Alzheimer's Disease Classification on ADNI 137 (test)
0.7139AccuracyT1 Only (Augmented)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| T1 Only (Augmented)Experiment=T1 Only, CN=400, MCI=400, AD=400, Total=2242, Imputation=None2026.01 | 0.7139 | 0.6384 | 0.8749 | 0.8342 | 0.6663 | 0.6344 | |
| T1 Only (Augmented)Experiment=T1 Only, CN=0, MCI=250, AD=250, Total=1142, Imputation=None2026.01 | 0.7051 | 0.6257 | 0.8742 | 0.8323 | 0.6624 | 0.6246 | |
| Conditional 3D DDPM (T1 + DWI)Experiment=T1 + DWI, CN=0, MCI=200, AD=100, Total=942, Imputation=DDPM2026.01 | 0.7036 | 0.5452 | 0.8704 | 0.8318 | 0.6856 | 0.5575 | |
| T1 Only*Experiment=T1 Only*, CN=0, MCI=0, AD=0, Total=3901, Imputation=None2026.01 | 0.6891 | 0.627 | 0.8456 | 0.8428 | 0.716 | 0.6414 | |
| Conditional 3D DDPM (T1 + DWI)Experiment=T1 + DWI, CN=200, MCI=200, AD=200, Total=1242, Imputation=DDPM2026.01 | 0.6861 | 0.5814 | 0.8675 | 0.8255 | 0.6762 | 0.5764 | |
| Conditional 3D DDPM (T1 + DWI)Experiment=T1 + DWI, CN=350, MCI=350, AD=350, Total=1692, Imputation=DDPM2026.01 | 0.6832 | 0.5996 | 0.8576 | 0.8064 | 0.606 | 0.5867 | |
| T1 + DWI BaselineExperiment=T1 + DWI, CN=0, MCI=0, AD=0, Total=642, Imputation=None2026.01 | 0.6803 | 0.4613 | 0.8499 | 0.8039 | 0.423 | 0.4392 | |
| Conditional 3D DDPM (T1 + DWI)Experiment=T1 + DWI, CN=100, MCI=266, AD=408, Total=1416, Imputation=DDPM2026.01 | 0.6803 | 0.555 | 0.8677 | 0.8295 | 0.7041 | 0.5781 | |
| Conditional 3D DDPM (T1 + DWI)Experiment=T1 + DWI, CN=0, MCI=100, AD=50, Total=792, Imputation=DDPM2026.01 | 0.6788 | 0.4701 | 0.8601 | 0.8216 | 0.5513 | 0.4629 | |
| Conditional 3D DDPM (T1 + DWI)Experiment=T1 + DWI, CN=400, MCI=400, AD=400, Total=2242, Imputation=DDPM2026.01 | 0.6788 | 0.572 | 0.8675 | 0.829 | 0.6272 | 0.5797 | |
| Conditional 3D DDPM (T1 + DWI)Experiment=T1 + DWI, CN=0, MCI=200, AD=200, Total=1042, Imputation=DDPM2026.01 | 0.6774 | 0.521 | 0.8596 | 0.817 | 0.651 | 0.5275 | |
| Conditional 3D DDPM (T1 + DWI)Experiment=T1 + DWI, CN=250, MCI=250, AD=250, Total=1392, Imputation=DDPM2026.01 | 0.673 | 0.5533 | 0.8636 | 0.8283 | 0.5767 | 0.5438 | |
| Conditional 3D DDPM (T1 + DWI)Experiment=T1 + DWI, CN=100, MCI=100, AD=100, Total=942, Imputation=DDPM2026.01 | 0.6715 | 0.5048 | 0.856 | 0.8106 | 0.6084 | 0.5084 | |
| Conditional 3D DDPM (T1 + DWI)Experiment=T1 + DWI, CN=0, MCI=250, AD=250, Total=1142, Imputation=DDPM2026.01 | 0.6701 | 0.5144 | 0.8593 | 0.8235 | 0.7044 | 0.5261 | |
| Blank Imputation (T1 + DWI)Experiment=T1 + DWI, CN=0, MCI=200, AD=100, Total=942, Imputation=Blank2026.01 | 0.6701 | 0.5019 | 0.866 | 0.8317 | 0.5943 | 0.5106 | |
| Conditional 3D DDPM (T1 + DWI)Experiment=T1 + DWI, CN=0, MCI=166, AD=308, Total=1116, Imputation=DDPM2026.01 | 0.6686 | 0.5586 | 0.8571 | 0.8111 | 0.6192 | 0.549 | |
| Conditional 3D DDPM (T1 + DWI)Experiment=T1 + DWI, CN=200, MCI=366, AD=508, Total=1716, Imputation=DDPM2026.01 | 0.6672 | 0.551 | 0.8651 | 0.8322 | 0.6436 | 0.54 | |
| T1 Only BaselineExperiment=T1 Only, CN=0, MCI=0, AD=0, Total=642, Imputation=None2026.01 | 0.6642 | 0.4628 | 0.8442 | 0.8003 | 0.458 | 0.4426 | |
| AvgDX Imputation (T1 + DWI)Experiment=T1 + DWI, CN=0, MCI=200, AD=100, Total=942, Imputation=AvgDX2026.01 | 0.6613 | 0.5006 | 0.8532 | 0.8102 | 0.5776 | 0.485 | |
| Conditional 3D DDPM (T1 + DWI)Experiment=T1 + DWI, CN=300, MCI=300, AD=300, Total=1542, Imputation=DDPM2026.01 | 0.6584 | 0.5455 | 0.8673 | 0.838 | 0.6564 | 0.5395 | |
| Conditional 3D DDPM (DWI Only)Experiment=DWI Only, CN=0, MCI=250, AD=250, Total=1142, Imputation=DDPM2026.01 | 0.654 | 0.5168 | 0.8359 | 0.7918 | 0.5718 | 0.5079 | |
| Conditional 3D DDPM (T1 + DWI)Experiment=T1 + DWI, CN=0, MCI=100, AD=100, Total=842, Imputation=DDPM2026.01 | 0.6511 | 0.4725 | 0.8564 | 0.8214 | 0.5242 | 0.4699 | |
| DWI Only BaselineExperiment=DWI Only, CN=0, MCI=0, AD=0, Total=642, Imputation=None2026.01 | 0.6219 | 0.4228 | 0.8325 | 0.789 | 0.4628 | 0.41 |