Image Classification on Waterbirds In-context training: iNaturalist (test)
92.23Average Worst-Group AccuracyProposed + G + P + I
Evaluation results
| Method | Links | |
|---|---|---|
| Proposed + G + P + IContext size=2562024.10 | 92.23 | |
| Proposed + P + IContext size=2562024.10 | 91.08 | |
| Proposed + G + PContext size=2562024.10 | 90.99 | |
| Proposed + G + P + IContext size=1282024.10 | 90.67 | |
| Proposed + PContext size=2562024.10 | 89.98 | |
| Naive + PContext size=2562024.10 | 89.68 | |
| Proposed + G + PContext size=1282024.10 | 89.4 | |
| Proposed + P + IContext size=1282024.10 | 89.39 | |
| Proposed + PContext size=1282024.10 | 88.85 | |
| Naive + PContext size=1282024.10 | 88.02 | |
| Proposed + G + P + IContext size=642024.10 | 87.25 | |
| Proposed + P + IContext size=642024.10 | 86.41 | |
| Naive + PContext size=642024.10 | 86.36 | |
| Proposed + PContext size=642024.10 | 86.32 | |
| Proposed + G + PContext size=642024.10 | 86.01 | |
| Proposed + G + IContext size=2562024.10 | 85.35 | |
| Proposed + IContext size=2562024.10 | 84.69 | |
| ProposedContext size=2562024.10 | 84.63 | |
| Proposed + G + IContext size=1282024.10 | 84.52 | |
| Proposed + GContext size=2562024.10 | 84.31 | |
| Proposed + IContext size=1282024.10 | 84.22 | |
| NaiveContext size=2562024.10 | 84.21 | |
| Proposed + GContext size=1282024.10 | 83.91 | |
| NaiveContext size=1282024.10 | 83.85 | |
| Proposed + G + IContext size=642024.10 | 83.52 | |
| ProposedContext size=1282024.10 | 83.51 | |
| Proposed + G + P + IContext size=322024.10 | 83.17 | |
| Proposed + PContext size=322024.10 | 82.75 | |
| NaiveContext size=642024.10 | 82.57 | |
| Proposed + G + PContext size=322024.10 | 82.56 | |
| Proposed + GContext size=642024.10 | 82.42 | |
| Proposed + G + IContext size=322024.10 | 82.31 | |
| Proposed + IContext size=642024.10 | 82.22 | |
| ProposedContext size=642024.10 | 82.04 | |
| Naive + PContext size=322024.10 | 81.76 | |
| Proposed + GContext size=322024.10 | 81.59 | |
| Proposed + P + IContext size=322024.10 | 81.51 | |
| ProposedContext size=322024.10 | 81.39 | |
| NaiveContext size=322024.10 | 81.2 | |
| Proposed + IContext size=322024.10 | 80.86 | |
| Proposed + G + IContext size=162024.10 | 80.62 | |
| Proposed + GContext size=162024.10 | 79.67 | |
| NaiveContext size=162024.10 | 79.23 | |
| ProposedContext size=162024.10 | 79.2 | |
| Proposed + G + P + IContext size=162024.10 | 79.18 | |
| Proposed + IContext size=162024.10 | 78.9 | |
| Proposed + G + IContext size=82024.10 | 78.56 | |
| Proposed + GContext size=82024.10 | 78.41 | |
| Proposed + PContext size=162024.10 | 78.33 | |
| Proposed + G + PContext size=162024.10 | 78.32 | |
| NaiveContext size=82024.10 | 77.98 | |
| Naive + PContext size=162024.10 | 77.85 | |
| ProposedContext size=82024.10 | 77.51 | |
| Proposed + IContext size=82024.10 | 77.1 | |
| Proposed + P + IContext size=162024.10 | 75.94 | |
| Proposed + G + P + IContext size=82024.10 | 74.13 | |
| Proposed + G + PContext size=82024.10 | 73.79 | |
| Proposed + PContext size=82024.10 | 73.71 | |
| Naive + PContext size=82024.10 | 73.12 | |
| Proposed + G + IContext size=42024.10 | 71.94 | |
| Proposed + GContext size=42024.10 | 70.98 | |
| Proposed + P + IContext size=82024.10 | 70.91 | |
| Proposed + IContext size=42024.10 | 70.73 | |
| NaiveContext size=42024.10 | 69.77 | |
| ProposedContext size=42024.10 | 69.75 | |
| Proposed + G + P + IContext size=42024.10 | 69.18 | |
| Proposed + G + PContext size=42024.10 | 67.55 | |
| Naive + PContext size=42024.10 | 66.47 | |
| Proposed + PContext size=42024.10 | 66.09 | |
| Proposed + P + IContext size=42024.10 | 65.51 | |
| ProposedContext size=2562024.10 | 63.77 | |
| Proposed + IContext size=2562024.10 | 63.27 | |
| Proposed + IContext size=1282024.10 | 62.42 | |
| Proposed + G + IContext size=1282024.10 | 62.4 | |
| Proposed + GContext size=2562024.10 | 62.3 | |
| ProposedContext size=1282024.10 | 62.26 | |
| Proposed + G + IContext size=2562024.10 | 61.86 | |
| ProposedContext size=642024.10 | 61.04 | |
| Proposed + G + IContext size=642024.10 | 60.73 | |
| Proposed + IContext size=642024.10 | 60.37 | |
| Proposed + GContext size=1282024.10 | 60.33 | |
| Proposed + G + IContext size=322024.10 | 60.15 | |
| ProposedContext size=322024.10 | 59.44 | |
| Proposed + GContext size=642024.10 | 59.11 | |
| Proposed + IContext size=322024.10 | 58.67 | |
| Proposed + GContext size=322024.10 | 57.87 | |
| NaiveContext size=2562024.10 | 56.86 | |
| NaiveContext size=1282024.10 | 56.41 | |
| Proposed + G + IContext size=162024.10 | 55.07 | |
| ProposedContext size=162024.10 | 54.82 | |
| Proposed + IContext size=162024.10 | 54.74 | |
| NaiveContext size=642024.10 | 54.1 | |
| Proposed + G + IContext size=82024.10 | 53.87 | |
| Proposed + GContext size=162024.10 | 53.69 | |
| ProposedContext size=82024.10 | 53.39 | |
| NaiveContext size=322024.10 | 52.58 | |
| Proposed + IContext size=82024.10 | 52.44 | |
| Proposed + GContext size=82024.10 | 52.31 | |
| Proposed + G + IContext size=42024.10 | 51.78 | |
| Proposed + GContext size=42024.10 | 50 |