Image Classification 벤치마크
Image Classification on iWildCam2020-WILDS
Accuracy (Top-1)
- 2016-07-06 — CORAL: Accuracy (Top-1) 73.3
- 2023-12-31 — COSMO: Accuracy (Top-1) 74.5
| Rank | Model | Accuracy (Top-1) | Extra Training Data | Paper | Code | Year |
|---|---|---|---|---|---|---|
| 1 | COSMO | 74.5 | ✓ | Reviving the Context: Camera Trap Species Classification as Link Prediction on Multimodal Knowledge Graphs | osu-nlp-group/cosmo | 2023 |
| 2 | CORAL | 73.3 | Deep CORAL: Correlation Alignment for Deep Domain Adaptation | thuml/Transfer-Learning-Library · facebookresearch/DomainBed · kevinmusgrave/pytorch-adapt · +6 | 2016 | |
| 3 | ABSGD | 72.7 | Attentional-Biased Stochastic Gradient Descent | qiqi-helloworld/absgd | 2020 | |
| 3 | Group DRO | 72.7 | Does Distributionally Robust Supervised Learning Give Robust Classifiers? | 2016 | ||
| 5 | Empirical Risk Minimization (ERM) | 71.6 | WILDS: A Benchmark of in-the-Wild Distribution Shifts | facebookresearch/DomainBed · p-lambda/wilds · hlzhang109/ddg · +3 | 2020 | |
| 6 | Fish | 63.2 | Gradient Matching for Domain Generalization | facebookresearch/DomainBed · YugeTen/fish | 2021 |