Positive-Unlabeled Learning on STL-10 (test)
99.39AccuracyAngularPU
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| AngularPU2025.12 | 99.39 | 99.3 | 99.17 | 99.24 | 99.95 | 99.94 | |
| WConPU2025.12 | 97.02 | 95.53 | 97.42 | 96.35 | 99.58 | 99.46 | |
| PiCO2025.12 | 95.55 | 94.36 | 95.12 | 94.75 | 98.78 | 98.55 | |
| puNCE2025.12 | 95.13 | 94.09 | 94.95 | 94.51 | 98.66 | 98.23 | |
| Dist-PU2025.12 | 94.73 | 93.35 | 93.47 | 93.41 | 98.54 | 97.96 | |
| Dense-PU2025.12 | 94.44 | 94.23 | 94.22 | 93.81 | 98.02 | 98.15 | |
| PUbN2025.12 | 94.01 | 93.01 | 93.11 | 92.98 | 98.2 | 97.66 | |
| ImbPU2025.12 | 93.88 | 92.25 | 91.66 | 92.01 | 97.98 | 97.33 | |
| Self-PU2025.12 | 93.73 | 92.12 | 92.61 | 92.22 | 91.98 | 91.98 | |
| PUSB2025.12 | 93.65 | 92.06 | 92.06 | 92.06 | 98.06 | 97.21 | |
| aPU2025.12 | 93.41 | 91.15 | 92.55 | 91.52 | 97.85 | 96.23 | |
| nnPU2025.12 | 93.38 | 91.2 | 92.34 | 91.77 | 97.69 | 97.69 | |
| uPU2025.12 | 93.13 | 90.42 | 92.62 | 91.51 | 97.95 | 97.26 | |
| RP2025.12 | 92.88 | 92.87 | 89.18 | 90.97 | 92.15 | 95.58 |