Parkinson's Disease Detection on PC-GITA (subject-level)
91.24F1-scoreProposed multi-branch context-guided cross-modal attention framework
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Proposed multi-branch context-guided cross-modal attention frameworkbackbone=HuBERT2026.06 | 91.24 | 93.99 | 89 | 91.51 | 93.89 | 95.97 | |
| La Quatra et al.architecture=bilingual dual-head2026.06 | 90 | — | 91.67 | 90 | 88.33 | — | |
| Method in [19]task=text-reading, classifier=FFNN2026.06 | 87 | — | — | — | — | 95 | |
| Purohit et al.backbone=Whisper, fine-tuning=LoRA, rank=162026.06 | 85 | 86.36 | 85.34 | 83.63 | — | — | |
| López et al.task=monologue, features=MFCC-based and articulation-related2026.06 | 84 | — | — | 84 | — | 90.08 |