Heart Rate Estimation on DaLiA
4.4MAETemp-ResNet
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Temp-ResNetLearning Paradigm=Supervised2024.12 | 4.4 | 9.87 | 85.9 | — | — | |
| 1D ResNetLearning Paradigm=Supervised2024.12 | 4.47 | 10.03 | 85.87 | — | — | |
| LSTMLearning Paradigm=Supervised2024.12 | 5.3 | 11.1 | 78.99 | — | — | |
| FCNLearning Paradigm=Supervised2024.12 | 6.55 | 11.24 | 83.21 | — | — | |
| Proposed PPG Foundation ModelEvaluation Protocol=5-fold cross-validation, Fold count=5, Input segment length=10s2026.06 | 7.78 | — | — | 143 | 9 | |
| TransformerLearning Paradigm=Supervised2024.12 | 7.84 | 15.06 | 68.62 | — | — | |
| TS-TCCLearning Paradigm=Self-supervised2024.12 | 8.12 | 14.89 | 67.13 | — | — | |
| BYOLEvaluation Protocol=5-fold cross-validation, Fold count=5, Input segment length=10s2026.06 | 9.08 | — | — | 176 | 10 | |
| SimCLREvaluation Protocol=5-fold cross-validation, Fold count=5, Input segment length=10s2026.06 | 9.49 | — | — | 186 | 11 | |
| TS2VecLearning Paradigm=Self-supervised2024.12 | 10.83 | 17.89 | 60.1 | — | — | |
| BYOLLearning Paradigm=Self-supervised2024.12 | 11.67 | 17.57 | 63.96 | — | — | |
| SimCLRLearning Paradigm=Self-supervised2024.12 | 12.01 | 19.46 | 58.31 | — | — | |
| HeartPyLearning Paradigm=Heuristic2024.12 | 12.25 | 18.15 | 74.97 | — | — | |
| NNCLRLearning Paradigm=Self-supervised2024.12 | 12.94 | 20.02 | 51.12 | — | — | |
| qppgfastLearning Paradigm=Heuristic2024.12 | 13.31 | 20.35 | 66.58 | — | — | |
| VICRegLearning Paradigm=Self-supervised2024.12 | 14.9 | 21.94 | 45.38 | — | — | |
| MSPTDLearning Paradigm=Heuristic2024.12 | 17.2 | 25.11 | 53.95 | — | — | |
| 1D ResNetevaluation_protocol=cross-dataset (leave-one-dataset-out)2024.12 | 17.23 | 22.1 | 0.6714 | — | — | |
| Barlow TwinsLearning Paradigm=Self-supervised2024.12 | 18.26 | 23.41 | 23.42 | — | — | |
| Transformerevaluation_protocol=cross-dataset (leave-one-dataset-out)2024.12 | 20.31 | 20.17 | 0.5521 | — | — | |
| DCLevaluation_protocol=cross-dataset (leave-one-dataset-out)2024.12 | 20.9 | 25.31 | 0.6021 | — | — | |
| LSTMevaluation_protocol=cross-dataset (leave-one-dataset-out)2024.12 | 21.59 | 23.47 | 0.6342 | — | — | |
| FCNevaluation_protocol=cross-dataset (leave-one-dataset-out)2024.12 | 24.13 | 24.56 | 0.6532 | — | — | |
| DCLLearning Paradigm=Supervised2024.12 | 26.34 | 25.53 | 80.57 | — | — | |
| UPDLearning Paradigm=Unsupervised2024.12 | 27.41 | 31.26 | 18.12 | — | — | |
| PWDLearning Paradigm=Heuristic2024.12 | 28.26 | 37.48 | 29.51 | — | — | |
| AutocorrelationLearning Paradigm=Heuristic2024.12 | 30.59 | 39.09 | 9.18 | — | — | |
| FFTLearning Paradigm=Heuristic2024.12 | 34.98 | 47.13 | 2.72 | — | — |