Gender Classification on ABCD
80.75AccuracyBrainWorld F+S-prior
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BrainWorld F+S-priorModality=F+S, Full fine-tuning=true2026.06 | 80.75 | 80.75 | |
| BrainWorld FModality=F, Full fine-tuning=true2026.06 | 79.43 | 79.42 | |
| Omni-fMRIModality=F, Full fine-tuning=true2026.06 | 77.01 | 76.91 | |
| NeuroSTORMModality=F, Full fine-tuning=true2026.06 | 76.51 | 76.24 | |
| Brain HarmonyModality=F+S, Full fine-tuning=true2026.06 | 75.17 | 75.16 | |
| Brain Harmony-SModality=S, Full fine-tuning=true2026.06 | 74.33 | 73.96 | |
| BrainWorld_F+S-priorModality=F + S, Frozen backbone=true2026.06 | 74.09 | 74.1 | |
| Omni-fMRIModality=F, Frozen backbone=true2026.06 | 73.96 | 73.74 | |
| Brain HarmonyModality=F + S, Frozen backbone=true2026.06 | 70.13 | 69.42 | |
| Brain Harmony-SModality=S, Frozen backbone=true2026.06 | 69.87 | 67.09 | |
| BrainWorld_FModality=F, Frozen backbone=true2026.06 | 69.81 | 69.8 | |
| SlimBrainModality=F, Full fine-tuning=true2026.06 | 67.92 | 67.18 | |
| SlimBrainModality=F, Frozen backbone=true2026.06 | 67.92 | 67.18 | |
| BrainWorld_F+S-concatModality=F + S, Frozen backbone=true2026.06 | 67.31 | 67.25 | |
| SWIFTModality=F, Full fine-tuning=true2026.06 | 66.67 | 68.69 | |
| BrainIACModality=S, Frozen backbone=true2026.06 | 65.76 | 65.69 | |
| NeuroSTORMModality=F, Frozen backbone=true2026.06 | 63.06 | 60.76 | |
| Brain-DiTModality=F, Full fine-tuning=true2026.06 | 61.67 | 60.01 | |
| SWIFTModality=F, Frozen backbone=true2026.06 | 59.31 | 58.16 | |
| BrainLMModality=F, Full fine-tuning=true2026.06 | 59.24 | 58.74 | |
| BrainMassModality=F, Full fine-tuning=true2026.06 | 57.92 | 57.86 | |
| Brain-DiTModality=F, Frozen backbone=true2026.06 | 55.47 | 52.37 |