Open-Partial-Set Domain Adaptation on Office-Home
80.8Accuracy (Ar->Cl)DCC
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DCCSDF=false, OSDA=true, OPDA=true2021.12 | 80.8 | 73.8 | 80.8 | 63.7 | 71.7 | 69.3 | 73.5 | 53.6 | 80.2 | 74.4 | 57.1 | 76.8 | 69.8 | |
| UniOTU (Applicable for all label-shift)=false, SF (Source data-free)=false, CF (Without K-means clustering)=true2024.03 | 67.3 | 80.5 | 86 | 73.5 | 77.3 | 84.3 | 75.5 | 63.3 | 86 | 77.8 | 65.4 | 81.9 | 76.6 | |
| GLC + LEADU (Applicable for all label-shift)=true, SF (Source data-free)=true, CF (Without K-means clustering)=false2024.03 | 65.7 | 79.7 | 88.7 | 65 | 80.3 | 88.5 | 77.6 | 57.4 | 88.9 | 78.9 | 57.8 | 85.5 | 76.2 | |
| UMAD + LEADU (Applicable for all label-shift)=true, SF (Source data-free)=true, CF (Without K-means clustering)=true2024.03 | 65.2 | 82.6 | 87.4 | 78 | 76.5 | 87.5 | 79.8 | 65 | 88.4 | 79.4 | 63 | 83.5 | 78 | |
| GLCsource data-free=true, backbone=ResNet-502023.03 | 64.3 | 78.2 | 89.8 | 63.1 | 81.7 | 89.1 | 77.6 | 54.2 | 88.9 | 80.7 | 54.2 | 85.9 | 75.6 | |
| GLCU (Applicable for all label-shift)=true, SF (Source data-free)=true, CF (Without K-means clustering)=false2024.03 | 64.3 | 78.2 | 89.8 | 63.1 | 81.7 | 89.1 | 77.6 | 54.2 | 88.9 | 80.7 | 54.2 | 85.9 | 75.6 | |
| GATEsource data-free=false, backbone=ResNet-502023.03 | 63.8 | 75.9 | 81.4 | 74 | 72.1 | 79.8 | 74.7 | 70.3 | 82.7 | 79.1 | 71.5 | 81.7 | 75.6 | |
| GATEU (Applicable for all label-shift)=true, SF (Source data-free)=false, CF (Without K-means clustering)=true2024.03 | 63.8 | 75.9 | 81.4 | 74 | 72.1 | 79.8 | 74.7 | 70.3 | 82.7 | 79.1 | 71.5 | 81.7 | 75.6 | |
| OVANetsource data-free=false, backbone=ResNet-502023.03 | 62.8 | 75.6 | 78.6 | 70.7 | 68.8 | 75 | 71.3 | 58.6 | 80.5 | 76.1 | 64.1 | 78.9 | 71.8 | |
| OVANetU (Applicable for all label-shift)=false, SF (Source data-free)=false, CF (Without K-means clustering)=true2024.03 | 62.8 | 75.6 | 78.6 | 70.7 | 68.8 | 75 | 71.3 | 58.6 | 80.5 | 76.1 | 64.1 | 78.9 | 71.8 | |
| LEADU (Applicable for all label-shift)=true, SF (Source data-free)=true, CF (Without K-means clustering)=true2024.03 | 62.7 | 78.1 | 86.4 | 70.6 | 76.3 | 83.4 | 75.3 | 60.6 | 86.2 | 75.4 | 60.7 | 83.7 | 75 | |
| UMADSDF=false, OSDA=true, OPDA=true2021.12 | 61.1 | 76.3 | 82.7 | 70.7 | 67.7 | 75.7 | 64.4 | 55.7 | 76.3 | 73.2 | 60.4 | 77.2 | 70.1 | |
| UMADsource data-free=true, backbone=ResNet-502023.03 | 61.1 | 76.3 | 82.7 | 70.7 | 67.7 | 75.7 | 64.4 | 55.7 | 76.3 | 73.2 | 60.4 | 77.2 | 70.1 | |
| UMADU (Applicable for all label-shift)=false, SF (Source data-free)=true, CF (Without K-means clustering)=true2024.03 | 61.1 | 76.3 | 82.7 | 70.7 | 67.7 | 75.7 | 64.4 | 55.7 | 76.3 | 73.2 | 60.4 | 77.2 | 70.1 | |
| DANCEU (Applicable for all label-shift)=true, SF (Source data-free)=false, CF (Without K-means clustering)=true2024.03 | 61 | 60.4 | 64.9 | 65.7 | 58.8 | 61.8 | 73.1 | 61.2 | 66.6 | 67.7 | 62.4 | 63.7 | 63.9 | |
| OVANetSDF=false, OSDA=true, OPDA=true2021.12 | 59.7 | 76.9 | 80 | 68.8 | 69.1 | 76.2 | 69.6 | 56.9 | 81 | 75.5 | 62 | 78.6 | 71.2 | |
| DCCsource data-free=false, backbone=ResNet-502023.03 | 58 | 54.1 | 58 | 74.6 | 70.6 | 77.5 | 64.3 | 73.6 | 74.9 | 81 | 75.1 | 80.4 | 70.2 | |
| DCCU (Applicable for all label-shift)=true, SF (Source data-free)=false, CF (Without K-means clustering)=false2024.03 | 58 | 54.1 | 58 | 74.6 | 70.6 | 77.5 | 64.3 | 73.6 | 74.9 | 81 | 75.1 | 80.4 | 70.2 | |
| CMUSDF=false, OSDA=false, OPDA=true2021.12 | 57.3 | 59.9 | 66.9 | 64.4 | 59 | 64 | 65.6 | 56.5 | 68.6 | 67.2 | 60.2 | 65.1 | 62.9 | |
| CMUsource data-free=false, backbone=ResNet-502023.03 | 56 | 56.9 | 59.2 | 67 | 64.3 | 67.8 | 54.7 | 51.1 | 66.4 | 68.2 | 57.9 | 69.7 | 61.6 | |
| CMUU (Applicable for all label-shift)=false, SF (Source data-free)=false, CF (Without K-means clustering)=true2024.03 | 56 | 56.9 | 59.2 | 67 | 64.3 | 67.8 | 54.7 | 51.1 | 66.4 | 68.2 | 57.9 | 69.7 | 61.6 | |
| ROSSDF=false, OSDA=true, OPDA=false2021.12 | 54 | 77.7 | 85.3 | 62.1 | 71 | 76.4 | 68.8 | 52.4 | 83.2 | 71.6 | 57.8 | 79.2 | 70 | |
| UANsource data-free=false, backbone=ResNet-502023.03 | 51.6 | 51.7 | 54.3 | 61.7 | 57.6 | 61.9 | 50.4 | 47.6 | 61.5 | 62.9 | 52.6 | 65.2 | 56.6 | |
| OSBPSDF=false, OSDA=true, OPDA=false2021.12 | 51 | 55.2 | 71.6 | 51.4 | 48.3 | 61.2 | 55.5 | 50.7 | 63.4 | 52.6 | 49.7 | 54.3 | 55.4 | |
| Source-onlysource data-free=true, backbone=ResNet-502023.03 | 47.3 | 71.6 | 81.9 | 51.5 | 57.2 | 69.4 | 56 | 40.3 | 76.6 | 61.4 | 44.2 | 73.5 | 60.9 | |
| Source-only2024.03 | 47.3 | 71.6 | 81.9 | 51.5 | 57.2 | 69.4 | 56 | 40.3 | 76.6 | 61.4 | 44.2 | 73.5 | 60.9 | |
| UANSDF=false, OSDA=false, OPDA=true2021.12 | 38.7 | 32.1 | 30.6 | 45.2 | 32.8 | 35.1 | 54.9 | 42 | 47 | 51.5 | 50.8 | 43.9 | 42.1 | |
| DANCESDF=false, OSDA=true, OPDA=true2021.12 | 34.1 | 23.9 | 38.3 | 46.7 | 21.6 | 35.4 | 58.2 | 47.5 | 39.4 | 32.8 | 38.3 | 43.1 | 38.3 | |
| SHOTSDF=true, OSDA=true, OPDA=true2021.12 | 32.9 | 29.5 | 39.6 | 56.8 | 30.1 | 41.1 | 54.9 | 35.4 | 42.3 | 58.5 | 33.5 | 33.3 | 40.7 | |
| SHOT-Osource data-free=true, backbone=ResNet-502023.03 | 32.9 | 29.5 | 39.6 | 56.8 | 30.1 | 41.1 | 54.9 | 35.4 | 42.3 | 58.5 | 33.5 | 33.3 | 40.7 | |
| SHOT-OU (Applicable for all label-shift)=false, SF (Source data-free)=true, CF (Without K-means clustering)=true2024.03 | 32.9 | 29.5 | 39.6 | 56.8 | 30.1 | 41.1 | 54.9 | 35.4 | 42.3 | 58.5 | 33.5 | 33.3 | 40.7 |