Target Classification and Novel Class Prevalence Estimation on CIFAR-10
86.1Accuracy (All)PULSE
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PULSE2022.07 | 86.1 | 91.8 | 88.4 | 0.091 | 0.008 | |
| k-PU2022.07 | 83.6 | 79.4 | 98.9 | 0.062 | 0.036 | |
| DANCE2022.07 | 70.4 | 85.5 | 14.5 | 0.784 | 0.174 | |
| Source-Only2022.07 | 67.1 | 87 | — | — | — | |
| BODA2022.07 | 63.1 | 66.2 | 42 | 0.541 | 0.162 | |
| CMU2022.07 | 62.1 | 77.9 | 41.2 | 0.443 | 0.183 | |
| STA2022.07 | 57.9 | 69.6 | 14.9 | 0.409 | 0.124 | |
| Domain Disc.2022.07 | 47.4 | 87 | 30.6 | — | 0.331 | |
| UAN2022.07 | 15.4 | 19.7 | 25.2 | 1.44 | 0.214 |