Metric: Accuracy (Top-1) (higher is better)
| # | Model↕ | Accuracy (Top-1)▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | COSMO | 74.5 | Yes | Reviving the Context: Camera Trap Species Classi... | 2023-12-31 | Code |
| 2 | CORAL | 73.3 | No | Deep CORAL: Correlation Alignment for Deep Domai... | 2016-07-06 | Code |
| 3 | ABSGD | 72.7 | No | Attentional-Biased Stochastic Gradient Descent | 2020-12-13 | Code |
| 4 | Group DRO | 72.7 | No | Does Distributionally Robust Supervised Learning... | 2016-11-07 | - |
| 5 | Empirical Risk Minimization (ERM) | 71.6 | No | WILDS: A Benchmark of in-the-Wild Distribution S... | 2020-12-14 | Code |
| 6 | Fish | 63.2 | No | Gradient Matching for Domain Generalization | 2021-04-20 | Code |