Papers with Code 아카이브

Photoplethysmography (PPG)

태스크의 하위 분류와 논문·코드·평가·기법·데이터셋을 탐색하세요.

하위 태스크: 3
평가표: 0
보존된 평가 기록: 0

Photoplethysmography (PPG) is a non-invasive light-based method that has been used since the 1930s for monitoring cardiovascular activity.

Source: Non-contact transmittance photoplethysmographic imaging (PPGI) for long-distance cardiovascular monitoring

코드

관련 논문과 평가 결과에 연결된 구현입니다. 출처에서 확인된 저자 구현에는 공식 코드 표시가 있습니다.

https://github.com/AIDC-rPPG/RF-Net

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RF-BayesPhysNet: A Bayesian rPPG Uncertainty Estimation Method for Complex Scenarios

https://github.com/BiDAlab/edBBdb

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Heart Rate Estimation from Face Videos for Student Assessment: Experiments on edBB

https://github.com/Dylan-H-Wang/SLF-RPM

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Self-supervised Representation Learning Framework for Remote Physiological Measurement Using Spatiotemporal Augmentation Loss

https://github.com/GMicro-uPPG/SRMAC_peak_detector

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SRMAC -- Smoothed Recursive Moving Average Crossover for Real-Time Systolic Peak Detection in Photoplethysmography

https://github.com/MYY311/RespDiff

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RespDiff: An End-to-End Multi-scale RNN Diffusion Model for Respiratory Waveform Estimation from PPG Signals

https://github.com/Ngk03/Dist-Loss

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Deep Imbalanced Regression to Estimate Vascular Age from PPG Data: a Novel Digital Biomarker for Cardiovascular Health

https://github.com/Roni-Lab/MA-rPPG-Video-Toolbox

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Motion Matters: Neural Motion Transfer for Better Camera Physiological Measurement

https://github.com/Subangkar/BayesBeat

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BayesBeat: Reliable Atrial Fibrillation Detection from Noisy Photoplethysmography Data

https://github.com/ZitongYu/STVEN_rPPGNet

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Remote Heart Rate Measurement from Highly Compressed Facial Videos: an End-to-end Deep Learning Solution with Video Enhancement

https://github.com/ai4healthuol/ppg-ood-generalization

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Generalizable deep learning for photoplethysmography-based blood pressure estimation -- A Benchmarking Study

https://github.com/athar70/stress-estimation

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Stress Detection from Photoplethysmography in a Virtual Reality Environment

https://github.com/chengding0713/siamquality

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SiamQuality: A ConvNet-Based Foundation Model for Imperfect Physiological Signals

https://github.com/chengstark/siamaf

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SiamAF: Learning Shared Information from ECG and PPG Signals for Robust Atrial Fibrillation Detection

https://github.com/debadityaqu/rddm

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Region-Disentangled Diffusion Model for High-Fidelity PPG-to-ECG Translation

https://github.com/embeddedml-edagroup/q-ppg

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Q-PPG: Energy-Efficient PPG-based Heart Rate Monitoring on Wearable Devices

https://github.com/envision-research/gpt4affectivity

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GPT as Psychologist? Preliminary Evaluations for GPT-4V on Visual Affective Computing

https://github.com/esl-epfl/KID-PPG

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KID-PPG: Knowledge Informed Deep Learning for Extracting Heart Rate from a Smartwatch

https://github.com/esl-epfl/cross-domain-saliency-maps

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Time series saliency maps: explaining models across multiple domains

https://github.com/esl-epfl/cross-domain-saliency-maps-paper

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Time series saliency maps: explaining models across multiple domains

https://github.com/esl-epfl/kid-ppg-paper

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KID-PPG: Knowledge Informed Deep Learning for Extracting Heart Rate from a Smartwatch

https://github.com/eth-siplab/Finding_Order_in_Chaos

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Finding Order in Chaos: A Novel Data Augmentation Method for Time Series in Contrastive Learning

https://github.com/eth-siplab/MultiSite-PPG-Robust_HeartRate

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Robust Heart Rate Detection via Multi-Site Photoplethysmography

https://github.com/eth-siplab/beliefppg

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BeliefPPG: Uncertainty-aware Heart Rate Estimation from PPG signals via Belief Propagation

https://github.com/eth-siplab/nightbeat

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Nightbeat: Heart Rate Estimation From a Wrist-Worn Accelerometer During Sleep

https://github.com/eugenelet/Meta-rPPG

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Meta-rPPG: Remote Heart Rate Estimation Using a Transductive Meta-Learner

https://github.com/harryjdavies/heartgpt

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Interpretable Pre-Trained Transformers for Heart Time-Series Data

https://github.com/iobt-vistec/apsense

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ApSense: Data-driven Algorithm in PPG-based Sleep Apnea Sensing

https://github.com/lupaopao/gpt4affectivity

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GPT as Psychologist? Preliminary Evaluations for GPT-4V on Visual Affective Computing

https://github.com/mahdifarvardin/medvse

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Efficient Deep Learning-based Estimation of the Vital Signs on Smartphones

https://github.com/mahdifarvardin/mtvital

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Efficient Deep Learning-based Estimation of the Vital Signs on Smartphones

https://github.com/mcjacktang/fusionvitals

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Non-Contact Health Monitoring During Daily Personal Care Routines

https://github.com/mcjacktang/llm-healthassistant

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ALPHA: AnomaLous Physiological Health Assessment Using Large Language Models

https://github.com/mgiordy/sepsis-prediction

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SepAl: Sepsis Alerts On Low Power Wearables With Digital Biomarkers and On-Device Tiny Machine Learning

https://github.com/mxahan/rPPG_edge_implementation

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Demo: RhythmEdge: Enabling Contactless Heart Rate Estimation on the Edge

https://github.com/navidhasanzadeh/hypertension_ppg

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Hypertension Detection From High-Dimensional Representation of Photoplethysmogram Signals

https://github.com/ngk03/ai-vascular-age

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Deep Imbalanced Regression to Estimate Vascular Age from PPG Data: a Novel Digital Biomarker for Cardiovascular Health

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