Pros and Cons of GAN Evaluation Measures

9 February 2018

Papers citing "Pros and Cons of GAN Evaluation Measures"

50 / 117 papers shown

Title
Evaluating Generative Models for Tabular Data: Novel Metrics and Benchmarking Dayananda Herurkar Ahmad Ali Andreas Dengel 43 0 0 29 Apr 2025
High-Performance Reinforcement Learning on Spot: Optimizing Simulation Parameters with Distributional Measures A. J Miller Fangzhou Yu Michael Brauckmann Farbod Farshidian OffRL BDL 23 0 0 24 Apr 2025
Data Cleansing for GANs Naoyuki Terashita Hiroki Ohashi Satoshi Hara AAML 56 0 0 01 Apr 2025
Simulating Dynamic Tumor Contrast Enhancement in Breast MRI using Conditional Generative Adversarial Networks Richard Osuala Smriti Joshi Apostolia Tsirikoglou Lidia Garrucho Walter H. L. Pinaya Daniel M. Lang J. Schnabel Oliver Díaz Karim Lekadir MedIm 36 0 0 27 Sep 2024
Image Neural Field Diffusion Models Yinbo Chen Oliver Wang Richard Zhang Eli Shechtman Xiaolong Wang Michael Gharbi DiffM 36 3 0 11 Jun 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 41 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 38 1 0 08 Apr 2024
RoNet: Rotation-oriented Continuous Image Translation Yi Li Xinxiong Xie Lina Lei Haiyan Fu Yanqing Guo 3DH 44 0 0 06 Apr 2024
Feature Extraction for Generative Medical Imaging Evaluation: New Evidence Against an Evolving Trend 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 43 10 0 22 Nov 2023
Adaptive Input-image Normalization for Solving the Mode Collapse Problem in GAN-based X-ray Images Muhammad Muneeb Saad M. H. Rehmani Ruairi O'Reilly MedIm GAN 34 1 0 21 Sep 2023
Boosting Diffusion Models with an Adaptive Momentum Sampler Xiyu Wang Anh-Dung Dinh Daochang Liu Chang Xu 29 4 0 23 Aug 2023
What can Discriminator do? Towards Box-free Ownership Verification of Generative Adversarial Network Zi-Shun Huang Boheng Li Yan Cai Run Wang Shangwei Guo Liming Fang Jing Chen Lina Wang 38 11 0 29 Jul 2023
Prediction of Transportation Index for Urban Patterns in Small and Medium-sized Indian Cities using Hybrid RidgeGAN Model Rahisha Thottolil U. Kumar Tanujit Chakraborty 31 3 0 09 Jun 2023
Synthetic data generation for a longitudinal cohort study -- Evaluation, method extension and reproduction of published data analysis results Lisa Kühnel Julian Schneider Ines Perrar Tim Adams F. Prasser U. Nöthlings Holger Fröhlich Juliane Fluck 35 5 0 12 May 2023
Similarity of Neural Network Models: A Survey of Functional and Representational Measures Max Klabunde Tobias Schumacher M. Strohmaier Florian Lemmerich 58 64 0 10 May 2023
Visual DNA: Representing and Comparing Images using Distributions of Neuron Activations Benjamin Ramtoula Matthew Gadd Paul Newman D. Martini 28 10 0 20 Apr 2023
Qualitative Failures of Image Generation Models and Their Application in Detecting Deepfakes Ali Borji 28 29 0 29 Mar 2023
Less is More: Unsupervised Mask-guided Annotated CT Image Synthesis with Minimum Manual Segmentations Xiaodan Xing G. Papanastasiou Simon Walsh Guang Yang DiffM MedIm 15 10 0 19 Mar 2023
Beyond Statistical Similarity: Rethinking Metrics for Deep Generative Models in Engineering Design Lyle Regenwetter Akash Srivastava Dan Gutfreund Faez Ahmed 24 28 0 06 Feb 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 35 4 0 05 Jan 2023
Semi-supervised Bladder Tissue Classification in Multi-Domain Endoscopic Images Jorge F. Lazo Benoit Rosa M. Catellani M. Fontana F. Mistretta G. Musi O. de Cobelli M. de Mathelin Elena De Momi MedIm 24 4 0 21 Dec 2022
Human Image Generation: A Comprehensive Survey Zhen Jia Zhang Zhang Liangsheng Wang Tieniu Tan EGVM 3DH VGen 41 5 0 17 Dec 2022
Diffusion Probabilistic Models beat GANs on Medical Images 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 27 89 0 14 Dec 2022
Proper losses for discrete generative models Rafael M. Frongillo Dhamma Kimpara Bo Waggoner 18 3 0 07 Nov 2022
Evaluation of Categorical Generative Models -- Bridging the Gap Between Real and Synthetic Data Florence Regol Anja Kroon Mark J. Coates ELM EGVM 30 1 0 28 Oct 2022
A Self-attention Guided Multi-scale Gradient GAN for Diversified X-ray Image Synthesis Muhammad Muneeb Saad M. H. Rehmani Ruairi O'Reilly MedIm 22 9 0 09 Oct 2022
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 32 22 0 07 Oct 2022
DEGAN: Time Series Anomaly Detection using Generative Adversarial Network Discriminators and Density Estimation Yueyang Gu F. Jazizadeh AI4TS 18 0 0 05 Oct 2022
Generated Faces in the Wild: Quantitative Comparison of Stable Diffusion, Midjourney and DALL-E 2 Ali Borji DiffM 83 120 0 02 Oct 2022
Semantics-Guided Object Removal for Facial Images: with Broad Applicability and Robust Style Preservation Jookyung Song Yeonjin Chang Seonguk Park Nojun Kwak CVBM 29 1 0 29 Sep 2022
A Realism Metric for Generated LiDAR Point Clouds Larissa T. Triess Christoph B. Rist David Peter J. Marius Zöllner 3DPC 32 8 0 31 Aug 2022
How good are deep models in understanding the generated images? Ali Borji OOD 24 6 0 23 Aug 2022
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 EGVM MedIm 35 4 0 10 Aug 2022
Explicit Use of Fourier Spectrum in Generative Adversarial Networks Soroush Sheikh Gargar GAN OOD 29 0 0 02 Aug 2022
Why is constrained neural language generation particularly challenging? Cristina Garbacea Qiaozhu Mei 59 14 0 11 Jun 2022
Subjective Quality Assessment for Images Generated by Computer Graphics Tao Wang Zicheng Zhang Wei Sun Xiongkuo Min Wei Lu Guangtao Zhai 20 5 0 10 Jun 2022
Structured Uncertainty in the Observation Space of Variational Autoencoders James A. G. Langley M. Monteiro Charles Jones Nick Pawlowski Ben Glocker CML OOD BDL DRL 33 2 0 25 May 2022
Paired Image-to-Image Translation Quality Assessment Using Multi-Method Fusion Stefan Borasinski Esin Yavuz Sébastien Béhuret EGVM 16 2 0 09 May 2022
Multichannel Synthetic Preictal EEG Signals to Enhance the Prediction of Epileptic Seizures Yankun Xu Jie Yang Mohamad Sawan 24 26 0 29 Apr 2022
Generative Adversarial Networks for Image Augmentation in Agriculture: A Systematic Review E. Olaniyi Dong Chen Yuzhen Lu Ya-Yu Huang 21 38 0 10 Apr 2022
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 24 1 0 07 Apr 2022
Normalizing Flow-based Day-Ahead Wind Power Scenario Generation for Profitable and Reliable Delivery Commitments by Wind Farm Operators Eike Cramer Leonard Paeleke Alexander Mitsos Manuel Dahmen 24 11 0 05 Apr 2022
InstaFormer: Instance-Aware Image-to-Image Translation with Transformer Soohyun Kim Jongbeom Baek Jihye Park Gyeongnyeon Kim Seung Wook Kim ViT 39 47 0 30 Mar 2022
Synthetic Defect Generation for Display Front-of-Screen Quality Inspection: A Survey Shancong Mou Mengsi Cao Zhendong Hong Ping-Chia Huang Jiulong Shan Jianjun Shi 16 3 0 03 Mar 2022
What Makes Transfer Learning Work For Medical Images: Feature Reuse & Other Factors Christos Matsoukas Johan Fredin Haslum Moein Sorkhei Magnus P Soderberg Kevin Smith VLM OOD MedIm 27 85 0 02 Mar 2022
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 11 26 0 24 Feb 2022
On the Robustness of Quality Measures for GANs Motasem Alfarra Juan C. Pérez Anna Frühstück Philip H. S. Torr Peter Wonka Guohao Li AAML EGVM 89 10 0 31 Jan 2022
Generalization Metrics for Practical Quantum Advantage in Generative Models Kaitlin Gili M. Mauri A. Perdomo-Ortiz 38 7 0 21 Jan 2022
A Survey on Training Challenges in Generative Adversarial Networks for Biomedical Image Analysis Muhammad Muneeb Saad Ruairi O'Reilly M. H. Rehmani MedIm 44 35 0 19 Jan 2022
Neuroplastic graph attention networks for nuclei segmentation in histopathology images Yoav Alon Huiyu Zhou GNN 27 3 0 10 Jan 2022