Open-set Source-free Domain Adaptation on Office-Home
65.2Ar→Cl AccuracyCRS
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CRS2026.04 | 65.2 | 76.6 | 80.2 | 66.2 | 75.3 | 77.8 | 70.4 | 61.8 | 79.3 | 71.1 | 61.1 | 78.3 | 73.2 | |
| SHOT2026.04 | 64.5 | 80.4 | 84.7 | 63.1 | 75.4 | 81.2 | 65.3 | 59.3 | 83.3 | 69.6 | 64.6 | 82.3 | 72.8 | |
| DIFO2026.04 | 64.5 | 86.2 | 87.9 | 68.2 | 79.3 | 86.1 | 67.2 | 62.1 | 88.3 | 71.9 | 65.3 | 84.4 | 75.9 | |
| HCL2026.04 | 64 | 78.6 | 82.4 | 64.5 | 73.1 | 80.1 | 64.8 | 59.8 | 75.3 | 78.1 | 69.3 | 81.5 | 72.6 | |
| AaD2026.04 | 63.7 | 77.3 | 80.4 | 66 | 72.6 | 77.6 | 69.1 | 62.5 | 79.8 | 71.8 | 62.3 | 78.6 | 71.8 | |
| CoWA2026.04 | 63.3 | 79.2 | 85.4 | 67.6 | 83.6 | 82 | 66.9 | 56.9 | 81.1 | 68.5 | 57.9 | 85.9 | 73.2 | |
| DIFO++2026.04 | 63 | 87.5 | 87 | 69.6 | 81 | 87.1 | 68 | 64 | 89.1 | 72.9 | 66.4 | 88 | 77 | |
| Source2026.04 | 36.3 | 54.8 | 69.1 | 33.8 | 44.4 | 49.2 | 36.8 | 29.2 | 56.8 | 51.4 | 35.1 | 62.3 | 46.6 |