Multi-Source Domain Adaptation on ImageCLEF
98.3C ScoreFedDaDiL-E
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FedDaDiL-Evariant=Ensemble2026.05 | 98.3 | 69.2 | 93.3 | 81.6 | 85.6 | |
| FedDaDiL-Rvariant=Replacement2026.05 | 98.3 | 69.2 | 95 | 80 | 85.6 | |
| De-FedDaDiL-Evariant=Ensemble, topology=decentralized2026.05 | 98.3 | 70.8 | 98.3 | 79.2 | 86.6 | |
| De-FedDaDiL-Rvariant=Replacement, topology=decentralized2026.05 | 98.3 | 70.8 | 98.3 | 79.2 | 86.6 | |
| FedDaDiL-ESetting=Federated, Variant=Envelope2026.05 | 98.3 | 69.2 | 93.3 | 81.6 | 85.6 | |
| FedDaDiL-RSetting=Federated, Variant=Representative2026.05 | 98.3 | 69.2 | 95 | 80 | 85.6 | |
| De-FedDaDiL-ESetting=Decentralized, Variant=Envelope2026.05 | 98.3 | 70.8 | 98.3 | 79.2 | 86.6 | |
| De-FedDaDiL-RSetting=Decentralized, Variant=Representative2026.05 | 98.3 | 70.8 | 98.3 | 79.2 | 86.6 | |
| DeFed-GMM2026.05 | 97.5 | 69.2 | 96.7 | 77.5 | 85.2 | |
| DeFed-GMMSetting=Decentralized, Methodology=GMM-based2026.05 | 97.5 | 69.2 | 96.7 | 77.5 | 85.2 | |
| FedAVG2026.05 | 96.7 | 65.8 | 94.2 | 77.5 | 83.6 | |
| FedProx2026.05 | 96.7 | 65.8 | 93.3 | 76.7 | 83.1 | |
| f-DANN2026.05 | 96.7 | 64.2 | 87.5 | 80 | 82.1 | |
| FedAVGSetting=Federated2026.05 | 96.7 | 65.8 | 94.2 | 77.5 | 83.6 | |
| FedProxSetting=Federated2026.05 | 96.7 | 65.8 | 93.3 | 76.7 | 83.1 | |
| f-DANNSetting=Federated Domain Adaptation2026.05 | 96.7 | 64.2 | 87.5 | 80 | 82.1 | |
| FADA2026.05 | 95 | 64.2 | 90 | 74.2 | 80.9 | |
| FADASetting=Decentralized MSDA2026.05 | 95 | 64.2 | 90 | 74.2 | 80.9 | |
| Co-MDA2026.05 | 94.2 | 65 | 91.5 | 78 | 82.2 | |
| Co-MDASetting=Decentralized MSDA2026.05 | 94.2 | 65 | 91.5 | 78 | 82.2 | |
| KD3A2026.05 | 93.3 | 69.2 | 95.5 | 73.3 | 82.8 | |
| KD3ASetting=Decentralized MSDA2026.05 | 93.3 | 69.2 | 95.5 | 73.3 | 82.8 | |
| f-WDGRL2026.05 | 92.5 | 63.3 | 86.7 | 74.2 | 79.2 | |
| f-WDGRLSetting=Federated Domain Adaptation2026.05 | 92.5 | 63.3 | 86.7 | 74.2 | 79.2 |