| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| PASCAL Context | TSσBN | mIoU (Semantic Segmentation)77.12 | 64 | 25d ago | |
| Cityscapes (test) | Nash-MTL | MR1.75 | 43 | 1mo ago | |
| NYU v2 (test) | ForkMerge | Delta m%403 | 31 | 1mo ago | |
| NYU v2 | MTAN | mIoU54.64 | 26 | 1mo ago | |
| PASCAL-Context (val) | HyperFormer | SemSeg mIoU71.43 | 24 | 25d ago | |
| Ridership | Total Loss16.79 | 20 | 1mo ago | ||
| Chemical | Total Loss4.52 | 20 | 1mo ago | ||
| ETTm1 | Total Loss3.82 | 20 | 1mo ago | ||
| CelebA | Total Loss48.38 | 20 | 1mo ago | ||
| PASCAL-Context and NYUD-v2 clean and adverse conditions v1 (unseen) | RobuMTL+ | Delta MADV (Adverse)0.028 | 19 | 1mo ago | |
| LIBERO | NORA-Long | Object Score99.2 | 18 | 1mo ago | |
| QM9 | APT-Fair | Mean Relative Error (MR)4.36 | 17 | 6d ago | |
| CelebA | APT-Fair | Misclassification Rate (MR)6.75 | 17 | 6d ago | |
| NYU v2 | SDMGrad | Mean Rank (MR)3 | 17 | 1mo ago | |
| NYU LibMTL v2 (test) | HPS + GLS | Segmentation Score54.59 | 14 | 1mo ago | |
| UTKFace (test) | BayesAgg-MTL | Age MAE0.135 | 14 | 1mo ago | |
| Cityscapes | Nash-MTL | MR2.5 | 12 | 1mo ago | |
| 8 MTL datasets (PACS, DomainNet, ImageNetR, NICOpp, OfficeHome, TerraIncognita, FedISIC, RetinaDomains) | SCORE | Average Accuracy91.17 | 12 | 1mo ago | |
| VKITTI 2 (test) | Ours | mIoU97.53 | 10 | 1mo ago | |
| Synthia (test) | Ours | mIoU82.99 | 10 | 1mo ago | |
| NYUD v2 | mIoU (Semantic Segmentation)42.59 | 9 | 25d ago | ||
| NYU v2 | Inference Time (ms)32.43 | 9 | 1mo ago | ||
| CityScapes | Inference Time (ms)29.52 | 9 | 1mo ago | ||
| Tiny-Taskonomy (test) | DEN | Delta t1 (Semantic Segmentation)-28.2 | 9 | 1mo ago | |
| DUNE | AdaMerging+TAP | Normalized Performance90.9 | 8 | 3d ago |
