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
Boosting Statistic Learning with Synthetic Data from Pretrained Large Models Jialong Jiang Wenkang Hu Jian Huang Yuling Jiao Xu Liu DiffM 50 0 0 08 May 2025
What's Wrong with Your Synthetic Tabular Data? Using Explainable AI to Evaluate Generative Models Jan Kapar Niklas Koenen Martin Jullum 64 0 0 29 Apr 2025
Computer-Aided Layout Generation for Building Design: A Review Jiachen Liu Yuan Xue Haomiao Ni Rui Yu Zihan Zhou S. X. Huang 3DV AI4CE 72 0 0 13 Apr 2025
Hallucination, reliability, and the role of generative AI in science Charles Rathkopf HILM 40 0 0 11 Apr 2025
ID-Booth: Identity-consistent Face Generation with Diffusion Models Darian Tomašević Fadi Boutros Chenhao Lin Naser Damer Vitomir Štruc Peter Peer DiffM 55 1 0 10 Apr 2025
MAD: Makeup All-in-One with Cross-Domain Diffusion Model Bo-Kai Ruan Hong-Han Shuai DiffM 36 0 0 03 Apr 2025
PALATE: Peculiar Application of the Law of Total Expectation to Enhance the Evaluation of Deep Generative Models Tadeusz Dziarmaga Marcin Kądziołka Artur Kasymov Marcin Mazur EGVM 100 0 0 24 Mar 2025
LIFT: Latent Implicit Functions for Task- and Data-Agnostic Encoding A. Kazerouni Soroush Mehraban Michael Brudno Babak Taati 43 0 0 19 Mar 2025
AugGen: Synthetic Augmentation Can Improve Discriminative Models Parsa Rahimi Damien Teney S´ebastien Marcel 64 0 0 14 Mar 2025
Generative Uncertainty in Diffusion Models Metod Jazbec Eliot Wong-Toi Guoxuan Xia Dan Zhang Eric T. Nalisnick Stephan Mandt DiffM 45 0 0 28 Feb 2025
On the Statistical Complexity of Estimating Vendi Scores from Empirical Data Azim Ospanov Farzan Farnia 40 1 0 17 Feb 2025
Understanding Classifier-Free Guidance: High-Dimensional Theory and Non-Linear Generalizations Krunoslav Lehman Pavasovic Jakob Verbeek Giulio Biroli Marc Mézard 61 0 0 11 Feb 2025
Be More Diverse than the Most Diverse: Optimal Mixtures of Generative Models via Mixture-UCB Bandit Algorithms Parham Rezaei Farzan Farnia Cheuk Ting Li 43 0 0 23 Dec 2024
Even Sparser Graph Transformers Hamed Shirzad Honghao Lin B. Venkatachalam A. Velingker David P. Woodruff Danica J. Sutherland GNN 96 3 0 25 Nov 2024
VQalAttent: a Transparent Speech Generation Pipeline based on Transformer-learned VQ-VAE Latent Space Armani Rodriguez S. Kokalj-Filipovic 70 0 0 22 Nov 2024
Boosting Latent Diffusion with Perceptual Objectives Tariq Berrada Pietro Astolfi Jakob Verbeek Melissa Hall Marton Havasi M. Drozdzal Yohann Benchetrit Adriana Romero Soriano Karteek Alahari 48 0 0 06 Nov 2024
Conditional Vendi Score: An Information-Theoretic Approach to Diversity Evaluation of Prompt-based Generative Models Mohammad Jalali Azim Ospanov Amin Gohari Farzan Farnia EGVM 37 2 0 05 Nov 2024
GRADE: Quantifying Sample Diversity in Text-to-Image Models Royi Rassin Aviv Slobodkin Shauli Ravfogel Yanai Elazar Yoav Goldberg 85 1 0 29 Oct 2024
Generative Example-Based Explanations: Bridging the Gap between Generative Modeling and Explainability Philipp Vaeth Alexander M. Fruehwald Benjamin Paassen Magda Gregorova GAN 25 0 0 28 Oct 2024
Deep Generative Models for 3D Medical Image Synthesis Paul Friedrich Yannik Frisch P. Cattin 3DV MedIm 37 3 0 23 Oct 2024
Beyond FVD: Enhanced Evaluation Metrics for Video Generation Quality Ge Ya Luo Gian Mario Favero Zhi Hao Luo Alexia Jolicoeur-Martineau Christopher Pal VGen 27 4 0 07 Oct 2024
Forte : Finding Outliers with Representation Typicality Estimation Debargha Ganguly Warren Morningstar A. Yu Vipin Chaudhary OODD 41 0 0 02 Oct 2024
Elucidating Optimal Reward-Diversity Tradeoffs in Text-to-Image Diffusion Models Rohit Jena Ali Taghibakhshi Sahil Jain Gerald Shen Nima Tajbakhsh Arash Vahdat 38 3 0 09 Sep 2024
Improving Diffusion-based Data Augmentation with Inversion Spherical Interpolation Yanghao Wang Long Chen DiffM 21 0 0 29 Aug 2024
DIAGen: Diverse Image Augmentation with Generative Models Tobias Lingenberg Markus Reuter Gopika Sudhakaran Dominik Gojny Stefan Roth Simone Schaub-Meyer DiffM 25 3 0 26 Aug 2024
End-to-end Semantic-centric Video-based Multimodal Affective Computing Ronghao Lin Ying Zeng Sijie Mai Haifeng Hu VGen 42 0 0 14 Aug 2024
Low-Bitwidth Floating Point Quantization for Efficient High-Quality Diffusion Models Cheng Chen Christina Giannoula Andreas Moshovos DiffM MQ 24 0 0 13 Aug 2024
Embedding Space Selection for Detecting Memorization and Fingerprinting in Generative Models Jack He Jianxing Zhao Andrew Bai Cho-Jui Hsieh 50 0 0 30 Jul 2024
$Denoising L\évy Probabilistic Models$ Denoising L\évy Probabilistic Models Dario Shariatian Umut Simsekli Alain Durmus DiffM 24 2 0 26 Jul 2024
Assessing Sample Quality via the Latent Space of Generative Models Jingyi Xu Hieu M. Le Dimitris Samaras MedIm 30 2 0 21 Jul 2024
HoneyGAN Pots: A Deep Learning Approach for Generating Honeypots Ryan Gabrys Daniel Silva Mark Bilinski GAN 25 0 0 10 Jul 2024
Rethinking Image Skip Connections in StyleGAN2 Seung Park Y. Shin 46 2 0 08 Jul 2024
Towards a Scalable Reference-Free Evaluation of Generative Models Azim Ospanov Jingwei Zhang Mohammad Jalali Xuenan Cao Andrej Bogdanov Farzan Farnia EGVM 32 1 0 03 Jul 2024
Analyzing Quality, Bias, and Performance in Text-to-Image Generative Models Nila Masrourisaadat Nazanin Sedaghatkish Fatemeh Sarshartehrani Edward A. Fox 37 6 0 28 Jun 2024
LaTable: Towards Large Tabular Models B. V. Breugel Jonathan Crabbé Rob Davis Mihaela van der Schaar LMTD 31 4 0 25 Jun 2024
Advancing Retail Data Science: Comprehensive Evaluation of Synthetic Data Yu Xia Chi-Hua Wang Joshua Mabry Guang Cheng ELM 32 4 0 19 Jun 2024
Latent Denoising Diffusion GAN: Faster sampling, Higher image quality Luan Thanh Trinh T. Hamagami DiffM 35 5 0 17 Jun 2024
Consistency-diversity-realism Pareto fronts of conditional image generative models Pietro Astolfi Marlene Careil Melissa Hall Oscar Manas Matthew Muckley Jakob Verbeek Adriana Romero Soriano M. Drozdzal 51 10 0 14 Jun 2024
Improving Geo-diversity of Generated Images with Contextualized Vendi Score Guidance Reyhane Askari Hemmat Melissa Hall Alicia Sun Candace Ross M. Drozdzal Adriana Romero Soriano 41 4 0 06 Jun 2024
Going beyond Compositions, DDPMs Can Produce Zero-Shot Interpolations Justin Deschenaux Igor Krawczuk Grigorios G. Chrysos V. Cevher DiffM 44 3 0 29 May 2024
A Survey of Multimodal Large Language Model from A Data-centric Perspective Tianyi Bai Hao Liang Binwang Wan Yanran Xu Xi Li ... Ping-Chia Huang Jiulong Shan Conghui He Binhang Yuan Wentao Zhang 47 36 0 26 May 2024
Discriminative Estimation of Total Variation Distance: A Fidelity Auditor for Generative Data Lan Tao Shi Xu ChiHua Wang Namjoon Suh Guang Cheng 21 6 0 24 May 2024
Time Cell Inspired Temporal Codebook in Spiking Neural Networks for Enhanced Image Generation Linghao Feng Dongcheng Zhao Sicheng Shen Yiting Dong Guobin Shen Yi Zeng 33 2 0 23 May 2024
Perceptual Fairness in Image Restoration Guy Ohayon Michael Elad T. Michaeli SupR 40 1 0 22 May 2024
Establishing a Unified Evaluation Framework for Human Motion Generation: A Comparative Analysis of Metrics Ali Ismail-Fawaz Maxime Devanne Stefano Berretti Jonathan Weber Germain Forestier EGVM 42 2 0 13 May 2024
Distilling Diffusion Models into Conditional GANs Minguk Kang Richard Zhang Connelly Barnes Sylvain Paris Suha Kwak Jaesik Park Eli Shechtman Jun-Yan Zhu Taesung Park 38 36 0 09 May 2024
Towards Geographic Inclusion in the Evaluation of Text-to-Image Models Melissa Hall Samuel J. Bell Candace Ross Adina Williams M. Drozdzal Adriana Romero Soriano EGVM 33 4 0 07 May 2024
Identification of Novel Modes in Generative Models via Fourier-based Differential Clustering Jingwei Zhang Mohammad Jalali Cheuk Ting Li Farzan Farnia 31 3 0 04 May 2024
Unifying and extending Precision Recall metrics for assessing generative models Benjamin Sykes Loïc Simon Julien Rabin EGVM 23 2 0 02 May 2024
Why Tabular Foundation Models Should Be a Research Priority B. V. Breugel M. Schaar LMTD VLM AI4CE 39 33 0 02 May 2024