Domain Adaptation on Office-31 (1-shot)
60.2A->D AccuracyPCS
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| PCSBackbone=ResNet-50, Training Stage=One-stage, Entropy Minimization (ENT)=false2021.03 | 60.2 | 69.8 | 76.1 | 90.6 | 71.2 | 91.8 | 76.6 | |
| CDS / MME + ENTBackbone=ResNet-50, Training Stage=Two-stage, Entropy Minimization (ENT)=true2021.03 | 55.4 | 57.2 | 62.8 | 84.9 | 62.6 | 77.7 | 65.3 | |
| CDS / CDAN + ENTBackbone=ResNet-50, Training Stage=Two-stage, Entropy Minimization (ENT)=true2021.03 | 53.8 | 65.6 | 59.5 | 83 | 57.4 | 77.1 | 66.1 | |
| CDS + CDAN + ENTBackbone=ResNet-50, Training Stage=One-stage, Entropy Minimization (ENT)=true2021.03 | 52.6 | 55.2 | 65.7 | 76.6 | 59.7 | 73.3 | 63.9 | |
| MDDIABackbone=ResNet-50, Training Stage=One-stage, Entropy Minimization (ENT)=false2021.03 | 45 | 54.5 | 55.6 | 84.4 | 53.4 | 79.5 | 62.1 | |
| CDS + ENTBackbone=ResNet-50, Training Stage=One-stage, Entropy Minimization (ENT)=true2021.03 | 40.4 | 44.7 | 66.4 | 71.6 | 58.6 | 69.3 | 58.5 | |
| CDS + MME + ENTBackbone=ResNet-50, Training Stage=One-stage, Entropy Minimization (ENT)=true2021.03 | 39.4 | 43.6 | 66 | 75.7 | 53.1 | 70.9 | 58.5 | |
| MME + ENTBackbone=ResNet-50, Training Stage=One-stage, Entropy Minimization (ENT)=true2021.03 | 37.6 | 42.5 | 48.6 | 73.5 | 47.2 | 62.4 | 52 | |
| CDSBackbone=ResNet-50, Training Stage=One-stage, Entropy Minimization (ENT)=false2021.03 | 33.3 | 35.2 | 52 | 59 | 46.5 | 57.4 | 47.2 | |
| DANN + ENTBackbone=ResNet-50, Training Stage=One-stage, Entropy Minimization (ENT)=true2021.03 | 32.5 | 37.2 | 36.9 | 70.1 | 43 | 58.8 | 46.4 | |
| CDAN + ENTBackbone=ResNet-50, Training Stage=One-stage, Entropy Minimization (ENT)=true2021.03 | 31.5 | 26.4 | 39.1 | 70.4 | 37.5 | 61.9 | 44.5 | |
| SOBackbone=ResNet-50, Training Stage=One-stage, Entropy Minimization (ENT)=false2021.03 | 27.5 | 28.7 | 40.9 | 65.2 | 41.1 | 62 | 44.2 | |
| CANBackbone=ResNet-50, Training Stage=One-stage, Entropy Minimization (ENT)=false2021.03 | 25.3 | 26.4 | 23.9 | 69.4 | 21.2 | 67.3 | 38.9 | |
| MMEBackbone=ResNet-50, Training Stage=One-stage, Entropy Minimization (ENT)=false2021.03 | 21.5 | 12.2 | 23.1 | 60.9 | 14 | 62.4 | 32.3 | |
| SPLBackbone=ResNet-50, Training Stage=One-stage, Entropy Minimization (ENT)=false2021.03 | 12 | 7.7 | 7.3 | 7.2 | 7.2 | 10.2 | 8.6 | |
| CDANBackbone=ResNet-50, Training Stage=One-stage, Entropy Minimization (ENT)=false2021.03 | 11.2 | 6.2 | 9.1 | 54.8 | 10.4 | 41.6 | 22.2 |