Methods › Computer Vision › Adversarial Image Data Augmentation › DiffAugment
DiffAugment
Introduced by Shengyu Zhao et al. in Differentiable Augmentation for Data-Efficient GAN Training
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Differentiable Augmentation (DiffAugment) is a set of differentiable image transformations used to augment data during GAN training. The transformations are applied to the real and generated images. It enables the gradients to be propagated through the augmentation back to the generator, regularizes the discriminator without manipulating the target distribution, and maintains the balance of training dynamics. Three choices of transformation are preferred by the authors in their experiments: Translation, CutOut, and Color.
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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DiffAugment: Diffusion based Long-Tailed Visual Relationship Recognition 1 Jan 2024 · 0 repositories · arXiv:2401.01387
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Feature Extraction for Generative Medical Imaging Evaluation: New Evidence Against an Evolving Trend 22 Nov 2023 · 2 repositories · arXiv:2311.13717
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Differentiable Augmentation for Data-Efficient GAN Training 18 Jun 2020 · 13 repositories · arXiv:2006.10738Syntology ran 36 of 58 samples · 22 unverified · 12 pointer-only (licence)
Tasks archive 2025-07-28
6 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 |
|---|---|
| Data Augmentation | 1 |
| Image Generation | 1 |
| Medical Image Generation | 1 |
| Object | 1 |
| Relation | 1 |
| Triplet | 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
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