Datasets › Syn2Real
Syn2Real
Syn2Real, a synthetic-to-real visual domain adaptation benchmark meant to encourage further development of robust domain transfer methods. The goal is to train a model on a synthetic "source" domain and then update it so that its performance improves on a real "target" domain, without using any target annotations. It includes three tasks, illustrated in figures above: the more traditional closed-set classification task with a known set of categories; the less studied open-set classification task with unknown object categories in the target domain; and the object detection task, which involves localizing instances of objects by predicting their bounding boxes and corresponding class labels.
Source: Syn2Real Image Source: https://ai.bu.edu/syn2real/
Benchmarks archive 2025-07-28
All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Synthetic-to-Real Translation | Syn2Real-C | DADA Accuracy 79.8 | Discriminative Adversarial Domain Adaptation | huitangtang/DADA-AAAI2020 +1 | 6 | Compare |
Papers archive 2025-07-28
6 shown of 6 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 15. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| Discriminative Adversarial Domain Adaptation | 2 | 1 | 27 Nov 2019 | not harvested |
| Unsupervised Visual Domain Adaptation: A Deep Max-Margin Gaussian Process Approach | 1 | 1 | 23 Feb 2019 | ran 0 of 2 samples (2 unverified) |
| Maximum Classifier Discrepancy for Unsupervised Domain Adaptation | 9 | 1 | 7 Dec 2017 | ran 1 of 1 samples (0 unverified; 1 pointer-only for licence) |
| Adversarial Dropout Regularization | 0 | 1 | 5 Nov 2017 | not harvested |
| Deep Residual Learning for Image Recognition | 484 | 1 | 10 Dec 2015 | ran 230 of 377 samples (147 unverified; 187 pointer-only for licence) |
| Domain-Adversarial Training of Neural Networks | 37 | 1 | 28 May 2015 | ran 33 of 52 samples (19 unverified; 22 pointer-only for licence) |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
Unknown
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- Syn2Real-C
- Syn2Real
2 variant names, as the archive lists them.
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