Clustering on MNIST 10K (ARI, AMI)
0.98ARIOurs
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Oursruns=averaged over ten runs2026.06 | 0.98 | — | |
| TBM-P2026.05 | 0.961 | 0.968 | |
| LSruns=averaged over ten runs2026.06 | 0.95 | — | |
| DBSCANruns=averaged over ten runs2026.06 | 0.91 | — | |
| SR-PCM-HDP2026.05 | 0.832 | 0.88 | |
| S-KMruns=averaged over ten runs2026.06 | 0.82 | — | |
| DECruns=averaged over ten runs2026.06 | 0.82 | — | |
| KMruns=averaged over ten runs2026.06 | 0.81 | — | |
| GMMruns=averaged over ten runs2026.06 | 0.81 | — | |
| COP-KMruns=averaged over ten runs2026.06 | 0.81 | — | |
| Aggruns=averaged over ten runs2026.06 | 0.81 | — | |
| DipEncruns=averaged over ten runs2026.06 | 0.81 | — | |
| PHIDA2026.05 | 0.8 | 0.891 | |
| C-KMruns=averaged over ten runs2026.06 | 0.79 | — | |
| DipNSubruns=averaged over ten runs2026.06 | 0.79 | — | |
| PHIDAEnvironment=Nonstationary, Runs=30 independent2026.05 | 0.736 | 0.86 | |
| IDAT2026.05 | 0.677 | 0.806 | |
| CAEA2026.05 | 0.666 | 0.826 | |
| IDATEnvironment=Nonstationary, Runs=30 independent2026.05 | 0.644 | 0.793 | |
| SOINN+Environment=Nonstationary, Runs=30 independent2026.05 | 0.602 | 0.703 | |
| GNGEnvironment=Nonstationary, Runs=30 independent2026.05 | 0.573 | 0.759 | |
| GNG2026.05 | 0.565 | 0.774 | |
| CAEEnvironment=Nonstationary, Runs=30 independent2026.05 | 0.557 | 0.732 | |
| SOINN+2026.05 | 0.48 | 0.739 | |
| G-CEALS2026.05 | 0.442 | 0.69 | |
| DDVFA2026.05 | 0.371 | 0.569 | |
| CAEAEnvironment=Nonstationary, Runs=30 independent2026.05 | 0.363 | 0.598 | |
| CAE2026.05 | 0.322 | 0.624 | |
| TableDC2026.05 | 0.313 | 0.583 | |
| TC2026.05 | 0.294 | 0.694 | |
| DDVFAEnvironment=Nonstationary, Runs=30 independent2026.05 | 0 | 0 |