Cross-Domain Retrieval on DomainNet (test)
31.9Shared-set mAP (Qu->Cl)UEM
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| UEM2024.03 | 31.9 | — | 39.4 | — | 35 | — | 29.8 | — | 35.7 | — | 34.4 | — | |
| UEM (Ours)Protocol=Openset, Learning=Unsupervised2024.03 | 30.3 | 72.9 | 40.2 | 88.1 | 36 | 82.5 | 31.1 | 78.2 | 36.6 | 83 | 34.8 | 80.9 | |
| DG-UCDIR2024.03 | 27.7 | — | 35 | — | 30 | — | 27.8 | — | 33.6 | — | 30.8 | — | |
| CoDA2024.03 | 26 | — | 34.9 | — | 29.2 | — | 27.9 | — | 33.8 | — | 30.4 | — | |
| UCDIR2024.03 | 25.8 | — | 36.6 | — | 28 | — | 27.5 | — | 34.1 | — | 30.4 | — | |
| UCDIRProtocol=Openset, Learning=Unsupervised2024.03 | 24.4 | 59 | 34.4 | 67 | 26.7 | 62.9 | 25.6 | 63.4 | 35.5 | 68.2 | 29.3 | 64.1 | |
| CODAProtocol=Openset, Learning=Unsupervised2024.03 | 24.2 | 58.8 | 35.6 | 66.6 | 27 | 61.1 | 24.9 | 58 | 34.6 | 62.9 | 29.3 | 61.5 | |
| DG-UCDIRProtocol=Openset, Learning=Unsupervised2024.03 | 23.5 | 57.5 | 36 | 68.3 | 25.8 | 60.6 | 25.8 | 59.1 | 35 | 64.3 | 29.2 | 62 | |
| PCSProtocol=Openset, Learning=Unsupervised2024.03 | 23.3 | 57.8 | 34.2 | 67.8 | 24.9 | 60.5 | 27.8 | 65.4 | 34.7 | 66.9 | 29 | 63.7 | |
| DN2A2024.03 | 23.3 | — | 35 | — | 26 | — | 27.7 | — | 33 | — | 29 | — | |
| DN2AProtocol=Openset, Learning=Unsupervised2024.03 | 22.7 | 56.6 | 33.4 | 60.7 | 21.9 | 55.2 | 24.8 | 57.8 | 34 | 61.2 | 27.4 | 58.3 | |
| CDSProtocol=Openset, Learning=Unsupervised2024.03 | 22.4 | 58.9 | 34.5 | 65.2 | 25.5 | 60.7 | 25 | 59.2 | 33.7 | 64.9 | 28.2 | 61.8 | |
| PCS2024.03 | 22.2 | — | 36 | — | 27.7 | — | 28 | — | 33 | — | 29.4 | — | |
| DARLING2024.03 | 22.1 | — | 33.7 | — | 25.9 | — | 27.2 | — | 32.5 | — | 28.3 | — | |
| DARLINGProtocol=Openset, Learning=Unsupervised2024.03 | 21.9 | 54.4 | 32.5 | 60.2 | 22 | 53.9 | 26.6 | 60.6 | 32.3 | 62.8 | 27.1 | 58.4 | |
| CDS2024.03 | 19.2 | — | 35.1 | — | 24.4 | — | 25.5 | — | 32.3 | — | 27.3 | — |