Heart rate estimation

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

6 leaderboard tables shown for this task, 6 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

8 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

28 shown of 28 papers with code (85 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• DRNet: Decomposition and Reconstruction Network for Remote Physiological Measurement
  12 Jun 2022 3 repositories listed
  Besides, a plug-and-play Spatial Attention Block (SAB) is proposed to enhance features along with the spatial location information.
• KID-PPG: Knowledge Informed Deep Learning for Extracting Heart Rate from a Smartwatch
  2 May 2024 2 repositories listed
  Accurate extraction of heart rate from photoplethysmography (PPG) signals remains challenging due to motion artifacts and signal degradation.
• GPT as Psychologist? Preliminary Evaluations for GPT-4V on Visual Affective Computing
  9 Mar 2024 2 repositories listed
  In conclusion, this paper provides valuable insights into the potential applications and challenges of MLLMs in human-centric computing.
• Efficient Deep Learning-based Estimation of the Vital Signs on Smartphones
  13 Apr 2022 2 repositories listed
  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…
• Remote Heart Rate Measurement from Highly Compressed Facial Videos: an End-to-end Deep Learning Solution with Video Enhancement
  27 Jul 2019 2 repositories listed
  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.
• Non-Contact Health Monitoring During Daily Personal Care Routines
  11 Jun 2025 1 repository listed
  Remote photoplethysmography (rPPG) enables non-contact, continuous monitoring of physiological signals and offers a practical alternative to traditional health sensing methods.
• WildPPG: A Real-World PPG Dataset of Long Continuous Recordings
  23 Dec 2024 1 repository listed
  Reflective photoplethysmography (PPG) has become the default sensing technique in wearable devices to monitor cardiac activity via a person's heart rate (HR).
• Nightbeat: Heart Rate Estimation From a Wrist-Worn Accelerometer During Sleep
  1 Nov 2024 1 repository listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  Our results validate the potential of IMU-only HR estimation as a key indicator of cardiac activity in existing longitudinal studies to discover novel health insights.
• ALPHA: AnomaLous Physiological Health Assessment Using Large Language Models
  21 Nov 2023 1 repository listed
  Our findings reveal that LLMs exhibit exceptional performance in determining medical indicators, including a Mean Absolute Error (MAE) of less than 1 beat per minute for heart rate and less than 1% for oxygen saturation…
• Finding Order in Chaos: A Novel Data Augmentation Method for Time Series in Contrastive Learning
  23 Sep 2023 1 repository listed Syntology ran 3 of 5 samples · 2 unverified · 5 pointer-only (licence)
  The success of contrastive learning is well known to be dependent on data augmentation.
• BeliefPPG: Uncertainty-aware Heart Rate Estimation from PPG signals via Belief Propagation
  13 Jun 2023 1 repository listed Syntology ran 0 of 9 samples · 9 unverified
  We present a novel learning-based method that achieves state-of-the-art performance on several heart rate estimation benchmarks extracted from photoplethysmography signals (PPG).
• Image Enhancement for Remote Photoplethysmography in a Low-Light Environment
  16 Mar 2023 1 repository listed
  Using collected dataset, we found 1) face detection algorithm cannot detect faces in video captured in low light conditions; 2) A decrease in the amplitude of the pulsatile signal will lead to the noise signal to be in…
• edBB-Demo: Biometrics and Behavior Analysis for Online Educational Platforms
  16 Nov 2022 1 repository listed
  We present edBB-Demo, a demonstrator of an AI-powered research platform for student monitoring in remote education.
• Liquid Structural State-Space Models
  26 Sep 2022 1 repository listed
  A proper parametrization of state transition matrices of linear state-space models (SSMs) followed by standard nonlinearities enables them to efficiently learn representations from sequential data, establishing the…
• Tiny-HR: Towards an interpretable machine learning pipeline for heart rate estimation on edge devices
  16 Aug 2022 1 repository listed
  Further, a hybrid pipeline consisting of the upsampler and classifier, followed by a peak detection algorithm was developed.
• Demo: RhythmEdge: Enabling Contactless Heart Rate Estimation on the Edge
  13 Aug 2022 1 repository listed
  In this demo paper, we design and prototype RhythmEdge, a low-cost, deep-learning-based contact-less system for regular HR monitoring applications.
• Heart rate estimation in intense exercise videos
  4 Aug 2022 1 repository listed
  Existing work can robustly measure heart rate under some degree of motion by face tracking.
• pyVHR: a Python framework for remote photoplethysmography
  15 Apr 2022 1 repository listed
  A number of effective methods relying on data-driven, model-based and statistical approaches have emerged in the past two decades.
• Instantaneous Physiological Estimation using Video Transformers
  24 Feb 2022 1 repository listed
  It outperformed both shallow and deep learning based methods for instantaneous respiration rate estimation.
• Skin feature point tracking using deep feature encodings
  28 Dec 2021 1 repository listed
  We propose a pipeline for feature tracking, that applies a convolutional stacked autoencoder to identify the most similar crop in an image to a reference crop containing the feature of interest.
• Self-supervised Representation Learning Framework for Remote Physiological Measurement Using Spatiotemporal Augmentation Loss
  16 Jul 2021 1 repository listed Syntology ran 2 of 6 samples · 4 unverified
  To address these problems, we present a novel self-supervised spatiotemporal learning framework for remote physiological signal representation learning, where there is a lack of labelled training data.
• An Open Framework for Remote-PPG Methods and their Assessment
  26 Nov 2020 1 repository listed
  This paper presents a comprehensive framework for studying methods of pulse rate estimation relying on remote photoplethysmography (rPPG).
• DeepFakesON-Phys: DeepFakes Detection based on Heart Rate Estimation
  1 Oct 2020 1 repository listed
  This work introduces a novel DeepFake detection framework based on physiological measurement.
• Meta-rPPG: Remote Heart Rate Estimation Using a Transductive Meta-Learner
  14 Jul 2020 1 repository listed
  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.
• Heart Rate Estimation from Face Videos for Student Assessment: Experiments on edBB
  1 Jun 2020 1 repository listed
  In this study we estimate the heart rate from face videos for student assessment.
• Non-contact photoplethysmogram and instantaneous heart rate estimation from infrared face video
  14 Feb 2019 1 repository listed
  One way to avoid these constraints is using infrared cameras, allowing the monitoring of iHR under low light conditions.
• SPECMAR: Fast Heart Rate Estimation from PPG Signal using a Modified Spectral Subtraction Scheme with Composite Motion Artifacts Reference Generation
  15 Oct 2018 1 repository listed
  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…
• Heart Rate Estimation from Ballistocardiography Based on Hilbert Transform and Phase Vocoder
  10 Sep 2018 1 repository listed
  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…

Syntology lines on 4 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.