Heart rate estimation
26 papers with code • 5 benchmarks • 7 datasets
RR interval detection and R peak detection from QRS complex
Benchmarks
These leaderboards are used to track progress in Heart rate estimation
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Libraries
Use these libraries to find Heart rate estimation models and implementations
UBFC-rPPG
MMSE-HR
VIPL-HR
MMPD
V4V
BUAA-MIHR dataset
Most implemented papers
DRNet: Decomposition and Reconstruction Network for Remote Physiological Measurement
yuhang1070/rPPG_Strong_Baseline
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Besides, a plug-and-play Spatial Attention Block (SAB) is proposed to enhance features along with the spatial location information.
Remote Heart Rate Measurement from Highly Compressed Facial Videos: an End-to-end Deep Learning Solution with Video Enhancement
ZitongYu/STVEN_rPPGNet
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ICCV 2019
The method includes two parts: 1) a Spatio-Temporal Video Enhancement Network (STVEN) for video enhancement, and 2) an rPPG network (rPPGNet) for rPPG signal recovery.
Efficient Deep Learning-based Estimation of the Vital Signs on Smartphones
Concerning the need for continuous monitoring of vital signs, especially for the elderly or those with certain types of diseases, the development of algorithms that can estimate vital signs using smartphones has attracted researchers worldwide.
GPT as Psychologist? Preliminary Evaluations for GPT-4V on Visual Affective Computing
In conclusion, this paper provides valuable insights into the potential applications and challenges of MLLMs in human-centric computing.
KID-PPG: Knowledge Informed Deep Learning for Extracting Heart Rate from a Smartwatch
esl-epfl/KID-PPG
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Accurate extraction of heart rate from photoplethysmography (PPG) signals remains challenging due to motion artifacts and signal degradation.
Heart Rate Estimation from Ballistocardiography Based on Hilbert Transform and Phase Vocoder
The proposed algorithm addresses the shortfalls in traditional Fast Fourier Transform (FFT) based approaches by introducing Hilbert Transform to extract the pulse envelope that models the repetition of J-peaks in BCG signal.
SPECMAR: Fast Heart Rate Estimation from PPG Signal using a Modified Spectral Subtraction Scheme with Composite Motion Artifacts Reference Generation
In this paper, a fast algorithm for heart rate estimation based on modified SPEctral subtraction scheme utilizing Composite Motion Artifacts Reference generation (SPECMAR) is proposed using two-channel PPG and three-axis accelerometer signals.
Non-contact photoplethysmogram and instantaneous heart rate estimation from infrared face video
One way to avoid these constraints is using infrared cameras, allowing the monitoring of iHR under low light conditions.
Heart Rate Estimation from Face Videos for Student Assessment: Experiments on edBB
In this study we estimate the heart rate from face videos for student assessment.
Meta-rPPG: Remote Heart Rate Estimation Using a Transductive Meta-Learner
eugenelet/Meta-rPPG
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ECCV 2020
Remote heart rate estimation is the measurement of heart rate without any physical contact with the subject and is accomplished using remote photoplethysmography (rPPG) in this work.
