Clustering on CIFAR-10 (Average Accuracy, Std Dev)
63.5Average AccuracySSLC/USLC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SSLC/USLC# Labels per class=5, Number of trials=302025.04 | 63.5 | 2.7 | |
| SSLC/USLC# Labels per class=4, Number of trials=302025.04 | 61.3 | 3.4 | |
| SSLC/USLC# Labels per class=3, Number of trials=302025.04 | 59.7 | 4.7 | |
| PoissonMBO# Labels per class=5, Number of trials=302025.04 | 57.9 | 3.2 | |
| CutSSL# Labels per class=5, Number of trials=302025.04 | 57.9 | 3.2 | |
| SSLC/USLC# Labels per class=2, Number of trials=302025.04 | 57.1 | 4.9 | |
| PoissonMBO# Labels per class=4, Number of trials=302025.04 | 56.5 | 3.5 | |
| CutSSL# Labels per class=4, Number of trials=302025.04 | 56.5 | 3.5 | |
| VolumeMBO# Labels per class=5, Number of trials=302025.04 | 55.3 | 3.8 | |
| PoissonMBO# Labels per class=3, Number of trials=302025.04 | 53.5 | 4.4 | |
| CutSSL# Labels per class=3, Number of trials=302025.04 | 53.5 | 4.4 | |
| VolumeMBO# Labels per class=4, Number of trials=302025.04 | 53.3 | 4.4 | |
| SSLC/USLC# Labels per class=1, Number of trials=302025.04 | 51.2 | 5.2 | |
| PoissonMBO# Labels per class=2, Number of trials=302025.04 | 50.2 | 6 | |
| CutSSL# Labels per class=2, Number of trials=302025.04 | 50.2 | 6 | |
| VolumeMBO# Labels per class=3, Number of trials=302025.04 | 50.1 | 5.7 | |
| p-Laplace# Labels per class=5, Number of trials=302025.04 | 49.7 | 3.8 | |
| Random Walk# Labels per class=5, Number of trials=302025.04 | 49 | 2.6 | |
| SSLC/USLC# Labels per class=0, Number of trials=302025.04 | 48.2 | 6.1 | |
| p-Laplace# Labels per class=4, Number of trials=302025.04 | 48.1 | 2.6 | |
| Random Walk# Labels per class=4, Number of trials=302025.04 | 47.5 | 2.9 | |
| VolumeMBO# Labels per class=2, Number of trials=302025.04 | 46.4 | 7.2 | |
| Random Walk# Labels per class=3, Number of trials=302025.04 | 45.1 | 3.3 | |
| WNLL# Labels per class=5, Number of trials=302025.04 | 44 | 5.5 | |
| p-Laplace# Labels per class=3, Number of trials=302025.04 | 42.1 | 3.1 | |
| Random Walk# Labels per class=2, Number of trials=302025.04 | 42 | 4.4 | |
| PoissonMBO# Labels per class=1, Number of trials=302025.04 | 41.8 | 6.5 | |
| CutSSL# Labels per class=1, Number of trials=302025.04 | 41.8 | 6.5 | |
| WNLL# Labels per class=4, Number of trials=302025.04 | 39 | 6.2 | |
| VolumeMBO# Labels per class=1, Number of trials=302025.04 | 38 | 7.2 | |
| Random Walk# Labels per class=1, Number of trials=302025.04 | 36.4 | 4.9 | |
| p-Laplace# Labels per class=2, Number of trials=302025.04 | 35 | 5.4 | |
| WNLL# Labels per class=3, Number of trials=302025.04 | 33.2 | 7 | |
| WNLL# Labels per class=2, Number of trials=302025.04 | 26.2 | 6.8 | |
| p-Laplace# Labels per class=1, Number of trials=302025.04 | 26 | 6.7 | |
| WNLL# Labels per class=1, Number of trials=302025.04 | 16.6 | 5.2 | |
| Laplace# Labels per class=5, Number of trials=302025.04 | 14.1 | 5 | |
| Laplace# Labels per class=4, Number of trials=302025.04 | 12.9 | 3.9 | |
| Laplace# Labels per class=3, Number of trials=302025.04 | 11.6 | 2.7 | |
| Laplace# Labels per class=2, Number of trials=302025.04 | 11 | 2.1 | |
| Laplace# Labels per class=1, Number of trials=302025.04 | 10.4 | 1.3 |