Disease Classification on ABIDE Schaefer atlas ground-truth data augmented at three levels
71.54AccuracyDSFM
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DSFMData Augmentation Setting=R. + Synth. 1×2026.05 | 71.54 | 71.54 | 73.08 | 70.98 | 73.78 | |
| T2I-DiffData Augmentation Setting=R. + Synth. 1×2026.05 | 69.69 | 69.69 | 69.78 | 69.65 | 71.88 | |
| Diffusion TSData Augmentation Setting=R. + Synth. 1×2026.05 | 66.6 | 66.6 | 66.6 | 66.58 | 68.85 | |
| TimeGANData Augmentation Setting=R. + Synth. 1×2026.05 | 66.59 | 66.59 | 67.93 | 65.92 | 67.49 | |
| 2D-DCGANData Augmentation Setting=R. + Synth. 1×2026.05 | 65.63 | 65.63 | 66.63 | 65.26 | 68.44 | |
| Vanilla-GANData Augmentation Setting=R. + Synth. 2×2026.05 | 64.87 | 64.87 | 65.06 | 64.75 | 68.07 | |
| Real (R.)Data Augmentation Setting=W/O Aug.2026.05 | 64.67 | 64.67 | 65.77 | 64.12 | 67.28 |