Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | RCL | 93.2 | No | Empowering Source-Free Domain Adaptation with ML... | 2024-05-28 | Code |
| 2 | SFDA2++ | 89.6 | No | SF(DA)$^2$: Source-free Domain Adaptation Throug... | 2024-03-16 | Code |
| 3 | SPM | 89.4 | No | Shuffle PatchMix Augmentation with Confidence-Ma... | 2025-05-30 | Code |
| 4 | SFDA2 | 88.1 | No | SF(DA)$^2$: Source-free Domain Adaptation Throug... | 2024-03-16 | Code |
| 5 | C-SFDA | 87.8 | No | C-SFDA: A Curriculum Learning Aided Self-Trainin... | 2023-03-30 | Code |
| 6 | DaC | 87.3 | No | Divide and Contrast: Source-free Domain Adaptati... | 2022-11-12 | Code |
| 7 | SHOT++ | 87.3 | No | Source Data-absent Unsupervised Domain Adaptatio... | 2020-12-14 | Code |
| 8 | NRC | 85.9 | No | Exploiting the Intrinsic Neighborhood Structure ... | 2021-10-08 | Code |
| 9 | G-SFDA | 85.4 | No | Generalized Source-free Domain Adaptation | 2021-08-03 | Code |
| 10 | SHOT | 82.9 | No | Do We Really Need to Access the Source Data? Sou... | 2020-02-20 | Code |