Domain Adaptation on Office-31
Metric: H-score (higher is better)
Metric: H-score (higher is better)
| # | Model↕ | H-score▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | UniAM | 95.95 | No | Universal Domain Adaptation via Compressive Atte... | 2023-04-24 | - |
| 2 | MLNet | 92.8 | No | MLNet: Mutual Learning Network with Neighborhood... | 2023-12-13 | Code |
| 3 | SAN | 91.8 | No | - | - | Code |
| 4 | UniOT | 91.13 | No | Unified Optimal Transport Framework for Universa... | 2022-10-31 | Code |
| 5 | GLC | 87.8 | No | Upcycling Models under Domain and Category Shift | 2023-03-13 | Code |
| 6 | LEAD | 87.8 | No | LEAD: Learning Decomposition for Source-free Uni... | 2024-03-06 | Code |
| 7 | GATE | 87.6 | No | - | - | - |
| 8 | UMAD | 87 | No | UMAD: Universal Model Adaptation under Domain an... | 2021-12-16 | - |
| 9 | OVANet | 86.5 | No | OVANet: One-vs-All Network for Universal Domain ... | 2021-04-07 | Code |
| 10 | DCC | 80.16 | No | - | - | Code |
| 11 | CMU | 73.14 | No | - | - | Code |
| 12 | UAN | 63.46 | No | - | - | - |