeon Shim Minsu Cho Jaesik Park GAN 30 107 0 01 Nov 2021
Projected GANs Converge Faster Axel Sauer Kashyap Chitta Jens Muller Andreas Geiger 47 233 0 01 Nov 2021
Bounds all around: training energy-based models with bidirectional bounds Cong Geng Jia Wang Zhiyong Gao J. Frellsen Søren Hauberg 24 15 0 01 Nov 2021
DECAF: Generating Fair Synthetic Data Using Causally-Aware Generative Networks A. Saha Trent Kyono J. Linmans M. Schaar CML 24 105 0 25 Oct 2021
MIGS: Meta Image Generation from Scene Graphs R. Rajagede Sabrina Musatian Helisa Dhamo Nassir Navab VLM 13 10 0 22 Oct 2021
Latent reweighting, an almost free improvement for GANs Thibaut Issenhuth Ugo Tanielian David Picard Jérémie Mary 6 5 0 19 Oct 2021
MaGNET: Uniform Sampling from Deep Generative Network Manifolds Without Retraining Ahmed Imtiaz Humayun Randall Balestriero Richard Baraniuk OOD 35 29 0 15 Oct 2021
Rethinking Multidimensional Discriminator Output for Generative Adversarial Networks M. Dai Haibin Hang A. Srivastava 16 3 0 08 Sep 2021
MG-GAN: A Multi-Generator Model Preventing Out-of-Distribution Samples in Pedestrian Trajectory Prediction Patrick Dendorfer Sven Elflein Laura Leal-Taixé 19 91 0 20 Aug 2021
Dual Projection Generative Adversarial Networks for Conditional Image Generation Ligong Han Martin Renqiang Min Anastasis Stathopoulos Yu Tian Ruijiang Gao Asim Kadav Dimitris N. Metaxas GAN 33 21 0 20 Aug 2021
Unconditional Scene Graph Generation Sarthak Garg Helisa Dhamo Azade Farshad Sabrina Musatian Nassir Navab F. Tombari 10 23 0 12 Aug 2021
Toward Spatially Unbiased Generative Models Jooyoung Choi Jungbeom Lee Yonghyun Jeong Sungroh Yoon DiffM 30 17 0 03 Aug 2021
Image-to-Image Translation with Low Resolution Conditioning M. Abid Ihsen Hedhli Jean-François Lalonde Christian Gagné 26 2 0 23 Jul 2021
Unrealistic Feature Suppression for Generative Adversarial Networks Sanghun Kim Seungkyu Lee GAN 9 1 0 23 Jul 2021
MCL-GAN: Generative Adversarial Networks with Multiple Specialized Discriminators Jinyoung Choi Bohyung Han 37 15 0 15 Jul 2021
On the expressivity of bi-Lipschitz normalizing flows Alexandre Verine Benjamin Négrevergne F. Rossi Y. Chevaleyre TPM 15 17 0 15 Jul 2021
This Person (Probably) Exists. Identity Membership Attacks Against GAN Generated Faces Ryan Webster Julien Rabin Loïc Simon F. Jurie CVBM PICV 13 32 0 13 Jul 2021