Universal Domain Adaptation on VisDA2017
Metric: H-score (higher is better)
Metric: H-score (higher is better)
| # | Model↕ | H-score▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | TASC | 90.36 | No | Target Semantics Clustering via Text Representat... | 2025-06-04 | Code |
| 2 | LEAD | 76.6 | No | LEAD: Learning Decomposition for Source-free Uni... | 2024-03-06 | Code |
| 3 | GLC | 73.1 | No | Upcycling Models under Domain and Category Shift | 2023-03-13 | Code |
| 4 | MLNet | 69.9 | No | MLNet: Mutual Learning Network with Neighborhood... | 2023-12-13 | Code |
| 5 | UniAM | 65.18 | No | Universal Domain Adaptation via Compressive Atte... | 2023-04-24 | - |
| 6 | SAN | 60.1 | No | - | - | Code |
| 7 | UMAD | 58.3 | No | UMAD: Universal Model Adaptation under Domain an... | 2021-12-16 | - |
| 8 | UniOT | 57.32 | No | Unified Optimal Transport Framework for Universa... | 2022-10-31 | Code |
| 9 | GATE | 56.4 | No | - | - | - |
| 10 | OVANet | 53.1 | No | OVANet: One-vs-All Network for Universal Domain ... | 2021-04-07 | Code |
| 11 | SHOT-O | 44 | No | Do We Really Need to Access the Source Data? Sou... | 2020-02-20 | Code |
| 12 | DCC | 43 | No | - | - | Code |
| 13 | UAN | 34.8 | No | - | - | - |