Assessing Generative Models via Precision and Recall

31 May 2018

Olivier Bachem

Papers citing "Assessing Generative Models via Precision and Recall"

46 / 346 papers shown

Title
Climate Adaptation: Reliably Predicting from Imbalanced Satellite Data Ruchit Rawal Prabhu Pradhan 20 1 0 26 Apr 2020
A Non-Parametric Test to Detect Data-Copying in Generative Models Casey Meehan Kamalika Chaudhuri S. Dasgupta 21 62 0 12 Apr 2020
Topology Distance: A Topology-Based Approach For Evaluating Generative Adversarial Networks Danijela Horak Simiao Yu G. Salimi-Khorshidi EGVM 19 16 0 27 Feb 2020
Regularized Autoencoders via Relaxed Injective Probability Flow Abhishek Kumar Ben Poole Kevin Patrick Murphy BDL TPM DRL 8 38 0 20 Feb 2020
Improving the Evaluation of Generative Models with Fuzzy Logic Julian Niedermeier Gonçalo Mordido Christoph Meinel EGVM 14 3 0 03 Feb 2020
RPGAN: GANs Interpretability via Random Routing A. Voynov Artem Babenko GAN 11 7 0 23 Dec 2019
MetalGAN: Multi-Domain Label-Less Image Synthesis Using cGANs and Meta-Learning Tomaso Fontanini Eleonora Iotti Luca Donati Andrea Prati GAN AI4CE 24 23 0 05 Dec 2019
Analyzing and Improving the Image Quality of StyleGAN Tero Karras S. Laine M. Aittala Janne Hellsten J. Lehtinen Timo Aila GAN 20 5,720 0 03 Dec 2019
Semantic Bottleneck Scene Generation S. Azadi Michael Tschannen Eric Tzeng Sylvain Gelly Trevor Darrell Mario Lucic 21 29 0 26 Nov 2019
Mean-field inference methods for neural networks Marylou Gabrié AI4CE 16 32 0 03 Nov 2019
Establishing an Evaluation Metric to Quantify Climate Change Image Realism Sharon Zhou A. Luccioni Gautier Cosne Michael S. Bernstein Yoshua Bengio 13 7 0 22 Oct 2019
Mining GOLD Samples for Conditional GANs Sangwoo Mo Chiheon Kim Sungwoong Kim Minsu Cho Jinwoo Shin GAN AI4CE 23 20 0 21 Oct 2019
A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark Xiaohua Zhai J. Puigcerver A. Kolesnikov P. Ruyssen C. Riquelme ... Michael Tschannen Marcin Michalski Olivier Bousquet Sylvain Gelly N. Houlsby SSL 28 425 0 01 Oct 2019
A Characteristic Function Approach to Deep Implicit Generative Modeling Abdul Fatir Ansari Jonathan Scarlett Harold Soh VLM GAN 8 39 0 16 Sep 2019
Flow Models for Arbitrary Conditional Likelihoods Y. Li Shoaib Akbar Junier B. Oliva OOD AI4CE 10 39 0 13 Sep 2019
Master your Metrics with Calibration W. Siblini Jordan Fréry Liyun He-Guelton Frédéric Oblé Yi-Qing Wang 6 29 0 06 Sep 2019
The Bottom-up Evolution of Representations in the Transformer: A Study with Machine Translation and Language Modeling Objectives Elena Voita Rico Sennrich Ivan Titov 193 181 0 03 Sep 2019
An Adjusted Nearest Neighbor Algorithm Maximizing the F-Measure from Imbalanced Data Rémi Viola Rémi Emonet Amaury Habrard Guillaume Metzler Sébastien Riou M. Sebban 14 2 0 02 Sep 2019
Adversarial Video Generation on Complex Datasets Aidan Clark Jeff Donahue Karen Simonyan VGen GAN 27 74 0 15 Jul 2019
Generating Diverse High-Fidelity Images with VQ-VAE-2 Ali Razavi Aaron van den Oord Oriol Vinyals DRL BDL 9 1,761 0 02 Jun 2019
Classification Accuracy Score for Conditional Generative Models Suman V. Ravuri Oriol Vinyals EGVM 11 228 0 26 May 2019
Precision-Recall Curves Using Information Divergence Frontiers Josip Djolonga Mario Lucic Marco Cuturi Olivier Bachem Olivier Bousquet Sylvain Gelly 10 4 0 26 May 2019
Generative Latent Flow Zhisheng Xiao Qing Yan Y. Amit DRL 7 15 0 24 May 2019
Revisiting Precision and Recall Definition for Generative Model Evaluation Loïc Simon Ryan Webster Julien Rabin 11 16 0 14 May 2019
Generated Loss and Augmented Training of MNIST VAE Jason Chou DRL GAN 11 5 0 24 Apr 2019
Generated Loss, Augmented Training, and Multiscale VAE Jason Chou Gautam Hathi DRL 12 3 0 23 Apr 2019
Improved Precision and Recall Metric for Assessing Generative Models Tuomas Kynkaanniemi Tero Karras S. Laine J. Lehtinen Timo Aila EGVM 11 824 0 15 Apr 2019
Unifying Human and Statistical Evaluation for Natural Language Generation Tatsunori B. Hashimoto Hugh Zhang Percy Liang 14 222 0 04 Apr 2019
HYPE: A Benchmark for Human eYe Perceptual Evaluation of Generative Models Sharon Zhou Mitchell L. Gordon Ranjay Krishna Austin Narcomey Li Fei-Fei Michael S. Bernstein VLM EGVM 6 118 0 01 Apr 2019
From Variational to Deterministic Autoencoders Partha Ghosh Mehdi S. M. Sajjadi Antonio Vergari Michael J. Black Bernhard Schölkopf DRL 17 269 0 29 Mar 2019
High-Fidelity Image Generation With Fewer Labels Mario Lucic Michael Tschannen Marvin Ritter Xiaohua Zhai Olivier Bachem Sylvain Gelly GAN OOD 31 157 0 06 Mar 2019
Adversarial Augmentation for Enhancing Classification of Mammography Images Lukás Jendele Ondrej Skopek Anton S. Becker E. Konukoglu MedIm GAN 20 5 0 20 Feb 2019
A Forest from the Trees: Generation through Neighborhoods Yang Li Tianxiang Gao Junier B. Oliva 17 5 0 04 Feb 2019
Out-of-Sample Testing for GANs Pablo Sánchez-Martín Pablo Martínez Olmos F. Pérez-Cruz 17 2 0 28 Jan 2019
Detecting Overfitting of Deep Generative Networks via Latent Recovery Ryan Webster Julien Rabin Loïc Simon F. Jurie GAN 14 98 0 09 Jan 2019
Adaptive Density Estimation for Generative Models Thomas Lucas K. Shmelkov Alahari Karteek Cordelia Schmid Jakob Verbeek GAN DRL 19 32 0 04 Jan 2019
Non-Adversarial Image Synthesis with Generative Latent Nearest Neighbors Yedid Hoshen Jitendra Malik GAN 6 56 0 21 Dec 2018
Counterfactuals uncover the modular structure of deep generative models M. Besserve Arash Mehrjou Rémy Sun Bernhard Schölkopf DRL BDL DiffM 13 107 0 08 Dec 2018
Self-Supervised GANs via Auxiliary Rotation Loss Ting Chen Xiaohua Zhai Marvin Ritter Mario Lucic N. Houlsby SSL GAN 11 302 0 27 Nov 2018
Self-Supervised GAN to Counter Forgetting Ting Chen Xiaohua Zhai N. Houlsby CLL GAN SSL 11 8 0 27 Oct 2018
On Self Modulation for Generative Adversarial Networks Ting Chen Mario Lucic N. Houlsby Sylvain Gelly GAN 19 104 0 02 Oct 2018
A Large-Scale Study on Regularization and Normalization in GANs Karol Kurach Mario Lucic Xiaohua Zhai Marcin Michalski Sylvain Gelly AI4CE 22 154 0 12 Jul 2018
Pros and Cons of GAN Evaluation Measures Ali Borji ELM EGVM 23 865 0 09 Feb 2018
Are GANs Created Equal? A Large-Scale Study Mario Lucic Karol Kurach Marcin Michalski Sylvain Gelly Olivier Bousquet EGVM 14 1,003 0 28 Nov 2017
Lifelong Generative Modeling Jason Ramapuram Magda Gregorova Alexandros Kalousis BDL CLL 19 119 0 27 May 2017
Revisiting Classifier Two-Sample Tests David Lopez-Paz Maxime Oquab 78 390 0 20 Oct 2016