Alzheimer's Disease Recognition from Speech on ADReSSo 2021 (test)
85.92AccuracyVoxCog
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| VoxCogEnsemble=Average model predictions from different folds2026.01 | 85.92 | 85.9 | — | |
| FAL-ADLearning Paradigm=Federated Learning (FL), Data Augmentation=true2026.02 | 85.05 | — | 84.64 | |
| MUET-RMIT2026.01 | 84.51 | 84.5 | — | |
| FAL-ADLearning Paradigm=Federated Learning (FL), Data Augmentation=false2026.02 | 83.84 | — | 83.67 | |
| WavBERT2026.01 | 83.1 | 83 | — | |
| CogniAlignLearning Paradigm=Centralized Learning, Data Augmentation=false2026.02 | 80.12 | — | 79.46 | |
| FAL-ADLearning Paradigm=Centralized Learning (CL), Data Augmentation=true2026.02 | 79.39 | — | 79.14 | |
| Challenge Baseline2026.01 | 78.87 | 78.9 | — | |
| C-AttnLearning Paradigm=Centralized Learning, Data Augmentation=false2026.02 | 75.3 | — | 76 | |
| Whisper-MJT2026.01 | 74.65 | — | — | |
| FAL-ADLearning Paradigm=Centralized Learning (CL), Data Augmentation=false2026.02 | 74.55 | — | 73.39 | |
| PPGs-BERT2026.01 | 73.2 | — | — | |
| YingLearning Paradigm=Centralized Learning, Data Augmentation=false2026.02 | 71.2 | — | 73.1 | |
| BangLearning Paradigm=Centralized Learning, Data Augmentation=false2026.02 | 69.01 | — | 70.39 | |
| FAL-ADLearning Paradigm=Local Learning (LL), Data Augmentation=false2026.02 | 68.69 | — | 65.68 | |
| FAL-ADLearning Paradigm=Local Learning (LL), Data Augmentation=true2026.02 | 68.08 | — | 67.1 | |
| CogBench2026.01 | 66.48 | 66.1 | — |