Sex Classification on HCP
96.28AccuracyBrainMT
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| BrainMT2025.06 | 96.28 | 96.15 | 98.7 | — | — | — | |
| TABLeTT (time frames)=2562026.04 | 93.8 | — | 98.7 | — | — | 94.3 | |
| SwiFTT (time frames)=202026.04 | 93.1 | — | 97.8 | — | — | 93.7 | |
| SwiFT2025.06 | 93.06 | 92.61 | 97.5 | — | — | — | |
| TFF2025.06 | 92.94 | 92.4 | 97.1 | — | — | — | |
| SwiFTTraining=from scratch2023.07 | 92.9 | — | 98 | — | — | — | |
| TFF2023.07 | 92.5 | — | 97.5 | — | — | — | |
| SwiFTT (time frames)=502026.04 | 92.2 | — | 97.2 | — | — | 92.9 | |
| BrainSimSiamExperimental setting=End-to-End, Masking=true2026.05 | 91.9 | — | 98 | — | — | 90.7 | |
| CGL-CNNExperimental setting=End-to-End2026.05 | 90.5 | — | 98.1 | — | — | 88.5 | |
| BrainSimSiamExperimental setting=End-to-End, Masking=false2026.05 | 90.5 | — | 97.9 | — | — | 89.2 | |
| GNN*setting=optimal2023.06 | 89.07 | — | — | — | — | — | |
| TFFT (time frames)=202026.04 | 88.1 | — | 93.7 | — | — | 89.2 | |
| BrainSimSiamExperimental setting=MLP Probe, Masking=true2026.05 | 87 | — | 93.7 | — | — | 85.6 | |
| NNsetting=optimal2023.06 | 86.67 | — | — | — | — | — | |
| BrainSimSiamExperimental setting=MLP Probe, Masking=false2026.05 | 86.6 | — | 93.3 | — | — | 85.4 | |
| BrainNetCNN2026.04 | 86.3 | — | 93.7 | — | — | 86.6 | |
| BNT2026.04 | 86.3 | — | 93.5 | — | — | 87.2 | |
| SAGE-CNNExperimental setting=Supervised2026.05 | 86 | — | 90.7 | — | — | 84.6 | |
| GAT-CNNExperimental setting=Supervised2026.05 | 85.7 | — | 89.7 | — | — | 84.6 | |
| CGL-CNNExperimental setting=MLP Probe2026.05 | 85.4 | — | 92.8 | — | — | 84.1 | |
| BrainGNN2025.06 | 84.73 | 84.26 | 90.1 | — | — | — | |
| meanMLP2026.04 | 84.5 | — | 91.5 | — | — | 85.5 | |
| GCN-CNNExperimental setting=Supervised2026.05 | 83.5 | — | 88.7 | — | — | 82.6 | |
| BrainNetTF2025.06 | 82.87 | 81.55 | 89.3 | — | — | — | |
| XGBoost2026.04 | 82.2 | — | 89 | — | — | 83.7 | |
| k-GNNsetting=optimal2023.06 | 82.13 | — | — | — | — | — | |
| M3D-BFSModality=FC, SC2026.04 | 81.21 | — | 80.8 | 76.14 | 82.5 | 76.75 | |
| BNT2023.07 | 81 | — | 88 | — | — | — | |
| Cross-GNNModality=FC, SC2026.04 | 78.93 | — | 79.82 | 73.53 | 85.04 | 76.81 | |
| Generalsetting=optimal2023.06 | 78.89 | — | — | — | — | — | |
| RH-BrainFSModality=FC, SC2026.04 | 78.63 | — | 78.42 | 75.59 | 81.25 | 76.49 | |
| ResGCNsetting=optimal2023.06 | 78.33 | — | — | — | — | — | |
| VanillaTF2023.07 | 77.9 | — | 85.2 | — | — | — | |
| NeuroPathModality=FC, SC2026.04 | 77.77 | — | 77.81 | 75.24 | 80.38 | 75.78 | |
| SAGEsetting=optimal2023.06 | 77.69 | — | — | — | — | — | |
| BrainNetCNN2023.07 | 77.1 | — | 84.9 | — | — | — | |
| BrainNetCNN2025.06 | 76.94 | 75.41 | 82.3 | — | — | — | |
| UniMPsetting=optimal2023.06 | 76.67 | — | — | — | — | — | |
| SGCsetting=optimal2023.06 | 76.48 | — | — | — | — | — | |
| CNNsetting=optimal2023.06 | 76.39 | — | — | — | — | — | |
| GATsetting=optimal2023.06 | 76.2 | — | — | — | — | — | |
| GINsetting=optimal2023.06 | 75.56 | — | — | — | — | — | |
| GCNsetting=optimal2023.06 | 75.46 | — | — | — | — | — | |
| AL-NEGATModality=FC, SC2026.04 | 75.12 | — | 78.66 | 72.86 | 84.46 | 76.13 | |
| SVMModality=FC, SC2026.04 | 74.49 | — | 74.25 | 71.18 | 77.32 | 71.96 | |
| Brain-JEPA2026.04 | 73.9 | — | 80.9 | — | — | 76.1 | |
| MMGNNModality=FC, SC2026.04 | 73.33 | — | 73.17 | 71.17 | 75.17 | 71.1 | |
| CGLExperimental setting=End-to-End2026.05 | 73 | — | 82.6 | — | — | 72.7 | |
| BrainNPTModality=SC2026.04 | 70.74 | — | 70.11 | 68.95 | 70.02 | 68.16 | |
| RFsetting=optimal2023.06 | 69.9 | — | — | — | — | — | |
| CGLExperimental setting=MLP Probe2026.05 | 69.8 | — | 76 | — | — | 66.7 | |
| XGBoost2023.07 | 68.5 | — | 75.5 | — | — | — | |
| XG-Boost2025.06 | 68.43 | 67.86 | 73.2 | — | — | — | |
| Random ForestModality=FC, SC2026.04 | 68.24 | — | 67.26 | 54.88 | 79.64 | 61.31 | |
| GCNModality=SC2026.04 | 68.23 | — | 69.61 | 66.22 | 72.27 | 67.91 | |
| BrainNPTModality=FC2026.04 | 67.78 | — | 66.97 | 60.67 | 73.98 | 59.15 | |
| GCNModality=FC2026.04 | 64.03 | — | 63.38 | 55.01 | 71.75 | 57.15 | |
| Chebsetting=optimal2023.06 | 59.07 | — | — | — | — | — |