Metric: H-Score (higher is better)
| # | Model↕ | H-Score▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | TASC | 73.28 | No | Target Semantics Clustering via Text Representat... | 2025-06-04 | Code |
| 2 | UniAM | 61.52 | No | Universal Domain Adaptation via Compressive Atte... | 2023-04-24 | - |
| 3 | GLC | 55.1 | No | Upcycling Models under Domain and Category Shift | 2023-03-13 | Code |
| 4 | UniOT | 52.04 | No | Unified Optimal Transport Framework for Universa... | 2022-10-31 | Code |
| 5 | SAN | 52 | No | Rethinking Alignment and Uniformity in Unsupervi... | 2022-11-26 | Code |
| 6 | LEAD | 50.8 | No | LEAD: Learning Decomposition for Source-free Uni... | 2024-03-06 | Code |
| 7 | OVANet | 50.7 | No | OVANet: One-vs-All Network for Universal Domain ... | 2021-04-07 | Code |
| 8 | DCC | 49.2 | No | - | - | Code |
| 9 | CMU | 48.25 | No | - | - | Code |
| 10 | UMAD | 47.1 | No | UMAD: Universal Model Adaptation under Domain an... | 2021-12-16 | - |
| 11 | UAN | 40.98 | No | - | - | - |
| 12 | SHOT-O | 32.6 | No | Do We Really Need to Access the Source Data? Sou... | 2020-02-20 | Code |