Source-free Domain Adaptation on VisDA (test)
90.5Per-class AccuracyDIFO++
Evaluation results
| Method | Links | |
|---|---|---|
| DIFO++ViL=true2026.04 | 90.5 | |
| DIFOViL=true2026.04 | 90.3 | |
| UCon-SFDAViL=false2026.04 | 89.6 | |
| ViLAaD-VViL=true2026.04 | 88.8 | |
| PLUEViL=false2026.04 | 88.3 | |
| SiLANViL=false2026.04 | 88.3 | |
| SF(DA)2ViL=false2026.04 | 88.1 | |
| AaDExtra Modules/Processing=Store features for nearest neighbor retrieval, ODA/PDA support=true, Number of training objective terms (|L|)=22022.05 | 88 | |
| AaDViL=false2026.04 | 88 | |
| TPDSViL=false2026.04 | 87.6 | |
| Co-learn-VViL=true2026.04 | 87.5 | |
| CoWAViL=false2026.04 | 86.9 | |
| NRCExtra Modules/Processing=Store features for 2-hop nearest neighbor retrieval, ODA/PDA support=false, Number of training objective terms (|L|)=42022.05 | 85.9 | |
| NRCViL=false2026.04 | 85.9 | |
| ELRViL=false2026.04 | 85.8 | |
| G-SFDAExtra Modules/Processing=Store features for nearest neighbor retrieval, ODA/PDA support=false, Number of training objective terms (|L|)=22022.05 | 85.4 | |
| SCLMViL=false2026.04 | 85.3 | |
| NRC-ViLViL=true2026.04 | 85.3 | |
| SHOT-ViLViL=true2026.04 | 85.2 | |
| A^2NetExtra Modules/Processing=Self-supervised learning with extra classifiers, ODA/PDA support=false, Number of training objective terms (|L|)=52022.05 | 84.3 | |
| HCLExtra Modules/Processing=Store historical models, ODA/PDA support=true, Number of training objective terms (|L|)=22022.05 | 83.5 | |
| SHOTExtra Modules/Processing=Access all target data for pseudo labeling, ODA/PDA support=true, Number of training objective terms (|L|)=32022.05 | 82.9 | |
| SHOTViL=false2026.04 | 82.7 | |
| AaD-ViLViL=true2026.04 | 82.6 | |
| 3C-GANExtra Modules/Processing=Data generation by conditional GAN, ODA/PDA support=false, Number of training objective terms (|L|)=52022.05 | 81.6 | |
| TPDS-ViLViL=true2026.04 | 78 | |
| Source2026.04 | 49.2 |