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Exposing flaws of generative model evaluation metrics and their unfair
  treatment of diffusion models
v1v2 (latest)

Exposing flaws of generative model evaluation metrics and their unfair treatment of diffusion models

7 June 2023
G. Stein
Jesse C. Cresswell
Rasa Hosseinzadeh
Yi Sui
Brendan Leigh Ross
Valentin Villecroze
Zhaoyan Liu
M. Volkovs
J. E. T. Taylor
Gabriel Loaiza-Ganem
    EGVM
ArXiv (abs)PDFHTMLGithub (173★)

Papers citing "Exposing flaws of generative model evaluation metrics and their unfair treatment of diffusion models"

32 / 32 papers shown
Title
SPARKE: Scalable Prompt-Aware Diversity Guidance in Diffusion Models via RKE Score
SPARKE: Scalable Prompt-Aware Diversity Guidance in Diffusion Models via RKE Score
Mohammad Jalali
Haoyu Lei
Amin Gohari
Farzan Farnia
DiffM
68
0
0
11 Jun 2025
Towards an Explainable Comparison and Alignment of Feature Embeddings
Towards an Explainable Comparison and Alignment of Feature Embeddings
Mohammad Jalali
Bahar Dibaei Nia
Farzan Farnia
70
0
0
06 Jun 2025
Conditional Diffusion Models with Classifier-Free Gibbs-like Guidance
Conditional Diffusion Models with Classifier-Free Gibbs-like Guidance
Badr Moufad
Yazid Janati
Alain Durmus
Ahmed Ghorbel
Eric Moulines
Jimmy Olsson
DiffM
85
0
0
27 May 2025
Entropic Time Schedulers for Generative Diffusion Models
Entropic Time Schedulers for Generative Diffusion Models
Dejan Stancevic
Luca Ambrogioni
L. Ambrogioni
DiffMOOD
98
0
0
18 Apr 2025
Generalization through variance: how noise shapes inductive biases in diffusion models
Generalization through variance: how noise shapes inductive biases in diffusion models
John J. Vastola
DiffM
493
5
0
16 Apr 2025
ID-Booth: Identity-consistent Face Generation with Diffusion Models
ID-Booth: Identity-consistent Face Generation with Diffusion Models
Darian Tomašević
Fadi Boutros
Chenhao Lin
Naser Damer
Vitomir Štruc
Peter Peer
DiffM
149
1
0
10 Apr 2025
Unconditional Priors Matter! Improving Conditional Generation of Fine-Tuned Diffusion Models
Unconditional Priors Matter! Improving Conditional Generation of Fine-Tuned Diffusion Models
Prin Phunyaphibarn
Phillip Y. Lee
Jaihoon Kim
Minhyuk Sung
DiffM
193
1
0
26 Mar 2025
AugGen: Synthetic Augmentation Can Improve Discriminative Models
Parsa Rahimi
Damien Teney
S´ebastien Marcel
140
2
0
14 Mar 2025
Conformal Prediction Sets Can Cause Disparate Impact
Conformal Prediction Sets Can Cause Disparate Impact
Jesse C. Cresswell
Bhargava Kumar
Yi Sui
Mouloud Belbahri
FaML
540
2
0
17 Feb 2025
The Vendiscope: An Algorithmic Microscope For Data Collections
The Vendiscope: An Algorithmic Microscope For Data Collections
Amey P. Pasarkar
Adji Bousso Dieng
95
2
0
15 Feb 2025
PDA: Generalizable Detection of AI-Generated Images via Post-hoc Distribution Alignment
PDA: Generalizable Detection of AI-Generated Images via Post-hoc Distribution Alignment
Li Wang
Wenyu Chen
Zheng Li
Shanqing Guo
104
0
0
15 Feb 2025
HistoSmith: Single-Stage Histology Image-Label Generation via Conditional Latent Diffusion for Enhanced Cell Segmentation and Classification
HistoSmith: Single-Stage Histology Image-Label Generation via Conditional Latent Diffusion for Enhanced Cell Segmentation and Classification
V. Vadori
Jean-Marie Graic
A. Peruffo
L. Finos
Ujwala Kiran Chaudhari
Enrico Grisan
DiffMMedIm
148
0
0
12 Feb 2025
Recommendations Beyond Catalogs: Diffusion Models for Personalized Generation
Recommendations Beyond Catalogs: Diffusion Models for Personalized Generation
Gabriel Patron
Zhiwei Xu
Ishan Kapnadak
Felipe Maia Polo
DiffM
74
1
0
05 Feb 2025
Towards Scalable Topological Regularizers
Towards Scalable Topological Regularizers
Hiu-Tung Wong
Darrick Lee
Hong Yan
BDL
137
0
0
24 Jan 2025
A Geometric Framework for Understanding Memorization in Generative Models
A Geometric Framework for Understanding Memorization in Generative Models
Brendan Leigh Ross
Hamidreza Kamkari
Tongzi Wu
Rasa Hosseinzadeh
Zhaoyan Liu
George Stein
Jesse C. Cresswell
Gabriel Loaiza-Ganem
154
9
0
31 Oct 2024
Do Vendi Scores Converge with Finite Samples? Truncated Vendi Score for Finite-Sample Convergence Guarantees
Do Vendi Scores Converge with Finite Samples? Truncated Vendi Score for Finite-Sample Convergence Guarantees
Azim Ospanov
Farzan Farnia
227
3
0
29 Oct 2024
Conjuring Semantic Similarity
Conjuring Semantic Similarity
Tian Yu Liu
Stefano Soatto
DiffM
195
0
0
21 Oct 2024
Edge-preserving noise for diffusion models
Edge-preserving noise for diffusion models
Jente Vandersanden
Sascha Holl
Xingchang Huang
Gurprit Singh
DiffM
132
2
0
02 Oct 2024
DIAGen: Semantically Diverse Image Augmentation with Generative Models for Few-Shot Learning
DIAGen: Semantically Diverse Image Augmentation with Generative Models for Few-Shot Learning
Tobias Lingenberg
Markus Reuter
Gopika Sudhakaran
Dominik Gojny
Stefan Roth
Simone Schaub-Meyer
DiffM
126
3
0
26 Aug 2024
No Training, No Problem: Rethinking Classifier-Free Guidance for Diffusion Models
No Training, No Problem: Rethinking Classifier-Free Guidance for Diffusion Models
Seyedmorteza Sadat
Manuel Kansy
Otmar Hilliges
Romann M. Weber
106
14
0
02 Jul 2024
RIGID: A Training-free and Model-Agnostic Framework for Robust
  AI-Generated Image Detection
RIGID: A Training-free and Model-Agnostic Framework for Robust AI-Generated Image Detection
Zhiyuan He
Pin-Yu Chen
Tsung-Yi Ho
103
13
0
30 May 2024
DOCCI: Descriptions of Connected and Contrasting Images
DOCCI: Descriptions of Connected and Contrasting Images
Yasumasa Onoe
Sunayana Rane
Zachary Berger
Yonatan Bitton
Jaemin Cho
...
Zarana Parekh
Jordi Pont-Tuset
Garrett Tanzer
Su Wang
Jason Baldridge
119
63
0
30 Apr 2024
Revisiting Text-to-Image Evaluation with Gecko: On Metrics, Prompts, and Human Ratings
Revisiting Text-to-Image Evaluation with Gecko: On Metrics, Prompts, and Human Ratings
Olivia Wiles
Chuhan Zhang
Isabela Albuquerque
Ivana Kajić
Su Wang
...
Jordi Pont-Tuset
Aida Nematzadeh
Anant Nawalgaria
Jordi Pont-Tuset
Aida Nematzadeh
EGVM
268
22
0
25 Apr 2024
F2FLDM: Latent Diffusion Models with Histopathology Pre-Trained
  Embeddings for Unpaired Frozen Section to FFPE Translation
F2FLDM: Latent Diffusion Models with Histopathology Pre-Trained Embeddings for Unpaired Frozen Section to FFPE Translation
M. M. Ho
Shikha Dubey
Yosep Chong
Beatrice Knudsen
Tolga Tasdizen
MedImAI4CE
86
5
0
19 Apr 2024
StainDiffuser: MultiTask Dual Diffusion Model for Virtual Staining
StainDiffuser: MultiTask Dual Diffusion Model for Virtual Staining
Tushar Kataria
Beatrice Knudsen
Shireen Y. Elhabian
DiffMMedIm
113
10
0
17 Mar 2024
Rethinking cluster-conditioned diffusion models
Rethinking cluster-conditioned diffusion models
Nikolas Adaloglou
Tim Kaiser
Félix D. P. Michels
M. Kollmann
VLM
84
3
0
01 Mar 2024
PQMass: Probabilistic Assessment of the Quality of Generative Models using Probability Mass Estimation
PQMass: Probabilistic Assessment of the Quality of Generative Models using Probability Mass Estimation
Pablo Lemos
Sammy N. Sharief
Nikolay Malkin
Laurence Perreault Levasseur
Y. Hezaveh
Laurence Perreault-Levasseur
Yashar Hezaveh
98
3
0
06 Feb 2024
Fréchet Wavelet Distance: A Domain-Agnostic Metric for Image Generation
Fréchet Wavelet Distance: A Domain-Agnostic Metric for Image Generation
Lokesh Veeramacheneni
Moritz Wolter
Hildegard Kuehne
Juergen Gall
EGVM
81
6
0
23 Dec 2023
Cousins Of The Vendi Score: A Family Of Similarity-Based Diversity
  Metrics For Science And Machine Learning
Cousins Of The Vendi Score: A Family Of Similarity-Based Diversity Metrics For Science And Machine Learning
Amey P. Pasarkar
Adji Bousso Dieng
118
13
0
19 Oct 2023
On the Design Fundamentals of Diffusion Models: A Survey
On the Design Fundamentals of Diffusion Models: A Survey
Ziyi Chang
George Alex Koulieris
Hyung Jin Chang
Hubert P. H. Shum
DiffM
186
56
0
07 Jun 2023
Efficient Image Generation with Variadic Attention Heads
Efficient Image Generation with Variadic Attention Heads
Steven Walton
Ali Hassani
Xingqian Xu
Zhangyang Wang
Humphrey Shi
ViT
93
23
0
10 Nov 2022
Unsupervised Learning of Visual Features by Contrasting Cluster
  Assignments
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments
Mathilde Caron
Ishan Misra
Julien Mairal
Priya Goyal
Piotr Bojanowski
Armand Joulin
OCLSSL
372
4,115
0
17 Jun 2020
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