Open Set Domain Adaptation on Office-Home
66.7DA Accuracy (Ar -> Cl)DCC†
Evaluation results
| Method | Links | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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| DCC†SDF=false, OSDA=true, OPDA=true2021.12 | 66.7 | 67.9 | 66.7 | 48.6 | 66.5 | 63.7 | 54.9 | 53.7 | 70.5 | 62.1 | 72.4 | 58.2 | 61.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TPDSBackbone=ResNet-502026.03 | 66.1 | 76.4 | 81.2 | 67.9 | 77.6 | 79.6 | 68.8 | 63.2 | 82.6 | 72.4 | 79.8 | 65.4 | 73.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ProCalBackbone=ResNet-502026.03 | 65.4 | 78.7 | 85.9 | 68.1 | 76.9 | 82.2 | 71.8 | 62 | 84.5 | 72.2 | 82.3 | 62.3 | 74.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GLCU=true, SF=true, CF=false2024.03 | 65.3 | 74.2 | 79 | 60.4 | 71.6 | 74.7 | 63.7 | 63.2 | 75.8 | 67.1 | 77.8 | 64.3 | 69.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CRSBackbone=ResNet-502026.03 | 65.2 | 76.6 | 80.2 | 66.2 | 75.3 | 77.8 | 70.4 | 61.8 | 79.3 | 71.1 | 78.3 | 61.1 | 73.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GLC + LEADU=true, SF=true, CF=false2024.03 | 64.9 | 74.1 | 78.7 | 60.7 | 71.1 | 74.4 | 65.2 | 64.2 | 76.2 | 67.5 | 80.1 | 62.6 | 70 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SHOTBackbone=ResNet-502026.03 | 64.5 | 80.4 | 84.7 | 63.1 | 75.4 | 81.2 | 65.3 | 59.3 | 83.3 | 69.6 | 82.3 | 64.6 | 72.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HCLBackbone=ResNet-502026.03 | 64 | 78.6 | 82.4 | 64.5 | 73.1 | 80.1 | 64.8 | 59.8 | 75.3 | 78.1 | 81.5 | 69.3 | 72.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GATEU=true, SF=false, CF=true2024.03 | 63.8 | 70.5 | 75.8 | 66.4 | 67.9 | 71.7 | 67.3 | 61.5 | 76 | 70.4 | 75.1 | 61.8 | 69 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AaDBackbone=ResNet-502026.03 | 63.7 | 77.3 | 80.4 | 66 | 72.6 | 77.6 | 69.1 | 62.5 | 79.8 | 71.8 | 78.6 | 62.3 | 71.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UMAD + LEADU=true, SF=true, CF=true2024.03 | 62.6 | 73.6 | 77.3 | 61.3 | 66.2 | 70.7 | 63.3 | 54.6 | 75.1 | 66.7 | 75.6 | 63.5 | 67.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SHOT + EvoADABackbone=ResNet-502021.03 | 62.1 | 60.2 | 79.2 | 69.4 | 73.6 | 63.7 | 58.1 | 82.7 | 87 | 87.4 | 79.3 | 86.5 | 74.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LEADU=true, SF=true, CF=true2024.03 | 60.7 | 70.8 | 76.5 | 61 | 68.6 | 70.8 | 65.5 | 59.8 | 74.2 | 64.8 | 75.8 | 57.7 | 67.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SHOTBackbone=ResNet-502021.03 | 60.5 | 59.2 | 69.5 | 63.4 | 73.6 | 61.8 | 54.7 | 80.4 | 81.8 | 82.3 | 77.2 | 82.6 | 70.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ROS2022.10 | 60.1 | 69.3 | 76.5 | 58.9 | 65.2 | 68.6 | 60.6 | 56.3 | 74.4 | 68.8 | 75.7 | 60.4 | 66.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GDA2022.10 | 59.9 | 67.4 | 74.5 | 59.5 | 66.8 | 70.8 | 60.7 | 58.4 | 70.9 | 65.6 | 73.8 | 61.3 | 65.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OVANet+SPASPA=true, backbone=OVANet2022.10 | 59.4 | 67.9 | 75.3 | 62.7 | 65.6 | 70.2 | 61.4 | 54.2 | 71.3 | 68.3 | 71.9 | 58.3 | 65.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UMADSDF=true, OSDA=true, OPDA=true2021.12 | 59.2 | 71.8 | 76.6 | 63.5 | 69 | 71.9 | 62.5 | 54.6 | 72.8 | 66.5 | 70.7 | 57.9 | 66.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UMADU=false, SF=true, CF=true2024.03 | 59.2 | 71.8 | 76.6 | 63.5 | 69 | 71.9 | 62.5 | 54.6 | 72.8 | 66.5 | 70.7 | 57.9 | 66.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OVANetU=false, SF=false, CF=true2024.03 | 58.6 | 66.3 | 69.9 | 62 | 65.2 | 68.6 | 59.8 | 53.4 | 69.3 | 68.7 | 66.7 | 59.6 | 64 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OVANetSDF=false, OSDA=true, OPDA=true2021.12 | 58.4 | 66.3 | 69.3 | 60.3 | 65.1 | 67.2 | 58.8 | 52.4 | 68.7 | 67.6 | 66.6 | 58.6 | 63.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OVANet2022.10 | 58.4 | 66.3 | 69.3 | 60.3 | 65.1 | 67.2 | 58.8 | 52.4 | 68.7 | 67.6 | 66.6 | 58.6 | 63.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ETNBackbone=ResNet-502021.03 | 58.2 | 79.9 | 85.5 | 67.7 | 70.9 | 79.6 | 66.2 | 54.8 | 81.2 | 76.8 | 81.7 | 60.7 | 71.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| STABackbone=ResNet-502021.03 | 58.1 | 71.6 | 85 | 63.4 | 69.3 | 75.8 | 65.2 | 53.1 | 80.8 | 74.9 | 81.9 | 54.4 | 69.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OSBPBackbone=ResNet-502021.03 | 56.7 | 67.5 | 80.6 | 62.5 | 65.5 | 74.7 | 64.8 | 51.5 | 71.5 | 69.3 | 74 | 49.2 | 65.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DCCU=true, SF=false, CF=false2024.03 | 56.1 | 67.5 | 66.7 | 49.6 | 66.5 | 64 | 55.8 | 53 | 70.5 | 61.6 | 71.9 | 57.2 | 61.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| STAmax2022.10 | 55.8 | 54 | 68.3 | 57.4 | 60.4 | 66.8 | 61.9 | 53.2 | 69.5 | 67.1 | 64.5 | 54.5 | 61.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DCC+SPASPA=true, backbone=DCC2022.10 | 55.2 | 76 | 79.5 | 56.2 | 66.2 | 74 | 64.2 | 52.5 | 72.2 | 63.8 | 77 | 74.4 | 67.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OSBP2022.10 | 55.1 | 65.2 | 72.9 | 64.3 | 64.7 | 70.6 | 63.2 | 53.2 | 73.9 | 66.7 | 72.3 | 54.5 | 64.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CMUSDF=false, OSDA=false, OPDA=true2021.12 | 55 | 57 | 59 | 59.3 | 58.2 | 60.6 | 59.2 | 51.3 | 61.2 | 61.9 | 55.3 | 53.5 | 57.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CMUU=false, SF=false, CF=true2024.03 | 55 | 57 | 59 | 59.3 | 58.2 | 60.6 | 59.2 | 51.3 | 61.2 | 61.9 | 55.3 | 53.5 | 57.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Co-learnBackbone=ResNet-502026.03 | 55 | 76.1 | 78.2 | 55 | 73.7 | 73.7 | 53.2 | 47.6 | 77.7 | 61.8 | 82.2 | 57.5 | 66 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DANNBackbone=ResNet-502021.03 | 54.6 | 69.5 | 80.2 | 61.9 | 63.5 | 71.7 | 63.3 | 49.7 | 74.2 | 71.3 | 72.9 | 51.9 | 65.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ResNet-50Backbone=ResNet-502021.03 | 53.4 | 69.3 | 78.7 | 61.4 | 61.8 | 71 | 64 | 52.7 | 74.9 | 70 | 74.1 | 51.9 | 65.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OSBPSDF=false, OSDA=true, OPDA=false2021.12 | 53.4 | 62.6 | 63 | 56.3 | 60.1 | 66.5 | 55.8 | 51.7 | 61.9 | 57.4 | 59.7 | 48.6 | 58.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ROSSDF=false, OSDA=true, OPDA=false2021.12 | 53.4 | 66.3 | 73.9 | 54.9 | 62.3 | 66.9 | 58.7 | 50.4 | 72.6 | 65.1 | 72 | 52.6 | 62.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DCC2022.10 | 52.9 | 67.4 | 80.6 | 49.8 | 66.6 | 67 | 59.5 | 52.8 | 64 | 56 | 62.7 | 76.9 | 63 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DAODBackbone=VGG192019.07 | 48 | 72.2 | 74 | 50.9 | 63.4 | 72.4 | 58.2 | 54.8 | 79.4 | 66.3 | 79.2 | 54.5 | 64.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OSBPBackbone=VGG192019.07 | 47.8 | 67.5 | 76.4 | 51.2 | 64.4 | 66.4 | 58.8 | 47.5 | 77.6 | 66 | 75.3 | 48.8 | 62.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OSBPBackbone=VGG162019.07 | 47 | 66.3 | 72.8 | 47.5 | 57.7 | 65.6 | 53.3 | 45.6 | 74.9 | 64.9 | 72.3 | 49.4 | 59.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Source-only2024.03 | 46.1 | 63.3 | 72.9 | 42.8 | 54 | 58.7 | 47.8 | 36.1 | 66.2 | 60.8 | 68.2 | 45.3 | 55.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATIBackbone=VGG192019.07 | 43.7 | 66 | 74.5 | 44.7 | 65.4 | 68.1 | 46.9 | 48.1 | 77.2 | 60.5 | 73.6 | 50.3 | 59.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DAODBackbone=VGG162019.07 | 42.4 | 63.8 | 71 | 49 | 63.9 | 68.7 | 56.2 | 53.4 | 77.4 | 65.3 | 77.7 | 53.2 | 61.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OSHT-SC†SDF=true, OSDA=true, OPDA=false2021.12 | 40.9 | 32.3 | 40.8 | 30.6 | 23.8 | 24.2 | 49.8 | 31.8 | 40.2 | 31.3 | 46.1 | 46.8 | 36.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| JGSABackbone=VGG192019.07 | 40.7 | 61.8 | 67 | 45.8 | 59.4 | 64.8 | 51 | 45.1 | 73.8 | 58.1 | 67.5 | 46.7 | 56.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATIBackbone=VGG162019.07 | 40.6 | 63.8 | 68.6 | 51.5 | 57.7 | 67.5 | 57.8 | 35.1 | 76 | 59.9 | 62.9 | 41.7 | 56.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| JGSABackbone=VGG162019.07 | 39.4 | 56.5 | 67.5 | 42.7 | 59.3 | 63.2 | 49.7 | 42.6 | 72.6 | 55 | 68.4 | 46.6 | 55.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SHOTSDF=true, OSDA=true, OPDA=false2021.12 | 37.7 | 41.8 | 48.4 | 56.4 | 39.8 | 40.9 | 60 | 41.5 | 49.7 | 61.8 | 43.6 | 41.4 | 46.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SHOT-OU=false, SF=true, CF=false2024.03 | 37.7 | 41.8 | 48.4 | 56.4 | 39.8 | 40.9 | 60 | 41.5 | 49.7 | 61.8 | 43.6 | 41.4 | 46.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SourceBackbone=ResNet-502026.03 | 36.3 | 54.8 | 69.1 | 33.8 | 44.4 | 49.2 | 36.8 | 29.2 | 56.8 | 51.4 | 62.3 | 35.1 | 46.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UANSDF=false, OSDA=false, OPDA=true2021.12 | 34.7 | 22.4 | 9.4 | 38.9 | 22.9 | 21.8 | 47.4 | 39.7 | 30.9 | 34.4 | 22 | 35.8 | 30 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DANCESDF=false, OSDA=true, OPDA=true2021.12 | 6.5 | 9 | 9.9 | 20.4 | 10.4 | 9.2 | 28.4 | 12.8 | 12.6 | 14.2 | 13.2 | 7.9 | 12.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DANCEU=true, SF=false, CF=false2024.03 | 6.5 | 9 | 9.9 | 20.4 | 10.4 | 9.2 | 28.4 | 12.8 | 12.6 | 14.2 | 13.2 | 7.9 | 12.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AaDBackbone=ResNet-50, Evaluation Setting=Source-free open-set DA2022.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | 58.2 | — | 50.7 | 66.4 | 57.6 | 64.6 | 69.4 | 66.9 | 73.1 | 66.9 | 69.9 | 48.2 | 81.1 | 60.5 | 59.5 | 63.5 | 61.4 | 67.4 | 68.3 | 67.8 | 47.3 | 82.4 | 60.1 | 45.4 | 72.8 | 55.9 | 68.4 | 72.8 | 70.6 | 54.5 | 79 | 64.6 | 49 | 69.6 | 57.5 | 69.7 | 70.6 | 70.1 | 71.9 | 63.6 | — | — | — | — | — | |
| AD-CLIPBackbone=ViT-B/162024.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 49.83 | 54.04 | 48.91 | 49.67 | 46.69 | — | |
| ANNA2026.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 61.4 | 78.7 | 69 | 68.3 | 79.9 | 73.7 | 74.1 | 79.7 | 76.8 | 58 | 73.1 | 64.7 | 64.2 | 73.6 | 68.6 | 66.9 | 80.2 | 73 | 63 | 70.3 | 66.5 | 54.6 | 74.8 | 63.1 | 74.3 | 78.9 | 76.6 | 66.1 | 77.3 | 71.3 | 59.7 | 73.1 | 65.7 | 76.4 | 81 | 78.7 | 76.7 | 70.7 | — | — | — | — | 65.6 | |
| ATIEvaluation=Average2019.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | 67.4 | 66.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLIPBackbone=ViT-B/162024.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 63.42 | 61.76 | 61.16 | 67.24 | 63.52 | — | |
| COSMoBackbone=ViT-B/162024.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 83.04 | 80.96 | 86.8 | 82.42 | 81.97 | — | |
| cUADAL2026.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 55 | 75.6 | 63.6 | 69.4 | 73.9 | 71.6 | 82.2 | 73.3 | 77.5 | 53.8 | 82 | 65 | 61.1 | 77.4 | 68.3 | 69.3 | 76.3 | 72.6 | 50.9 | 82.4 | 62.9 | 41.2 | 80.7 | 54.6 | 71.2 | 83.4 | 76.8 | 66.8 | 79.6 | 72.6 | 51.8 | 71.1 | 59.9 | 77.8 | 75.6 | 76.7 | 77.6 | 68.5 | — | — | — | — | 62.5 | |
| DANCEBackbone=ViT-B/162024.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 81.12 | 81.2 | 85.42 | 78.58 | 79.28 | — | |
| DAODEvaluation=Average2019.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | 69.6 | 68.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DAOD2026.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 72.6 | 51.8 | 60.5 | 55.3 | 57.9 | 56.6 | 78.2 | 62.6 | 69.5 | 59.1 | 61.7 | 60.4 | 70.8 | 52.6 | 60.4 | 77.8 | 57 | 65.8 | 71.3 | 50.5 | 59.1 | 58.4 | 42.8 | 49.4 | 81.8 | 50.6 | 62.5 | 66.7 | 43.3 | 52.5 | 60 | 36.6 | 45.5 | 84.1 | 34.7 | 49.1 | 50.2 | 57.6 | — | — | — | — | 69.6 | |
| JDAEvaluation=Average2019.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | 53.8 | 53.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| JGSAEvaluation=Average2019.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | 57.7 | 57.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MRJT2026.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 49.7 | 75.3 | 59.9 | 69.3 | 77.1 | 73 | 78.2 | 73.4 | 76.1 | 52.3 | 82.6 | 64.1 | 59 | 76.1 | 66.5 | 67.4 | 79.5 | 73 | 60.3 | 73.2 | 66.1 | 51 | 72.2 | 59.7 | 76.4 | 69 | 72.5 | 66.9 | 66.1 | 66.5 | 55.1 | 71.1 | 62.1 | 77 | 75.6 | 76.3 | 74.3 | 68 | — | — | — | — | 63.5 | |
| OSBPEvaluation=Average2019.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | 67.9 | 66.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OSBP2026.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 50.2 | 61.1 | 55.1 | 71.8 | 59.8 | 65.2 | 79.3 | 67.5 | 72.9 | 59.4 | 70.3 | 64.3 | 67 | 62.7 | 64.7 | 72 | 69.2 | 70.6 | 59.1 | 68.1 | 63.2 | 44.5 | 66.3 | 53.2 | 76.2 | 71.7 | 73.9 | 66.1 | 67.3 | 66.7 | 48 | 63 | 54.5 | 76.3 | 68.6 | 72.3 | 66.3 | 64.7 | — | — | — | — | 64.1 | |
| OSDA-BPBackbone=ViT-B/162024.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 50.08 | 54.39 | 33.01 | 55.97 | 56.95 | — | |
| OSNNEvaluation=Average2019.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | 44 | 45 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PGL2026.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 63.3 | 19.1 | 29.3 | 78.9 | 32.1 | 45.6 | 87.7 | 40.9 | 55.8 | 85.9 | 5.3 | 10 | 73.9 | 24.5 | 36.8 | 70.2 | 33.8 | 45.6 | 73.7 | 34.7 | 47.2 | 59.2 | 38.4 | 46.6 | 84.8 | 27.6 | 41.6 | 81.5 | 6.1 | 11.4 | 68.8 | 0 | 0 | 84.8 | 38 | 52.5 | 25 | 35.2 | — | — | — | — | 76.1 | |
| ReOT2026.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 57.1 | 78.9 | 66.3 | 72.7 | 76 | 74.3 | 77.4 | 81.8 | 79.5 | 59 | 69.6 | 63.9 | 64.1 | 75.4 | 69.3 | 70.2 | 75.2 | 72.6 | 61.8 | 74.8 | 67.7 | 53.6 | 73.5 | 62 | 73.9 | 77.7 | 75.7 | 60.9 | 80.7 | 69.4 | 54.8 | 77.1 | 64.1 | 75.4 | 84.7 | 79.7 | 77.1 | 70.4 | — | — | — | — | 65.1 | |
| ROS2026.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 50.6 | 74.1 | 60.1 | 68.4 | 70.3 | 69.3 | 75.8 | 77.2 | 76.5 | 53.6 | 65.5 | 58.9 | 59.8 | 71.6 | 65.2 | 65.3 | 72.2 | 68.6 | 57.3 | 64.3 | 60.6 | 46.5 | 71.2 | 56.3 | 70.8 | 78.4 | 74.4 | 67 | 70.8 | 68.8 | 51.5 | 73 | 60.4 | 72 | 80 | 75.7 | 72.4 | 66.2 | — | — | — | — | 61.6 | |
| SHOTBackbone=ResNet-50, Evaluation Setting=Source-free open-set DA2022.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | 74.6 | — | 67 | 28 | 39.5 | 81.8 | 26.3 | 39.8 | 87.5 | 32.1 | 47 | 66.8 | 46.2 | 54.6 | 77.5 | 27.2 | 40.2 | 80 | 25.9 | 39.1 | 66.3 | 51.1 | 57.7 | 59.3 | 31 | 40.8 | 85.8 | 31.6 | 46.2 | 73.5 | 50.6 | 59.9 | 65.3 | 28.9 | 40.1 | 84.4 | 28.2 | 42.3 | 33.9 | 45.6 | — | — | — | — | — | |
| STA2026.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 50.8 | 63.4 | 56.3 | 68.7 | 59.7 | 63.7 | 81.1 | 50.5 | 62.1 | 53 | 63.9 | 57.9 | 61.4 | 63.5 | 62.5 | 69.8 | 63.2 | 66.3 | 55.4 | 73.7 | 63.1 | 44.7 | 71.5 | 55 | 78.1 | 63.3 | 69.7 | 67.9 | 62.3 | 65 | 51.4 | 57.9 | 54.2 | 77.9 | 58 | 66.4 | 62.6 | 61.9 | — | — | — | — | 63.4 | |
| TCAEvaluation=Average2019.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | 41.2 | 41 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |