Image Classification on Office10
91.9Mean AccuracyCKB+MMD
Evaluation results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CKB+MMDBackbone=AlexNet2021.07 | 91.9 | 87.5 | 93 | 89.8 | 93.3 | 91.7 | 92.9 | 92.3 | 83.4 | 99.7 | 92.8 | 85.8 | 100 | — | — | — | — | — | |
| CKBBackbone=AlexNet2021.07 | 91.8 | 87 | 93.6 | 90.2 | 93.4 | 93.6 | 90.8 | 92.7 | 83.5 | 100 | 92.4 | 84.3 | 100 | — | — | — | — | — | |
| DMPBackbone=AlexNet2021.07 | 91.2 | 86.6 | 90.4 | 91.3 | 92.8 | 93 | 88.5 | 91.4 | 85.3 | 97.7 | 91.9 | 85.6 | 100 | — | — | — | — | — | |
| KGOTBackbone=AlexNet2021.07 | 89.7 | 85.7 | 86.6 | 82.4 | 91.4 | 92.4 | 87.1 | 91.8 | 85.6 | 99.3 | 89.7 | 85 | 100 | — | — | — | — | — | |
| OT-ITBackbone=AlexNet2021.07 | 87.1 | 83.3 | 84.1 | 77.3 | 88.7 | 90.5 | 88.5 | 83.3 | 84 | 98.3 | 88.9 | 79.1 | 99.4 | — | — | — | — | — | |
| CORALBackbone=AlexNet2021.07 | 85.9 | 85.3 | 80.8 | 76.3 | 91.1 | 86.6 | 81.1 | 88.7 | 80.4 | 99.3 | 82.1 | 78.7 | 100 | — | — | — | — | — | |
| GFKBackbone=AlexNet2021.07 | 85.3 | 78.1 | 84.7 | 76.3 | 89.1 | 88.5 | 80.3 | 89 | 78.4 | 99.3 | 83.9 | 76.2 | 100 | — | — | — | — | — | |
| SourceBackbone=AlexNet2021.07 | 84.2 | 82.7 | 85.4 | 78.3 | 91.5 | 88.5 | 83.1 | 80.6 | 74.6 | 99 | 77 | 69.6 | 100 | — | — | — | — | — | |
| FedDAPSetting=Federated Learning, Protocol=leave-one-domain-out2026.04 | 65.7 | — | — | — | — | — | — | — | — | — | — | — | — | 52.88 | 73.07 | 63.65 | 73.18 | 5.44 | |
| FedPLVMSetting=Federated Learning, Protocol=leave-one-domain-out2026.04 | 64.53 | — | — | — | — | — | — | — | — | — | — | — | — | 50.92 | 71.95 | 62.91 | 72.33 | 4.27 | |
| COPASetting=Federated Learning, Protocol=leave-one-domain-out2026.04 | 62.63 | — | — | — | — | — | — | — | — | — | — | — | — | 49.75 | 69.36 | 60.35 | 71.05 | 2.37 | |
| FedRDNSetting=Federated Learning, Protocol=leave-one-domain-out2026.04 | 61.97 | — | — | — | — | — | — | — | — | — | — | — | — | 39.61 | 74.63 | 64.71 | 68.94 | 1.71 | |
| FedGASetting=Federated Learning, Protocol=leave-one-domain-out2026.04 | 60.81 | — | — | — | — | — | — | — | — | — | — | — | — | 45.88 | 65.19 | 62.61 | 69.55 | 0.55 | |
| FedAvgSetting=Federated Learning, Protocol=leave-one-domain-out2026.04 | 60.26 | — | — | — | — | — | — | — | — | — | — | — | — | 43.54 | 65.81 | 61.64 | 70.04 | — |