Open-Partial-Set Domain Adaptation on VisDA-C
58.3HOSUMAD
Evaluation Results
| Method | Links | |
|---|---|---|
| UMADSDF=true, OSDA=true, OPDA=true2021.12 | 58.3 | |
| OVANetHyper-parameter setup=constant across all settings2021.04 | 53.1 | |
| OVANetSDF=false, OSDA=true, OPDA=true2021.12 | 44.7 | |
| SHOTSDF=true, OSDA=true, OPDA=false2021.12 | 44 | |
| DCC†SDF=false, OSDA=true, OPDA=true2021.12 | 43 | |
| DCCHyper-parameter setup=tuned per dataset2021.04 | 43 | |
| OSBPSDF=false, OSDA=true, OPDA=false2021.12 | 37.7 | |
| UANSDF=false, OSDA=false, OPDA=true2021.12 | 34.8 | |
| CMUHyper-parameter setup=tuned per dataset2021.04 | 34.6 | |
| CMUSDF=false, OSDA=false, OPDA=true2021.12 | 32.9 | |
| UAN2021.04 | 30.5 | |
| ROSSDF=false, OSDA=true, OPDA=false2021.12 | 30.3 | |
| DANCE2021.04 | 4.4 | |
| DANCESDF=false, OSDA=true, OPDA=true2021.12 | 3.9 |