Image Classification on Waterbirds In-context training (test)
93.4Average Worst-Group Accuracy1-NN
Evaluation results
| Method | Links | |
|---|---|---|
| 1-NNContext size=5122024.10 | 93.4 | |
| Proposed + G + PContext size=5122024.10 | 93.05 | |
| Proposed + G + P + IContext size=5122024.10 | 92.69 | |
| Naive + PContext size=5122024.10 | 92.6 | |
| Proposed + G + P + IContext size=2562024.10 | 92.46 | |
| Proposed + P + IContext size=5122024.10 | 92.17 | |
| Proposed + PContext size=2562024.10 | 92.11 | |
| Proposed + G + PContext size=2562024.10 | 92 | |
| 1-NNContext size=2562024.10 | 91.96 | |
| Proposed + PContext size=5122024.10 | 91.95 | |
| Naive + PContext size=2562024.10 | 91.94 | |
| Proposed + P + IContext size=2562024.10 | 91.78 | |
| GroupDROContext size=5122024.10 | 91.12 | |
| Proposed + PContext size=1282024.10 | 90.02 | |
| Proposed + P + IContext size=1282024.10 | 90 | |
| 1-NNContext size=1282024.10 | 90 | |
| Proposed + G + PContext size=1282024.10 | 89.98 | |
| Proposed + G + P + IContext size=1282024.10 | 89.89 | |
| Naive + PContext size=1282024.10 | 89.87 | |
| GroupDROContext size=2562024.10 | 89.79 | |
| Proposed + G + IContext size=42024.10 | 88.89 | |
| Proposed + GContext size=42024.10 | 88.74 | |
| ERMContext size=5122024.10 | 88.48 | |
| GroupDROContext size=1282024.10 | 88.3 | |
| Proposed + IContext size=42024.10 | 88.18 | |
| ERMContext size=2562024.10 | 88.1 | |
| ProposedContext size=42024.10 | 87.91 | |
| Proposed + G + IContext size=162024.10 | 87.7 | |
| Proposed + GContext size=162024.10 | 87.62 | |
| Proposed + G + IContext size=82024.10 | 87.49 | |
| 1-NNContext size=642024.10 | 87.49 | |
| Proposed + G + IContext size=5122024.10 | 87.35 | |
| GroupDROContext size=642024.10 | 87.34 | |
| Proposed + PContext size=642024.10 | 87.3 | |
| Proposed + G + IContext size=2562024.10 | 87.29 | |
| Proposed + GContext size=2562024.10 | 87.26 | |
| ERMContext size=1282024.10 | 87.2 | |
| NaiveContext size=42024.10 | 87.02 | |
| Proposed + GContext size=82024.10 | 87 | |
| Proposed + GContext size=5122024.10 | 86.95 | |
| Proposed + G + P + IContext size=642024.10 | 86.94 | |
| Proposed + GContext size=1282024.10 | 86.91 | |
| Proposed + G + IContext size=322024.10 | 86.9 | |
| ProposedContext size=5122024.10 | 86.89 | |
| Naive + PContext size=642024.10 | 86.87 | |
| Proposed + GContext size=322024.10 | 86.86 | |
| ProposedContext size=2562024.10 | 86.72 | |
| Proposed + IContext size=162024.10 | 86.68 | |
| Proposed + G + IContext size=1282024.10 | 86.64 | |
| Proposed + G + PContext size=642024.10 | 86.55 | |
| ProposedContext size=162024.10 | 86.51 | |
| Proposed + IContext size=5122024.10 | 86.46 | |
| Proposed + P + IContext size=642024.10 | 86.39 | |
| Proposed + GContext size=642024.10 | 86.18 | |
| Proposed + IContext size=2562024.10 | 86.07 | |
| Proposed + G + IContext size=642024.10 | 86.03 | |
| Proposed + IContext size=322024.10 | 86.01 | |
| ERMContext size=642024.10 | 85.95 | |
| Proposed + IContext size=1282024.10 | 85.92 | |
| Proposed + IContext size=82024.10 | 85.89 | |
| ProposedContext size=1282024.10 | 85.86 | |
| ProposedContext size=82024.10 | 85.63 | |
| ProposedContext size=322024.10 | 85.42 | |
| NaiveContext size=162024.10 | 85.14 | |
| ProposedContext size=642024.10 | 85.12 | |
| NaiveContext size=2562024.10 | 85.08 | |
| NaiveContext size=322024.10 | 84.82 | |
| NaiveContext size=5122024.10 | 84.82 | |
| Proposed + IContext size=642024.10 | 84.82 | |
| NaiveContext size=82024.10 | 84.52 | |
| NaiveContext size=1282024.10 | 84.45 | |
| Proposed + PContext size=322024.10 | 83.71 | |
| GroupDROContext size=322024.10 | 83.45 | |
| NaiveContext size=642024.10 | 83.41 | |
| Naive + PContext size=322024.10 | 83.24 | |
| ERMContext size=322024.10 | 83.04 | |
| Proposed + G + P + IContext size=322024.10 | 83.02 | |
| Proposed + G + PContext size=322024.10 | 82.85 | |
| 1-NNContext size=322024.10 | 82.81 | |
| Proposed + P + IContext size=322024.10 | 82.58 | |
| Naive + PContext size=162024.10 | 80.66 | |
| Proposed + G + P + IContext size=162024.10 | 80.23 | |
| Proposed + PContext size=162024.10 | 80 | |
| Proposed + G + PContext size=162024.10 | 79.21 | |
| 1-NNContext size=162024.10 | 79.15 | |
| Proposed + P + IContext size=162024.10 | 78.97 | |
| GroupDROContext size=162024.10 | 77.81 | |
| ERMContext size=162024.10 | 77.32 | |
| Naive + PContext size=82024.10 | 75.32 | |
| Proposed + G + P + IContext size=82024.10 | 73.78 | |
| Proposed + G + PContext size=82024.10 | 73.74 | |
| Proposed + PContext size=82024.10 | 73.46 | |
| 1-NNContext size=82024.10 | 72.53 | |
| Proposed + P + IContext size=82024.10 | 72.47 | |
| GroupDROContext size=82024.10 | 71.52 | |
| Naive + PContext size=42024.10 | 70.92 | |
| ERMContext size=82024.10 | 70.76 | |
| Proposed + G + PContext size=42024.10 | 68.47 | |
| Proposed + PContext size=42024.10 | 68.44 | |
| Proposed + G + P + IContext size=42024.10 | 68.24 |