Brain Disorder Classification on ADNI (Five-fold cross-validation)
93.2AccuracyMuHL
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MuHLCategory=Hypergraph based method2026.06 | 93.2 | 95.4 | 94.2 | 94.7 | — | — | |
| ALTERCategory=Graph based method, Note=Methods for brain network analysis2026.06 | 90.8 | 93.3 | 89.6 | 90.9 | — | — | |
| dwHGCNCategory=Hypergraph based method, Note=Methods for brain network analysis2026.06 | 90.2 | 87.2 | 86.3 | 86.2 | — | — | |
| UniGCNIICategory=Hypergraph based method2026.06 | 89.6 | 91.1 | 88 | 89.9 | — | — | |
| BrainNetTFCategory=Graph based method, Note=Methods for brain network analysis2026.06 | 89.4 | 88.9 | 84.6 | 85.8 | — | — | |
| GATCategory=Graph based method2026.06 | 89.2 | 92.7 | 86.6 | 88.9 | — | — | |
| HNHNCategory=Hypergraph based method2026.06 | 87.3 | 89.6 | 85.6 | 87 | — | — | |
| HyBRiDCategory=Hypergraph based method, Note=Methods for brain network analysis2026.06 | 86.6 | 87.5 | 84.3 | 84.6 | — | — | |
| GCNIICategory=Graph based method2026.06 | 86.3 | 91.2 | 85.8 | 87.4 | — | — | |
| GCNCategory=Graph based method2026.06 | 85.7 | 88.1 | 82.7 | 83.7 | — | — | |
| SGCNCategory=Graph based method, Note=Methods for brain network analysis2026.06 | 84 | 87.6 | 82.1 | 83.8 | — | — | |
| BrainGBCategory=Graph based method, Note=Methods for brain network analysis2026.06 | 83.5 | 87.1 | 80.7 | 82.2 | — | — | |
| HGNNCategory=Hypergraph based method2026.06 | 83.2 | 84.8 | 80.7 | 82.1 | — | — | |
| BQNCategory=Graph based method, Note=Methods for brain network analysis2026.06 | 81.5 | 74.3 | 72.3 | 72.6 | — | — | |
| HyperGTCategory=Hypergraph based method2026.06 | 81.5 | 92.1 | 89 | 89.9 | — | — | |
| IBGNNCategory=Graph based method, Note=Methods for brain network analysis2026.06 | 81.4 | 85.8 | 82.3 | 83.3 | — | — | |
| DHHNNCategory=Hypergraph based method2026.06 | 81.1 | 89 | 84.5 | 86.7 | — | — | |
| BioBGTCategory=Graph based method, Note=Methods for brain network analysis2026.06 | 80.3 | 79.7 | 77.3 | 77.2 | — | — | |
| DeCI2026.02 | 79.56 | 64.96 | 63 | 62.48 | 78.25 | 69.65 | |
| BrainOOD2026.02 | 78.78 | 53.14 | 51.02 | 51.09 | 79.42 | 62.69 | |
| SVM2026.02 | 75.72 | 48.27 | 49.19 | 48.49 | 83.7 | 61.07 | |
| ModernTCN2026.02 | 74.56 | 53.69 | 49.87 | 48.16 | 65.15 | 58.29 | |
| HyperDropCategory=Hypergraph based method2026.06 | 72.3 | 74.4 | 65.9 | 68.6 | — | — | |
| BrainNetTF2026.02 | 71.61 | 48.3 | 42.97 | 41.66 | 69.97 | 54.9 | |
| TimesNet2026.02 | 71.19 | 47.42 | 46.27 | 43.76 | 64.2 | 54.57 | |
| SimMVF2026.02 | 69.5 | 48.67 | 42.52 | 42.23 | 58.42 | 52.27 | |
| Leddam2026.02 | 68.31 | 50.17 | 41.75 | 40.35 | 56.79 | 51.47 | |
| PSCRAttn2026.02 | 67.75 | 46.69 | 38.74 | 36.2 | 57.62 | 49.4 | |
| BrainTGL2026.02 | 67.58 | 35.39 | 38.57 | 33.92 | 59.18 | 46.93 | |
| PatchTST2026.02 | 66.39 | 39.7 | 37.65 | 32.31 | 53.85 | 45.98 | |
| iTransformer2026.02 | 66.25 | 34.7 | 35.33 | 30.02 | 57.33 | 44.73 | |
| Random Forest2026.02 | 66.14 | 42.3 | 35.06 | 29.91 | 69.45 | 48.57 | |
| TSMixer2026.02 | 66 | 37.52 | 35.79 | 30.49 | 52.15 | 44.39 | |
| TimeMixer2026.02 | 65.39 | 34.82 | 35.52 | 29.86 | 52.57 | 43.63 | |
| MVHO2026.02 | 65.33 | 37.25 | 34.26 | 28.29 | 51.06 | 43.24 | |
| MDGL2026.02 | 64.75 | 22.91 | 33.36 | 26.26 | 50.55 | 39.57 | |
| STAGIN2026.02 | 64.72 | 21.57 | 33.33 | 26.19 | 50.17 | 39.2 | |
| BrainGNNCategory=Graph based method, Note=Methods for brain network analysis2026.06 | 43.4 | 31.8 | 28.3 | 27 | — | — |