PvN classification on Binarized CIFAR
82.7AccuracyTEDⁿ
Evaluation Results
| Method | Links | |
|---|---|---|
| TEDⁿModel=ResNet, MPE Knowledge=unknown α2021.11 | 82.7 | |
| CVIRModel=ResNet, MPE Knowledge=known α2021.11 | 82.3 | |
| CVIRModel=All Conv, MPE Knowledge=known α2021.11 | 78.1 | |
| TEDⁿModel=All Conv, MPE Knowledge=unknown α2021.11 | 77.9 | |
| nnPUModel=ResNet, MPE Knowledge=known α2021.11 | 77.2 | |
| DEDPULModel=ResNet, MPE Knowledge=unknown α, Oracle early stopping=true2021.11 | 77.1 | |
| DEDPULModel=All Conv, MPE Knowledge=unknown α, Oracle early stopping=true2021.11 | 77.1 | |
| PvUModel=ResNet, MPE Knowledge=known α, Oracle early stopping=true2021.11 | 76.9 | |
| uPUModel=ResNet, MPE Knowledge=known α, Oracle early stopping=true2021.11 | 76.7 | |
| PvUModel=All Conv, MPE Knowledge=known α, Oracle early stopping=true2021.11 | 75.8 | |
| nnPUModel=All Conv, MPE Knowledge=known α2021.11 | 73.4 | |
| uPUModel=All Conv, MPE Knowledge=known α, Oracle early stopping=true2021.11 | 72.5 | |
| CVIRModel=MLP, MPE Knowledge=known α2021.11 | 66.9 | |
| TEDⁿModel=MLP, MPE Knowledge=unknown α2021.11 | 64.2 | |
| uPUModel=MLP, MPE Knowledge=known α, Oracle early stopping=true2021.11 | 64 | |
| nnPUModel=MLP, MPE Knowledge=known α2021.11 | 63.1 | |
| DEDPULModel=MLP, MPE Knowledge=unknown α, Oracle early stopping=true2021.11 | 62.6 | |
| PvUModel=MLP, MPE Knowledge=known α, Oracle early stopping=true2021.11 | 61.6 |