Open-Partial-Set Domain Adaptation on VisDA S2R
76.8S2R AccuracyGLC + 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 | 76.8 | — | |
| LEADU (Applicable for all label-shift)=true, SF (Source data-free)=true, CF (No K-means clustering)=true2024.03 | 76.6 | — | |
| GLCU (Applicable for all label-shift)=true, SF (Source data-free)=true, CF (No K-means clustering)=false2024.03 | 73.1 | — | |
| UMAD + LEADU (Applicable for all label-shift)=true, SF (Source data-free)=true, CF (No K-means clustering)=true2024.03 | 67.2 | — | |
| UMADU (Applicable for all label-shift)=false, SF (Source data-free)=true, CF (No K-means clustering)=true2024.03 | 58.3 | — | |
| UniOTU (Applicable for all label-shift)=false, SF (Source data-free)=false, CF (No K-means clustering)=true2024.03 | 57.3 | — | |
| GATEU (Applicable for all label-shift)=true, SF (Source data-free)=false, CF (No K-means clustering)=true2024.03 | 56.4 | — | |
| OVANetU (Applicable for all label-shift)=false, SF (Source data-free)=false, CF (No K-means clustering)=true2024.03 | 53.1 | — | |
| SHOT-OU (Applicable for all label-shift)=false, SF (Source data-free)=true, CF (No K-means clustering)=true2024.03 | 44 | — | |
| DCCU (Applicable for all label-shift)=true, SF (Source data-free)=false, CF (No K-means clustering)=false2024.03 | 43 | — | |
| DANCEU (Applicable for all label-shift)=true, SF (Source data-free)=false, CF (No K-means clustering)=true2024.03 | 42.8 | — | |
| CMUU (Applicable for all label-shift)=false, SF (Source data-free)=false, CF (No K-means clustering)=true2024.03 | 32.9 | — | |
| Source-only2024.03 | 25.7 | — |