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Blood pressure estimation

Papers

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Showing 26–29 of 29 papers

Title	Date	Tasks	Status	Hype
Cuffless Blood Pressure Estimation from Electrocardiogram and Photoplethysmogram Using Waveform Based ANN-LSTM Network	Nov 6, 2018	Blood pressure estimationFeature Engineering	—Unverified	0
Non-Invasive Blood Pressure Estimation from ECG Using Machine Learning Techniques	Apr 18, 2018	Blood pressure estimation	—Unverified	0
Long-term Blood Pressure Prediction with Deep Recurrent Neural Networks	May 12, 2017	Blood pressure estimationElectrocardiography (ECG)	CodeCode Available	0
MIMIC-III, a freely accessible critical care database	May 24, 2016	Blood pressure estimationData Integration	CodeCode Available	0

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All datasets MIMIC-III Multi-day Continuous BP Prediction VitalDB

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Random Forest (features, with personalization)	MAE for SBP [mmHg]	13.62	—	Unverified
2	ResNet (raw PPG + PPG’ + PPG”, with personalization)	MAE for SBP [mmHg]	9.43	—	Unverified
3	Deep RNN	MAE for SBP [mmHg]	8.54	—	Unverified
4	Domain Knowledge Integrated CNN-xLSTM-xAtt Nrtwork	Mean Squared Error	0.05	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Deep RNN	RMSE	3.73	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Domain Knowledge Integrated CNN-xLSTM-xAtt Nrtwork	MAE	1.58	—	Unverified