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Pros and Cons of GAN Evaluation Measures

9 February 2018

Papers citing "Pros and Cons of GAN Evaluation Measures"

50 / 270 papers shown

Title
orGAN: A Synthetic Data Augmentation Pipeline for Simultaneous Generation of Surgical Images and Ground Truth Labels Niran Nataraj Maina Sogabe Kenji Kawashima MedIm 125 0 0 17 Jun 2025
Position: All Current Generative Fidelity and Diversity Metrics are Flawed Ossi Räisä B. V. Breugel M. Schaar EGVM 146 2 0 28 May 2025
Evaluating Generative Models for Tabular Data: Novel Metrics and Benchmarking Dayananda Herurkar Ahmad Ali Andreas Dengel 181 1 0 29 Apr 2025
High-Performance Reinforcement Learning on Spot: Optimizing Simulation Parameters with Distributional MeasuresIEEE International Conference on Robotics and Automation (ICRA), 2025 A. J Miller Fangzhou Yu Michael Brauckmann Farbod Farshidian OffRL BDL 272 4 0 24 Apr 2025
Data Cleansing for GANsIEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2025 Naoyuki Terashita Hiroki Ohashi Satoshi Hara AAML 332 3 0 01 Apr 2025
A Decade of Deep Learning for Remote Sensing Spatiotemporal Fusion: Advances, Challenges, and OpportunitiesInformation Fusion (Inf. Fusion), 2025 Enzhe Sun Yongchuan Cui Peng Liu Jining Yan 360 4 0 01 Apr 2025
Memory-Efficient 3D High-Resolution Medical Image Synthesis Using CRF-Guided GANsInternational Conference on Pattern Recognition (ICPR), 2025 Mahshid shiri Alessandro Bruno Daniele Loiacono MedIm 3DV 124 0 0 13 Mar 2025
CQ CNN: A Hybrid Classical Quantum Convolutional Neural Network for Alzheimer's Disease Detection Using Diffusion Generated and U Net Segmented 3D MRI Mominul Islam Mohammad Junayed Hasan M.R.C. Mahdy DiffM MedIm 342 1 0 04 Mar 2025
Exploring the Landscape for Generative Sequence Models for Specialized Data Synthesis Mohammad Zbeeb Mohammad Ghorayeb Mariam Salman 331 0 0 04 Nov 2024
Stool Recognition for Colorectal Cancer Detection through Deep LearningInternational Conference on Multimodal Interaction (ICMI), 2024 Glenda Hui En Tan Goh Xin Ru Karin Shen Bingquan MedIm 53 0 0 19 Oct 2024
Simulating Dynamic Tumor Contrast Enhancement in Breast MRI using Conditional Generative Adversarial NetworksJournal of Medical Imaging (JMI), 2024 Richard Osuala Smriti Joshi Apostolia Tsirikoglou Lidia Garrucho Walter H. L. Pinaya Daniel M. Lang Julia A. Schnabel Oliver Díaz Karim Lekadir MedIm 298 3 0 27 Sep 2024
Hand1000: Generating Realistic Hands from Text with Only 1,000 ImagesAAAI Conference on Artificial Intelligence (AAAI), 2024 Haozhuo Zhang B. Zhu Yu Cao Y. Hao VLM 313 7 0 28 Aug 2024
Video Diffusion Models: A Survey Andrew Melnik Michal Ljubljanac Cong Lu Qi Yan Weiming Ren Helge J. Ritter VGen 297 29 0 06 May 2024
A Diffusion-based Data Generator for Training Object Recognition Models in Ultra-Range Distance Eran Bamani Eden Nissinman L. Koenigsberg Inbar Meir A. Sintov 215 0 0 15 Apr 2024
YaART: Yet Another ART Rendering Technology Sergey Kastryulin Artem Konev Alexander Shishenya Eugene Lyapustin Artem Khurshudov ... Dmitrii Kornilov Mikhail Romanov Artem Babenko Sergei Ovcharenko Valentin Khrulkov EGVM 159 2 0 08 Apr 2024
RoNet: Rotation-oriented Continuous Image Translation Yi Li Xinxiong Xie Lina Lei Haiyan Fu Yanqing Guo 3DH 180 0 0 06 Apr 2024
Score-based Diffusion Models via Stochastic Differential Equations -- a Technical TutorialStatistics Survey (Stat. Surv.), 2024 Wenpin Tang Hanyang Zhao DiffM 347 40 0 12 Feb 2024
Feature Extraction for Generative Medical Imaging Evaluation: New Evidence Against an Evolving TrendInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2023 M. Woodland Austin Castelo Mais Al Taie Jessica Albuquerque Marques Silva Mohamed Eltaher ... Austin Castelo Suprateek Kundu Joshua P. Yung Ankit B. Patel Kristy K. Brock MedIm AAML 246 21 0 22 Nov 2023
Ten Years of Generative Adversarial Nets (GANs): A survey of the state-of-the-art Tanujit Chakraborty Ujjwal Reddy K S Shraddha M. Naik Madhurima Panja B. Manvitha 200 116 0 30 Aug 2023
A Comprehensive Survey for Evaluation Methodologies of AI-Generated Music Zeyu Xiong Weitao Wang Jing Yu Yue Lin Ziyan Wang MGen 201 13 0 26 Aug 2023
Boosting Diffusion Models with an Adaptive Momentum SamplerInternational Joint Conference on Artificial Intelligence (IJCAI), 2023 Xiyu Wang Anh-Dung Dinh Daochang Liu Chang Xu 156 7 0 23 Aug 2023
Application-Oriented Benchmarking of Quantum Generative Learning Using QUARKInternational Conference on Quantum Computing and Engineering (QCE), 2023 Florian J. Kiwit M. Marso Philipp Ross Carlos A. Riofrío Johannes Klepsch André Luckow 192 11 0 08 Aug 2023
What can Discriminator do? Towards Box-free Ownership Verification of Generative Adversarial NetworkIEEE International Conference on Computer Vision (ICCV), 2023 Zi-Shun Huang Boheng Li Yan Cai Run Wang Shangwei Guo Liming Fang Jing Chen Lina Wang 149 15 0 29 Jul 2023
Assessing Intra-class Diversity and Quality of Synthetically Generated Images in a Biomedical and Non-biomedical Setting Muhammad Muneeb Saad M. H. Rehmani Ruairi O'Reilly MedIm 141 3 0 23 Jul 2023
MVDiffusion: Enabling Holistic Multi-view Image Generation with Correspondence-Aware DiffusionNeural Information Processing Systems (NeurIPS), 2023 Shitao Tang Fuyang Zhang Jiacheng Chen Peng Wang Yasutaka Furukawa 356 196 0 03 Jul 2023
Conditional Generators for Limit Order Book Environments: Explainability, Challenges, and RobustnessInternational Conference on AI in Finance (ICAF), 2023 Andrea Coletta Joseph Jerome Rahul Savani Svitlana Vyetrenko 171 21 0 22 Jun 2023
Prediction of Transportation Index for Urban Patterns in Small and Medium-sized Indian Cities using Hybrid RidgeGAN ModelScientific Reports (Sci Rep), 2023 Rahisha Thottolil U. Kumar Tanujit Chakraborty 159 6 0 09 Jun 2023
Crowdsourcing subjective annotations using pairwise comparisons reduces bias and error compared to the majority-vote method Hasti Narimanzadeh Arash Badie-Modiri Iuliia Smirnova T. H. Chen 136 17 0 31 May 2023
Two is Better Than One: Digital Siblings to Improve Autonomous Driving TestingEmpirical Software Engineering (EMSE), 2023 Matteo Biagiola Andrea Stocco Vincenzo Riccio Paolo Tonella 166 17 0 14 May 2023
Synthetic data generation for a longitudinal cohort study -- Evaluation, method extension and reproduction of published data analysis resultsScientific Reports (Sci Rep), 2023 Lisa Kühnel Julian Schneider Ines Perrar Tim Adams F. Prasser U. Nöthlings Holger Fröhlich Juliane Fluck 160 15 0 12 May 2023
Similarity of Neural Network Models: A Survey of Functional and Representational MeasuresACM Computing Surveys (ACM Comput. Surv.), 2023 Max Klabunde Tobias Schumacher M. Strohmaier Florian Lemmerich 417 102 0 10 May 2023
IoTFlowGenerator: Crafting Synthetic IoT Device Traffic Flows for Cyber DeceptionThe Florida AI Research Society (FLAIRS), 2023 Joseph Bao Murat Kantarcioglu Yevgeniy Vorobeychik Charles A. Kamhoua 97 1 0 01 May 2023
Visual DNA: Representing and Comparing Images using Distributions of Neuron ActivationsComputer Vision and Pattern Recognition (CVPR), 2023 Benjamin Ramtoula Matthew Gadd Paul Newman D. Martini 208 11 0 20 Apr 2023
Qualitative Failures of Image Generation Models and Their Application in Detecting DeepfakesImage and Vision Computing (IVC), 2023 Ali Borji 344 40 0 29 Mar 2023
Less is More: Unsupervised Mask-guided Annotated CT Image Synthesis with Minimum Manual SegmentationsIEEE Transactions on Medical Imaging (TMI), 2023 Xiaodan Xing G. Papanastasiou Simon Walsh Guang Yang DiffM MedIm 143 15 0 19 Mar 2023
Diffusing Gaussian Mixtures for Generating Categorical DataAAAI Conference on Artificial Intelligence (AAAI), 2023 Florence Regol Mark Coates DiffM 150 6 0 08 Mar 2023
PAC-Bayesian Generalization Bounds for Adversarial Generative ModelsInternational Conference on Machine Learning (ICML), 2023 S. Mbacke Florence Clerc Pascal Germain 292 10 0 17 Feb 2023
Generative Adversarial Networks for Malware Detection: a Survey Aeryn Dunmore Ju-Seong Jang Fariza Sabrina Jin Kwak GAN 170 10 0 16 Feb 2023
A Categorical Archive of ChatGPT Failures Ali Borji ELM 301 452 0 06 Feb 2023
Beyond Statistical Similarity: Rethinking Metrics for Deep Generative Models in Engineering Design Lyle Regenwetter Akash Srivastava Dan Gutfreund Faez Ahmed 288 44 0 06 Feb 2023
Large Scale Qualitative Evaluation of Generative Image Model Outputs Yannick Assogba Adam Pearce Madison Elliott EGVM 84 7 0 11 Jan 2023
Accuracy and Fidelity Comparison of Luna and DALL-E 2 Diffusion-Based Image Generation Systems Michael Cahyadi M. Rafi William Shan Jurike V. Moniaga Henry Lucky 171 6 0 05 Jan 2023
Approaching Peak Ground TruthIEEE International Symposium on Biomedical Imaging (ISBI), 2022 Florian Kofler J. Wahle Ivan Ezhov S. J. Wagner Rami Al-Maskari ... Jan Kirschke C. Zimmer Benedikt Wiestler Bjoern Menze Marie Piraud 153 13 0 31 Dec 2022
Semi-supervised Bladder Tissue Classification in Multi-Domain Endoscopic ImagesIEEE Transactions on Biomedical Engineering (IEEE TBME), 2022 Jorge F. Lazo Benoit Rosa M. Catellani M. Fontana F. Mistretta G. Musi O. de Cobelli M. de Mathelin Elena De Momi MedIm 216 11 0 21 Dec 2022
On the Applicability of Synthetic Data for Re-Identification Jérôme Rutinowski Bhargav Vankayalapati Nils Schwenzfeier Maribel Acosta Christopher Reining 102 4 0 20 Dec 2022
Human Image Generation: A Comprehensive SurveyACM Computing Surveys (ACM CSUR), 2022 Zhen Jia Zhang Zhang Liangsheng Wang Tieniu Tan EGVM 3DH VGen 229 11 0 17 Dec 2022
Diffusion Probabilistic Models beat GANs on Medical ImagesScientific Reports (Sci Rep), 2022 Gustav Muller-Franzes J. Niehues Firas Khader Soroosh Tayebi Arasteh Christoph Haarburger ... Tian Wang T. Han S. Nebelung Jakob Nikolas Kather Daniel Truhn DiffM MedIm 152 154 0 14 Dec 2022
Criterion for the resemblance between the mother and the model distributionJournal of Statistical Theory and Applications (JSTA) (JSTA), 2022 Y. Sheena 104 0 0 07 Dec 2022
Efficient Image Generation with Variadic Attention Heads Steven Walton Ali Hassani Xingqian Xu Zinan Lin Humphrey Shi ViT 248 21 0 10 Nov 2022
Proper losses for discrete generative modelsInternational Conference on Machine Learning (ICML), 2022 Rafael Frongillo Dhamma Kimpara Bo Waggoner 146 4 0 07 Nov 2022