Multi-Source Domain Adaptation on Office-31
71.2Accuracy (Domain A)FedDaDiL-E
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedDaDiL-ESetting=Federated, Variant=Envelope2026.05 | 71.2 | 100 | 98.2 | 89.8 | |
| FedDaDiL-ESetting=Federated, Variant=E2026.05 | 71.2 | 100 | 98.2 | 89.8 | |
| FedDaDiL-RSetting=Federated, Variant=Representative2026.05 | 70.6 | 100 | 99.4 | 90 | |
| FedDaDiL-RSetting=Federated, Variant=R2026.05 | 70.6 | 100 | 99.4 | 90 | |
| DeFed-GMMSetting=Decentralized, Methodology=GMM-based2026.05 | 69.1 | 99 | 98.1 | 88.8 | |
| DeFed-GMMSetting=Decentralized2026.05 | 69.1 | 99 | 98.1 | 88.8 | |
| De-FedDaDiL-ESetting=Decentralized, Variant=Envelope2026.05 | 68.3 | 99.7 | 98.7 | 88.9 | |
| De-FedDaDiL-ESetting=Decentralized, Variant=E2026.05 | 68.3 | 99.7 | 98.7 | 88.9 | |
| De-FedDaDiL-RSetting=Decentralized, Variant=Representative2026.05 | 67.9 | 99 | 99.4 | 88.8 | |
| De-FedDaDiL-RSetting=Decentralized, Variant=R2026.05 | 67.9 | 99 | 99.4 | 88.8 | |
| f-DANNSetting=Federated Domain Adaptation2026.05 | 67.7 | 99 | 95.6 | 87.4 | |
| f-DANNSetting=Federated2026.05 | 67.7 | 99 | 95.6 | 87.4 | |
| FedAVGSetting=Federated2026.05 | 67.5 | 95 | 96.8 | 86.4 | |
| FedAVGSetting=Federated2026.05 | 67.5 | 95 | 96.8 | 86.4 | |
| FedProxSetting=Federated2026.05 | 67.4 | 96 | 96.8 | 86.7 | |
| FedProxSetting=Federated2026.05 | 67.4 | 96 | 96.8 | 86.7 | |
| KD3ASetting=Decentralized MSDA2026.05 | 65.2 | 100 | 98.7 | 88 | |
| KD3ASetting=Decentralized2026.05 | 65.2 | 100 | 98.7 | 88 | |
| f-WDGRLSetting=Federated Domain Adaptation2026.05 | 64.8 | 99 | 94.9 | 86.2 | |
| Co-MDASetting=Decentralized MSDA2026.05 | 64.8 | 99.8 | 98.7 | 87.8 | |
| f-WDGRLSetting=Federated2026.05 | 64.8 | 99 | 94.9 | 86.2 | |
| Co-MDASetting=Decentralized2026.05 | 64.8 | 99.8 | 98.7 | 87.8 | |
| FADASetting=Decentralized MSDA2026.05 | 62.5 | 97 | 93.7 | 84.4 | |
| FADASetting=Decentralized2026.05 | 62.5 | 97 | 93.7 | 84.4 |