Open-Partial-set Domain Adaptation on Office-31
96.37Accuracy (A->D)UniMS
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| UniMS2025.06 | 96.37 | 86.48 | 88.44 | 89.27 | 90.99 | 96.45 | 91.33 | — | |
| DANCE*2025.06 | 95.08 | 82.49 | 87.07 | 94.62 | 83.79 | 94.89 | 89.65 | — | |
| MLNetEvaluation Protocol=OPDA, Backbone=ResNet-50, Optimizer=SGD, Batch Size=362023.12 | 90.4 | 93.7 | 89.7 | 96.2 | 88.4 | 98.3 | 92.8 | — | |
| OVANet*2025.06 | 90.29 | 85.36 | 92.8 | 95.63 | 93.82 | 94.75 | 92.11 | — | |
| UniOT*2025.06 | 90.1 | 84.38 | 90.78 | 94.24 | 90.77 | 90.31 | 90.1 | — | |
| UMAD + LEADU (Applicable for all label-shift)=true, SF (Source data-free)=true, CF (No K-means clustering)=true2024.03 | 88.7 | 89.2 | 90.8 | 95.8 | 90.4 | 97.1 | 92 | — | |
| DCCsource data-free=false, backbone=ResNet-502023.03 | 88.5 | 78.5 | 70.2 | 79.3 | 75.9 | 88.6 | 80.2 | — | |
| DCCEvaluation Protocol=OPDA, Backbone=ResNet-50, Optimizer=SGD, Batch Size=362023.12 | 88.5 | 78.5 | 70.2 | 79.3 | 75.9 | 88.6 | 80.2 | — | |
| DCCU (Applicable for all label-shift)=true, SF (Source data-free)=false, CF (No K-means clustering)=false2024.03 | 88.5 | 78.5 | 70.2 | 79.3 | 75.9 | 88.6 | 80.2 | — | |
| GATEsource data-free=false, backbone=ResNet-502023.03 | 87.7 | 81.6 | 84.2 | 94.8 | 83.4 | 94.1 | 87.6 | — | |
| GATEEvaluation Protocol=OPDA, Backbone=ResNet-50, Optimizer=SGD, Batch Size=362023.12 | 87.7 | 81.6 | 84.2 | 94.8 | 83.4 | 94.1 | 87.6 | — | |
| GATEU (Applicable for all label-shift)=true, SF (Source data-free)=false, CF (No K-means clustering)=true2024.03 | 87.7 | 81.6 | 84.2 | 94.8 | 83.4 | 94.1 | 87.6 | — | |
| UniOTEvaluation Protocol=OPDA, Backbone=ResNet-50, Optimizer=SGD, Batch Size=362023.12 | 87 | 88.5 | 88.4 | 98.8 | 87.6 | 96.6 | 91.2 | — | |
| UniOTU (Applicable for all label-shift)=false, SF (Source data-free)=false, CF (No K-means clustering)=true2024.03 | 87 | 88.5 | 88.4 | 98.8 | 87.6 | 96.6 | 91.1 | — | |
| OVANetsource data-free=false, backbone=ResNet-502023.03 | 85.8 | 79.4 | 80.1 | 95.4 | 84 | 94.3 | 86.5 | — | |
| OVANetU (Applicable for all label-shift)=false, SF (Source data-free)=false, CF (No K-means clustering)=true2024.03 | 85.8 | 79.4 | 80.1 | 95.4 | 84 | 94.3 | 86.5 | — | |
| TNTEvaluation Protocol=OPDA, Backbone=ResNet-50, Optimizer=SGD, Batch Size=362023.12 | 85.7 | 80.4 | 83.8 | 92 | 79.1 | 91.2 | 85.4 | — | |
| LEADU (Applicable for all label-shift)=true, SF (Source data-free)=true, CF (No K-means clustering)=true2024.03 | 85.4 | 85 | 86.3 | 90.9 | 86.2 | 93.1 | 87.8 | — | |
| NCALEvaluation Protocol=OPDA, Backbone=ResNet-50, Optimizer=SGD, Batch Size=362023.12 | 85.3 | 85.3 | 88 | 94 | 87.9 | 95.5 | 89.3 | — | |
| CPREvaluation Protocol=OPDA, Backbone=ResNet-50, Optimizer=SGD, Batch Size=362023.12 | 84.4 | 81.4 | 85.5 | 93.4 | 91.3 | 96.8 | 88.8 | — | |
| OVANetEvaluation Protocol=OPDA, Backbone=ResNet-50, Optimizer=SGD, Batch Size=362023.12 | 83.9 | 78.5 | 81.3 | 95.4 | 83.2 | 96.4 | 86.5 | — | |
| GLC + LEADU (Applicable for all label-shift)=true, SF (Source data-free)=true, CF (No K-means clustering)=false2024.03 | 83 | 86.8 | 87.6 | 92 | 87.1 | 93.2 | 88.3 | — | |
| GLCsource data-free=true, backbone=ResNet-502023.03 | 81.5 | 84.5 | 89.8 | 90.4 | 88.4 | 92.3 | 87.8 | — | |
| GLCU (Applicable for all label-shift)=true, SF (Source data-free)=true, CF (No K-means clustering)=false2024.03 | 81.5 | 84.5 | 89.8 | 90.4 | 88.4 | 92.3 | 87.8 | — | |
| DANCEEvaluation Protocol=OPDA, Backbone=ResNet-50, Optimizer=SGD, Batch Size=362023.12 | 79.6 | 75.8 | 82.9 | 90.9 | 77.6 | 87.1 | 82.3 | — | |
| UMADsource data-free=true, backbone=ResNet-502023.03 | 79.1 | 77.4 | 87.4 | 90.7 | 90.4 | 97.2 | 87 | — | |
| UMADU (Applicable for all label-shift)=false, SF (Source data-free)=true, CF (No K-means clustering)=true2024.03 | 79.1 | 77.4 | 87.4 | 90.7 | 90.4 | 97.2 | 87 | — | |
| DANCEU (Applicable for all label-shift)=true, SF (Source data-free)=false, CF (No K-means clustering)=true2024.03 | 78.6 | 71.5 | 79.9 | 91.4 | 72.2 | 87.9 | 80.3 | — | |
| SHOT-Osource data-free=true, backbone=ResNet-502023.03 | 73.5 | 67.2 | 59.3 | 88.3 | 77.1 | 84.4 | 75 | — | |
| SHOT-OU (Applicable for all label-shift)=false, SF (Source data-free)=true, CF (No K-means clustering)=true2024.03 | 73.5 | 67.2 | 59.3 | 88.3 | 77.1 | 84.4 | 75 | — | |
| SO*2025.06 | 72.21 | 71.33 | 80.1 | 80.34 | 72.41 | 78.16 | 75.76 | — | |
| Source-onlysource data-free=true, backbone=ResNet-502023.03 | 70.9 | 63.2 | 39.6 | 77.3 | 52.2 | 86.4 | 64.9 | — | |
| Source-only2024.03 | 70.9 | 63.2 | 39.6 | 77.3 | 52.2 | 86.4 | 64.9 | — | |
| CMUsource data-free=false, backbone=ResNet-502023.03 | 68.1 | 67.3 | 71.4 | 79.3 | 72.2 | 80.4 | 73.1 | — | |
| CMUEvaluation Protocol=OPDA, Backbone=ResNet-50, Optimizer=SGD, Batch Size=362023.12 | 68.1 | 67.3 | 71.4 | 79.3 | 72.2 | 80.4 | 73.1 | — | |
| CMUU (Applicable for all label-shift)=false, SF (Source data-free)=false, CF (No K-means clustering)=true2024.03 | 68.1 | 67.3 | 71.4 | 79.3 | 72.2 | 80.4 | 73.1 | — | |
| UANsource data-free=false, backbone=ResNet-502023.03 | 59.7 | 58.6 | 60.1 | 70.6 | 60.3 | 71.4 | 63.5 | — | |
| UANEvaluation Protocol=OPDA, Backbone=ResNet-50, Optimizer=SGD, Batch Size=362023.12 | 59.7 | 58.6 | 60.1 | 70.6 | 60.3 | 71.4 | 63.5 | — |