Unsupervised Domain Adaptation on VisDA
87Plane AccuracyOriginal
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| OriginalBase Model=MCD, Validation Method=Original results as reported in the original paper2026.06 | 87 | 60.9 | 83.7 | 64 | 88.9 | 79.6 | 84.7 | 76.9 | 88.6 | 40.3 | 83 | 25.8 | 71.9 | |
| Source RiskBase Model=MCD, Validation Method=Source Risk2026.06 | 84.39 | 54.11 | 69.15 | 46.37 | 80.49 | 80.45 | 85.04 | 65.24 | 87.22 | 36.86 | 78.04 | 28.91 | 66.36 | |
| DEV (w/o control variate)Base Model=MCD, Validation Method=Deep Embedded Validation (without control variate)2026.06 | 84.21 | 63.95 | 79 | 59.53 | 85.83 | 75.06 | 87.05 | 71.65 | 89.85 | 47.37 | 72.29 | 26.81 | 70.22 | |
| Target Risk (Upper Bound)Base Model=MCD, Validation Method=Target Risk (Oracle)2026.06 | 81.95 | 53.6 | 83.07 | 72.02 | 89.25 | 72.15 | 89.55 | 75.83 | 97.1 | 55.57 | 71.19 | 29.27 | 72.55 | |
| DEVBase Model=MCD, Validation Method=Deep Embedded Validation2026.06 | 81.83 | 53.48 | 82.95 | 71.62 | 89.16 | 72.03 | 89.36 | 75.73 | 97.02 | 55.48 | 71.19 | 29.17 | 72.42 | |
| IWCVBase Model=MCD, Validation Method=Importance Weighted Cross-Validation2026.06 | 80.8 | 48.26 | 68.89 | 69.89 | 59.62 | 37.49 | 46.51 | 23.83 | 75.25 | 46.56 | 83.43 | 16.08 | 54.72 |