Image Classification on iNaturalist OOD (test)
99.06Avg Minority-Group AccProposed + G + P + I
Evaluation Results
| Method | Links | |
|---|---|---|
| Proposed + G + P + IContext size=4002024.10 | 99.06 | |
| Proposed + G + P + IContext size=2562024.10 | 99.04 | |
| GroupDROContext size=4002024.10 | 99.01 | |
| Proposed + G + PContext size=4002024.10 | 99 | |
| Proposed + G + P + IContext size=1282024.10 | 98.99 | |
| GroupDROContext size=2562024.10 | 98.91 | |
| Proposed + G + PContext size=2562024.10 | 98.85 | |
| 1-NNContext size=4002024.10 | 98.8 | |
| Proposed + G + PContext size=1282024.10 | 98.7 | |
| Proposed + P + IContext size=4002024.10 | 98.61 | |
| Proposed + PContext size=4002024.10 | 98.55 | |
| 1-NNContext size=2562024.10 | 98.55 | |
| Proposed + P + IContext size=2562024.10 | 98.54 | |
| Proposed + PContext size=2562024.10 | 98.49 | |
| 1-NNContext size=1282024.10 | 98.49 | |
| Proposed + P + IContext size=1282024.10 | 98.46 | |
| GroupDROContext size=1282024.10 | 98.46 | |
| Proposed + G + P + IContext size=642024.10 | 98.44 | |
| ERMContext size=4002024.10 | 98.43 | |
| Proposed + PContext size=1282024.10 | 98.39 | |
| Proposed + G + PContext size=642024.10 | 98.29 | |
| Naive + PContext size=4002024.10 | 98.18 | |
| Naive + PContext size=2562024.10 | 98.16 | |
| ERMContext size=2562024.10 | 98.15 | |
| Naive + PContext size=1282024.10 | 98.05 | |
| GroupDROContext size=642024.10 | 97.85 | |
| 1-NNContext size=642024.10 | 97.84 | |
| Proposed + P + IContext size=642024.10 | 97.8 | |
| Proposed + G + P + IContext size=322024.10 | 97.73 | |
| ERMContext size=1282024.10 | 97.7 | |
| Proposed + PContext size=642024.10 | 97.65 | |
| GroupDROContext size=322024.10 | 97.39 | |
| Naive + PContext size=642024.10 | 97.29 | |
| Proposed + G + PContext size=322024.10 | 97.28 | |
| 1-NNContext size=322024.10 | 97.17 | |
| ERMContext size=642024.10 | 96.88 | |
| Proposed + P + IContext size=322024.10 | 96.86 | |
| Proposed + PContext size=322024.10 | 96.64 | |
| Naive + PContext size=322024.10 | 96.22 | |
| ERMContext size=322024.10 | 96.17 | |
| Proposed + IContext size=2562024.10 | 95.94 | |
| Proposed + IContext size=1282024.10 | 95.9 | |
| 1-NNContext size=162024.10 | 95.84 | |
| Proposed + G + IContext size=1282024.10 | 95.83 | |
| Proposed + G + IContext size=642024.10 | 95.82 | |
| Proposed + G + IContext size=2562024.10 | 95.82 | |
| Proposed + IContext size=642024.10 | 95.76 | |
| Proposed + G + IContext size=322024.10 | 95.5 | |
| Proposed + IContext size=322024.10 | 95.36 | |
| GroupDROContext size=162024.10 | 95.33 | |
| ProposedContext size=2562024.10 | 95.3 | |
| Proposed + GContext size=1282024.10 | 95.29 | |
| Proposed + G + IContext size=4002024.10 | 95.28 | |
| ProposedContext size=1282024.10 | 95.27 | |
| Proposed + GContext size=2562024.10 | 95.13 | |
| Proposed + IContext size=4002024.10 | 95.06 | |
| NaiveContext size=1282024.10 | 95.04 | |
| ProposedContext size=642024.10 | 95.01 | |
| Proposed + GContext size=642024.10 | 94.99 | |
| Proposed + G + P + IContext size=162024.10 | 94.93 | |
| Proposed + GContext size=322024.10 | 94.91 | |
| ProposedContext size=4002024.10 | 94.89 | |
| NaiveContext size=642024.10 | 94.85 | |
| NaiveContext size=2562024.10 | 94.84 | |
| Proposed + PContext size=162024.10 | 94.8 | |
| NaiveContext size=322024.10 | 94.77 | |
| Proposed + G + PContext size=162024.10 | 94.69 | |
| Proposed + P + IContext size=162024.10 | 94.67 | |
| ERMContext size=162024.10 | 94.65 | |
| Proposed + GContext size=4002024.10 | 94.64 | |
| Proposed + IContext size=162024.10 | 94.61 | |
| ProposedContext size=322024.10 | 94.58 | |
| 1-NNContext size=82024.10 | 94.56 | |
| NaiveContext size=4002024.10 | 94.53 | |
| Naive + PContext size=162024.10 | 94.42 | |
| Proposed + G + IContext size=162024.10 | 94.18 | |
| Proposed + GContext size=162024.10 | 93.88 | |
| Proposed + IContext size=82024.10 | 93.82 | |
| Proposed + G + IContext size=82024.10 | 93.8 | |
| GroupDROContext size=82024.10 | 93.79 | |
| NaiveContext size=162024.10 | 93.76 | |
| ProposedContext size=162024.10 | 93.71 | |
| Proposed + GContext size=82024.10 | 93.27 | |
| Proposed + G + P + IContext size=82024.10 | 93.25 | |
| ProposedContext size=82024.10 | 93.2 | |
| ERMContext size=82024.10 | 92.98 | |
| Proposed + P + IContext size=82024.10 | 92.97 | |
| Proposed + PContext size=82024.10 | 92.9 | |
| Proposed + IContext size=42024.10 | 92.88 | |
| Proposed + G + PContext size=82024.10 | 92.84 | |
| NaiveContext size=82024.10 | 92.81 | |
| Naive + PContext size=82024.10 | 92.79 | |
| Proposed + G + IContext size=42024.10 | 92.59 | |
| Proposed + GContext size=42024.10 | 92.48 | |
| Proposed + G + P + IContext size=42024.10 | 92.28 | |
| Naive + PContext size=42024.10 | 92.19 | |
| Proposed + P + IContext size=42024.10 | 92.15 | |
| 1-NNContext size=42024.10 | 92.08 | |
| Proposed + PContext size=42024.10 | 92.04 | |
| NaiveContext size=42024.10 | 91.91 |