fMRI classification on MDD AAL atlas parcellation (test)
70.84AccuracyDSFM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DSFMData Augmentation Setting=R. + Synth. 1×2026.05 | 70.84 | 70.84 | 70.99 | 70.77 | 71.49 | |
| Diffusion TSData Augmentation Setting=R. + Synth. 1×2026.05 | 67.29 | 67.29 | 67.55 | 67.21 | 64.57 | |
| T2I-DiffData Augmentation Setting=R. + Synth. 1×2026.05 | 66.87 | 66.87 | 67.06 | 66.83 | 67.26 | |
| TimeGANData Augmentation Setting=R. + Synth. 1×2026.05 | 66.78 | 66.78 | 67.14 | 66.48 | 67.26 | |
| 2D-DCGANData Augmentation Setting=R. + Synth. 3×2026.05 | 62.88 | 62.88 | 63.12 | 62.48 | 62.67 | |
| W/O Aug.Data Augmentation Setting=Real (R.)2026.05 | 58.9 | 58.9 | 59.56 | 58.39 | 59 | |
| Vanilla-GANData Augmentation Setting=R. + Synth. 3×2026.05 | 58.86 | 58.86 | 59.91 | 57.64 | 58.57 |