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Pros and Cons of GAN Evaluation Measures
v1v2v3v4v5 (latest)

Pros and Cons of GAN Evaluation Measures

9 February 2018
Ali Borji
    ELMEGVM
ArXiv (abs)PDFHTML

Papers citing "Pros and Cons of GAN Evaluation Measures"

50 / 270 papers shown
Title
Evaluation of Categorical Generative Models -- Bridging the Gap Between
  Real and Synthetic Data
Evaluation of Categorical Generative Models -- Bridging the Gap Between Real and Synthetic DataIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022
Florence Regol
Anja Kroon
Mark Coates
ELMEGVM
145
1
0
28 Oct 2022
Reducing Training Sample Memorization in GANs by Training with
  Memorization Rejection
Reducing Training Sample Memorization in GANs by Training with Memorization Rejection
Andrew Bai
Cho-Jui Hsieh
Wendy Kan
Hsuan-Tien Lin
GAN
193
5
0
21 Oct 2022
Quantifying Quality of Class-Conditional Generative Models in
  Time-Series Domain
Quantifying Quality of Class-Conditional Generative Models in Time-Series Domain
Alireza Koochali
Maria Walch
Sankrutyayan Thota
P. Schichtel
Andreas Dengel
Sheraz Ahmed
EGVM
139
4
0
14 Oct 2022
HoechstGAN: Virtual Lymphocyte Staining Using Generative Adversarial
  Networks
HoechstGAN: Virtual Lymphocyte Staining Using Generative Adversarial NetworksIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022
Georg Wolflein
I. Um
David J. Harrison
Ognjen Arandjelovic
MedIm
153
6
0
13 Oct 2022
3D Brain and Heart Volume Generative Models: A Survey
3D Brain and Heart Volume Generative Models: A SurveyACM Computing Surveys (ACM CSUR), 2022
Yanbin Liu
Girish Dwivedi
F. Boussaïd
Bennamoun
MedImAI4CE
283
7
0
12 Oct 2022
A Self-attention Guided Multi-scale Gradient GAN for Diversified X-ray
  Image Synthesis
A Self-attention Guided Multi-scale Gradient GAN for Diversified X-ray Image SynthesisIrish Conference on Artificial Intelligence and Cognitive Science (IAICS), 2022
Muhammad Muneeb Saad
M. H. Rehmani
Ruairi O'Reilly
MedIm
182
13
0
09 Oct 2022
Evaluating the Performance of StyleGAN2-ADA on Medical Images
Evaluating the Performance of StyleGAN2-ADA on Medical Images
M. Woodland
J. Wood
B. Anderson
Suprateek Kundu
E. Lin
...
S. Yedururi
Briand De
Yuan-Mao Lin
Ankit B. Patel
Kristy K. Brock
MedIm
180
32
0
07 Oct 2022
DEGAN: Time Series Anomaly Detection using Generative Adversarial
  Network Discriminators and Density Estimation
DEGAN: Time Series Anomaly Detection using Generative Adversarial Network Discriminators and Density Estimation
Yueyang Gu
F. Jazizadeh
AI4TS
90
0
0
05 Oct 2022
Generated Faces in the Wild: Quantitative Comparison of Stable
  Diffusion, Midjourney and DALL-E 2
Generated Faces in the Wild: Quantitative Comparison of Stable Diffusion, Midjourney and DALL-E 2
Ali Borji
DiffM
307
157
0
02 Oct 2022
Semantics-Guided Object Removal for Facial Images: with Broad
  Applicability and Robust Style Preservation
Semantics-Guided Object Removal for Facial Images: with Broad Applicability and Robust Style PreservationIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022
Jookyung Song
Yeonjin Chang
Seonguk Park
Nojun Kwak
CVBM
97
1
0
29 Sep 2022
medigan: a Python library of pretrained generative models for medical
  image synthesis
medigan: a Python library of pretrained generative models for medical image synthesisJournal of Medical Imaging (JMI), 2022
Richard Osuala
Grzegorz Skorupko
Noussair Lazrak
Lidia Garrucho
E. García
...
Michael Rutherford
Fred Prior
Kaisar Kushibar
Oliver Díaz
Karim Lekadir
LM&MAMedIm
131
25
0
28 Sep 2022
Distribution Aware Metrics for Conditional Natural Language Generation
Distribution Aware Metrics for Conditional Natural Language GenerationInternational Conference on Language Resources and Evaluation (LREC), 2022
David M. Chan
Yiming Ni
David A. Ross
Sudheendra Vijayanarasimhan
Austin Myers
John F. Canny
278
4
0
15 Sep 2022
Studying Bias in GANs through the Lens of Race
Studying Bias in GANs through the Lens of RaceEuropean Conference on Computer Vision (ECCV), 2022
V. Maluleke
Neerja Thakkar
Tim Brooks
Ethan Weber
Trevor Darrell
Alexei A. Efros
Angjoo Kanazawa
Devin Guillory
251
43
0
06 Sep 2022
Dynamics of Fourier Modes in Torus Generative Adversarial Networks
Dynamics of Fourier Modes in Torus Generative Adversarial Networks
Ángel González-Prieto
Alberto Mozo
Edgar Talavera
Sandra Gómez Canaval
GAN
104
7
0
05 Sep 2022
A Realism Metric for Generated LiDAR Point Clouds
A Realism Metric for Generated LiDAR Point CloudsInternational Journal of Computer Vision (IJCV), 2022
Larissa T. Triess
Christoph B. Rist
David Peter
J. Marius Zöllner
3DPC
126
11
0
31 Aug 2022
How good are deep models in understanding the generated images?
How good are deep models in understanding the generated images?
Ali Borji
OOD
86
6
0
23 Aug 2022
Evaluating the Quality and Diversity of DCGAN-based Generatively
  Synthesized Diabetic Retinopathy Imagery
Evaluating the Quality and Diversity of DCGAN-based Generatively Synthesized Diabetic Retinopathy Imagery
Cristina-Madalina Dragan
Muhammad Muneeb Saad
M. H. Rehmani
Ruairi O'Reilly
EGVMMedIm
188
7
0
10 Aug 2022
Explicit Use of Fourier Spectrum in Generative Adversarial Networks
Explicit Use of Fourier Spectrum in Generative Adversarial Networks
Soroush Sheikh Gargar
GANOOD
118
2
0
02 Aug 2022
Cooperative Distribution Alignment via JSD Upper Bound
Cooperative Distribution Alignment via JSD Upper BoundNeural Information Processing Systems (NeurIPS), 2022
Wonwoong Cho
Ziyu Gong
David I. Inouye
118
5
0
05 Jul 2022
Data Augmentation techniques in time series domain: A survey and
  taxonomy
Data Augmentation techniques in time series domain: A survey and taxonomy
Guillermo Iglesias
Edgar Talavera
Ángel González-Prieto
Alberto Mozo
S. Gómez-Canaval
AI4TS
347
234
0
25 Jun 2022
StudioGAN: A Taxonomy and Benchmark of GANs for Image Synthesis
StudioGAN: A Taxonomy and Benchmark of GANs for Image SynthesisIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022
Minguk Kang
Joonghyuk Shin
Jaesik Park
EGVM
272
87
0
19 Jun 2022
Why is constrained neural language generation particularly challenging?
Why is constrained neural language generation particularly challenging?
Cristina Garbacea
Qiaozhu Mei
270
18
0
11 Jun 2022
Subjective Quality Assessment for Images Generated by Computer Graphics
Subjective Quality Assessment for Images Generated by Computer GraphicsIEEE International Workshop on Multimedia Signal Processing (MMSP), 2022
Tao Wang
Zicheng Zhang
Wei Sun
Xiongkuo Min
Wei Lu
Guangtao Zhai
202
5
0
10 Jun 2022
Learning Robust Representations Of Generative Models Using Set-Based
  Artificial Fingerprints
Learning Robust Representations Of Generative Models Using Set-Based Artificial Fingerprints
Hae Jin Song
Wael AbdAlmageed
OOD
126
0
0
04 Jun 2022
Generative Models with Information-Theoretic Protection Against
  Membership Inference Attacks
Generative Models with Information-Theoretic Protection Against Membership Inference Attacks
Parisa Hassanzadeh
Rupam Acharyya
68
3
0
31 May 2022
Structured Uncertainty in the Observation Space of Variational
  Autoencoders
Structured Uncertainty in the Observation Space of Variational Autoencoders
James A. G. Langley
M. Monteiro
Charles Jones
Nick Pawlowski
Ben Glocker
CMLOODBDLDRL
152
3
0
25 May 2022
Paired Image-to-Image Translation Quality Assessment Using Multi-Method
  Fusion
Paired Image-to-Image Translation Quality Assessment Using Multi-Method Fusion
Stefan Borasinski
Esin Yavuz
Sébastien Béhuret
EGVM
45
2
0
09 May 2022
Multichannel Synthetic Preictal EEG Signals to Enhance the Prediction of
  Epileptic Seizures
Multichannel Synthetic Preictal EEG Signals to Enhance the Prediction of Epileptic SeizuresIEEE Transactions on Biomedical Engineering (IEEE TBME), 2022
Yankun Xu
Jie Yang
Mohamad Sawan
170
35
0
29 Apr 2022
Assessing the ability of generative adversarial networks to learn
  canonical medical image statistics
Assessing the ability of generative adversarial networks to learn canonical medical image statisticsIEEE Transactions on Medical Imaging (IEEE TMI), 2022
Varun A. Kelkar
Dimitrios S. Gotsis
F. Brooks
K. Prabhat
Kyle J. Myers
R. Zeng
M. Anastasio
MedImGANLM&MA
171
36
0
26 Apr 2022
Generative Adversarial Networks for Image Augmentation in Agriculture: A
  Systematic Review
Generative Adversarial Networks for Image Augmentation in Agriculture: A Systematic Review
E. Olaniyi
Dong Chen
Yuzhen Lu
Ya-Yu Huang
205
39
0
10 Apr 2022
Evaluating Procedures for Establishing Generative Adversarial
  Network-based Stochastic Image Models in Medical Imaging
Evaluating Procedures for Establishing Generative Adversarial Network-based Stochastic Image Models in Medical Imaging
Varun A. Kelkar
Dimitrios S. Gotsis
F. Brooks
Kyle J. Myers
Prabhat Kc
R. Zeng
M. Anastasio
MedIm
118
1
0
07 Apr 2022
Normalizing Flow-based Day-Ahead Wind Power Scenario Generation for
  Profitable and Reliable Delivery Commitments by Wind Farm Operators
Normalizing Flow-based Day-Ahead Wind Power Scenario Generation for Profitable and Reliable Delivery Commitments by Wind Farm OperatorsComputers and Chemical Engineering (CCE), 2022
Eike Cramer
Leonard Paeleke
Alexander Mitsos
Manuel Dahmen
190
12
0
05 Apr 2022
InstaFormer: Instance-Aware Image-to-Image Translation with Transformer
InstaFormer: Instance-Aware Image-to-Image Translation with TransformerComputer Vision and Pattern Recognition (CVPR), 2022
Soohyun Kim
Jongbeom Baek
Jihye Park
Gyeongnyeon Kim
Seung Wook Kim
ViT
261
54
0
30 Mar 2022
From MIM-Based GAN to Anomaly Detection:Event Probability Influence on
  Generative Adversarial Networks
From MIM-Based GAN to Anomaly Detection:Event Probability Influence on Generative Adversarial NetworksIEEE Internet of Things Journal (IEEE IoT J.), 2022
R. She
Pingyi Fan
GAN
103
8
0
25 Mar 2022
Generative Modeling Helps Weak Supervision (and Vice Versa)
Generative Modeling Helps Weak Supervision (and Vice Versa)International Conference on Learning Representations (ICLR), 2022
Benedikt Boecking
Nicholas Roberts
Willie Neiswanger
Stefano Ermon
Frederic Sala
Artur Dubrawski
368
1
0
22 Mar 2022
A survey on GANs for computer vision: Recent research, analysis and
  taxonomy
A survey on GANs for computer vision: Recent research, analysis and taxonomyComputer Science Review (CSR), 2022
Guillermo Iglesias
Edgar Talavera
Alberto Díaz-Álvarez
EGVMAI4TS
239
83
0
21 Mar 2022
deepNIR: Datasets for generating synthetic NIR images and improved fruit
  detection system using deep learning techniques
deepNIR: Datasets for generating synthetic NIR images and improved fruit detection system using deep learning techniquesItalian National Conference on Sensors (INS), 2022
Inkyu Sa
Jongyoon Lim
H. Ahn
Bruce A. MacDonald
113
26
0
17 Mar 2022
Synthetic Defect Generation for Display Front-of-Screen Quality
  Inspection: A Survey
Synthetic Defect Generation for Display Front-of-Screen Quality Inspection: A SurveySID Symposium Digest of Technical Papers (SID), 2022
Shancong Mou
Mengsi Cao
Zhendong Hong
Ping Huang
Jiulong Shan
Jianjun Shi
186
4
0
03 Mar 2022
What Makes Transfer Learning Work For Medical Images: Feature Reuse &
  Other Factors
What Makes Transfer Learning Work For Medical Images: Feature Reuse & Other FactorsComputer Vision and Pattern Recognition (CVPR), 2022
Christos Matsoukas
Johan Fredin Haslum
Moein Sorkhei
Magnus P Soderberg
Kevin Smith
VLMOODMedIm
397
107
0
02 Mar 2022
Scenario Parameter Generation Method and Scenario Representativeness
  Metric for Scenario-Based Assessment of Automated Vehicles
Scenario Parameter Generation Method and Scenario Representativeness Metric for Scenario-Based Assessment of Automated Vehicles
Erwin de Gelder
Jasper P Hof
Eric Cator
J. Paardekooper
Olaf Op den Camp
J. Ploeg
B. de Schutter
91
42
0
24 Feb 2022
CycleGAN for Undamaged-to-Damaged Domain Translation for Structural
  Health Monitoring and Damage Detection
CycleGAN for Undamaged-to-Damaged Domain Translation for Structural Health Monitoring and Damage DetectionMechanical systems and signal processing (MSSP), 2022
Furkan Luleci
F. Catbas
Onur Avcı
AI4CE
169
65
0
16 Feb 2022
An Optimal Transport Perspective on Unpaired Image Super-Resolution
An Optimal Transport Perspective on Unpaired Image Super-ResolutionJournal of Optimization Theory and Applications (JOTA), 2022
Milena Gazdieva
Litu Rout
Alexander Korotin
A. Kravchenko
Alexander N. Filippov
Evgeny Burnaev
Evgeny Burnaev
OT
277
14
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02 Feb 2022
On the Robustness of Quality Measures for GANs
On the Robustness of Quality Measures for GANsEuropean Conference on Computer Vision (ECCV), 2022
Motasem Alfarra
Juan C. Pérez
Anna Frühstück
Juil Sock
Peter Wonka
Guohao Li
AAMLEGVM
283
10
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31 Jan 2022
Addressing the Intra-class Mode Collapse Problem using Adaptive Input
  Image Normalization in GAN-based X-ray Images
Addressing the Intra-class Mode Collapse Problem using Adaptive Input Image Normalization in GAN-based X-ray ImagesAnnual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2022
Muhammad Muneeb Saad
M. H. Rehmani
Ruairi O'Reilly
GANMedImAI4CE
133
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25 Jan 2022
A Survey on Training Challenges in Generative Adversarial Networks for
  Biomedical Image Analysis
A Survey on Training Challenges in Generative Adversarial Networks for Biomedical Image AnalysisArtificial Intelligence Review (Artif Intell Rev), 2022
Muhammad Muneeb Saad
Ruairi O'Reilly
M. H. Rehmani
MedIm
319
60
0
19 Jan 2022
Neuroplastic graph attention networks for nuclei segmentation in
  histopathology images
Neuroplastic graph attention networks for nuclei segmentation in histopathology images
Yoav Alon
Huiyu Zhou
GNN
185
4
0
10 Jan 2022
Optimal 1-Wasserstein Distance for WGANs
Optimal 1-Wasserstein Distance for WGANsBernoulli (Bernoulli), 2022
Arthur Stéphanovitch
Ugo Tanielian
B. Cadre
N. Klutchnikoff
Gérard Biau
OTGAN
107
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0
08 Jan 2022
An Evaluation Study of Generative Adversarial Networks for Collaborative
  Filtering
An Evaluation Study of Generative Adversarial Networks for Collaborative FilteringEuropean Conference on Information Retrieval (ECIR), 2022
F. B. P. Maurera
Maurizio Ferrari Dacrema
Paolo Cremonesi
187
2
0
05 Jan 2022
Culture-to-Culture Image Translation and User Evaluation
Culture-to-Culture Image Translation and User Evaluation
Giulia Zaino
Carmine Tommaso Recchiuto
A. Sgorbissa
438
3
0
05 Jan 2022
Comparison and Analysis of Image-to-Image Generative Adversarial
  Networks: A Survey
Comparison and Analysis of Image-to-Image Generative Adversarial Networks: A Survey
Sagar Saxena
Mohammad Nayeem Teli
EGVMGANMedIm
172
31
0
23 Dec 2021
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