Methods › Computer Vision › Likelihood-Based Generative Models › RealNVP
RealNVP
Introduced by Laurent Dinh et al. in Density estimation using Real NVP
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
RealNVP is a generative model that utilises real-valued non-volume preserving (real NVP) transformations for density estimation. The model can perform efficient and exact inference, sampling and log-density estimation of data points.
Papers archive 2025-07-28
19 shown of 19, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
-
Time-Causal VAE: Robust Financial Time Series Generator 5 Nov 2024 · 1 repository · arXiv:2411.02947
-
An Investigation into the Performances of the State-of-the-art Machine Learning Approaches for Various Cyber-attack Detection: A Survey 26 Feb 2024 · 0 repositories · arXiv:2402.17045
-
APALU: A Trainable, Adaptive Activation Function for Deep Learning Networks 13 Feb 2024 · 0 repositories · arXiv:2402.08244
-
On the Universality of Volume-Preserving and Coupling-Based Normalizing Flows 9 Feb 2024 · 0 repositories · arXiv:2402.06578
-
Attention Modules Improve Image-Level Anomaly Detection for Industrial Inspection: A DifferNet Case Study 5 Nov 2023 · 1 repository · arXiv:2311.02747
-
Semi-supervised Invertible Neural Operators for Bayesian Inverse Problems 6 Sep 2022 · 1 repository · arXiv:2209.02772
-
Scaling Up Machine Learning For Quantum Field Theory with Equivariant Continuous Flows 6 Oct 2021 · 0 repositories · arXiv:2110.02673
-
General Invertible Transformations for Flow-based Generative Modeling 2 Jun 2021 · 1 repository
-
Generative Time-series Modeling with Fourier Flows 1 Jan 2021 · 0 repositories
-
Computer Vision and Normalizing Flow-Based Defect Detection 12 Dec 2020 · 1 repository · arXiv:2012.06737
-
General Invertible Transformations for Flow-based Generative Modeling 30 Nov 2020 · 1 repository · arXiv:2011.15056Syntology ran 0 of 1 samples · 1 unverified
-
Same Same But DifferNet: Semi-Supervised Defect Detection with Normalizing Flows 28 Aug 2020 · 3 repositories · arXiv:2008.12577
-
Gaussianization Flows 4 Mar 2020 · 3 repositories · arXiv:2003.01941Syntology ran 1 of 21 samples · 20 unverified · 1 pointer-only (licence)
-
Disentanglement by Nonlinear ICA with General Incompressible-flow Networks (GIN) 14 Jan 2020 · 1 repository · arXiv:2001.04872Syntology ran 0 of 5 samples · 5 unverified
-
Adversarial Robustness of Flow-Based Generative Models 20 Nov 2019 · 0 repositories · arXiv:1911.08654
-
Deep Generative Models Strike Back! Improving Understanding and Evaluation in Light of Unmet Expectations for OoD Data 12 Nov 2019 · 0 repositories · arXiv:1911.04699
-
Tails of Lipschitz Triangular Flows 10 Jul 2019 · 0 repositories · arXiv:1907.04481
-
Discrete Flows: Invertible Generative Models of Discrete Data 24 May 2019 · 2 repositories · arXiv:1905.10347
-
Density estimation using Real NVP 27 May 2016 · 35 repositories · arXiv:1605.08803Syntology ran 43 of 70 samples · 27 unverified · 33 pointer-only (licence)
Tasks archive 2025-07-28
20 shown of 25 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections