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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
MineGAN++: Mining Generative Models for Efficient Knowledge Transfer to Limited Data DomainsInternational Journal of Computer Vision (IJCV), 2021 Yaxing Wang Abel Gonzalez-Garcia Chenshen Wu Luis Herranz Fahad Shahbaz Khan Shangling Jui Joost van de Weijer 143 7 0 28 Apr 2021
Ensembles of GANs for synthetic training data generation Gabriel Eilertsen Apostolia Tsirikoglou Claes Lundström Jonas Unger MedIm 156 17 0 23 Apr 2021
On Aliased Resizing and Surprising Subtleties in GAN Evaluation Gaurav Parmar Richard Y. Zhang Jun-Yan Zhu EGVM 380 83 0 22 Apr 2021
Generating Multi-type Temporal Sequences to Mitigate Class-imbalanced Problem Lun Jiang N. S. Sadghiani Zhuo Tao Andrew Cohen 169 1 0 07 Apr 2021
AttrLostGAN: Attribute Controlled Image Synthesis from Reconfigurable Layout and StyleGerman Conference on Pattern Recognition (DAGM), 2021 Stanislav Frolov Avneesh Sharma Jörn Hees Tushar Karayil Federico Raue Andreas Dengel 171 15 0 25 Mar 2021
Reduced Precision Strategies for Deep Learning: A High Energy Physics Generative Adversarial Network Use CaseInternational Conference on Pattern Recognition Applications and Methods (ICPRAM), 2021 F. Rehm S. Vallecorsa V. Saletore Hans Pabst Adel Chaibi V. Codreanu Kerstin Borras D. Krücker MQ 171 18 0 18 Mar 2021
VDSM: Unsupervised Video Disentanglement with State-Space Modeling and Deep Mixtures of ExpertsComputer Vision and Pattern Recognition (CVPR), 2021 M. Vowels Necati Cihan Camgöz Richard Bowden CoGe 248 8 0 12 Mar 2021
How Faithful is your Synthetic Data? Sample-level Metrics for Evaluating and Auditing Generative ModelsInternational Conference on Machine Learning (ICML), 2021 Ahmed Alaa B. V. Breugel Evgeny S. Saveliev M. Schaar 247 240 0 17 Feb 2021
Evolving GAN Formulations for Higher Quality Image Synthesis Santiago Gonzalez Mohak Kant Risto Miikkulainen GAN 160 9 0 17 Feb 2021
A Competitive Edge: Can FPGAs Beat GPUs at DCNN Inference Acceleration in Resource-Limited Edge Computing Applications? Ian Colbert Jake Daly Ken Kreutz-Delgado Srinjoy Das 120 15 0 30 Jan 2021
Synthetic Generation of Three-Dimensional Cancer Cell Models from Histopathological Images Yoav Alon Xiang Yu Huiyu Zhou DiffM 3DV MedIm 162 1 0 26 Jan 2021
Adversarial Text-to-Image Synthesis: A ReviewNeural Networks (NN), 2021 Stanislav Frolov Tobias Hinz Federico Raue Jörn Hees Andreas Dengel EGVM 226 199 0 25 Jan 2021
Influence Estimation for Generative Adversarial NetworksInternational Conference on Learning Representations (ICLR), 2021 Naoyuki Terashita Hiroki Ohashi Yuichi Nonaka T. Kanemaru TDI 273 12 0 20 Jan 2021
On Duality Gap as a Measure for Monitoring GAN TrainingIEEE International Joint Conference on Neural Network (IJCNN), 2020 Sahil Sidheekh Aroof Aimen Vineet Madan N. C. Krishnan 119 5 0 12 Dec 2020
Using GANs to Synthesise Minimum Training Data for Deepfake Generation Simranjeet Singh Rajneesh Sharma Alan F. Smeaton 55 23 0 10 Nov 2020
Quantitative analysis of robot gesticulation behavior Unai Zabala I. Rodriguez J. M. Martínez-Otzeta I. Irigoien E. Lazkano SLR 73 10 0 22 Oct 2020
Physics-informed GANs for Coastal Flood Visualization Björn Lütjens B. Leshchinskiy C. Requena-Mesa F. Chishtie Natalia Díaz Rodríguez ... A. Piña Dava Newman Alexander Lavin Y. Gal Chedy Raïssi AI4CE 88 16 0 16 Oct 2020
Random Network Distillation as a Diversity Metric for Both Image and Text Generation Liam H. Fowl Micah Goldblum Arjun Gupta Amr Sharaf Tom Goldstein EGVM 134 3 0 13 Oct 2020
Spatial Frequency Bias in Convolutional Generative Adversarial NetworksAAAI Conference on Artificial Intelligence (AAAI), 2020 Mahyar Khayatkhoei Ahmed Elgammal GAN 225 51 0 04 Oct 2020
LEGAN: Disentangled Manipulation of Directional Lighting and Facial Expressions by Leveraging Human Perceptual Judgements Sandipan Banerjee Ajjen Joshi Prashant Mahajan Sneha Bhattacharya Survi Kyal Taniya Mishra CVBM DRL 187 3 0 04 Oct 2020
The Utility of Decorrelating Colour Spaces in Vector Quantised Variational Autoencoders A. Akbarinia Raquel Gil-Rodríguez Alban Flachot Matteo Toscani DRL 55 0 0 30 Sep 2020
Backpropagating through Fréchet Inception Distance Alexander Mathiasen Frederik Hvilshoj EGVM 96 10 0 29 Sep 2020
Novel and flexible parameter estimation methods for data-consistent inversion in mechanistic modelingRoyal Society Open Science (RSOS), 2020 Timothy Rumbell Jaimit Parikh J. Kozloski V. Gurev 220 9 0 17 Sep 2020
not-so-BigGAN: Generating High-Fidelity Images on Small Compute with Wavelet-based Super-Resolution Seung-Jun Han Akash Srivastava C. Hurwitz P. Sattigeri David D. Cox 111 9 0 09 Sep 2020
Speech Gesture Generation from the Trimodal Context of Text, Audio, and Speaker IdentityACM Transactions on Graphics (TOG), 2020 Youngwoo Yoon Bok Cha Joo-Haeng Lee Minsu Jang Jaeyeon Lee Jaehong Kim Geehyuk Lee 232 330 0 04 Sep 2020
Evaluation of Deep Convolutional Generative Adversarial Networks for data augmentation of chest X-ray imagesFuture Internet (FI), 2020 Sagar Kora Venu MedIm 89 52 0 02 Sep 2020
Quasi-symplectic Langevin Variational Autoencoder Zihao Wang H. Delingette BDL DRL 209 4 0 02 Sep 2020
Generative Adversarial Networks for Spatio-temporal Data: A Survey Nan Gao Hao Xue Wei Shao Sichen Zhao K. K. Qin Arian Prabowo Mohammad Saiedur Rahaman Flora D. Salim GAN AI4TS AI4CE 323 121 0 18 Aug 2020
Generative Adversarial Networks for Image and Video Synthesis: Algorithms and ApplicationsProceedings of the IEEE (Proc. IEEE), 2020 Xuan Li Xun Huang Jiahui Yu Ting-Chun Wang Arun Mallya GAN 394 175 0 06 Aug 2020
Neural Language Generation: Formulation, Methods, and Evaluation Cristina Garbacea Qiaozhu Mei 285 29 0 31 Jul 2020
PowerGAN: Synthesizing Appliance Power Signatures Using Generative Adversarial Networks Alon Harell Richard Jones S. Makonin Ivan V. Bajić GAN 66 9 0 20 Jul 2020
Benefiting Deep Latent Variable Models via Learning the Prior and Removing Latent Regularization Rogan Morrow Wei-Chen Chiu DRL 113 0 0 07 Jul 2020
Continual Learning: Tackling Catastrophic Forgetting in Deep Neural Networks with Replay Processes Timothée Lesort CLL 265 23 0 01 Jul 2020
Conditional GAN for timeseries generation Kaleb E. Smith Anthony O. Smith AI4TS 114 96 0 30 Jun 2020
A Convergent and Dimension-Independent Min-Max Optimization Algorithm Vijay Keswani Oren Mangoubi Sushant Sachdeva Nisheeth K. Vishnoi 392 1 0 22 Jun 2020
A Survey on Generative Adversarial Networks: Variants, Applications, and Training Abdul Jabbar Xi Li Bourahla Omar 194 315 0 09 Jun 2020
Generating Realistic Stock Market Order Streams Junyi Li Xintong Wang Yaoyang Lin Arunesh Sinha Michael P. Wellman GAN AIFin 161 89 0 07 Jun 2020
Structurally aware bidirectional unpaired image to image translation between CT and MR Vismay Agrawal Avinash Kori V. K. Anand Ganapathy Krishnamurthi DiffM MedIm 71 1 0 05 Jun 2020
Synthetic Observational Health Data with GANs: from slow adoption to a boom in medical research and ultimately digital twins? Jeremy Georges-Filteau Elisa Cirillo SyDa AI4CE 295 18 0 27 May 2020
Generative Adversarial Networks (GANs): An Overview of Theoretical Model, Evaluation Metrics, and Recent Developments Pegah Salehi A. Chalechale M. Taghizadeh EGVM 105 43 0 27 May 2020
High Probability Lower Bounds for the Total Variation Distance Loris Michel Jeffrey Näf N. Meinshausen 149 3 0 12 May 2020
Deep convolutional generative adversarial networks for traffic data imputation encoding time series as imagesInternational Journal of Transportation Science and Technology (IJTST), 2020 Tongge Huang Pranamesh Chakraborty Anuj Sharma AI4TS 142 44 0 05 May 2020
Adversarial Synthesis of Human Pose from TextGerman Conference on Pattern Recognition (DAGM), 2020 Yifei Zhang Rania Briq Julian Tanke Juergen Gall GAN 104 9 0 01 May 2020
Generative Adversarial Networks (GANs Survey): Challenges, Solutions, and Future DirectionsACM Computing Surveys (ACM CSUR), 2020 Divya Saxena Jiannong Cao AAML AI4CE 524 368 0 30 Apr 2020
Effect of Input Noise Dimension in GANsInternational Conference on Neural Information Processing (ICONIP), 2020 P. Manisha Debojit Das Sujit Gujar 81 25 0 15 Apr 2020
Using Skill Rating as Fitness on the Evolution of GANs Victor G. Turrisi da Costa Nuno Lourenço João Correia Penousal Machado 103 3 0 09 Apr 2020
Deep Attentive Generative Adversarial Network for Photo-Realistic Image De-Quantization Yang Zhang Changhui Hu Xiaobo Lu GAN 112 1 0 07 Apr 2020
Lesion Conditional Image Generation for Improved Segmentation of Intracranial Hemorrhage from CT Images Manohar Karki Junghwan Cho Seokhwan Ko GAN MedIm 38 5 0 30 Mar 2020
Log-Likelihood Ratio Minimizing Flows: Towards Robust and Quantifiable Neural Distribution AlignmentNeural Information Processing Systems (NeurIPS), 2020 Ben Usman Avneesh Sud Nick Dufour Kate Saenko OOD 109 13 0 26 Mar 2020
Image Generation Via Minimizing Fréchet Distance in Discriminator Feature Space Khoa D. Doan Saurav Manchanda Fengjiao Wang S. Keerthi Avradeep Bhowmik Chandan K. Reddy 150 6 0 26 Mar 2020