Heart Rate Estimation on WildPPG
8.37MAE (BPM)Temp-ResNet
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Temp-ResNetLearning Paradigm=Supervised2024.12 | 8.37 | 14.72 | 45.5 | |
| 1D ResNetLearning Paradigm=Supervised2024.12 | 8.62 | 15 | 42.41 | |
| DCLLearning Paradigm=Supervised2024.12 | 8.64 | 14.73 | 41.39 | |
| LSTMLearning Paradigm=Supervised2024.12 | 9.28 | 15.14 | 36.96 | |
| FCNLearning Paradigm=Supervised2024.12 | 9.79 | 15.62 | 35.68 | |
| TransformerLearning Paradigm=Supervised2024.12 | 10.06 | 16.23 | 32.07 | |
| TS2VecLearning Paradigm=Self-supervised2024.12 | 10.55 | 16.52 | 26.31 | |
| PWDLearning Paradigm=Heuristic2024.12 | 11.72 | 19.57 | 25.19 | |
| TS-TCCLearning Paradigm=Self-supervised2024.12 | 12.64 | 17.72 | 18.71 | |
| MSPTDLearning Paradigm=Heuristic2024.12 | 13.3 | 21.19 | 21.37 | |
| BYOLLearning Paradigm=Self-supervised2024.12 | 14.11 | 18.42 | 12.5 | |
| NNCLRLearning Paradigm=Self-supervised2024.12 | 14.46 | 18.43 | 11.54 | |
| VICRegLearning Paradigm=Self-supervised2024.12 | 15.37 | 19.2 | 9.3 | |
| SimCLRLearning Paradigm=Self-supervised2024.12 | 15.75 | 19.81 | 8.12 | |
| Barlow TwinsLearning Paradigm=Self-supervised2024.12 | 16.14 | 20.21 | 9.13 | |
| FCNevaluation_protocol=cross-dataset (leave-one-dataset-out)2024.12 | 16.35 | 26.77 | 11.53 | |
| LSTMevaluation_protocol=cross-dataset (leave-one-dataset-out)2024.12 | 16.79 | 28.57 | 8.97 | |
| Transformerevaluation_protocol=cross-dataset (leave-one-dataset-out)2024.12 | 17.25 | 30.98 | 6.72 | |
| FFTLearning Paradigm=Heuristic2024.12 | 17.62 | 28.68 | 12.11 | |
| 1D ResNetevaluation_protocol=cross-dataset (leave-one-dataset-out)2024.12 | 18.12 | 26.33 | 12.33 | |
| DCLevaluation_protocol=cross-dataset (leave-one-dataset-out)2024.12 | 18.43 | 29.32 | 10.68 | |
| HeartPyLearning Paradigm=Heuristic2024.12 | 18.49 | 30.15 | 14.7 | |
| qppgfastLearning Paradigm=Heuristic2024.12 | 19.32 | 29.94 | 21.27 | |
| UPDLearning Paradigm=Unsupervised2024.12 | 23.12 | 25.1 | 7.39 | |
| AutocorrelationLearning Paradigm=Heuristic2024.12 | 28.43 | 35.23 | -3.06 |