Mobility Classification on ICU Mobility Dataset
0.83AUROC (Completely Immobile)MELON
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MELONVariant=Full2025.03 | 0.83 | 0.81 | 0.8 | 0.84 | 0.82 | |
| MELONVariant=Without Spectrogram2025.03 | 0.8 | 0.78 | 0.78 | 0.81 | 0.78 | |
| GRUInput Modality=Accelerometer Sequence2025.03 | 0.7 | 0.75 | 0.76 | 0.35 | 0.65 | |
| MLInput Modality=Activity Counts2025.03 | 0.65 | 0.68 | 0.61 | 0.5 | 0.61 | |
| Time-MoEInput Modality=Accelerometer Sequence2025.03 | 0.64 | 0.71 | 0.73 | 0.81 | 0.72 | |
| TransformerInput Modality=Accelerometer Sequence2025.03 | 0.52 | 0.73 | 0.76 | 0.28 | 0.54 | |
| MELONVariant=Without Accelerometer Sequence2025.03 | 0.23 | 0.77 | 0.74 | 0.81 | 0.63 |