Fine-grained Clustering on CUB Birds
89.9NMIGCPM-G
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GCPM-Gclustering_algorithm=K-Means, known # of clusters=true2026.06 | 89.9 | 72.9 | |
| GCPM-G + MST Traversalclustering_algorithm=HDBSCAN, known # of clusters=false, MST Traversal=true2026.06 | 85.9 | — | |
| GCPM-Gclustering_algorithm=HDBSCAN, known # of clusters=false2026.06 | 84.9 | — | |
| UFCLknown # of clusters=false2026.06 | 78.6 | — | |
| GCPM-E + MST Traversalclustering_algorithm=HDBSCAN, known # of clusters=false, MST Traversal=true2026.06 | 78.4 | — | |
| GCPM-Eclustering_algorithm=HDBSCAN, known # of clusters=false2026.06 | 77.9 | — | |
| GCPM-I + MST Traversalclustering_algorithm=HDBSCAN, known # of clusters=false, MST Traversal=true2026.06 | 76.3 | — | |
| GCPM-Iclustering_algorithm=HDBSCAN, known # of clusters=false2026.06 | 75.7 | — | |
| GCPM-Eclustering_algorithm=K-Means, known # of clusters=true2026.06 | 74.1 | 45.5 | |
| GCPM-Iclustering_algorithm=K-Means, known # of clusters=true2026.06 | 70.3 | 41.2 | |
| DiFiCknown # of clusters=true2026.06 | 61 | 31.7 | |
| C3-GANknown # of clusters=true2026.06 | 50 | 22.7 | |
| SeCuknown # of clusters=true2026.06 | 48 | 15.4 | |
| SCANknown # of clusters=true2026.06 | 45 | 11.9 | |
| MixNMatchknown # of clusters=true2026.06 | 42 | 13.6 | |
| SimCLRknown # of clusters=true2026.06 | 40 | 8.4 | |
| FineGANknown # of clusters=true2026.06 | 40 | 12.6 | |
| InfoGANknown # of clusters=true2026.06 | 39 | 8.6 | |
| OneGANknown # of clusters=true2026.06 | 39 | 10.1 | |
| MoCoknown # of clusters=true2026.06 | 37 | 10.2 | |
| IICknown # of clusters=true2026.06 | 36 | 7.4 | |
| SDknown # of clusters=true2026.06 | 34 | 7.6 |