Sex Classification on UKBioBank
97.77Balanced AccuracyBrainMT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BrainMT2025.06 | 97.77 | 97.91 | 99.2 | — | |
| SwiFT2025.06 | 97.69 | 97.45 | 99.4 | — | |
| TFF2025.06 | 95.46 | 96.11 | 99.3 | — | |
| BrainGNN2025.06 | 89.71 | 89.85 | 95.8 | — | |
| Brain-SemantoksProtocol=Linear Probing2025.12 | 87.52 | — | — | — | |
| Brain-SemantoksEvaluation Protocol=linear probe2025.12 | 87.52 | — | — | — | |
| Brain-SemantoksEvaluation Protocol=Linear Probing2025.12 | 87.52 | — | — | — | |
| BrainNetTF2025.06 | 87.38 | 87.92 | 95.1 | — | |
| Brain-SemantoksProtocol=Fine-tuning2025.12 | 87.13 | — | — | — | |
| Brain-SemantoksEvaluation Protocol=Fine-tuning2025.12 | 87.13 | — | — | — | |
| BrainLMEvaluation Protocol=linear probe2025.12 | 86.71 | — | — | — | |
| Brain-JEPAProtocol=Supervised2025.12 | 86.7 | — | — | — | |
| Brain-JEPAEvaluation Protocol=Linear Probing2025.12 | 86.7 | — | — | — | |
| BrainLMProtocol=Supervised2025.12 | 85.75 | — | — | — | |
| BrainLMEvaluation Protocol=Linear Probing2025.12 | 85.75 | — | — | — | |
| BrainNetCNN2025.06 | 84.82 | 85.78 | 92.4 | — | |
| Brain-JEPAEvaluation Protocol=linear probe2025.12 | 83.23 | — | — | — | |
| FCProtocol=Supervised2025.12 | 80.63 | — | — | — | |
| FCEvaluation Protocol=Supervised2025.12 | 80.63 | — | — | — | |
| BolTProtocol=Supervised2025.12 | 80.3 | — | — | — | |
| BolTEvaluation Protocol=Supervised2025.12 | 80.3 | — | — | — | |
| XG-Boost2025.06 | 78.27 | 79.15 | 86.3 | — | |
| BNTProtocol=Supervised2025.12 | 77.91 | — | — | — | |
| BNTEvaluation Protocol=Supervised2025.12 | 77.91 | — | — | — | |
| BrainMassProtocol=Supervised2025.12 | 69.72 | — | — | — | |
| BrainMassEvaluation Protocol=Linear Probing2025.12 | 69.72 | — | — | — | |
| BNT2023.07 | — | 87 | 94.8 | — | |
| BNT2026.04 | — | 92.4 | 98 | 91.9 | |
| Brain-JEPA2026.04 | — | 86.8 | 94.3 | 86.2 | |
| BrainNetCNN2023.07 | — | 86.8 | 93.8 | — | |
| BrainNetCNN2026.04 | — | 91.7 | 96.9 | 91.2 | |
| meanMLP2026.04 | — | 87.7 | 94.9 | 91.9 | |
| SwiFTTraining=from scratch2023.07 | — | 97.7 | 99.8 | — | |
| SwiFTT (time frames)=202026.04 | — | 97.4 | 99.8 | 97.2 | |
| SwiFTT (time frames)=502026.04 | — | 98.1 | 99.9 | 98 | |
| TABLeTT (time frames)=2562026.04 | — | 97.7 | 99.8 | 97.6 | |
| TFF2023.07 | — | 96.8 | 99.5 | — | |
| TFFT (time frames)=202026.04 | — | 98.3 | 99.8 | 98.2 | |
| VanillaTF2023.07 | — | 87 | 95.1 | — | |
| XGBoost2023.07 | — | 79.5 | 87.6 | — | |
| XGBoost2026.04 | — | 84.1 | 91.6 | 83 |