Closed-set Source-Free Domain Adaptation on Office-31 (target)
93.3Average AccuracyDPC
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DPCBackbone=ViT-B/162024.06 | 93.3 | — | — | — | — | — | — | |
| DSIT-VITBackbone=ViT-B/162024.06 | 93 | — | — | — | — | — | — | |
| DIFO++ViL=true2026.04 | 92.8 | 97.2 | 96.9 | 82.9 | 97.2 | 83.3 | 99 | |
| DIFO-C-B32Backbone=ViT-B/322023.11 | 92.5 | 97.2 | 95.5 | 83 | 97.2 | 83.2 | 98.8 | |
| DIFOViL=true2026.04 | 92.5 | 97.2 | 95.5 | 83 | 97.2 | 83.2 | 98.8 | |
| ProDe-V16Backbone=ViT-B/162024.06 | 92.2 | — | — | — | — | — | — | |
| SHOT-VITBackbone=ViT-B/162024.06 | 91.4 | — | — | — | — | — | — | |
| ViLAaD-VViL=true2026.04 | 91.2 | 97.6 | 93.8 | 79.6 | 96.7 | 79.7 | 100 | |
| Co-learn-VViL=true2026.04 | 90.9 | 90.4 | 89.9 | 92.2 | 89.9 | 92.2 | 91 | |
| SiLANViL=false2026.04 | 90.7 | 97.1 | 95.8 | 76.4 | 98.9 | 76.9 | 100 | |
| UCon-SFDAViL=false2026.04 | 90.6 | 94.8 | 95.4 | 98.9 | 100 | 77.1 | 77.1 | |
| DIPE-VITBackbone=ViT-B/162024.06 | 90.5 | — | — | — | — | — | — | |
| SHOT-ViLViL=true2026.04 | 90.4 | 95.4 | 94 | 76.8 | 98 | 78.4 | 100 | |
| COWAVenue=ICML222023.11 | 90.3 | 94.4 | 95.2 | 76.2 | 98.5 | 77.6 | 99.8 | |
| CoWAViL=false2026.04 | 90.3 | 94.4 | 95.2 | 76.2 | 98.5 | 77.6 | 99.8 | |
| TPDS-ViLViL=true2026.04 | 90.3 | 95 | 93.8 | 77.3 | 98.6 | 77.2 | 99.8 | |
| TPDSVenue=IJCV232023.11 | 90.2 | 97.1 | 94.5 | 75.7 | 98.7 | 75.5 | 99.8 | |
| TPDSViL=false2026.04 | 90.2 | 97.1 | 94.5 | 75.7 | 98.7 | 75.5 | 99.8 | |
| SF(DA)2ViL=false2026.04 | 90.2 | 97.1 | 94.5 | 75.7 | 98.7 | 75.5 | 99.8 | |
| GKD-ViLViL=true2026.04 | 90.1 | 95.2 | 95.7 | 75.6 | 98.1 | 75.9 | 100 | |
| NRC-ViLViL=true2026.04 | 90.1 | 94.6 | 94.6 | 75.8 | 97.7 | 78 | 99.6 | |
| AaD-ViLViL=true2026.04 | 90.1 | 95.6 | 95.5 | 75.3 | 97.6 | 76.4 | 100 | |
| AaDVenue=NIPS222023.11 | 89.9 | 96.4 | 92.1 | 75 | 99.1 | 76.5 | 100 | |
| AaDViL=false2026.04 | 89.9 | 96.4 | 92.1 | 75 | 99.1 | 76.5 | 100 | |
| HCLVenue=NIPS212023.11 | 89.8 | 94.7 | 92.5 | 75.9 | 98.2 | 77.7 | 100 | |
| HCLViL=false2026.04 | 89.8 | 94.7 | 92.5 | 75.9 | 98.2 | 77.7 | 100 | |
| ELRVenue=ICLR232023.11 | 89.6 | 93.8 | 93.3 | 76.2 | 98 | 76.9 | 100 | |
| ELRViL=false2026.04 | 89.6 | 93.8 | 93.3 | 76.2 | 98 | 76.9 | 100 | |
| NRCVenue=NIPS212023.11 | 89.4 | 96 | 90.8 | 75.3 | 99 | 75.3 | 100 | |
| SCLMVenue=NN222023.11 | 89.4 | 95.8 | 90 | 75.5 | 98.9 | 75.5 | 99.8 | |
| NRCViL=false2026.04 | 89.4 | 96 | 90.8 | 75.3 | 99 | 75 | 100 | |
| SCLMViL=false2026.04 | 89.4 | 95.8 | 90 | 75.5 | 98.9 | 75.5 | 99.8 | |
| DIFO-C-RNBackbone=ResNet-502023.11 | 89.3 | 93.6 | 92.1 | 78.5 | 95.7 | 78.8 | 97 | |
| GKDVenue=IROS212023.11 | 89.2 | 94.6 | 91.6 | 75 | 98.7 | 75.1 | 100 | |
| SHOTVenue=ICML202023.11 | 88.6 | 93.7 | 91.1 | 74.2 | 98.2 | 74.6 | 100 | |
| SHOTViL=false2026.04 | 88.6 | 93.7 | 91.1 | 74.2 | 98.2 | 74.6 | 100 | |
| PLUEVenue=CVPR232023.11 | 85.8 | 89.2 | 88.4 | 72.8 | 97.1 | 69.6 | 97.9 | |
| PLUEViL=false2026.04 | 85.8 | 89.2 | 88.4 | 72.8 | 97.1 | 69.6 | 97.9 | |
| AdaConVenue=CVPR222023.11 | 81 | 87.7 | 83.1 | 73.7 | 91.3 | 72.8 | 77.6 | |
| Source2023.11 | 78.6 | 79.1 | 76.6 | 59.9 | 95.5 | 61.4 | 98.8 | |
| Source-model2026.04 | 78.6 | 79.1 | 76.6 | 59.9 | 95.5 | 61.4 | 98.8 |