Cuffless blood pressure estimation leaderboard
Benchmark results for cuffless blood pressure estimation from PPG.
Cuffless blood pressure
Dataset: aurora-bp · Metric: MAE (mmHg) ↓
| Rank | Method | MAE (mmHg) |
|---|---|---|
| #1 | PulseAnchor | 7.84 |
Cuffless blood pressure
Dataset: aurora-bp-htn · Metric: Accuracy ↑
| Rank | Method | Accuracy |
|---|---|---|
| #1 | Awake–sleep PPG indices + SVM | 0.811 |
Cuffless blood pressure
Dataset: cuhk-bp-htn · Metric: Accuracy ↑
| Rank | Method | Accuracy |
|---|---|---|
| #1 | Awake–sleep PPG temporal indices + SVM | 0.846 |
Cuffless blood pressure
Dataset: liu-wrist-9ch-array-121 · Metric: MAE (mmHg) ↓
| Rank | Method | MAE (mmHg) |
|---|---|---|
| #1 | 3M-BPNet | 4.84 |
Cuffless blood pressure
Dataset: mcbp-cold-pressor-23 · Metric: MAE (mmHg) ↓
| Rank | Method | MAE (mmHg) |
|---|---|---|
| #1 | McBP-Net | 4.19 |
Cuffless blood pressure
Dataset: mimic-waveform-205k · Metric: MAE (mmHg) ↓
| Rank | Method | MAE (mmHg) |
|---|---|---|
| #1 | Multiresolution U-Net @62.5 Hz | 5.24 |
Cuffless blood pressure
Dataset: ppg-bp · Metric: MAE (mmHg) ↓
| Rank | Method | MAE (mmHg) |
|---|---|---|
| #1 | PPG-Bench | 13.32 |
Cuffless blood pressure
Dataset: ppgbp-guilin · Metric: MAE (mmHg) ↓
| Rank | Method | MAE (mmHg) |
|---|---|---|
| #1 | Chowdhury GPR + ReliefF | 3.02 |
| #2 | TF-MambaNet | 12.89 |
Cuffless blood pressure
Dataset: pulsedb · Metric: MAE (mmHg) ↓
| Rank | Method | MAE (mmHg) |
|---|---|---|
| #1 | PPG-FusionNet | 7.46 |
| #2 | GPT-PPG | 8.12 |
Cuffless blood pressure
Dataset: pulsedb-calbased · Metric: MAE (mmHg) ↓
| Rank | Method | MAE (mmHg) |
|---|---|---|
| #1 | Dilated-residual attention U-Net | 3.81 |
Cuffless blood pressure
Dataset: pulsedb-vital · Metric: MAE (mmHg) ↓
| Rank | Method | MAE (mmHg) |
|---|---|---|
| #1 | ECG-PPG JEPA 345M | 8.23 |
Cuffless blood pressure
Dataset: pulsedb-vitaldb-aha6 · Metric: Accuracy ↑
| Rank | Method | Accuracy |
|---|---|---|
| #1 | Few-shot on frozen FM embeddings | 0.824 |
Cuffless blood pressure
Dataset: ring-hgcpt · Metric: SDE (mmHg) ↓
| Rank | Method | SDE (mmHg) |
|---|---|---|
| #1 | DPIKAN | 5.41 |
Cuffless blood pressure
Dataset: uci-bp · Metric: MAE (mmHg) ↓
| Rank | Method | MAE (mmHg) |
|---|---|---|
| #1 | ExpertoRhythm | 2.46 |
| #2 | Hybrid features + personalized calibration | 7.85 |
| #3 | ECG-PPG JEPA 345M | 11.94 |
Cuffless blood pressure
Dataset: uci-bp · Metric: SDE (mmHg) ↓
| Rank | Method | SDE (mmHg) |
|---|---|---|
| #1 | FiLMamba | 4.29 |
Cuffless blood pressure
Dataset: vitaldb · Metric: MAE (mmHg) ↓
| Rank | Method | MAE (mmHg) |
|---|---|---|
| #1 | TCN–BiLSTM PPG→ABP | 3.61 |
Cuffless blood pressure
Dataset: windkessel-own-10 · Metric: MAE (mmHg) ↓
| Rank | Method | MAE (mmHg) |
|---|---|---|
| #1 | Windkessel-regularized | 4.10 |