Blood Pressure Estimation from Photoplethysmogram Using a Spectro-Temporal Deep Neural Network

Sensors 2019 Gašper SlapničarNejc MlakarMitja Luštrek

Blood pressure (BP) is a direct indicator of hypertension, a dangerous and potentially deadly condition. Regular monitoring of BP is thus important, but many people have aversion towards cuff-based devices, and their limitation is that they can only be used at rest... (read more)

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Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK LEADERBOARD
Blood pressure estimation MIMIC-III ResNet (raw PPG + PPG’ + PPG”, with personalization) MAE for SBP [mmHg] 9.43 # 2
MAE for DBP [mmHg] 6.88 # 2

Methods used in the Paper