Open-Set Domain Adaptation on Office-31 (full)
92.4A->D AccuracyOSHT-SC
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| OSHT-SC2022.10 | 92.4 | 91.3 | 95.2 | 90.8 | 96 | 89.6 | 92.5 | |
| DCC+SPABase Architecture=DCC, SPA=true2022.10 | 91.7 | 92.3 | 96 | 90 | 97.4 | 91.5 | 93.2 | |
| OVANetU=false, SF=false, CF=true2024.03 | 90.5 | 88.3 | 98.2 | 98.4 | 86.7 | 88.3 | 91.7 | |
| UMAD + LEADU=true, SF=true, CF=true2024.03 | 90.4 | 89.6 | 95.4 | 97.3 | 90.3 | 90.7 | 92.3 | |
| OVANet+SPABase Architecture=OVANet, SPA=true2022.10 | 89.7 | 90.2 | 96.9 | 82.6 | 99.8 | 86.8 | 91 | |
| UMADU=false, SF=true, CF=true2024.03 | 88.5 | 84.4 | 95 | 95.9 | 86.8 | 88.2 | 89.8 | |
| GATEU=true, SF=false, CF=true2024.03 | 88.4 | 86.5 | 95 | 96.7 | 84.2 | 86.1 | 89.5 | |
| DCC2022.10 | 87.1 | 85.5 | 91.2 | 85.5 | 87.1 | 84.4 | 86.8 | |
| OVANet2022.10 | 84.9 | 89.5 | 93.7 | 89.7 | 85.8 | 88.5 | 88.7 | |
| DANCEU=true, SF=false, CF=false2024.03 | 84.9 | 78.8 | 78.8 | 78.8 | 79.1 | 68.3 | 79.8 | |
| LEADU=true, SF=true, CF=true2024.03 | 84.9 | 85.1 | 94.8 | 96.5 | 90.2 | 90.3 | 90.3 | |
| GLC + LEADU=true, SF=true, CF=false2024.03 | 84.7 | 82.7 | 94.9 | 96.3 | 91 | 90.8 | 90.1 | |
| GLCU=true, SF=true, CF=false2024.03 | 82.6 | 74.6 | 96 | 96.1 | 92.6 | 91.8 | 89 | |
| ROS2022.10 | 82.1 | 82.4 | 96 | 77.9 | 99.7 | 77.2 | 85.9 | |
| Inheritune2022.10 | 81.4 | 78 | 92.2 | 83.1 | 99.7 | 91.3 | 87.6 | |
| SHOT-OU=false, SF=true, CF=false2024.03 | 80.2 | 71.6 | 93.1 | 91.8 | 64.3 | 64 | 77.5 | |
| Source-only2024.03 | 78.2 | 72.1 | 82.2 | 88.8 | 44.2 | 52.1 | 69.6 | |
| DANCE2022.10 | 74.7 | 82 | 82.1 | 68 | 82.5 | 52.2 | 73.6 | |
| CMU2022.10 | 70.5 | 71.6 | 81.2 | 80.2 | 70.8 | 70.8 | 74.2 | |
| DCCU=true, SF=false, CF=false2024.03 | 58.3 | 54.8 | 89.4 | 80.9 | 67.2 | 85.3 | 72.7 | |
| CMUU=false, SF=false, CF=true2024.03 | 52.6 | 55.7 | 75.9 | 64.7 | 76.5 | 65.8 | 65.2 |