Closed-set Source-Free Domain Adaptation on VisDA Sy→Re
91.7Accuracy (Sy→Re)ProDe-V16
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ProDe-V16Backbone=ViT-B/162024.06 | 91.7 | — | |
| ProDe-VVenue=ICLR25, Source-Free=true2024.06 | 91 | — | |
| DIFO-C-B32Source-Free=true, Multimodal=true, Backbone=ViT-B/322023.11 | 90.3 | — | |
| DIFO-VVenue=CVPR24, Source-Free=true2024.06 | 90.3 | — | |
| DIFO-C-RNSource-Free=true, Multimodal=true, Backbone=ResNet2023.11 | 88.8 | — | |
| ProDe-RVenue=ICLR25, Source-Free=true2024.06 | 88.7 | — | |
| DIFO-RVenue=CVPR24, Source-Free=true2024.06 | 88.6 | — | |
| PADCLIP-RNVenue=ICCV23, Source-Free=false, Multimodal=true, Backbone=ResNet2023.11 | 88.5 | — | |
| PADCLIP-RVenue=ICCV23, Source-Free=false2024.06 | 88.5 | — | |
| DAMP-RVenue=CVPR24, Source-Free=false2024.06 | 88.4 | — | |
| PLUEVenue=CVPR23, Source-Free=true, Multimodal=false2023.11 | 88.3 | — | |
| PLUEVenue=CVPR23, Source-Free=true2024.06 | 88.3 | — | |
| AaDVenue=NIPS22, Source-Free=true, Multimodal=false2023.11 | 88 | — | |
| AaDVenue=NIPS22, Source-Free=true2024.06 | 88 | — | |
| ADCLIP-RNVenue=ICCVW23, Source-Free=false, Multimodal=true, Backbone=ResNet2023.11 | 87.7 | — | |
| ADCLIP-RVenue=ICCVW23, Source-Free=false2024.06 | 87.7 | — | |
| TPDSVenue=IJCV23, Source-Free=true, Multimodal=false2023.11 | 87.6 | — | |
| TPDSVenue=IJCV24, Source-Free=true2024.06 | 87.6 | — | |
| DAPL-RNVenue=TNNLS23, Source-Free=false, Multimodal=true, Backbone=ResNet2023.11 | 86.9 | — | |
| CoWAVenue=ICML22, Source-Free=true, Multimodal=false2023.11 | 86.9 | — | |
| COWAVenue=ICML22, Source-Free=true2024.06 | 86.9 | — | |
| DAPL-RVenue=TNNLS23, Source-Free=false2024.06 | 86.9 | — | |
| AdaConVenue=CVPR22, Source-Free=true, Multimodal=false2023.11 | 86.8 | — | |
| AdaConVenue=CVPR22, Source-Free=true2024.06 | 86.8 | — | |
| PDA-RVenue=AAAI24, Source-Free=false2024.06 | 86.4 | — | |
| NRCVenue=NIPS21, Source-Free=true, Multimodal=false2023.11 | 85.9 | — | |
| NRCVenue=NIPS21, Source-Free=true2024.06 | 85.9 | — | |
| ELRVenue=ICLR23, Source-Free=true, Multimodal=false2023.11 | 85.8 | — | |
| ELRVenue=ICLR23, Source-Free=true2024.06 | 85.8 | — | |
| CPDVenue=PR24, Source-Free=true2024.06 | 85.8 | — | |
| SCLMVenue=NN22, Source-Free=true, Multimodal=false2023.11 | 85.3 | — | |
| GKDVenue=IROS21, Source-Free=true, Multimodal=false2023.11 | 83 | — | |
| GKDVenue=IROS21, Source-Free=true2024.06 | 83 | — | |
| SHOTVenue=ICML20, Source-Free=true, Multimodal=false2023.11 | 82.7 | — | |
| SHOTVenue=ICML20, Source-Free=true2024.06 | 82.7 | — | |
| SourceSource-Free=false, Multimodal=false2023.11 | 49.2 | — | |
| SourceSource-Free=false2024.06 | 49.2 | — |