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GRADE: Quantifying Sample Diversity in Text-to-Image Models

29 October 2024

Royi Rassin

Shauli Ravfogel

Papers citing "GRADE: Quantifying Sample Diversity in Text-to-Image Models"

29 / 29 papers shown

Title
Generating an Image From 1,000 Words: Enhancing Text-to-Image With Structured Captions Eyal Gutflaish Eliran Kachlon Hezi Zisman Tal Hacham Nimrod Sarid ... Saar Huberman Gal Davidi Guy Bukchin Kfir Goldberg Ron Mokady DiffM VLM 209 1 0 10 Nov 2025
CAIRe: Cultural Attribution of Images by Retrieval-Augmented Evaluation Arnav Yayavaram Siddharth Yayavaram Simran Khanuja Michael Saxon Graham Neubig 216 0 0 10 Jun 2025
DIMCIM: A Quantitative Evaluation Framework for Default-mode Diversity and Generalization in Text-to-Image Generative Models Revant Teotia Candace Ross Karen Ullrich S. Chopra Adriana Romero-Soriano Melissa Hall Matthew Muckley EGVM VLM 322 1 0 05 Jun 2025
RefVNLI: Towards Scalable Evaluation of Subject-driven Text-to-image Generation Aviv Slobodkin Hagai Taitelbaum Yonatan Bitton Brian Gordon Michal Sokolik Nitzan Bitton-Guetta Almog Gueta Royi Rassin Itay Laish Dani Lischinski EGVM VGen 340 1 0 24 Apr 2025
OpenBias: Open-set Bias Detection in Text-to-Image Generative Models Moreno DÍncà E. Peruzzo Massimiliano Mancini Dejia Xu Vidit Goel Xingqian Xu Zinan Lin Humphrey Shi Andrii Zadaianchuk 226 66 0 11 Apr 2024
Scaling Rectified Flow Transformers for High-Resolution Image Synthesis Patrick Esser Sumith Kulal A. Blattmann Rahim Entezari Jonas Muller ... Zion English Kyle Lacey Alex Goodwin Yannik Marek Robin Rombach DiffM 1.8K 2,619 0 05 Mar 2024
Rethinking FID: Towards a Better Evaluation Metric for Image GenerationComputer Vision and Pattern Recognition (CVPR), 2023 Sadeep Jayasumana Srikumar Ramalingam Andreas Veit Daniel Glasner Ayan Chakrabarti Sanjiv Kumar EGVM 279 263 0 30 Nov 2023
Adversarial Diffusion DistillationEuropean Conference on Computer Vision (ECCV), 2023 Axel Sauer Dominik Lorenz A. Blattmann Robin Rombach 847 585 0 28 Nov 2023
LCM-LoRA: A Universal Stable-Diffusion Acceleration Module Simian Luo Yiqin Tan Suraj Patil Daniel Gu Patrick von Platen Apolinário Passos Longbo Huang Jian Li Hang Zhao MoMe 558 203 0 09 Nov 2023
Attribute Based Interpretable Evaluation Metrics for Generative ModelsInternational Conference on Machine Learning (ICML), 2023 Dongkyun Kim Mingi Kwon Youngjung Uh EGVM 241 3 0 26 Oct 2023
Cousins Of The Vendi Score: A Family Of Similarity-Based Diversity Metrics For Science And Machine Learning Amey P. Pasarkar Adji Bousso Dieng 370 20 0 19 Oct 2023
The Bias Amplification Paradox in Text-to-Image GenerationNorth American Chapter of the Association for Computational Linguistics (NAACL), 2023 P. Seshadri Sameer Singh Yanai Elazar DiffM 232 71 0 01 Aug 2023
SDXL: Improving Latent Diffusion Models for High-Resolution Image SynthesisInternational Conference on Learning Representations (ICLR), 2023 Dustin Podell Zion English Kyle Lacey A. Blattmann Tim Dockhorn Jonas Muller Joe Penna Robin Rombach 967 3,688 0 04 Jul 2023
Inverse Scaling: When Bigger Isn't Better I. R. McKenzie Alexander Lyzhov Michael Pieler Alicia Parrish Aaron Mueller ... Yuhui Zhang Zhengping Zhou Najoung Kim Sam Bowman Ethan Perez 232 173 0 15 Jun 2023
DALLE-2 is Seeing Double: Flaws in Word-to-Concept Mapping in Text2Image ModelsBlackboxNLP Workshop on Analyzing and Interpreting Neural Networks for NLP (BlackboxNLP), 2022 Royi Rassin Shauli Ravfogel Yoav Goldberg 177 64 0 19 Oct 2022
LAION-5B: An open large-scale dataset for training next generation image-text modelsNeural Information Processing Systems (NeurIPS), 2022 Christoph Schuhmann Romain Beaumont Richard Vencu Cade Gordon Ross Wightman ... Srivatsa Kundurthy Katherine Crowson Ludwig Schmidt R. Kaczmarczyk J. Jitsev VLM MLLM CLIP 752 4,469 0 16 Oct 2022
Underspecification in Scene Description-to-Depiction Tasks Ben Hutchinson Jason Baldridge Vinodkumar Prabhakaran DiffM 196 38 0 11 Oct 2022
The Vendi Score: A Diversity Evaluation Metric for Machine Learning Dan Friedman Adji Bousso Dieng EGVM 362 191 0 05 Oct 2022
The Role of ImageNet Classes in Fréchet Inception DistanceInternational Conference on Learning Representations (ICLR), 2022 Tuomas Kynkaanniemi Tero Karras M. Aittala Timo Aila J. Lehtinen EGVM VLM 474 252 0 11 Mar 2022
High-Resolution Image Synthesis with Latent Diffusion ModelsComputer Vision and Pattern Recognition (CVPR), 2021 Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer DiffM 1.8K 20,624 0 20 Dec 2021
Diffusion Models Beat GANs on Image SynthesisNeural Information Processing Systems (NeurIPS), 2021 Prafulla Dhariwal Alex Nichol 1.7K 10,136 0 11 May 2021
Learning Transferable Visual Models From Natural Language SupervisionInternational Conference on Machine Learning (ICML), 2021 Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 2.0K 40,402 0 26 Feb 2021
How Faithful is your Synthetic Data? Sample-level Metrics for Evaluating and Auditing Generative ModelsInternational Conference on Machine Learning (ICML), 2021 Ahmed Alaa B. V. Breugel Evgeny S. Saveliev M. Schaar 283 242 0 17 Feb 2021
Effectively Unbiased FID and Inception Score and where to find themComputer Vision and Pattern Recognition (CVPR), 2019 Min Jin Chong David A. Forsyth EGVM 465 231 0 16 Nov 2019
Improved Precision and Recall Metric for Assessing Generative Models Tuomas Kynkaanniemi Tero Karras S. Laine J. Lehtinen Timo Aila EGVM 447 1,053 0 15 Apr 2019
Assessing Generative Models via Precision and Recall Mehdi S. M. Sajjadi Olivier Bachem Mario Lucic Olivier Bousquet Sylvain Gelly EGVM 445 663 0 31 May 2018
Demystifying MMD GANs Mikolaj Binkowski Danica J. Sutherland Michael Arbel Arthur Gretton EGVM 2.0K 1,778 0 04 Jan 2018
Improved Techniques for Training GANs Tim Salimans Ian Goodfellow Wojciech Zaremba Vicki Cheung Alec Radford Xi Chen GAN 1.3K 9,790 0 10 Jun 2016
Going Deeper with ConvolutionsComputer Vision and Pattern Recognition (CVPR), 2014 Christian Szegedy Wei Liu Yangqing Jia P. Sermanet Scott E. Reed Dragomir Anguelov D. Erhan Vincent Vanhoucke Andrew Rabinovich 1.3K 46,038 0 17 Sep 2014