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
Limitations of Face Image Generation Harrison Rosenberg Shimaa Ahmed Guruprasad V Ramesh Ramya Korlakai Vinayak Kassem Fawaz 28 1 0 13 Sep 2023
Probabilistic Precision and Recall Towards Reliable Evaluation of Generative Models Dogyun Park Suhyun Kim EGVM 14 3 0 04 Sep 2023
Diffusion Models for Interferometric Satellite Aperture Radar A. Tuel Thomas Kerdreux Claudia Hulbert B. Rouet-Leduc 20 2 0 31 Aug 2023
SCULPT: Shape-Conditioned Unpaired Learning of Pose-dependent Clothed and Textured Human Meshes Soubhik Sanyal Partha Ghosh Jinlong Yang Michael J. Black Justus Thies Timo Bolkart 3DH 28 4 0 21 Aug 2023
Improving Diversity in Zero-Shot GAN Adaptation with Semantic Variations Seogkyu Jeon Bei Liu Pilhyeon Lee Kibeom Hong Jianlong Fu H. Byun 40 1 0 21 Aug 2023
Steering Language Generation: Harnessing Contrastive Expert Guidance and Negative Prompting for Coherent and Diverse Synthetic Data Generation Charles OÑeill Y. Ting 丁 I. Ciucă Jack Miller Thang Bui SyDa 31 1 0 15 Aug 2023
DIG In: Evaluating Disparities in Image Generations with Indicators for Geographic Diversity Melissa Hall Candace Ross Adina Williams Nicolas Carion M. Drozdzal Adriana Romero Soriano EGVM 19 5 0 11 Aug 2023
Application-Oriented Benchmarking of Quantum Generative Learning Using QUARK Florian J. Kiwit M. Marso Philipp Ross Carlos A. Riofrío Johannes Klepsch André Luckow 28 10 0 08 Aug 2023
Large-Scale Public Data Improves Differentially Private Image Generation Quality Ruihan Wu Chuan Guo Kamalika Chaudhuri 21 2 0 04 Aug 2023
Metrics to Quantify Global Consistency in Synthetic Medical Images Daniel Scholz Benedikt Wiestler Daniel Rueckert M. Menten MedIm 11 1 0 01 Aug 2023
Deep Generative Models, Synthetic Tabular Data, and Differential Privacy: An Overview and Synthesis Conor Hassan Roberto Salomone Kerrie Mengersen 18 6 0 28 Jul 2023
Composite Diffusion \| whole >= Σparts Vikram Jamwal S. Ramaneswaran DiffM 18 0 0 25 Jul 2023
Soft Curriculum for Learning Conditional GANs with Noisy-Labeled and Uncurated Unlabeled Data Kai Katsumata D. Vo Tatsuya Harada Hideki Nakayama 31 0 0 17 Jul 2023
On the Efficacy of Sampling Adapters Clara Meister Tiago Pimentel Luca Malagutti Ethan Gotlieb Wilcox Ryan Cotterell 35 12 0 07 Jul 2023
Hybrid Neural Diffeomorphic Flow for Shape Representation and Generation via Triplane Kun Han Shanlin Sun Xiaohui Xie 3DH MedIm 18 3 0 04 Jul 2023
NaturalInversion: Data-Free Image Synthesis Improving Real-World Consistency Yujin Kim Do-Young Park Dohee Kim Suhyun Kim DiffM 11 8 0 29 Jun 2023
Beyond Scale: the Diversity Coefficient as a Data Quality Metric Demonstrates LLMs are Pre-trained on Formally Diverse Data Alycia Lee Brando Miranda Sudharsan Sundar Sanmi Koyejo 37 17 0 24 Jun 2023
Probabilistic Matching of Real and Generated Data Statistics in Generative Adversarial Networks Philipp Pilar Niklas Wahlström GAN 18 1 0 19 Jun 2023
Aligning Synthetic Medical Images with Clinical Knowledge using Human Feedback Shenghuan Sun Gregory M. Goldgof A. Butte Ahmed Alaa MedIm 19 12 0 16 Jun 2023
Understanding Deep Generative Models with Generalized Empirical Likelihoods Suman V. Ravuri Mélanie Rey S. Mohamed M. Deisenroth VLM 21 5 0 16 Jun 2023
Emergent Asymmetry of Precision and Recall for Measuring Fidelity and Diversity of Generative Models in High Dimensions Mahyar Khayatkhoei Wael AbdAlmageed 17 3 0 16 Jun 2023
KoLA: Carefully Benchmarking World Knowledge of Large Language Models Jifan Yu Xiaozhi Wang Shangqing Tu S. Cao Daniel Zhang-Li ... Lei Hou Zhiyuan Liu Bin Xu Jie Tang Juanzi Li ELM ALM 36 66 0 15 Jun 2023
TopP&R: Robust Support Estimation Approach for Evaluating Fidelity and Diversity in Generative Models Pum Jun Kim Yoojin Jang Jisu Kim Jaejun Yoo EGVM 12 8 0 13 Jun 2023
Exposing flaws of generative model evaluation metrics and their unfair treatment of diffusion models G. Stein Jesse C. Cresswell Rasa Hosseinzadeh Yi Sui Brendan Leigh Ross Valentin Villecroze Zhaoyan Liu Anthony L. Caterini J. E. T. Taylor G. Loaiza-Ganem EGVM 33 95 0 07 Jun 2023
Phoenix: A Federated Generative Diffusion Model Fiona Victoria Stanley Jothiraj A. Mashhadi DiffM 37 18 0 07 Jun 2023
Unlearnable Examples for Diffusion Models: Protect Data from Unauthorized Exploitation Zhengyue Zhao Jinhao Duan Xingui Hu Kaidi Xu Chenan Wang Rui Zhang Zidong Du Qi Guo Yunji Chen DiffM WIGM 22 27 0 02 Jun 2023
F?D: On understanding the role of deep feature spaces on face generation evaluation Krish Kabra Guha Balakrishnan EGVM CVBM 32 0 0 31 May 2023
A Unified Framework for U-Net Design and Analysis Christopher Williams Fabian Falck George Deligiannidis Chris Holmes Arnaud Doucet Saifuddin Syed SSeg AI4CE 41 33 0 31 May 2023
Precision-Recall Divergence Optimization for Generative Modeling with GANs and Normalizing Flows Alexandre Verine Benjamin Négrevergne Muni Sreenivas Pydi Y. Chevaleyre 27 10 0 30 May 2023
DualVAE: Controlling Colours of Generated and Real Images Keerth Rathakumar David Liebowitz Christian J. Walder Kristen Moore S. Kanhere 26 0 0 30 May 2023
T1: Scaling Diffusion Probabilistic Fields to High-Resolution on Unified Visual Modalities Kangfu Mei Mo Zhou Vishal M. Patel DiffM 18 1 0 24 May 2023
LLMScore: Unveiling the Power of Large Language Models in Text-to-Image Synthesis Evaluation Yujie Lu Xianjun Yang Xiujun Li X. Wang William Yang Wang EGVM 46 35 0 18 May 2023
Are Large Language Models Fit For Guided Reading? Peter Ochieng LM&MA ELM AI4Ed 17 2 0 18 May 2023
FACE: Evaluating Natural Language Generation with Fourier Analysis of Cross-Entropy Zuhao Yang Yingfang Yuan Yang Xu Shuo Zhan Huajun Bai Kefan Chen CVBM 22 4 0 17 May 2023
Selective Amnesia: A Continual Learning Approach to Forgetting in Deep Generative Models Alvin Heng Harold Soh VLM KELM DiffM 29 105 0 17 May 2023
Spider GAN: Leveraging Friendly Neighbors to Accelerate GAN Training Siddarth Asokan C. Seelamantula GAN 69 1 0 12 May 2023
Class-Balancing Diffusion Models Yiming Qin Huangjie Zheng Jiangchao Yao Mingyuan Zhou Ya-Qin Zhang DiffM 22 42 0 30 Apr 2023
Auditing and Generating Synthetic Data with Controllable Trust Trade-offs Brian M. Belgodere Pierre L. Dognin Adam Ivankay Igor Melnyk Youssef Mroueh ... Mattia Rigotti Jerret Ross Yair Schiff Radhika Vedpathak Richard A. Young 24 12 0 21 Apr 2023
Visual DNA: Representing and Comparing Images using Distributions of Neuron Activations Benjamin Ramtoula Matthew Gadd Paul Newman D. Martini 21 10 0 20 Apr 2023
Beyond Privacy: Navigating the Opportunities and Challenges of Synthetic Data B. V. Breugel M. Schaar 19 26 0 07 Apr 2023
Revisiting the Evaluation of Image Synthesis with GANs Mengping Yang Ceyuan Yang Yichi Zhang Qingyan Bai Yujun Shen Bo Dai EGVM 27 7 0 04 Apr 2023
A Survey on Graph Diffusion Models: Generative AI in Science for Molecule, Protein and Material Mengchun Zhang Maryam Qamar Taegoo Kang Yuna Jung Chenshuang Zhang Sung-Ho Bae Chaoning Zhang DiffM MedIm 31 44 0 04 Apr 2023
A hybrid quantum-classical approach for inference on restricted Boltzmann machines M. Kalis A. Locāns Rolands Sikovs H. Naseri A. Ambainis AI4CE 11 5 0 31 Mar 2023
Qualitative Failures of Image Generation Models and Their Application in Detecting Deepfakes Ali Borji 28 28 0 29 Mar 2023
Diffusion Probabilistic Fields Peiye Zhuang Samira Abnar Jiatao Gu Alex Schwing Joshua M. Susskind Miguel Angel Bautista DiffM 22 25 0 01 Mar 2023
Differentially Private Diffusion Models Generate Useful Synthetic Images Sahra Ghalebikesabi Leonard Berrada Sven Gowal Ira Ktena Robert Stanforth Jamie Hayes Soham De Samuel L. Smith Olivia Wiles Borja Balle DiffM 23 69 0 27 Feb 2023
Data-Copying in Generative Models: A Formal Framework Robi Bhattacharjee S. Dasgupta Kamalika Chaudhuri TDI 12 6 0 25 Feb 2023
SurvivalGAN: Generating Time-to-Event Data for Survival Analysis Alexander Norcliffe B. Cebere F. Imrie Pietro Lió M. Schaar SyDa 21 14 0 24 Feb 2023
On Calibrating Diffusion Probabilistic Models Tianyu Pang Cheng Lu Chao Du Min-Bin Lin Shuicheng Yan Zhijie Deng DiffM 29 2 0 21 Feb 2023
Raising the Cost of Malicious AI-Powered Image Editing Hadi Salman Alaa Khaddaj Guillaume Leclerc Andrew Ilyas A. Madry DiffM 20 108 0 13 Feb 2023