Prostate Cancer classification on PI-CAI Challenge 2022 (five-fold cross-validation)
94.32AccuracyMAPI-GNN
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MAPI-GNNArchitecture=Ours2025.12 | 94.32 | 98.38 | 93.61 | 95.45 | 94.38 | 93.18 | |
| HGM2RArchitecture=GNN-based2025.12 | 92.42 | 97.98 | 92.46 | 92.42 | 92.42 | 93.94 | |
| ViTArchitecture=Transformer-based2025.12 | 90.53 | 97.28 | 85.87 | 94.91 | 91.45 | 80.69 | |
| LG-GNNArchitecture=GNN-based2025.12 | 89.77 | 97.24 | 91.49 | 89.58 | 90.53 | 90 | |
| MGNN-CMSCArchitecture=GNN-based2025.12 | 89.39 | 95.92 | 88.1 | 94.87 | 91.36 | 81.48 | |
| MSCArchitecture=CNN-based2025.12 | 85.22 | 93.8 | 87.08 | 81.81 | 84.7 | 88.63 | |
| GTADArchitecture=GNN-based2025.12 | 83 | 82 | 76.4 | 95.5 | 84.8 | 78.5 | |
| SAGEArchitecture=GNN-based2025.12 | 80.68 | 87.9 | 86.5 | 72.7 | 79 | 88.6 | |
| LFFArchitecture=CNN-based2025.12 | 80.3 | 96.05 | 92.17 | 63.64 | 76.36 | 96.97 | |
| Early-fusionArchitecture=Conventional Fusion2025.12 | 75 | 82.55 | 75 | 81.25 | 78 | 67.5 | |
| DenseNetArchitecture=CNN-based2025.12 | 73.86 | 80.78 | 72.73 | 83.33 | 77.67 | 62.5 | |
| CNNArchitecture=CNN-based2025.12 | 70.45 | 78.67 | 71.15 | 77.08 | 74 | 62.5 | |
| Late-fusionArchitecture=Conventional Fusion2025.12 | 65.91 | 65.76 | 66.67 | 75 | 70.59 | 55 |