Domain Adaptation on VisDA
88.1Overall AccuracySF(DA)²
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SF(DA)²SF=true, Backbone=ResNet-1012024.03 | 88.1 | 96.8 | 89.3 | 82.9 | 81.4 | 96.8 | 95.7 | 90.4 | 81.3 | 95.5 | 93.7 | 88.5 | 64.7 | — | |
| SF(DA)²2024.03 | 88.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AaDSF=true, Backbone=ResNet-1012024.03 | 87.3 | 96.8 | 89.3 | 83.8 | 82.8 | 96.5 | 95.2 | 90 | 81 | 95.7 | 92.9 | 88.9 | 54.6 | — | |
| FixBiSF=false, Backbone=ResNet-1012024.03 | 87.2 | 96.1 | 87.8 | 90.5 | 90.3 | 96.8 | 95.3 | 92.8 | 88.7 | 97.2 | 94.2 | 90.9 | 25.7 | — | |
| COWA-JMDSSF=true, Backbone=ResNet-1012024.03 | 87 | 96.2 | 90.6 | 84.2 | 75.5 | 96.5 | 97.1 | 88.2 | 85.6 | 94.9 | 93 | 89.2 | 53.5 | — | |
| NRCSF=true, Backbone=ResNet-1012024.03 | 85.3 | 96.1 | 90.8 | 83.9 | 61.5 | 95.7 | 95.7 | 84.4 | 80.7 | 94 | 91.9 | 89 | 59.5 | — | |
| 3C-GAN + HCL2024.03 | 84.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SHOTSF=true, Backbone=ResNet-1012024.03 | 83 | 94.6 | 87.5 | 80.4 | 59.5 | 92.9 | 95.1 | 83.1 | 80.2 | 90.9 | 89.2 | 85.8 | 56.9 | — | |
| BSP + TSA2024.03 | 82 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 3C-GANSF=true, Backbone=ResNet-1012024.03 | 81.6 | 94.8 | 73.4 | 68.8 | 74.8 | 93.1 | 95.4 | 88.6 | 84.7 | 89.1 | 84.7 | 83.5 | 48.1 | — | |
| MCCSF=false, Backbone=ResNet-1012024.03 | 78.8 | 88.7 | 80.3 | 80.5 | 71.5 | 90.1 | 93.2 | 85 | 71.6 | 89.4 | 73.8 | 85 | 36.9 | — | |
| SAFNSF=false, Backbone=ResNet-1012024.03 | 76.1 | 93.6 | 61.3 | 84.1 | 70.6 | 94.1 | 79 | 91.8 | 79.6 | 89.9 | 55.6 | 89 | 24.4 | — | |
| BSPSF=false, Backbone=ResNet-1012024.03 | 75.9 | 92.4 | 61 | 81 | 57.5 | 89 | 80.6 | 90.1 | 77 | 84.2 | 77.9 | 82.1 | 38.4 | — | |
| Source onlySF=true, Backbone=ResNet-1012024.03 | 46.6 | 60.9 | 21.6 | 50.9 | 67.6 | 65.8 | 6.3 | 82.2 | 23.2 | 57.3 | 30.6 | 84.6 | 8 | — | |
| feat-mixup + SHOT++Backbone=ResNet-101, Training Strategy=two-stage2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 87.8 | |
| SF(DA)²++Backbone=ResNet-101, Training Strategy=two-stage2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 89.6 | |
| SHOT++Backbone=ResNet-101, Training Strategy=two-stage2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 87.3 |