ADNI
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
ADNI Longitudinal T1-weighted brain MRI (MCI & AD)
29.52PSNR
7
ADNI Longitudinal T1-weighted brain MRI (Cognitively Normal (CN))
29.82PSNR
7
ADNI-2 (test)
84.9Accuracy
7
ADNI Cross-sectional sMCI pMCI
78.3BACC
7
ADNI Fluency score (test)
0.483Average MSE
6
ADNI
93.7SSIM
6
ADNI (AD group)
0.028MAE (Hippocampus)
6
ADNI (10-fold cross-val)
80.3AUROC
6
ADNI (test)
0.708Accuracy
6
ADNI
0.778Correlation (rho_r)
6
ADNI EMCI vs LMCI (15% test)
85.22Accuracy
6
ADNI AD vs NC (15% test)
92.11Accuracy
6
ADNI (test)
0.8Equivariance Gap (∆Eq)
6
ADNI -> OASIS Zero-shot transfer
83.55F1 Score
6
ADNI Study 2 Multi-modal Study (test)
3.32Test MSE
5
ADNI Study 1: Heterogeneous Sources (test)
3.952Test MSE
5
ADNI MMSE (5-fold cross val)
0P Value
5
ADNI ADAS13 (5-fold cross val)
0P Value
5
ADNI ADAS11 (5-fold cross validation)
0P value
5
ADNI CDR-SOB (5-fold cross validation)
0P-value
5
ADNI1 in-sample 2006–2008 (test)
50.82mF1
5
ADNI (test)
0.09MAE (b)
5
ADNI
0.241FID
5
ADNI 258 subjects (test)
93.7DX (%)
5
ADNI Internal (test)
0.003MSE
5