Image Classification on MNIST digits 8 and 9
99.2AUCp laplace
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| p laplaceNumber of Labeled points=2002026.02 | 99.2 | 91.5 | |
| Poisson learningNumber of Labeled points=2002026.02 | 99.1 | 95.2 | |
| AUC-SpecNumber of Labeled points=2002026.02 | 99 | 92.8 | |
| Label propagationNumber of Labeled points=2002026.02 | 99 | 50.3 | |
| Poisson learningNumber of Labeled points=202026.02 | 98 | 92.7 | |
| AUC-SpecNumber of Labeled points=202026.02 | 97.6 | 91.9 | |
| Label propagationNumber of Labeled points=202026.02 | 97.5 | 49.4 | |
| p laplaceNumber of Labeled points=202026.02 | 97.5 | 85.6 | |
| Top eigenvectorsNumber of Labeled points=2002026.02 | 96.9 | 91.8 | |
| AUC-SpecNumber of Labeled points=122026.02 | 96.8 | 90.8 | |
| Label propagationNumber of Labeled points=122026.02 | 96.6 | 49.4 | |
| Poisson learningNumber of Labeled points=122026.02 | 96 | 89 | |
| p laplaceNumber of Labeled points=122026.02 | 95.6 | 84.4 | |
| Poisson learningNumber of Labeled points=102026.02 | 95.4 | 88.8 | |
| AUC-SpecNumber of Labeled points=102026.02 | 95.1 | 87.9 | |
| Poisson learningNumber of Labeled points=82026.02 | 95 | 87.7 | |
| Label propagationNumber of Labeled points=102026.02 | 94.8 | 49.4 | |
| AUC-SpecNumber of Labeled points=82026.02 | 94.7 | 87.4 | |
| Label propagationNumber of Labeled points=82026.02 | 94.5 | 49.4 | |
| p laplaceNumber of Labeled points=82026.02 | 94.1 | 79 | |
| p laplaceNumber of Labeled points=102026.02 | 93.9 | 81.5 | |
| Top eigenvectorsNumber of Labeled points=202026.02 | 91.4 | 84.5 | |
| Top eigenvectorsNumber of Labeled points=122026.02 | 89.8 | 82.3 | |
| Top eigenvectorsNumber of Labeled points=102026.02 | 86.9 | 78 | |
| Top eigenvectorsNumber of Labeled points=82026.02 | 86.5 | 77.7 |