Heart Rate Prediction on IEEE SPC12
3.89MAECNN Ensemble
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CNN EnsembleLearning paradigm=Supervised, Labeled data size=Entire dataset (excluding test)2023.09 | 3.89 | — | — | |
| 1D ResNetLearning Paradigm=Supervised2024.12 | 5.5 | 11.16 | 84.86 | |
| UPDLearning Paradigm=Unsupervised2024.12 | 9.3 | 16.5 | 77.6 | |
| TS2VecLearning Paradigm=Self-supervised2024.12 | 9.75 | 17.82 | 75.43 | |
| TS-TCCLearning Paradigm=Self-supervised2024.12 | 11.56 | 18.04 | 68.38 | |
| SimCLRLearning Paradigm=Self-supervised2024.12 | 12.42 | 20.96 | 60.41 | |
| NNCLRLearning Paradigm=Self-supervised2024.12 | 13.14 | 18.86 | 69.82 | |
| VICRegLearning Paradigm=Self-supervised2024.12 | 13.17 | 20.38 | 59.76 | |
| Barlow TwinsLearning Paradigm=Self-supervised2024.12 | 13.22 | 20.42 | 64.51 | |
| FFTLearning Paradigm=Heuristic2024.12 | 14.83 | 25.81 | 35.15 | |
| Finding Order in ChaosLearning paradigm=Self-Supervised2023.09 | 16.26 | 22.48 | — | |
| DCLLearning Paradigm=Supervised2024.12 | 16.5 | 21.61 | 19.9 | |
| qppgfastLearning Paradigm=Heuristic2024.12 | 17.97 | 21.99 | 32.72 | |
| LSTMLearning Paradigm=Supervised2024.12 | 18.66 | 25.02 | 56.23 | |
| BYOLLearning Paradigm=Self-supervised2024.12 | 18.71 | 25.01 | 48.82 | |
| IDAALearning paradigm=Self-Supervised2023.09 | 19.02 | 27.42 | — | |
| HeartPyLearning Paradigm=Heuristic2024.12 | 19.89 | 24.81 | 20.19 | |
| NNCLRLearning paradigm=Self-Supervised2023.09 | 20.28 | 28.23 | — | |
| MSPTDLearning Paradigm=Heuristic2024.12 | 20.35 | 25.31 | 18.22 | |
| Traditional Augs.Learning paradigm=Self-Supervised2023.09 | 20.67 | 26.35 | — | |
| GenRepLearning paradigm=Self-Supervised2023.09 | 21.02 | 28.42 | — | |
| PWDLearning Paradigm=Heuristic2024.12 | 21.16 | 26.32 | 18.75 | |
| DACLLearning paradigm=Self-Supervised2023.09 | 21.85 | 28.17 | — | |
| TransformerLearning Paradigm=Supervised2024.12 | 22 | 27.3 | 52.86 | |
| DCLLearning paradigm=Supervised, Labeled data size=Matches CL2023.09 | 22.02 | 28.44 | — | |
| PosETLearning paradigm=Self-Supervised2023.09 | 25.6 | 33.8 | — | |
| Aug. BankLearning paradigm=Self-Supervised2023.09 | 27.31 | 37.93 | — | |
| STAugLearning paradigm=Self-Supervised2023.09 | 27.44 | 35.63 | — | |
| FCNLearning Paradigm=Supervised2024.12 | 27.55 | 31.18 | 40.41 | |
| InfoMinLearning paradigm=Self-Supervised2023.09 | 36.84 | 29.78 | — | |
| AutocorrelationLearning Paradigm=Heuristic2024.12 | 41.16 | 49.81 | 3.945 |