| Benchmark | Model | Rank | Results |
|---|---|---|---|
| few-shot-learning-on-dtd | Real-Guidance + CAL | #2 | 4-shot Accuracy: 41.58-shot Accuracy: 50.612-shot Accuracy: 54.5… |
| few-shot-learning-on-fgvc-aircraft-1 | Real-Guidance + CAL | #4 | Harmonic mean: 34.54-shot Accuracy: 34.58-shot Accuracy: 54.6… |
| few-shot-learning-on-stanford-cars | Real-Guidance + CAL | #2 | 4-shot Accuracy: 44.38-shot Accuracy: 73.112-shot Accuracy: 83.9… |
| mitigating-contextual-bias-on-fgvc-aircraft | CAL + Real-Guidance | #3 | Top-1 Accuracy (%): 71.7OOD Accuracy (%): 17.7 |