Metric: H-Score (higher is better)
| # | Model↕ | H-Score▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | TASC | 89.44 | No | Target Semantics Clustering via Text Representat... | 2025-06-04 | Code |
| 2 | COSMo | 83.04 | No | COSMo: CLIP Talks on Open-Set Multi-Target Domai... | 2024-08-31 | Code |
| 3 | UniAM | 81.68 | No | Universal Domain Adaptation via Compressive Atte... | 2023-04-24 | - |
| 4 | MLNet | 77.4 | No | MLNet: Mutual Learning Network with Neighborhood... | 2023-12-13 | Code |
| 5 | UniOT | 76.57 | No | Unified Optimal Transport Framework for Universa... | 2022-10-31 | Code |
| 6 | SAN | 75.9 | No | - | - | Code |
| 7 | GLC | 75.6 | No | Upcycling Models under Domain and Category Shift | 2023-03-13 | Code |
| 8 | GATE | 75.6 | No | - | - | - |
| 9 | LEAD | 75 | No | LEAD: Learning Decomposition for Source-free Uni... | 2024-03-06 | Code |
| 10 | OVANet | 71.8 | No | OVANet: One-vs-All Network for Universal Domain ... | 2021-04-07 | Code |
| 11 | DCC | 70.18 | No | - | - | Code |
| 12 | UMAD | 70.1 | No | UMAD: Universal Model Adaptation under Domain an... | 2021-12-16 | - |
| 13 | CMU | 61.6 | No | - | - | Code |
| 14 | UAN | 56.58 | No | - | - | - |
| 15 | SHOT-O | 40.7 | No | Do We Really Need to Access the Source Data? Sou... | 2020-02-20 | Code |