Methods › Computer Vision › Generative Models › TGAN
TGAN
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
TGAN is a type of generative adversarial network that is capable of learning representation from an unlabeled video dataset and producing a new video. The generator consists of two sub networks called a temporal generator and an image generator. Specifically, the temporal generator first yields a set of latent variables, each of which corresponds to a latent variable for the image generator. Then, the image generator transforms these latent variables into a video which has the same number of frames as the variables. The model comprised of the temporal and image generators can not only enable to efficiently capture the time series, but also be easily extended to frame interpolation. The authors opt for a WGAN as the basic GAN structure and objective, but use singular value clipping to enforce the Lipschitz constraint.
Papers archive 2025-07-28
3 shown of 3, 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.
-
DTGAN: Differential Private Training for Tabular GANs 6 Jul 2021 · 0 repositories · arXiv:2107.02521
-
Tabular GANs for uneven distribution 1 Oct 2020 · 1 repository · arXiv:2010.00638
-
Temporal Generative Adversarial Nets with Singular Value Clipping 21 Nov 2016 · 4 repositories · arXiv:1611.06624Syntology ran 0 of 3 samples · 3 unverified
Tasks archive 2025-07-28
4 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
| Task | Papers |
|---|---|
| Attribute | 1 |
| Image Generation | 1 |
| Tabular Data Generation | 1 |
| Video Generation | 1 |
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