Unsupervised Clustering on BreastMNIST
76.7AccuracyPCA + K-Means
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PCA + K-Means2026.05 | 76.7 | 75 | 63.3 | 68.7 | |
| ARMA-C3Loss Function=-, λcon=0.0012026.05 | 73.1 | 73.1 | 97.9 | 84.4 | |
| EmbeddingLoss Function=-, λcon=-2026.05 | 72.8 | 72.7 | 95.2 | 83.9 | |
| ARMALoss Function=Cut + MERIT, λcon=0.0012026.05 | 72.2 | 73.3 | 97.7 | 83.7 | |
| ARMALoss Function=Mod + DGI, λcon=0.012026.05 | 71.2 | 67.8 | 58.1 | 52.3 | |
| MAGI2026.05 | 66.1 | 72.4 | 86.7 | 78.9 | |
| ARMALoss Function=Cut + DGI, λcon=0.012026.05 | 66 | 73.3 | 54.7 | 54.4 | |
| GATLoss Function=Mod + DGI, λcon=0.0012026.05 | 65 | 59.6 | 49.3 | 50.1 | |
| GATLoss Function=Cut + MERIT, λcon=0.52026.05 | 62.8 | 78.8 | 67.8 | 72 | |
| GATLoss Function=Cut + DGI, λcon=0.0012026.05 | 62 | 68.1 | 35.6 | 41.8 | |
| GCNLoss Function=Cut + MERIT, λcon=0.012026.05 | 62 | 73.1 | 76.8 | 74.5 | |
| GCNLoss Function=Mod + MERIT, λcon=0.012026.05 | 61.9 | 72.4 | 77.1 | 74.5 | |
| SpectralNet2026.05 | 61.6 | 72.2 | 47.2 | 52.8 | |
| GATLoss Function=Mod + MERIT, λcon=0.52026.05 | 61 | 78.8 | 64.7 | 70.5 | |
| GCNLoss Function=Cut + DGI, λcon=0.0012026.05 | 60.4 | 76.2 | 67.4 | 67 | |
| GCNLoss Function=Mod + DGI, λcon=0.0012026.05 | 60.1 | 63.3 | 42.1 | 50.6 | |
| Token-Cut2026.05 | 58 | 82.5 | 53.9 | 65.2 | |
| TANGO2026.05 | 58 | 82.5 | 53.9 | 65.2 | |
| ARMALoss Function=Mod, λcon=N/A2026.05 | 58 | 78 | 60.1 | 67 | |
| ARMALoss Function=Cut, λcon=N/A2026.05 | 58 | 76 | 62.2 | 68.4 | |
| GCNLoss Function=Mod, λcon=N/A2026.05 | 57.6 | 78.7 | 57.6 | 66.5 | |
| GATLoss Function=Mod, λcon=N/A2026.05 | 57.5 | 80.6 | 55.2 | 65.5 | |
| GATLoss Function=Cut, λcon=N/A2026.05 | 54.9 | 78.1 | 53.3 | 63.3 | |
| GCNLoss Function=Cut, λcon=N/A2026.05 | 54.5 | 77.6 | 53 | 63 | |
| K-Means2026.05 | 54.1 | 73.1 | 61.9 | 65.7 |