AD Classification on ADNI CT+AMY+FDG
91AccuracyMuHL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MuHLCategory=Hypergraph based model2026.06 | 91 | 92.9 | 90.1 | 91 | |
| BrainNetTFCategory=Graph based method2026.06 | 89.2 | 91.4 | 86.6 | 87.8 | |
| ALTERCategory=Graph based method2026.06 | 89.1 | 87.6 | 85.6 | 86 | |
| dwHGCNCategory=Hypergraph based model2026.06 | 88.8 | 91.4 | 86.9 | 88.5 | |
| UniGCNIICategory=Hypergraph based model2026.06 | 88.6 | 89.4 | 86.6 | 77.5 | |
| GATCategory=Graph based method2026.06 | 86.8 | 89.4 | 85.6 | 86.9 | |
| HNHNCategory=Hypergraph based model2026.06 | 86.8 | 89.2 | 85.9 | 86.8 | |
| HyBRiDCategory=Hypergraph based model2026.06 | 86.5 | 84.7 | 86.8 | 85.2 | |
| GCNCategory=Graph based method2026.06 | 84.9 | 85.3 | 80.3 | 81.9 | |
| HGNNCategory=Hypergraph based model2026.06 | 84.3 | 88.3 | 83.3 | 84.9 | |
| SGCNCategory=Graph based method2026.06 | 81.2 | 85.2 | 81.8 | 82.8 | |
| BioBGTCategory=Graph based method2026.06 | 79.2 | 78.5 | 77.3 | 77.1 | |
| GCNIICategory=Graph based method2026.06 | 78.8 | 86.9 | 77.1 | 79.9 | |
| BrainGBCategory=Graph based method2026.06 | 78.8 | 84 | 77.7 | 79.5 | |
| HyperGTCategory=Hypergraph based model2026.06 | 78.3 | 82.2 | 69.4 | 73.4 | |
| IBGNNCategory=Graph based method2026.06 | 75.4 | 81.2 | 77.6 | 78.3 |