Multiple Clustering on CIFAR10-MC
55.2Type NMIGCPM-G
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GCPM-GClustering Algorithm=K-Means, Known number of clusters=true, MST Traversal=false2026.06 | 55.2 | 75.1 | 50.1 | 71.4 | 52.6 | 73.2 | |
| Multi-SubKnown number of clusters=true2026.06 | 52.7 | 73.9 | 48.3 | 71 | 50.5 | 72.5 | |
| GCPM-EClustering Algorithm=K-Means, Known number of clusters=true, MST Traversal=false2026.06 | 51.6 | 71.3 | 48.3 | 69.5 | 50 | 70.4 | |
| GCPM-IClustering Algorithm=K-Means, Known number of clusters=true, MST Traversal=false2026.06 | 50.7 | 70.9 | 47.9 | 69.5 | 49.3 | 70.2 | |
| Multi-MaPKnown number of clusters=true2026.06 | 49.7 | 71 | 46 | 67.4 | 47.9 | 69.2 | |
| GCPM-G + MST TraversalClustering Algorithm=HDBSCAN, Known number of clusters=false, MST Traversal=true2026.06 | 48.6 | 73.8 | 44.2 | 63.7 | 46.4 | 68.8 | |
| GCPM-I + MST TraversalClustering Algorithm=HDBSCAN, Known number of clusters=false, MST Traversal=true2026.06 | 47.1 | 70.2 | 42.8 | 62.1 | 45 | 66.2 | |
| GCPM-E + MST TraversalClustering Algorithm=HDBSCAN, Known number of clusters=false, MST Traversal=true2026.06 | 46.9 | 70.7 | 43.7 | 62.5 | 45.3 | 66.6 | |
| GCPM-GClustering Algorithm=HDBSCAN, Known number of clusters=false, MST Traversal=false2026.06 | 46 | 71.1 | 42.8 | 62.8 | 44.4 | 67 | |
| GCPM-IClustering Algorithm=HDBSCAN, Known number of clusters=false, MST Traversal=false2026.06 | 44.6 | 69 | 40.9 | 60.1 | 42.8 | 64.6 | |
| GCPM-EClustering Algorithm=HDBSCAN, Known number of clusters=false, MST Traversal=false2026.06 | 44.5 | 69.6 | 41.6 | 60.7 | 43.1 | 65.2 | |
| DDMCKnown number of clusters=true2026.06 | 39.9 | 58.3 | 37.8 | 55.5 | 38.9 | 56.9 | |
| AugDMCKnown number of clusters=true2026.06 | 28.6 | 45.2 | 29.3 | 46.9 | 29 | 46.1 | |
| iMClustsKnown number of clusters=true2026.06 | 20.4 | 37 | 19.2 | 36.6 | 19.8 | 36.8 | |
| ENRCKnown number of clusters=true2026.06 | 18.3 | 34.7 | 18.9 | 36 | 18.6 | 35.4 | |
| MCVKnown number of clusters=true2026.06 | 16.2 | 33.1 | 13.8 | 33.4 | 15 | 33.3 | |
| MSCKnown number of clusters=true2026.06 | 15.5 | 33 | 11.4 | 30.8 | 13.5 | 31.9 |