Fine-grained Clustering on Stanford Dogs
85.9Normalized Mutual Information (NMI)GCPM-G
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GCPM-Gclustering_algorithm=K-Means, known # of clusters=true2026.06 | 85.9 | 75.1 | |
| GCPM-G + MST Traversalclustering_algorithm=HDBSCAN, known # of clusters=false, MST Traversal=true2026.06 | 78 | — | |
| GCPM-Gclustering_algorithm=HDBSCAN, known # of clusters=false2026.06 | 76.5 | — | |
| GCPM-Eclustering_algorithm=K-Means, known # of clusters=true2026.06 | 74 | 59.8 | |
| GCPM-E + MST Traversalclustering_algorithm=HDBSCAN, known # of clusters=false, MST Traversal=true2026.06 | 72.1 | — | |
| GCPM-Eclustering_algorithm=HDBSCAN, known # of clusters=false2026.06 | 71.4 | — | |
| GCPM-Iclustering_algorithm=HDBSCAN, known # of clusters=false2026.06 | 70.1 | — | |
| GCPM-I + MST Traversalclustering_algorithm=HDBSCAN, known # of clusters=false, MST Traversal=true2026.06 | 69.7 | — | |
| GCPM-Iclustering_algorithm=K-Means, known # of clusters=true2026.06 | 68.8 | 54.5 | |
| UFCLknown # of clusters=false2026.06 | 45.8 | — | |
| DiFiCknown # of clusters=true2026.06 | 39 | 17.2 | |
| SeCuknown # of clusters=true2026.06 | 38 | 16.7 | |
| SCANknown # of clusters=true2026.06 | 35 | 12.3 | |
| MixNMatchknown # of clusters=true2026.06 | 32 | 8.9 | |
| MoCoknown # of clusters=true2026.06 | 31 | 11.5 | |
| C3-GANknown # of clusters=true2026.06 | 30 | 11.8 | |
| FineGANknown # of clusters=true2026.06 | 23 | 7.9 | |
| InfoGANknown # of clusters=true2026.06 | 21 | 6.4 | |
| OneGANknown # of clusters=true2026.06 | 21 | 7.3 | |
| SimCLRknown # of clusters=true2026.06 | 19 | 6.8 | |
| IICknown # of clusters=true2026.06 | 18 | 5 | |
| SDknown # of clusters=true2026.06 | 18 | 5.4 |