Domain Adaptation on Office-31 (3-shots)
76.4Accuracy (D->A)PCS
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| PCSBackbone=ResNet-50, Training Stage=One-stage, Entropy Minimization (ENT)=false2021.03 | 76.4 | 78.2 | 82.9 | 94.1 | 76.3 | 96 | 84 | |
| CDS + MME + ENTBackbone=ResNet-50, Training Stage=One-stage, Entropy Minimization (ENT)=true2021.03 | 74.5 | 61.6 | 66.3 | 92.1 | 73 | 90.6 | 76.3 | |
| SPLBackbone=ResNet-50, Training Stage=One-stage, Entropy Minimization (ENT)=false2021.03 | 74.2 | 77.1 | 80.3 | 93.5 | 64.4 | 91.6 | 80.1 | |
| CDS + ENTBackbone=ResNet-50, Training Stage=One-stage, Entropy Minimization (ENT)=true2021.03 | 73.1 | 61.2 | 66.7 | 90.6 | 71.8 | 86.1 | 74.9 | |
| CDS + CDAN + ENTBackbone=ResNet-50, Training Stage=One-stage, Entropy Minimization (ENT)=true2021.03 | 71.2 | 65.1 | 68.8 | 88.1 | 71 | 87.3 | 75.3 | |
| CDS / CDAN + ENTBackbone=ResNet-50, Training Stage=Two-stage, Entropy Minimization (ENT)=true2021.03 | 70.7 | 78.1 | 79.8 | 93.2 | 64.5 | 97.4 | 80.6 | |
| CDACBackbone=Alexnet2021.04 | 70 | — | — | — | 70.1 | — | 70 | |
| CDS / MME + ENTBackbone=ResNet-50, Training Stage=Two-stage, Entropy Minimization (ENT)=true2021.03 | 69.7 | 75.7 | 77.2 | 92.1 | 69.9 | 95.4 | 80 | |
| APEBackbone=Alexnet2021.04 | 69 | — | — | — | 67.6 | — | 68.3 | |
| BIATBackbone=Alexnet2021.04 | 68.5 | — | — | — | 68.2 | — | 68.4 | |
| MDDIABackbone=ResNet-50, Training Stage=One-stage, Entropy Minimization (ENT)=false2021.03 | 67.9 | 62.9 | 65.4 | 93.3 | 70.3 | 93.2 | 75.5 | |
| MMEBackbone=Alexnet2021.04 | 67.8 | — | — | — | 67.3 | — | 67.6 | |
| CDSBackbone=ResNet-50, Training Stage=One-stage, Entropy Minimization (ENT)=false2021.03 | 67.6 | 57 | 58.6 | 86 | 65.7 | 81.3 | 69.3 | |
| MME + ENTBackbone=ResNet-50, Training Stage=One-stage, Entropy Minimization (ENT)=true2021.03 | 66.7 | 69.5 | 68.3 | 89.8 | 63.2 | 95.4 | 74.1 | |
| ENTBackbone=Alexnet2021.04 | 66.2 | — | — | — | 64 | — | 65.1 | |
| DANNBackbone=Alexnet2021.04 | 65.2 | — | — | — | 64.4 | — | 64.8 | |
| CDANBackbone=ResNet-50, Training Stage=One-stage, Entropy Minimization (ENT)=false2021.03 | 65.1 | 43.7 | 50.1 | 91.6 | 57 | 89.8 | 66.2 | |
| S+TBackbone=Alexnet2021.04 | 62.4 | — | — | — | 61.2 | — | 61.8 | |
| ADRBackbone=Alexnet2021.04 | 61.4 | — | — | — | 61.2 | — | 61.3 | |
| CDANBackbone=Alexnet2021.04 | 61.4 | — | — | — | 60.3 | — | 60.8 | |
| MMEBackbone=ResNet-50, Training Stage=One-stage, Entropy Minimization (ENT)=false2021.03 | 60.2 | 51 | 54.6 | 89.7 | 52.3 | 91.4 | 66.5 | |
| CDAN + ENTBackbone=ResNet-50, Training Stage=One-stage, Entropy Minimization (ENT)=true2021.03 | 57.3 | 68.3 | 71.8 | 88.2 | 61.5 | 93.8 | 73.5 | |
| SOBackbone=ResNet-50, Training Stage=One-stage, Entropy Minimization (ENT)=false2021.03 | 55.3 | 49.2 | 46.3 | 85.5 | 53.8 | 86.1 | 62.7 | |
| DANN + ENTBackbone=ResNet-50, Training Stage=One-stage, Entropy Minimization (ENT)=true2021.03 | 54.1 | 57.6 | 54.1 | 87.4 | 51.4 | 89.4 | 65.7 | |
| CANBackbone=ResNet-50, Training Stage=One-stage, Entropy Minimization (ENT)=false2021.03 | 41.2 | 48.6 | 45.3 | 78.2 | 39.3 | 82.3 | 55.8 |