MCI-to-AD conversion prediction on ADNI
96.2AUCDISFC
Evaluation Results
| Method | Links | |
|---|---|---|
| DISFCModality=sMRI + clin. + genetic, Horizon=4 yr, NMCI=252, Validation=10-fold CV2026.05 | 96.2 | |
| Multimodal RNNModality=sMRI + CSF + cog., Horizon=2 yr, NMCI=347, Validation=5-fold CV2026.05 | 93 | |
| Multi-stream CNNModality=sMRI + clin. + APOE, Horizon=3 yr, NMCI=785, Validation=10-fold CV2026.05 | 92.5 | |
| TAFNetModality=Long. sMRI, Horizon=3 yr, NMCI=319, Validation=5-fold CV2026.05 | 91.6 | |
| ELM gradingModality=sMRI + PET + CSF + APOE, Horizon=3 yr, NMCI=476, Validation=10-fold CV2026.05 | 88.8 | |
| 3D CNNModality=sMRI, Horizon=3 yr, NMCI=345, Validation=10-fold CV2026.05 | 86.1 | |
| CNN + LSTMModality=Long. sMRI, Horizon=var., NMCI=228, Validation=5-fold CV2026.05 | 80 | |
| Meta-analysis (18 studies)Modality=Various, Horizon=var., NMCI=var., Validation=Various2026.05 | 67 | |
| SVM / CNNModality=sMRI, Horizon=3 yr, NMCI=859, Validation=External2026.05 | 62 |