| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Depth Estimation | NYUD2-DIR (test) | MAE0.895 | 16 | |
| Imbalanced Regression | NYUD2-DIR Few-shot 1.0 | RMSE1.749 | 10 | |
| Imbalanced Regression | NYUD2-DIR Medium-shot 1.0 | RMSE0.831 | 10 | |
| Imbalanced Regression | NYUD2-DIR 1.0 (All) | RMSE1.305 | 10 | |
| Semantic Parsing | NYUd2 (test) | mIoU50.7 | 10 | |
| Uncertainty Estimation | NYUD2-DIR Few-shot | NLL4.113 | 5 | |
| Uncertainty Estimation | NYUD2-DIR Many-shot | NLL2.815 | 5 | |
| Uncertainty Estimation | NYUD2-DIR All-shot | NLL3.866 | 5 |