Classification on ADNI CN vs AD (test)
81.17AccuracyDDPM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DDPMScore Type=DDPM2024.03 | 81.17 | 83.1 | 80.41 | — | — | |
| TemplateScore Type=Template2024.03 | 75.29 | 78.97 | 74.58 | — | — | |
| GMU2026.06 | 0.915 | — | — | 0.892 | 0.949 | |
| MLCLNet2026.06 | 0.911 | — | — | 0.89 | 0.94 | |
| ProMUSE2026.06 | 0.907 | — | — | 0.881 | 0.865 | |
| LR2026.06 | 0.906 | — | — | 0.891 | 0.969 | |
| MOGONET2026.06 | 0.906 | — | — | 0.886 | 0.961 | |
| SVM2026.06 | 0.902 | — | — | 0.869 | 0.962 | |
| NN2026.06 | 0.902 | — | — | 0.869 | 0.906 | |
| MMDynamic2026.06 | 0.902 | — | — | 0.88 | 0.951 | |
| DCP2026.06 | 0.902 | — | — | 0.876 | 0.947 | |
| GRridge2026.06 | 0.898 | — | — | 0.863 | 0.944 | |
| BPLSDA2026.06 | 0.894 | — | — | 0.868 | 0.965 | |
| CF2026.06 | 0.894 | — | — | 0.864 | 0.95 | |
| CLCLSA2026.06 | 0.885 | — | — | 0.854 | 0.947 | |
| TMC2026.06 | 0.881 | — | — | 0.855 | 0.929 | |
| RF2026.06 | 0.851 | — | — | 0.788 | 0.915 | |
| BSPLSDA2026.06 | 0.83 | — | — | 0.798 | 0.879 | |
| KNN2026.06 | 0.817 | — | — | 0.74 | 0.775 | |
| FedProx (best µ = 10−5)#Clients=32026.03 | 0.814 | — | — | 0.8126 | — | |
| FedProx (best µ = 10−5)#Clients=22026.03 | 0.804 | — | — | 0.8005 | — | |
| CL (Centralised)#Clients=–2026.03 | 0.802 | — | — | 0.7966 | — | |
| FedAvg#Clients=22026.03 | 0.792 | — | — | 0.7884 | — | |
| FedAvg#Clients=32026.03 | 0.792 | — | — | 0.7893 | — | |
| FedProx (best µ = 10−5)#Clients=42026.03 | 0.79 | — | — | 0.7858 | — | |
| FedAvg#Clients=42026.03 | 0.786 | — | — | 0.7807 | — | |
| SecAgg+#Clients=32026.03 | 0.782 | — | — | 0.7779 | — | |
| SecAgg+#Clients=42026.03 | 0.764 | — | — | 0.7592 | — |