Image Classification on Waterbirds severe in-distribution context (test)
91.38Worst-group AccuracyProposed + G + P
Evaluation results
| Method | Links | |
|---|---|---|
| Proposed + G + PContext size=5122024.10 | 91.38 | |
| Proposed + G + P + IContext size=5122024.10 | 90.82 | |
| Proposed + G + P + IContext size=2562024.10 | 90.75 | |
| Proposed + G + PContext size=2562024.10 | 90.65 | |
| Proposed + P + IContext size=5122024.10 | 90.59 | |
| Proposed + PContext size=5122024.10 | 90.2 | |
| Proposed + P + IContext size=2562024.10 | 90.09 | |
| Proposed + PContext size=2562024.10 | 90.01 | |
| Proposed + G + P + IContext size=1282024.10 | 89.09 | |
| Proposed + G + PContext size=1282024.10 | 88.6 | |
| Proposed + PContext size=1282024.10 | 88.36 | |
| Proposed + P + IContext size=1282024.10 | 88.13 | |
| GroupDROContext size=5122024.10 | 86.89 | |
| Proposed + G + P + IContext size=642024.10 | 86.56 | |
| Proposed + P + IContext size=642024.10 | 85.86 | |
| Proposed + PContext size=642024.10 | 85.76 | |
| Proposed + G + PContext size=642024.10 | 85.21 | |
| Proposed + IContext size=42024.10 | 83.23 | |
| Proposed + GContext size=162024.10 | 83.11 | |
| NaiveContext size=42024.10 | 83.04 | |
| ProposedContext size=42024.10 | 82.64 | |
| Proposed + G + IContext size=42024.10 | 82.61 | |
| Proposed + GContext size=2562024.10 | 82.48 | |
| Proposed + GContext size=5122024.10 | 82.44 | |
| Proposed + G + P + IContext size=322024.10 | 82.38 | |
| ProposedContext size=2562024.10 | 82.35 | |
| Proposed + IContext size=5122024.10 | 82.24 | |
| ProposedContext size=5122024.10 | 82.09 | |
| NaiveContext size=5122024.10 | 82.02 | |
| Proposed + GContext size=42024.10 | 82.02 | |
| Proposed + P + IContext size=322024.10 | 82 | |
| ProposedContext size=642024.10 | 81.94 | |
| Proposed + PContext size=322024.10 | 81.93 | |
| ProposedContext size=162024.10 | 81.9 | |
| Proposed + GContext size=1282024.10 | 81.9 | |
| Proposed + G + IContext size=5122024.10 | 81.84 | |
| ProposedContext size=1282024.10 | 81.7 | |
| NaiveContext size=2562024.10 | 81.67 | |
| Proposed + IContext size=162024.10 | 81.65 | |
| Proposed + IContext size=642024.10 | 81.63 | |
| Proposed + G + IContext size=2562024.10 | 81.61 | |
| Proposed + IContext size=322024.10 | 81.46 | |
| Proposed + IContext size=2562024.10 | 81.46 | |
| ProposedContext size=322024.10 | 81.36 | |
| Proposed + IContext size=1282024.10 | 81.34 | |
| Proposed + GContext size=642024.10 | 81.3 | |
| Proposed + GContext size=322024.10 | 81.22 | |
| Proposed + G + IContext size=162024.10 | 81.2 | |
| Proposed + GContext size=82024.10 | 81.15 | |
| Proposed + G + IContext size=642024.10 | 81.09 | |
| ProposedContext size=82024.10 | 81.01 | |
| Proposed + G + IContext size=1282024.10 | 80.84 | |
| NaiveContext size=82024.10 | 80.78 | |
| NaiveContext size=162024.10 | 80.78 | |
| Proposed + IContext size=82024.10 | 80.76 | |
| NaiveContext size=642024.10 | 80.5 | |
| Proposed + G + IContext size=82024.10 | 80.48 | |
| NaiveContext size=1282024.10 | 80.29 | |
| Proposed + G + IContext size=322024.10 | 80.13 | |
| Proposed + G + PContext size=322024.10 | 79.46 | |
| NaiveContext size=322024.10 | 79.43 | |
| GroupDROContext size=2562024.10 | 78.57 | |
| Proposed + P + IContext size=162024.10 | 78.45 | |
| Proposed + G + P + IContext size=162024.10 | 77.76 | |
| Naive + PContext size=5122024.10 | 77.49 | |
| Naive + PContext size=2562024.10 | 77.18 | |
| Proposed + PContext size=162024.10 | 75.94 | |
| ERMContext size=5122024.10 | 75.69 | |
| Naive + PContext size=1282024.10 | 74.28 | |
| Proposed + P + IContext size=82024.10 | 72.22 | |
| Proposed + G + PContext size=162024.10 | 71.3 | |
| 1-NNContext size=5122024.10 | 71.2 | |
| Proposed + G + P + IContext size=82024.10 | 70.05 | |
| Proposed + PContext size=82024.10 | 68.23 | |
| Naive + PContext size=642024.10 | 67.13 | |
| ERMContext size=2562024.10 | 65.35 | |
| GroupDROContext size=1282024.10 | 65.13 | |
| Proposed + G + PContext size=82024.10 | 64.44 | |
| Proposed + G + P + IContext size=42024.10 | 64.26 | |
| Proposed + P + IContext size=42024.10 | 64.01 | |
| Proposed + PContext size=42024.10 | 61.94 | |
| 1-NNContext size=2562024.10 | 61.74 | |
| Proposed + G + PContext size=42024.10 | 59.11 | |
| Naive + PContext size=322024.10 | 58.4 | |
| 1-NNContext size=1282024.10 | 52.58 | |
| Naive + PContext size=162024.10 | 46.23 | |
| ERMContext size=1282024.10 | 45.84 | |
| GroupDROContext size=642024.10 | 45.47 | |
| 1-NNContext size=642024.10 | 45.04 | |
| ERMContext size=322024.10 | 35.3 | |
| ERMContext size=642024.10 | 29.52 | |
| Naive + PContext size=82024.10 | 28.61 | |
| 1-NNContext size=322024.10 | 27.92 | |
| GroupDROContext size=322024.10 | 17.62 | |
| Naive + PContext size=42024.10 | 10.89 | |
| GroupDROContext size=42024.10 | 7.42 | |
| ERMContext size=42024.10 | 6.81 | |
| 1-NNContext size=42024.10 | 5.44 | |
| GroupDROContext size=82024.10 | 5.26 | |
| 1-NNContext size=82024.10 | 4.5 |