Methods › Natural Language Processing › Transformers › GANformer
Generative Adversarial Transformer
GANformer
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
GANformer is a novel and efficient type of transformer which can be used for visual generative modeling. The network employs a bipartite structure that enables long-range interactions across an image, while maintaining computation of linearly efficiency, that can readily scale to high-resolution synthesis. It iteratively propagates information from a set of latent variables to the evolving visual features and vice versa, to support the refinement of each in light of the other and encourage the emergence of compositional representations of objects and scenes.
Source: Generative Adversarial Transformers
Image source: Generative Adversarial Transformers
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.
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Investigating GANsformer: A Replication Study of a State-of-the-Art Image Generation Model 15 Mar 2023 · 0 repositories · arXiv:2303.08577
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MorphGANFormer: Transformer-based Face Morphing and De-Morphing 18 Feb 2023 · 0 repositories · arXiv:2302.09404
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Generative Adversarial Transformers 1 Mar 2021 · 2 repositories · arXiv:2103.01209Syntology ran 5 of 6 samples · 1 unverified
Tasks archive 2025-07-28
5 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 |
|---|---|
| Image Generation | 2 |
| Disentanglement | 1 |
| Image Manipulation | 1 |
| Scene Generation | 1 |
| Transfer Learning | 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