| Rank | Model |
MAE for SBP [mmHg] | MAE for DBP [mmHg] | Mean Squared Error | MAE |
Paper | Code | Year |
| 1 |
Deep RNN |
8.54 | 6.7 | – | – |
Long-term Blood Pressure Prediction with Deep Recurrent Neural Networks
|
psu1/DeepRNN · akrlowicz/ppg-blood-pressure-estimation |
2017 |
| 2 |
ResNet (raw PPG + PPG’ + PPG”, with personalization) |
9.43 | 6.88 | – | – |
Blood Pressure Estimation from Photoplethysmogram Using a Spectro-Temporal Deep Neural Network
|
|
2019 |
| 3 |
Random Forest (features, with personalization) |
13.62 | 11.73 | – | – |
|
|
|
| 4 |
Domain Knowledge Integrated CNN-xLSTM-xAtt Nrtwork |
– | – | 0.05% | 1.40% |
Domain Knowledge Integrated CNN-xLSTM-xAtt Network with Multi Stream Feature Fusion for Cuffless Blood Pressure Estimation from Photoplethysmography Signals
|
MSA-Rafi/Domain-Knowledge-Integrated-CNN-xLSTM-xAtt-Multi-Stream-Feature-Fusion-Cuffless-BP-Estimation-PPG |
2025 |
| 5 |
Deep RNN |
8.54 | 6.7 | – | – |
Long-term Blood Pressure Prediction with Deep Recurrent Neural Networks
|
psu1/DeepRNN · akrlowicz/ppg-blood-pressure-estimation |
2017 |
| 6 |
ResNet (raw PPG + PPG’ + PPG”, with personalization) |
9.43 | 6.88 | – | – |
Blood Pressure Estimation from Photoplethysmogram Using a Spectro-Temporal Deep Neural Network
|
|
2019 |
| 7 |
Random Forest (features, with personalization) |
13.62 | 11.73 | – | – |
|
|
|
| 8 |
Domain Knowledge Integrated CNN-xLSTM-xAtt Nrtwork |
– | – | 0.05% | 1.40% |
Domain Knowledge Integrated CNN-xLSTM-xAtt Network with Multi Stream Feature Fusion for Cuffless Blood Pressure Estimation from Photoplethysmography Signals
|
MSA-Rafi/Domain-Knowledge-Integrated-CNN-xLSTM-xAtt-Multi-Stream-Feature-Fusion-Cuffless-BP-Estimation-PPG |
2025 |
| 9 |
Deep RNN |
8.54 | 6.7 | – | – |
Long-term Blood Pressure Prediction with Deep Recurrent Neural Networks
|
psu1/DeepRNN · akrlowicz/ppg-blood-pressure-estimation |
2017 |
| 10 |
ResNet (raw PPG + PPG’ + PPG”, with personalization) |
9.43 | 6.88 | – | – |
Blood Pressure Estimation from Photoplethysmogram Using a Spectro-Temporal Deep Neural Network
|
|
2019 |
| 11 |
Random Forest (features, with personalization) |
13.62 | 11.73 | – | – |
|
|
|
| 12 |
Domain Knowledge Integrated CNN-xLSTM-xAtt Nrtwork |
– | – | 0.05% | 1.40% |
Domain Knowledge Integrated CNN-xLSTM-xAtt Network with Multi Stream Feature Fusion for Cuffless Blood Pressure Estimation from Photoplethysmography Signals
|
MSA-Rafi/Domain-Knowledge-Integrated-CNN-xLSTM-xAtt-Multi-Stream-Feature-Fusion-Cuffless-BP-Estimation-PPG |
2025 |
| 13 |
Deep RNN |
8.54 | 6.7 | – | – |
Long-term Blood Pressure Prediction with Deep Recurrent Neural Networks
|
psu1/DeepRNN · akrlowicz/ppg-blood-pressure-estimation |
2017 |
| 14 |
ResNet (raw PPG + PPG’ + PPG”, with personalization) |
9.43 | 6.88 | – | – |
Blood Pressure Estimation from Photoplethysmogram Using a Spectro-Temporal Deep Neural Network
|
|
2019 |
| 15 |
Random Forest (features, with personalization) |
13.62 | 11.73 | – | – |
|
|
|
| 16 |
Domain Knowledge Integrated CNN-xLSTM-xAtt Nrtwork |
– | – | 0.05% | 1.40% |
Domain Knowledge Integrated CNN-xLSTM-xAtt Network with Multi Stream Feature Fusion for Cuffless Blood Pressure Estimation from Photoplethysmography Signals
|
MSA-Rafi/Domain-Knowledge-Integrated-CNN-xLSTM-xAtt-Multi-Stream-Feature-Fusion-Cuffless-BP-Estimation-PPG |
2025 |
| 17 |
Deep RNN |
8.54 | 6.7 | – | – |
Long-term Blood Pressure Prediction with Deep Recurrent Neural Networks
|
psu1/DeepRNN · akrlowicz/ppg-blood-pressure-estimation |
2017 |
| 18 |
ResNet (raw PPG + PPG’ + PPG”, with personalization) |
9.43 | 6.88 | – | – |
Blood Pressure Estimation from Photoplethysmogram Using a Spectro-Temporal Deep Neural Network
|
|
2019 |
| 19 |
Random Forest (features, with personalization) |
13.62 | 11.73 | – | – |
|
|
|
| 20 |
Domain Knowledge Integrated CNN-xLSTM-xAtt Nrtwork |
– | – | 0.05% | 1.40% |
Domain Knowledge Integrated CNN-xLSTM-xAtt Network with Multi Stream Feature Fusion for Cuffless Blood Pressure Estimation from Photoplethysmography Signals
|
MSA-Rafi/Domain-Knowledge-Integrated-CNN-xLSTM-xAtt-Multi-Stream-Feature-Fusion-Cuffless-BP-Estimation-PPG |
2025 |