Longitudinal Wearable Sensor Waveforms
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Health Conditions Classification | Longitudinal Wearable Sensor Waveforms | AUROC0.89 | 34 | |
| Treatment Classification | Longitudinal Wearable Sensor Waveforms | AUROC78.4 | 25 | |
| Lifestyle Classification | Longitudinal Wearable Sensor Waveforms | AUROC78.1 | 20 | |
| Demographics Classification | Longitudinal Wearable Sensor Waveforms | AUROC0.992 | 16 | |
| Condition Diagnosis (Atrial Fibrillation) | Longitudinal Wearable Sensor Waveforms Downstream Tasks WavesFM | AUROC0.823 | 4 | |
| Condition Diagnosis (COPD) | Longitudinal Wearable Sensor Waveforms Downstream Tasks WavesFM | AUROC74.9 | 4 | |
| Condition Diagnosis (Diabetes) | Longitudinal Wearable Sensor Waveforms WavesFM (Downstream Tasks) | AUROC83.6 | 4 | |
| Condition Diagnosis (Stroke) | Longitudinal Wearable Sensor Waveforms Downstream Tasks WavesFM | AUROC73.6 | 4 | |
| Condition Diagnosis (Cancer) | Longitudinal Wearable Sensor Waveforms WavesFM | AUROC0.741 | 4 | |
| Treatment Identification (Diuretics) | Longitudinal Wearable Sensor Waveforms Downstream Tasks WavesFM | AUROC0.788 | 4 | |
| Treatment Identification (Nitrates) | Longitudinal Wearable Sensor Waveforms Downstream Tasks WavesFM | AUROC0.864 | 4 | |
| Active Smoker Prediction | Longitudinal Wearable Sensor Waveforms Downstream Tasks WavesFM | AUROC78.4 | 4 | |
| Lifestyle Factor Prediction (Frequent Sugar) | Longitudinal Wearable Sensor Waveforms Downstream Tasks WavesFM | AUROC69.7 | 4 | |
| Obesity Prediction | Longitudinal Wearable Sensor Waveforms Downstream Tasks WavesFM | AUROC1 | 4 | |
| Older Age Prediction | Longitudinal Wearable Sensor Waveforms WavesFM (Downstream Tasks) | AUROC1 | 4 | |
| Sex Male Prediction | Longitudinal Wearable Sensor Waveforms Downstream Tasks WavesFM | AUROC1 | 4 |
Showing 16 of 16 rows