Unsupervised Clustering on PneumoniaMNIST
91.9AccuracyGCN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GCNLoss Function=Mod + MERIT, lambda_con=0.0052026.05 | 91.9 | 94.5 | 90.8 | 92.6 | |
| ARMALoss Function=Cut + DGI, lambda_con=0.12026.05 | 91.5 | 97 | 87.5 | 92 | |
| GCNLoss Function=Mod, lambda_con=N/A2026.05 | 91.4 | 96.2 | 88 | 91.9 | |
| GCNLoss Function=Mod + DGI, lambda_con=0.0012026.05 | 91.4 | 95.9 | 88.4 | 92 | |
| ARMALoss Function=Mod + DGI, lambda_con=0.32026.05 | 91.4 | 96.3 | 87.9 | 91.9 | |
| GATLoss Function=Mod + MERIT, lambda_con=0.0092026.05 | 91.4 | 94.7 | 89.5 | 92.1 | |
| EmbeddingLoss Function=—, lambda_con=-2026.05 | 91.4 | 96.5 | 86 | 90.9 | |
| GCNLoss Function=Cut, lambda_con=N/A2026.05 | 91.3 | 97.1 | 87.1 | 91.8 | |
| GATLoss Function=Mod, lambda_con=N/A2026.05 | 91.2 | 96.1 | 87.7 | 91.7 | |
| GATLoss Function=Mod + DGI, lambda_con=0.052026.05 | 91.1 | 95.6 | 88.2 | 91.7 | |
| GATLoss Function=Cut + DGI, lambda_con=0.12026.05 | 91.1 | 95.4 | 88.3 | 91.7 | |
| ARMA-C3Loss Function=—, lambda_con=52026.05 | 91 | 97.1 | 86.5 | 91.5 | |
| ARMALoss Function=Mod, lambda_con=N/A2026.05 | 90.9 | 96.1 | 87.2 | 91.4 | |
| GATLoss Function=Cut, lambda_con=N/A2026.05 | 90.6 | 96.4 | 86.4 | 91.1 | |
| ARMALoss Function=Cut + MERIT, lambda_con=0.0052026.05 | 90.5 | 96.5 | 86.1 | 91 | |
| ARMALoss Function=Cut, lambda_con=N/A2026.05 | 90.4 | 96.2 | 86.2 | 90.9 | |
| SpectralNetLoss Function=—, lambda_con=—2026.05 | 90.3 | 56.9 | 49.2 | 52.7 | |
| GCNLoss Function=Cut + DGI, lambda_con=0.12026.05 | 90.1 | 96.1 | 85.8 | 90.7 | |
| TANGOLoss Function=—, lambda_con=—2026.05 | 90 | 96.1 | 85.5 | 90.5 | |
| GATLoss Function=Cut + MERIT, lambda_con=0.0052026.05 | 90 | 90.5 | 90.5 | 90.5 | |
| K-MeansLoss Function=—, lambda_con=—2026.05 | 89.9 | 96.9 | 84.7 | 90.4 | |
| MAGILoss Function=—, lambda_con=—2026.05 | 89.4 | 89.7 | 91.6 | 90.6 | |
| PCA + K-MeansLoss Function=—, lambda_con=—2026.05 | 88.8 | 96.1 | 83.2 | 89.2 | |
| Token-CutLoss Function=—, lambda_con=—2026.05 | 88.5 | 95.4 | 83.4 | 89 | |
| GCNLoss Function=Cut + MERIT, lambda_con=0.00012026.05 | 80.9 | 98.6 | 66.7 | 79.5 |