Multi-Source Domain Adaptation on Office-Home
91.7Accuracy (Ar)SSA
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SSA2026.03 | 91.7 | 93.1 | 75.2 | 83.6 | 85.9 | |
| ProDe2026.03 | 91.1 | 92.5 | 73.4 | 83 | 85 | |
| DECISION2026.03 | 83.6 | 84.4 | 59.4 | 74.5 | 75.5 | |
| SHOT-Ens2026.03 | 82.9 | 82.8 | 59.3 | 72.2 | 74.3 | |
| DeFed-GMMSetting=Decentralized, Methodology=GMM-based2026.05 | 77 | 63.9 | 85.1 | 85.4 | 77.9 | |
| GAMABackbone=ResNet-502026.04 | 76.6 | 62.6 | 84.9 | 84.9 | 77.3 | |
| GAMA2026.04 | 76.6 | 62.6 | 84.9 | 84.9 | 77.3 | |
| FedDaDiL-RSetting=Federated, Variant=Representative2026.05 | 76.5 | 65.2 | 85.9 | 84.2 | 78 | |
| De-FedDaDiL-ESetting=Decentralized, Variant=Envelope2026.05 | 76.3 | 63.2 | 84.6 | 85.1 | 77.3 | |
| De-FedDaDiL-RSetting=Decentralized, Variant=Representative2026.05 | 76.1 | 63.5 | 84.1 | 84.9 | 77.1 | |
| FedDaDiL-ESetting=Federated, Variant=Envelope2026.05 | 75.7 | 64.7 | 85.9 | 85.6 | 78 | |
| iMSDABackbone=ResNet-502026.04 | 75.4 | 61.4 | 83.5 | 84.5 | 76.2 | |
| iMSDA2026.04 | 75.4 | 61.4 | 83.5 | 84.5 | 76.2 | |
| WADN2026.04 | 75.2 | 61 | 83.5 | 84.4 | 76.1 | |
| Co-MDA*Setting=Decentralized MSDA2026.05 | 74.4 | 64 | 85.3 | 83.9 | 76.9 | |
| KD3ASetting=Decentralized MSDA2026.05 | 73.8 | 63.1 | 84.3 | 83.5 | 76.2 | |
| FedAVGSetting=Federated2026.05 | 72.9 | 62.2 | 83.7 | 85 | 76 | |
| SSD2026.04 | 72.5 | 64.5 | 81.2 | 83.2 | 75.4 | |
| CASR2026.04 | 72.2 | 61.1 | 82.8 | 82.8 | 74.7 | |
| TFFN2026.04 | 72.2 | 62.9 | 81.7 | 83.5 | 75.1 | |
| FedProxSetting=Federated2026.05 | 70.8 | 63.7 | 83.6 | 83.1 | 75.3 | |
| f-DANNSetting=Federated Domain Adaptation2026.05 | 70.2 | 65.1 | 84.8 | 84 | 76 | |
| MIAN-γ2026.04 | 69.9 | 64.2 | 80.9 | 81.5 | 74.1 | |
| DANBackbone=ResNet-502026.04 | 68.3 | 57.9 | 78.5 | 81.9 | 71.6 | |
| DAN2026.04 | 68.3 | 57.9 | 78.5 | 81.9 | 71.6 | |
| f-WDGRLSetting=Federated Domain Adaptation2026.05 | 68.2 | 64.1 | 81.3 | 82.5 | 74 | |
| MCDBackbone=ResNet-502026.04 | 67.8 | 59.9 | 79.2 | 80.9 | 72 | |
| MCD2026.04 | 67.8 | 59.9 | 79.2 | 80.9 | 72 | |
| DCTNBackbone=ResNet-502026.04 | 66.9 | 61.8 | 79.2 | 77.8 | 71.4 | |
| DCTN2026.04 | 66.9 | 61.8 | 79.2 | 77.8 | 71.4 | |
| M3SDABackbone=ResNet-502026.04 | 66.2 | 58.6 | 79.5 | 81.4 | 71.4 | |
| M3SDA2026.04 | 66.2 | 58.6 | 79.5 | 81.4 | 71.4 | |
| DANN+BSPBackbone=ResNet-502026.04 | 66.1 | 61 | 78.1 | 79.9 | 71.3 | |
| DANN+BSP2026.04 | 66.1 | 61 | 78.1 | 79.9 | 71.3 | |
| Source OnlyBackbone=ResNet-502026.04 | 64.6 | 52.3 | 77.6 | 80.7 | 68.8 | |
| Source Only2026.04 | 64.6 | 52.3 | 77.6 | 80.7 | 68.8 | |
| DANNBackbone=ResNet-502026.04 | 64.3 | 58 | 76.4 | 78.8 | 69.4 | |
| DANN2026.04 | 64.3 | 58 | 76.4 | 78.8 | 69.4 |