Multiple Clustering on Fruit
99.8Color NMIGCPM-G
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GCPM-GClustering Algorithm=K-Means, Known number of clusters=true, MST Traversal=false2026.06 | 99.8 | 100 | 100 | 100 | 99.9 | 100 | |
| GCPM-EClustering Algorithm=K-Means, Known number of clusters=true, MST Traversal=false2026.06 | 98.8 | 99.9 | 100 | 100 | 99.4 | 100 | |
| GCPM-E + MST TraversalClustering Algorithm=HDBSCAN, Known number of clusters=false, MST Traversal=true2026.06 | 97.6 | 97.3 | 100 | 100 | 98.8 | 98.6 | |
| GCPM-IClustering Algorithm=K-Means, Known number of clusters=true, MST Traversal=false2026.06 | 97.4 | 98.6 | 100 | 100 | 98.7 | 99.3 | |
| Multi-SubKnown number of clusters=true2026.06 | 96.9 | 99.6 | 100 | 100 | 98.5 | 99.8 | |
| GCPM-G + MST TraversalClustering Algorithm=HDBSCAN, Known number of clusters=false, MST Traversal=true2026.06 | 95.3 | 97.2 | 100 | 100 | 97.7 | 98.6 | |
| GCPM-I + MST TraversalClustering Algorithm=HDBSCAN, Known number of clusters=false, MST Traversal=true2026.06 | 94.5 | 96.7 | 96.7 | 98.8 | 95.6 | 97.8 | |
| DDMCKnown number of clusters=true2026.06 | 89.7 | 93.8 | 37.6 | 76.2 | 63.7 | 85 | |
| Multi-MaPKnown number of clusters=true2026.06 | 86.2 | 95.3 | 100 | 100 | 93.1 | 97.6 | |
| AugDMCKnown number of clusters=true2026.06 | 85.2 | 91.1 | 35.5 | 74 | 60.4 | 82.6 | |
| iMClustsKnown number of clusters=true2026.06 | 73.5 | 86.3 | 30.3 | 67.4 | 51.9 | 76.9 | |
| ENRCKnown number of clusters=true2026.06 | 71 | 85.1 | 31.9 | 65.4 | 51.5 | 75.3 | |
| MSCKnown number of clusters=true2026.06 | 68.9 | 80.5 | 16.3 | 60.5 | 42.6 | 70.5 | |
| MCVKnown number of clusters=true2026.06 | 62.7 | 76.9 | 27.3 | 66 | 45 | 71.5 | |
| GCPM-EClustering Algorithm=HDBSCAN, Known number of clusters=false, MST Traversal=false2026.06 | 48.2 | 69.7 | 48.9 | 70.3 | 48.6 | 70 | |
| GCPM-GClustering Algorithm=HDBSCAN, Known number of clusters=false, MST Traversal=false2026.06 | 46.2 | 68.4 | 47.1 | 68.8 | 46.7 | 68.6 | |
| GCPM-IClustering Algorithm=HDBSCAN, Known number of clusters=false, MST Traversal=false2026.06 | 41.9 | 67.5 | 47.2 | 68.9 | 44.6 | 68.2 |