Hierarchical Clustering on mnist
82.18Running Time (s)Centroid0.1
Evaluation Results
| Method | Links | |
|---|---|---|
| Centroid0.1Library=[4] implementation2026.02 | 82.18 | |
| Chamfer (Ch_eta)Library=This paper (optimized C++)2026.02 | 400.839 | |
| Chamfer (Ch)Library=This paper (optimized C++)2026.02 | 404.205 | |
| Chamfer (Ch_sigma)Library=This paper (optimized C++)2026.02 | 414.059 | |
| Chamfer (Ch_eta_sigma)Library=This paper (optimized C++)2026.02 | 418.027 | |
| Single LinkageLibrary=This paper (optimized C++)2026.02 | 420.275 | |
| Average LinkageLibrary=This paper (optimized C++)2026.02 | 442.576 | |
| Complete LinkageLibrary=This paper (optimized C++)2026.02 | 467.352 | |
| Centroid LinkageLibrary=This paper (optimized C++)2026.02 | 478.971 | |
| Ward's LinkageLibrary=This paper (optimized C++)2026.02 | 492.32 | |
| Single LinkageLibrary=fastcluster2026.02 | 1,239.04 | |
| Centroid LinkageLibrary=fastcluster2026.02 | 1,265.57 | |
| Average LinkageLibrary=fastcluster2026.02 | 1,299.97 | |
| Complete LinkageLibrary=fastcluster2026.02 | 1,300.08 | |
| Ward's LinkageLibrary=fastcluster2026.02 | 1,302.19 | |
| Complete LinkageLibrary=scikit-learn2026.02 | 1,489.73 | |
| Average LinkageLibrary=scikit-learn2026.02 | 1,504.08 | |
| Ward's LinkageLibrary=scikit-learn2026.02 | 1,506.62 | |
| Single LinkageLibrary=scikit-learn2026.02 | 2,555.94 |