Open-Partial-Set Domain Adaptation on DomainNet
63.5Acc (P->R)GLC + LEAD
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| GLC + LEADU (Applicable for all label-shift)=true, SF (Source data-free)=true, CF (No K-means clustering)=false2024.03 | 63.5 | 50.7 | 55.1 | 51.6 | 49.9 | 61.3 | 55.4 | — | |
| GLCsource data-free=true, backbone=ResNet-502023.03 | 63.3 | 50.5 | 54.9 | 50.9 | 49.6 | 61.3 | 55.1 | — | |
| GLCU (Applicable for all label-shift)=true, SF (Source data-free)=true, CF (No K-means clustering)=false2024.03 | 63.3 | 50.5 | 54.9 | 50.9 | 49.6 | 61.3 | 55.1 | — | |
| LEADU (Applicable for all label-shift)=true, SF (Source data-free)=true, CF (No K-means clustering)=true2024.03 | 59.9 | 46.1 | 51.3 | 45 | 45.9 | 56.3 | 50.8 | — | |
| UniOTU (Applicable for all label-shift)=false, SF (Source data-free)=false, CF (No K-means clustering)=true2024.03 | 59.3 | 51.8 | 47.8 | 48.3 | 46.8 | 58.3 | 52 | — | |
| UMAD + LEADU (Applicable for all label-shift)=true, SF (Source data-free)=true, CF (No K-means clustering)=true2024.03 | 59.3 | 46 | 49.8 | 43.8 | 43.9 | 56 | 49.8 | — | |
| UMADSDF=true, OSDA=true, OPDA=true2021.12 | 59 | 44.3 | 50.1 | 42.1 | 32 | 55.3 | 47.1 | — | |
| UMADsource data-free=true, backbone=ResNet-502023.03 | 59 | 44.3 | 50.1 | 42.1 | 32 | 55.3 | 47.1 | — | |
| UMADU (Applicable for all label-shift)=false, SF (Source data-free)=true, CF (No K-means clustering)=true2024.03 | 59 | 44.3 | 50.1 | 42.1 | 32 | 55.3 | 47.1 | — | |
| GATEsource data-free=false, backbone=ResNet-502023.03 | 57.4 | 48.7 | 52.8 | 47.6 | 49.5 | 56.3 | 52.1 | — | |
| GATEU (Applicable for all label-shift)=true, SF (Source data-free)=false, CF (No K-means clustering)=true2024.03 | 57.4 | 48.7 | 52.8 | 47.6 | 49.5 | 56.3 | 52.1 | — | |
| Source-onlysource data-free=true, backbone=ResNet-502023.03 | 57.3 | 38.2 | 47.8 | 38.4 | 32.2 | 48.2 | 43.7 | — | |
| Source-only2024.03 | 57.3 | 38.2 | 47.8 | 38.4 | 32.2 | 48.2 | 43.7 | — | |
| DCC†SDF=false, OSDA=true, OPDA=true2021.12 | 56.9 | 43.7 | 50.3 | 43.3 | 44.9 | 56.1 | 49.2 | — | |
| DCCsource data-free=false, backbone=ResNet-502023.03 | 56.9 | 43.7 | 50.3 | 43.3 | 44.9 | 56.2 | 49.2 | — | |
| DCCU (Applicable for all label-shift)=true, SF (Source data-free)=false, CF (No K-means clustering)=false2024.03 | 56.9 | 43.7 | 50.3 | 43.3 | 44.9 | 56.2 | 49.2 | — | |
| DCCHyper-parameter setup=tuned per dataset2021.04 | 56.9 | 43.7 | 50.3 | 43.3 | 44.9 | 56.2 | 49.2 | — | |
| OVANetsource data-free=false, backbone=ResNet-502023.03 | 56 | 47.1 | 51.7 | 44.9 | 47.4 | 57.2 | 50.7 | — | |
| OVANetU (Applicable for all label-shift)=false, SF (Source data-free)=false, CF (No K-means clustering)=true2024.03 | 56 | 47.1 | 51.7 | 44.9 | 47.4 | 57.2 | 50.7 | — | |
| OVANetHyper-parameter setup=constant across all settings2021.04 | 56 | 47.1 | 51.7 | 44.9 | 47.4 | 57.2 | 50.7 | — | |
| OVANetSDF=false, OSDA=true, OPDA=true2021.12 | 55.8 | 45.5 | 51 | 43.2 | 46.7 | 56.7 | 49.8 | — | |
| OSBPSDF=false, OSDA=true, OPDA=false2021.12 | 52.2 | 35 | 46.5 | 35.8 | 38.6 | 52.1 | 43.4 | — | |
| CMUsource data-free=false, backbone=ResNet-502023.03 | 50.8 | 45.1 | 52.2 | 45.6 | 44.8 | 51 | 48.3 | — | |
| CMUU (Applicable for all label-shift)=false, SF (Source data-free)=false, CF (No K-means clustering)=true2024.03 | 50.8 | 45.1 | 52.2 | 45.6 | 44.8 | 51 | 48.3 | — | |
| CMUHyper-parameter setup=tuned per dataset2021.04 | 50.8 | 45.1 | 52.2 | 45.6 | 44.8 | 51 | 48.3 | — | |
| CMUSDF=false, OSDA=false, OPDA=true2021.12 | 50.5 | 43.9 | 49.4 | 43.5 | 44 | 48.1 | 46.6 | — | |
| UANsource data-free=false, backbone=ResNet-502023.03 | 41.9 | 39.1 | 43.6 | 38.7 | 38.9 | 43.7 | 41 | — | |
| UAN2021.04 | 41.9 | 39.1 | 43.6 | 38.7 | 38.9 | 43.7 | 41 | — | |
| DANCESDF=false, OSDA=true, OPDA=true2021.12 | 38.8 | 43.8 | 48.1 | 43.8 | 39.4 | 20.9 | 39.1 | — | |
| SHOTSDF=true, OSDA=true, OPDA=false2021.12 | 35 | 30.8 | 37.2 | 28.3 | 31.9 | 32.2 | 32.6 | — | |
| SHOT-Osource data-free=true, backbone=ResNet-502023.03 | 35 | 30.8 | 37.2 | 28.3 | 31.9 | 32.2 | 32.6 | — | |
| SHOT-OU (Applicable for all label-shift)=false, SF (Source data-free)=true, CF (No K-means clustering)=true2024.03 | 35 | 30.8 | 37.2 | 28.3 | 31.9 | 32.2 | 32.6 | — | |
| DANCEU (Applicable for all label-shift)=true, SF (Source data-free)=false, CF (No K-means clustering)=true2024.03 | 21 | 37 | 47.3 | 46.7 | 27.7 | 21 | 33.5 | — | |
| DANCE2021.04 | 21 | 37 | 47.3 | 46.7 | 27.7 | 21 | 33.5 | — | |
| ROSSDF=false, OSDA=true, OPDA=false2021.12 | 20.5 | 30 | 36.9 | 28.7 | 19.9 | 23.2 | 26.5 | — | |
| UANSDF=false, OSDA=false, OPDA=true2021.12 | 0.1 | 28.5 | 37.7 | 31.4 | 31.4 | 12.2 | 23.6 | — |