Clustering on liver ultrasound dataset
75.4AccuracyARMA-C3
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ARMA-C3Loss Function=–, lambda_con=82026.05 | 75.4 | 83.5 | 80 | 81.7 | |
| ARMALoss Function=Mod + DGI, lambda_con=0.92026.05 | 74.7 | 83 | 79.4 | 81.1 | |
| GCNLoss Function=Mod + MERIT[11], lambda_con=0.052026.05 | 74.7 | 82.5 | 80 | 81.2 | |
| GATLoss Function=Mod + DGI, lambda_con=82026.05 | 74.4 | 85.7 | 75.3 | 80 | |
| GCNLoss Function=Mod + DGI [27], lambda_con=0.0012026.05 | 73.6 | 85.6 | 73.8 | 79.3 | |
| ARMALoss Function=Cut + MERIT, lambda_con=82026.05 | 72.8 | 82.2 | 77.4 | 79.6 | |
| ARMALoss Function=Cut + DGI, lambda_con=0.092026.05 | 72.6 | 83.3 | 75.2 | 79 | |
| SpectralNetLoss Function=–, lambda_con=–2026.05 | 72.5 | 55.1 | 42 | 46.2 | |
| ARMALoss Function=Mod, lambda_con=N/A2026.05 | 72.1 | 83.6 | 73.8 | 78.4 | |
| GATLoss Function=Mod + MERIT, lambda_con=22026.05 | 72 | 85.7 | 71.2 | 77.5 | |
| GATLoss Function=Mod, lambda_con=N/A2026.05 | 71.6 | 87 | 68.8 | 76.8 | |
| PCA + K-MeansLoss Function=–, lambda_con=–2026.05 | 71.3 | 81.7 | 74.9 | 78.2 | |
| K-MeansLoss Function=–, lambda_con=–2026.05 | 71.2 | 81.7 | 74.8 | 78.1 | |
| ARMALoss Function=Cut, lambda_con=N/A2026.05 | 70.7 | 81 | 74.8 | 77.8 | |
| GATLoss Function=Cut + DGI, lambda_con=0.0012026.05 | 70.7 | 84.1 | 70.7 | 76.6 | |
| GATLoss Function=Cut + MERIT, lambda_con=0.052026.05 | 70.5 | 79.1 | 77.6 | 78.2 | |
| GCNLoss Function=Cut + MERIT, lambda_con=0.052026.05 | 70.4 | 85.5 | 68.3 | 75.9 | |
| TANGOLoss Function=–, lambda_con=–2026.05 | 69.4 | 76.3 | 71 | 73.6 | |
| GCNLoss Function=Mod [29], lambda_con=N/A2026.05 | 69.2 | 85.2 | 66.5 | 74.7 | |
| GCNLoss Function=Cut + DGI, lambda_con=0.0012026.05 | 68.6 | 83.1 | 67.8 | 74.6 | |
| TokenCutLoss Function=–, lambda_con=–2026.05 | 66.6 | 82.9 | 64.6 | 72.6 | |
| GATLoss Function=Cut, lambda_con=N/A2026.05 | 65.4 | 83.1 | 62.2 | 71.1 | |
| GCNLoss Function=Cut [48], lambda_con=N/A2026.05 | 64 | 82.1 | 60.5 | 69.7 | |
| MAGILoss Function=–, lambda_con=–2026.05 | 59.8 | 82.2 | 52.8 | 63.4 |