Heart rate estimation
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Benchmarks
Most implemented
DRNet: Decomposition and Reconstruction Network for Remote Physiological Measurement
KID-PPG: Knowledge Informed Deep Learning for Extracting Heart Rate from a Smartwatch
GPT as Psychologist? Preliminary Evaluations for GPT-4V on Visual Affective Computing
Efficient Deep Learning-based Estimation of the Vital Signs on Smartphones
Remote Heart Rate Measurement from Highly Compressed Facial Videos: an End-to-end Deep Learning Solution with Video Enhancement
Non-Contact Health Monitoring During Daily Personal Care Routines
Papers
MS-rPPG: Multi-spectral State Space Model for Remote Photoplethysmography in Driver Monitoring Systems
Remote photoplethysmography (rPPG) is a camera-based technique for measuring physiological signals, particularly cardiac activity. From the remotely measured signals, heart rate can be estimated, which is crucial for hea…
Heart rate estimationA Skin-Tone-Aware Dual-Representation Remote Photoplethysmography Framework for Contactless Respiratory Rate Estimation
Respiratory rate is a vital indicator of pulmonary and cardiovascular health, yet conventional methods for estimating respiratory rate are often intrusive due to their contact-based nature. Remote photoplethysmography of…
Heart rate estimationFusion-E2Pulse: A Multimodal Event-RGB Fusion Network for Non-contact Pulse Wave Reconstruction
Non-contact pulse wave reconstruction hinges on the precise recovery of waveform morphology, including the dicrotic notch. Conventional Red-Green-Blue (RGB)-based methods, which extract physiological signals from recorde…
Heart rate estimationExplaining RhythmFormer: A Systematic XAI Analysis of Periodic Sparse Attention for Remote Photoplethysmography
Remote photoplethysmography (rPPG) transformers achieve low heart-rate error on benchmarks, yet their decisions remain opaque--a growing concern as rPPG moves toward clinical heart rate estimation. Existing rPPG XAI is d…
Heart rate estimationVideo-based Heart Rate Estimation with Angle-guided ROI Optimization and Graph Signal Denoising
Remote photoplethysmography (rPPG) enables non-contact heart rate measurement from facial videos, but its performance is significantly degraded by facial motions such as speaking and head shaking. To address this issue, …
Heart rate estimationTowards Characterizing Knowledge Distillation of PPG Heart Rate Estimation Models
Heart rate estimation from photoplethysmography (PPG) signals generated by wearable devices such as smartwatches and fitness trackers has significant implications for the health and well-being of individuals. Although pr…
Knowledge DistillationHeart rate estimation