Metric: F1 score (higher is better)
| # | Model↕ | F1 score▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | MSPTD: MultiScale Peak & Trough Detection | 97.5 | No | - | - | Code |
| 2 | AMPD: Automatic Multiscale Peak Detection | 97.2 | No | - | - | Code |
| 3 | qppg: Adapted Onset Detector | 96.9 | No | - | - | Code |
| 4 | ABD: Automatic Beat Detection | 96.8 | No | - | - | Code |
| 5 | Pulses | 96.6 | No | - | - | Code |
| 6 | HeartPy | 95.6 | No | - | - | Code |
| 7 | SPAR: Symmetric Projection Attractor Reconstruction | 95.3 | No | - | - | Code |
| 8 | ERMA: EventRelated Moving Averages | 93.6 | No | - | - | Code |
| 9 | IMS: Incremental Merge Segmentation | 93.6 | No | - | - | Code |
| 10 | PWD: Pulse Wave Delineator | 92.9 | No | - | - | Code |
| 11 | COppg: Percentile Peak Detector | 92.4 | No | - | - | Code |
| 12 | PDA: Peak Detection Algorithm | 92.2 | No | - | - | Code |
| 13 | WFD: Wavelet Foot Delineation | 86.5 | No | - | - | Code |
| 14 | ATM: Adaptive Threshold Method | 71.1 | No | - | - | Code |
| 15 | SWT: Stationary Wavelet Transform | 59 | No | - | - | Code |