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Cousins Of The Vendi Score: A Family Of Similarity-Based Diversity Metrics For Science And Machine Learning

19 October 2023

Papers citing "Cousins Of The Vendi Score: A Family Of Similarity-Based Diversity Metrics For Science And Machine Learning"

47 / 47 papers shown

Title
On the Statistical Complexity of Estimating Vendi Scores from Empirical Data Azim Ospanov Farzan Farnia 163 3 0 17 Feb 2025
GRADE: Quantifying Sample Diversity in Text-to-Image Models Royi Rassin Aviv Slobodkin Shauli Ravfogel Yanai Elazar Yoav Goldberg 377 3 0 29 Oct 2024
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 Gabriel Loaiza-Ganem EGVM 121 108 0 07 Jun 2023
Towards Mode Balancing of Generative Models via Diversity Weights Sebastian Berns S. Colton Christian Guckelsberger 55 7 0 24 Apr 2023
DINOv2: Learning Robust Visual Features without Supervision Maxime Oquab Timothée Darcet Théo Moutakanni Huy Q. Vo Marc Szafraniec ... Hervé Jégou Julien Mairal Patrick Labatut Armand Joulin Piotr Bojanowski VLM CLIP SSL 364 3,479 0 14 Apr 2023
Scaling up GANs for Text-to-Image Synthesis Minguk Kang Jun-Yan Zhu Richard Y. Zhang Jaesik Park Eli Shechtman Sylvain Paris Taesung Park 85 478 0 09 Mar 2023
PFGM++: Unlocking the Potential of Physics-Inspired Generative Models Yilun Xu Ziming Liu Yonglong Tian Shangyuan Tong Max Tegmark Tommi Jaakkola AI4CE DiffM 64 72 0 08 Feb 2023
This Intestine Does Not Exist: Multiscale Residual Variational Autoencoder for Realistic Wireless Capsule Endoscopy Image Generation Dimitrios E. Diamantis Panagiota Gatoula Anastasios Koulaouzidis D. Iakovidis MedIm 73 5 0 04 Feb 2023
StyleNAT: Giving Each Head a New Perspective Steven Walton Ali Hassani Xingqian Xu Zhangyang Wang Humphrey Shi ViT 60 23 0 10 Nov 2022
Discovering Many Diverse Solutions with Bayesian Optimization Natalie Maus Kaiwen Wu David Eriksson Jacob R. Gardner 66 25 0 20 Oct 2022
The Vendi Score: A Diversity Evaluation Metric for Machine Learning Dan Friedman Adji Bousso Dieng EGVM 149 127 0 05 Oct 2022
StudioGAN: A Taxonomy and Benchmark of GANs for Image Synthesis Minguk Kang Joonghyuk Shin Jaesik Park EGVM 57 70 0 19 Jun 2022
Diffusion-GAN: Training GANs with Diffusion Zhendong Wang Huangjie Zheng Pengcheng He Weizhu Chen Mingyuan Zhou DiffM 67 233 0 05 Jun 2022
Autoregressive Image Generation using Residual Quantization Doyup Lee Chiheon Kim Saehoon Kim Minsu Cho Wook-Shin Han VGen 269 375 0 03 Mar 2022
MaskGIT: Masked Generative Image Transformer Huiwen Chang Han Zhang Lu Jiang Ce Liu William T. Freeman ViT 153 695 0 08 Feb 2022
Nonmyopic Multiclass Active Search with Diminishing Returns for Diverse Discovery Quan Nguyen Roman Garnett 45 5 0 08 Feb 2022
StyleGAN-XL: Scaling StyleGAN to Large Diverse Datasets Axel Sauer Katja Schwarz Andreas Geiger 266 512 0 01 Feb 2022
StyleSwin: Transformer-based GAN for High-resolution Image Generation Bo Zhang Shuyang Gu Bo Zhang Jianmin Bao Dong Chen Fang Wen Yong Wang B. Guo ViT 77 229 0 20 Dec 2021
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 474 15,734 0 20 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 109 72 0 24 Nov 2021
Rebooting ACGAN: Auxiliary Classifier GANs with Stable Training Minguk Kang Woohyeon Shim Minsu Cho Jaesik Park GAN 68 112 0 01 Nov 2021
Projected GANs Converge Faster Axel Sauer Kashyap Chitta Jens Muller Andreas Geiger 95 235 0 01 Nov 2021
Learning Equivariant Energy Based Models with Equivariant Stein Variational Gradient Descent P. Jaini Lars Holdijk Max Welling 73 11 0 15 Jun 2021
Score-based Generative Modeling in Latent Space Arash Vahdat Karsten Kreis Jan Kautz DiffM 67 686 0 10 Jun 2021
Data-Efficient Instance Generation from Instance Discrimination Ceyuan Yang Yujun Shen Yinghao Xu Bolei Zhou 71 83 0 08 Jun 2021
Diffusion Models Beat GANs on Image Synthesis Prafulla Dhariwal Alex Nichol 253 7,933 0 11 May 2021
Improved Denoising Diffusion Probabilistic Models Alex Nichol Prafulla Dhariwal DiffM 352 3,715 0 18 Feb 2021
NVAE: A Deep Hierarchical Variational Autoencoder Arash Vahdat Jan Kautz BDL 77 915 0 08 Jul 2020
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 672 18,276 0 19 Jun 2020
Training Generative Adversarial Networks with Limited Data Tero Karras M. Aittala Janne Hellsten S. Laine J. Lehtinen Timo Aila GAN 161 1,887 0 11 Jun 2020
Unsupervised Quality Estimation for Neural Machine Translation M. Fomicheva Shuo Sun Lisa Yankovskaya Frédéric Blain Francisco Guzmán Mark Fishel Nikolaos Aletras Vishrav Chaudhary Lucia Specia UQLM 85 209 0 21 May 2020
A Non-Parametric Test to Detect Data-Copying in Generative Models Casey Meehan Kamalika Chaudhuri S. Dasgupta 56 65 0 12 Apr 2020
LOGAN: Latent Optimisation for Generative Adversarial Networks Yongpeng Wu Jeff Donahue David Balduzzi Karen Simonyan Timothy Lillicrap GAN 67 88 0 02 Dec 2019
Prescribed Generative Adversarial Networks Adji Bousso Dieng Francisco J. R. Ruiz David M. Blei Michalis K. Titsias GAN DRL 51 62 0 09 Oct 2019
Residual Flows for Invertible Generative Modeling Ricky T. Q. Chen Jens Behrmann David Duvenaud J. Jacobsen BDL TPM DRL 114 377 0 06 Jun 2019
Mixture Models for Diverse Machine Translation: Tricks of the Trade T. Shen Myle Ott Michael Auli MarcÁurelio Ranzato MoE 88 151 0 20 Feb 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 602 10,590 0 12 Dec 2018
Metropolis-Hastings Generative Adversarial Networks Ryan D. Turner Jane Hung Eric Frank Yunus Saatci J. Yosinski GAN 63 99 0 28 Nov 2018
Large Scale GAN Training for High Fidelity Natural Image Synthesis Andrew Brock Jeff Donahue Karen Simonyan 269 5,403 0 28 Sep 2018
Assessing Generative Models via Precision and Recall Mehdi S. M. Sajjadi Olivier Bachem Mario Lucic Olivier Bousquet Sylvain Gelly EGVM 82 581 0 31 May 2018
Diversity is All You Need: Learning Skills without a Reward Function Benjamin Eysenbach Abhishek Gupta Julian Ibarz Sergey Levine 109 1,088 0 16 Feb 2018
ChemGAN challenge for drug discovery: can AI reproduce natural chemical diversity? Mostapha Benhenda GAN 55 104 0 28 Aug 2017
Improved Training of Wasserstein GANs Ishaan Gulrajani Faruk Ahmed Martín Arjovsky Vincent Dumoulin Aaron Courville GAN 227 9,560 0 31 Mar 2017
Conditional Image Synthesis With Auxiliary Classifier GANs Augustus Odena C. Olah Jonathon Shlens GAN 436 3,215 0 30 Oct 2016
Using Centroidal Voronoi Tessellations to Scale Up the Multi-dimensional Archive of Phenotypic Elites Algorithm Vassilis Vassiliades Konstantinos Chatzilygeroudis Jean-Baptiste Mouret 54 156 0 18 Oct 2016
LSUN: Construction of a Large-scale Image Dataset using Deep Learning with Humans in the Loop Feng Yu Ari Seff Yinda Zhang Shuran Song Thomas Funkhouser Jianxiong Xiao 107 2,346 0 10 Jun 2015
Illuminating search spaces by mapping elites Jean-Baptiste Mouret Jeff Clune 89 735 0 20 Apr 2015