Assessing Generative Models via Precision and Recall

31 May 2018

Olivier Bachem

Papers citing "Assessing Generative Models via Precision and Recall"

50 / 346 papers shown

Title
Feature Likelihood Divergence: Evaluating the Generalization of Generative Models Using Samples Marco Jiralerspong A. Bose I. Gemp Chongli Qin Yoram Bachrach Gauthier Gidel EGVM 24 5 0 09 Feb 2023
Beyond Statistical Similarity: Rethinking Metrics for Deep Generative Models in Engineering Design Lyle Regenwetter Akash Srivastava Dan Gutfreund Faez Ahmed 16 28 0 06 Feb 2023
Training Normalizing Flows with the Precision-Recall Divergence Alexandre Verine Benjamin Négrevergne Muni Sreenivas Pydi Y. Chevaleyre 29 1 0 01 Feb 2023
Learning Data Representations with Joint Diffusion Models Kamil Deja Tomasz Trzciñski Jakub M. Tomczak DiffM 22 15 0 31 Jan 2023
CHeart: A Conditional Spatio-Temporal Generative Model for Cardiac Anatomy Mengyun Qiao Shuo Wang Huaqi Qiu A. de Marvao D. O’Regan Daniel Rueckert Wenjia Bai MedIm 26 14 0 30 Jan 2023
3DShape2VecSet: A 3D Shape Representation for Neural Fields and Generative Diffusion Models Biao Zhang Jiapeng Tang Matthias Niessner Peter Wonka DiffM 25 196 0 26 Jan 2023
Fast Inference in Denoising Diffusion Models via MMD Finetuning Emanuele Aiello D. Valsesia E. Magli DiffM 22 4 0 19 Jan 2023
Masked Vector Quantization David D. Nguyen David Leibowitz Surya Nepal S. Kanhere MQ 13 0 0 16 Jan 2023
Large Scale Qualitative Evaluation of Generative Image Model Outputs Yannick Assogba Adam Pearce Madison Elliott EGVM 31 6 0 11 Jan 2023
MAUVE Scores for Generative Models: Theory and Practice Krishna Pillutla Lang Liu John Thickstun Sean Welleck Swabha Swayamdipta Rowan Zellers Sewoong Oh Yejin Choi Zaïd Harchaoui EGVM 35 21 0 30 Dec 2022
Out-of-Distribution Detection with Reconstruction Error and Typicality-based Penalty Genki Osada Tsubasa Takahashi Budrul Ahsan Takashi Nishide OODD 14 13 0 24 Dec 2022
Generating Synthetic Data in a Secure Federated General Adversarial Networks for a Consortium of Health Registries N. Veeraragavan J. Nygaard 6 2 0 03 Dec 2022
3D Neural Field Generation using Triplane Diffusion J. Shue E. R. Chan Ryan Po Zachary Ankner Jiajun Wu Gordon Wetzstein DiffM 42 232 0 30 Nov 2022
Measuring the Measuring Tools: An Automatic Evaluation of Semantic Metrics for Text Corpora George Kour Samuel Ackerman Orna Raz E. Farchi Boaz Carmeli Ateret Anaby-Tavor 34 10 0 29 Nov 2022
CHIMLE: Conditional Hierarchical IMLE for Multimodal Conditional Image Synthesis Shichong Peng Alireza Moazeni Ke Li DiffM 25 2 0 25 Nov 2022
Exploring validation metrics for offline model-based optimisation with diffusion models Christopher Beckham Alexandre Piché David Vazquez Christopher Pal OffRL 22 1 0 19 Nov 2022
Reasons for the Superiority of Stochastic Estimators over Deterministic Ones: Robustness, Consistency and Perceptual Quality Guy Ohayon Theo Adrai Michael Elad T. Michaeli AAML 29 13 0 16 Nov 2022
Creative divergent synthesis with generative models Axel Chemla-Romeu-Santos P. Esling 14 1 0 16 Nov 2022
StyleNAT: Giving Each Head a New Perspective Steven Walton Ali Hassani Xingqian Xu Zhangyang Wang Humphrey Shi ViT 31 22 0 10 Nov 2022
A Survey on Evaluation Metrics for Synthetic Material Micro-Structure Images from Generative Models Devesh Shah Anirudh Suresh Alemayehu S. Admasu Devesh Upadhyay Kalyanmoy Deb 20 1 0 03 Nov 2022
Revisiting Attention Weights as Explanations from an Information Theoretic Perspective Bingyang Wen K. P. Subbalakshmi Fan Yang FAtt 8 6 0 31 Oct 2022
Few-shot Image Generation via Masked Discrimination Jin Zhu Huimin Ma Jiansheng Chen Jian Yuan 25 12 0 27 Oct 2022
Time Series Synthesis via Multi-scale Patch-based Generation of Wavelet Scalogram A. Kazemi Hadi Meidani AI4TS 8 0 0 21 Oct 2022
A Pareto-optimal compositional energy-based model for sampling and optimization of protein sequences Natavsa Tagasovska Nathan C. Frey Andreas Loukas I. Hotzel J. Lafrance-Vanasse ... A. Rajpal Richard Bonneau Kyunghyun Cho Stephen Ra Vladimir Gligorijević 8 11 0 19 Oct 2022
Autoregressive Generative Modeling with Noise Conditional Maximum Likelihood Estimation Henry Li Y. Kluger 27 2 0 19 Oct 2022
Improving GANs with a Feature Cycling Generator Seung-won Park Y. Shin 16 0 0 18 Oct 2022
Evaluation of the Synthetic Electronic Health Records E. Muller Xu Zheng Jer Hayes ELM 12 1 0 16 Oct 2022
GENIE: Higher-Order Denoising Diffusion Solvers Tim Dockhorn Arash Vahdat Karsten Kreis DiffM 49 104 0 11 Oct 2022
The Vendi Score: A Diversity Evaluation Metric for Machine Learning Dan Friedman Adji Bousso Dieng EGVM 80 108 0 05 Oct 2022
Training Normalizing Flows from Dependent Data Matthias Kirchler C. Lippert Marius Kloft TPM 16 2 0 29 Sep 2022
Optimization of Annealed Importance Sampling Hyperparameters Shirin Goshtasbpour F. Pérez-Cruz 21 1 0 27 Sep 2022
StyleTime: Style Transfer for Synthetic Time Series Generation Yousef El-Laham Svitlana Vyetrenko AI4TS 21 5 0 22 Sep 2022
A Geometric Perspective on Variational Autoencoders Clément Chadebec S. Allassonnière DRL 24 21 0 15 Sep 2022
Frido: Feature Pyramid Diffusion for Complex Scene Image Synthesis Wanshu Fan Yen-Chun Chen Dongdong Chen Yu Cheng Lu Yuan Yu-Chiang Frank Wang DiffM 20 90 0 29 Aug 2022
How good are deep models in understanding the generated images? Ali Borji OOD 21 6 0 23 Aug 2022
Demystifying Randomly Initialized Networks for Evaluating Generative Models Junghyuk Lee Jun-Hyuk Kim Jong-Seok Lee EGVM 22 0 0 19 Aug 2022
Symbolic Music Loop Generation with Neural Discrete Representations Sangjun Han H. Ihm Moontae Lee Woohyung Lim 16 8 0 11 Aug 2022
DP $^2$ -VAE: Differentially Private Pre-trained Variational Autoencoders Dihong Jiang Guojun Zhang Mahdi Karami Xi Chen Yunfeng Shao Yaoliang Yu 38 15 0 05 Aug 2022
A Deep Generative Model for Feasible and Diverse Population Synthesis Eui-Jin Kim P. Bansal 17 15 0 01 Aug 2022
A Proposal for Foley Sound Synthesis Challenge Keunwoo Choi Sangshin Oh Minsung Kang Brian McFee 21 11 0 21 Jul 2022
Unveiling the Latent Space Geometry of Push-Forward Generative Models Thibaut Issenhuth Ugo Tanielian Jérémie Mary David Picard GAN DRL 21 2 0 21 Jul 2022
GEMS: Scene Expansion using Generative Models of Graphs Rishi G. Agarwal Tirupati Saketh Chandra Vaidehi Patil Aniruddha Mahapatra K. Kulkarni Vishwa Vinay 30 4 0 08 Jul 2022
Can Push-forward Generative Models Fit Multimodal Distributions? Antoine Salmona Valentin De Bortoli J. Delon A. Desolneux DiffM 27 35 0 29 Jun 2022
StudioGAN: A Taxonomy and Benchmark of GANs for Image Synthesis Minguk Kang Joonghyuk Shin Jaesik Park EGVM 11 67 0 19 Jun 2022
Detecting Adversarial Examples in Batches -- a geometrical approach Danush Kumar Venkatesh Peter Steinbach AAML 11 2 0 17 Jun 2022
MoDi: Unconditional Motion Synthesis from Diverse Data Sigal Raab Inbal Leibovitch Peizhuo Li Kfir Aberman O. Sorkine-Hornung Daniel Cohen-Or DiffM 19 54 0 16 Jun 2022
Evaluating Graph Generative Models with Contrastively Learned Features Hamed Shirzad Kaveh Hassani Danica J. Sutherland 14 7 0 13 Jun 2022
Why is constrained neural language generation particularly challenging? Cristina Garbacea Qiaozhu Mei 59 14 0 11 Jun 2022
On Analyzing Generative and Denoising Capabilities of Diffusion-based Deep Generative Models Kamil Deja Anna Kuzina Tomasz Trzciñski Jakub M. Tomczak DiffM 24 25 0 31 May 2022
On the Usefulness of Embeddings, Clusters and Strings for Text Generator Evaluation Tiago Pimentel Clara Meister Ryan Cotterell 38 7 0 31 May 2022