Mitigating Contextual Bias 벤치마크
Mitigating Contextual Bias on FGVC Aircraft
Top-1 Accuracy (%)
- 2021-08-19 — CAL + ALIA: Top-1 Accuracy (%) 71.8
- 2024-06-20 — CAL + SaSPA: Top-1 Accuracy (%) 73.0
| Rank | Model | Top-1 Accuracy (%) | OOD Accuracy (%) | Paper | Code | Year |
|---|---|---|---|---|---|---|
| 1 | CAL + SaSPA | 73.0 | 41.5 | Advancing Fine-Grained Classification by Structure and Subject Preserving Augmentation | eyalmichaeli/saspa-aug | 2024 |
| 2 | CAL + ALIA | 71.8 | 25.1 | Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identification | raoyongming/CAL | 2021 |
| 3 | CAL + Real-Guidance | 71.7 | 17.7 | Is Synthetic Data From Diffusion Models Ready for Knowledge Distillation? | zhengli97/dm-kd | 2023 |
| 4 | CAL | 71.0 | 10.2 | Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identification | raoyongming/CAL | 2021 |