MMPD: Multi-Domain Mobile Video Physiology Dataset
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Abstract (arXiv)
Remote photoplethysmography (rPPG) is an attractive method for noninvasive, convenient and concomitant measurement of physiological vital signals. Public benchmark datasets have served a valuable role in the development of this technology and improvements in accuracy over recent years.However, there remain gaps in the public datasets.First, despite the ubiquity of cameras on mobile devices, there are few datasets recorded specifically with mobile phone cameras. Second, most datasets are relatively small and therefore are limited in diversity, both in appearance (e.g., skin tone), behaviors (e.g., motion) and environment (e.g., lighting conditions). In an effort to help the field advance, we present the Multi-domain Mobile Video Physiology Dataset (MMPD), comprising 11 hours of recordings from mobile phones of 33 subjects. The dataset is designed to capture videos with greater representation across skin tone, body motion, and lighting conditions. MMPD is comprehensive with eight descriptive labels and can be used in conjunction with the rPPG-toolbox. The reliability of the dataset is verified by mainstream unsupervised methods and neural methods. The GitHub repository of our dataset: https://github.com/THU-CS-PI/MMPD_rPPG_dataset.
Key facts. Cited by 55 papers in the map (data through 7 Oct 2026). Builds on 7 of its 23 references that are in the map. First posted on arXiv 8 Feb 2023.
Builds on
7 of 23 references.
References · 7
- 2020Multi-Task Temporal Shift Attention Networks for On-Device Contactless Vitals Measurementcited by 133
- 2018VIPL-HR: A Multi-modal Database for Pulse Estimation from Less-constrained Face Videocited by 57
- 2017A Reproducible Study on Remote Heart Rate Measurementcited by 49
- 2021Camera Measurement of Physiological Vital Signscited by 49
- 2022SCAMPS: Synthetics for Camera Measurement of Physiological Signalscited by 28
- 2020Real-time Webcam Heart-Rate and Variability Estimation with Clean Ground Truth for Evaluationcited by 11
- 2022MobilePhys: Personalized Mobile Camera-Based Contactless Physiological Sensingcited by 4
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Citing papers per year: 2023: 3; 2024: 16; 2025: 15; 2026: 21.
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- 2024RhythmFormer: Extracting Patterned rPPG Signals based on Periodic Sparse Attentioncited by 28
- 2024RhythmMamba: Fast, Lightweight, and Accurate Remote Physiological Measurementcited by 20
- 2024Spiking-PhysFormer: Camera-Based Remote Photoplethysmography with Parallel Spike-driven Transformercited by 19
- 2024PhysMamba: Efficient Remote Physiological Measurement with SlowFast Temporal Difference Mambacited by 14
- 2024Advancing Generalizable Remote Physiological Measurement through the Integration of Explicit and Implicit Prior Knowledgecited by 13
- 2023Motion Matters: Neural Motion Transfer for Better Camera Physiological Measurementcited by 11
- 2025egoPPG: Heart Rate Estimation from Eye-Tracking Cameras in Egocentric Systems to Benefit Downstream Vision Taskscited by 11
- 2025PHASE-Net: Physics-Grounded Harmonic Attention System for Efficient Remote Photoplethysmography Measurementcited by 10
- 2023Camera-Based HRV Prediction for Remote Learning Environmentscited by 9
- 2024PhysMLE: Generalizable and Priors-Inclusive Multi-task Remote Physiological Measurementcited by 9
- 2024Orientation-conditioned Facial Texture Mapping for Video-based Facial Remote Photoplethysmography Estimationcited by 6
- 2025PhysDrive: A Multimodal Remote Physiological Measurement Dataset for In-vehicle Driver Monitoringcited by 6
38 more
- 2024MSPM: A Multi-Site Physiological Monitoring Dataset for Remote Pulse, Respiration, and Blood Pressure Estimationcited by 4
- 2024SFDA-rPPG: Source-Free Domain Adaptive Remote Physiological Measurement with Spatio-Temporal Consistencycited by 4
- 2024Toward Motion Robustness: A masked attention regularization framework in remote photoplethysmographycited by 3
- 2024PhysFlow: Skin tone transfer for remote heart rate estimation through conditional normalizing flowscited by 3
- 2025Non-Contact Health Monitoring During Daily Personal Care Routinescited by 3
- 2025Reperio-rPPG: Relational Temporal Graph Neural Networks for Periodicity Learning in Remote Physiological Measurementcited by 3
- 2026FreqPhys: Repurposing Implicit Physiological Frequency Prior for Robust Remote Photoplethysmographycited by 3
- 2024Measuring Domain Shifts using Deep Learning Remote Photoplethysmography Model Similaritycited by 2
- 2024Continual Learning for Remote Physiological Measurement: Minimize Forgetting and Simplify Inferencecited by 2
- 2024PhysMamba: State Space Duality Model for Remote Physiological Measurementcited by 2
- 2025BeatFormer: Efficient motion-robust remote heart rate estimation through unsupervised spectral zoomed attention filterscited by 2
- 2025TYrPPG: Uncomplicated and Enhanced Learning Capability rPPG for Remote Heart Rate Estimationcited by 2
- 2026PhysNeXt: Next-Generation Dual-Branch Structured Attention Fusion Network for Remote Photoplethysmography Measurementcited by 2
- 2023Remote Bio-Sensing: Open Source Benchmark Framework for Fair Evaluation of rPPGcited by 1
- 2024MHAD: Multimodal Home Activity Dataset with Multi-Angle Videos and Synchronized Physiological Signalscited by 1
- 2025Passive Heart Rate Monitoring During Smartphone Use in Everyday Lifecited by 1
- 2025Exploring Reliable PPG Authentication on Smartwatches in Daily Scenarioscited by 1
- 2025Periodic-MAE: Periodic Video Masked Autoencoder for rPPG Estimationcited by 1
- 2025Robust and Generalizable Heart Rate Estimation via Deep Learning for Remote Photoplethysmography in Complex Scenarioscited by 1
- 2025Editing Physiological Signals in Videos Using Latent Representationscited by 1
- 2025M3PD Dataset: Dual-view Photoplethysmography (PPG) Using Front-and-rear Cameras of Smartphones in Lab and Clinical Settingscited by 1
- 2026EMPD: An Event-based Multimodal Physiological Dataset for Remote Pulse Wave Detectioncited by 1
- 2026HOT: Harmonic-Constrained Optimal Transport for Remote Photoplethysmography Domain Adaptationcited by 1
- 2026Intervention-Based Self-Supervised Learning: A Causal Probe Paradigm for Remote Photoplethysmographycited by 1
- 2026Rhythm-Structured Predictive Learning for Remote Photoplethysmographycited by 1
- 2026PhysAgent: A Multi-Agent Framework for Reliable Remote Heart Rate Estimationcited by 1
- 2024GVT2RPM: An Empirical Study for General Video Transformer Adaptation to Remote Physiological Measurementcited by 0
- 2025Exploring Remote Physiological Signal Measurement under Dynamic Lighting Conditions at Night: Dataset, Experiment, and Analysiscited by 0
- 2025FedHUG: Federated Heterogeneous Unsupervised Generalization for Remote Physiological Measurementscited by 0
- 2026Facial Spatiotemporal Graphs: Leveraging the 3D Facial Surface for Remote Physiological Measurementcited by 0
- 2026BTS-rPPG: Orthogonal Butterfly Temporal Shifting for Remote Photoplethysmographycited by 0
- 2026SVC 2026: the Second Multimodal Deception Detection Challenge and the First Domain Generalized Remote Physiological Measurement Challengecited by 0
- 2026Video-based Heart Rate Estimation with Angle-guided ROI Optimization and Graph Signal Denoisingcited by 0
- 2026LQ-rPPG: A Label-Quantized Coarse-to-Fine Learning Framework for Remote Physiological Measurementcited by 0
- 2026FCUS-rPPG: A Fast-Converging Unsupervised Framework for Remote Photoplethysmography via Gradient Oscillation Suppressioncited by 0
- 2026Explaining RhythmFormer: A Systematic XAI Analysis of Periodic Sparse Attention for Remote Photoplethysmographycited by 0
- 2026StreamPPG: Low-Latency rPPG Estimation via Consistent Privileged Learningcited by 0
- 2026RPM-Distill: Physiology-guided Adaptive Cross-modal Distillation for Robust Remote Physiological Measurementcited by 0
50 most cited of 55 All 55 (JSON)
- 2026FLOW: Feature-Level Optimal Warping for Generalized Remote Physiological Measurement30 Sep 2026
- 2026Heartian: Physiology-Aware Relightable Gaussian Head Avatar22 Sep 2026
- 2026PhysVR: Vision-Language Model Guided Interference-aware Temporal Feature Refinement for Remote Physiological Measurement30 Aug 2026
- 2026Property-Specific Recoverability from Contact PPG to Camera rPPG under Heterogeneous Observation Conditions27 Aug 2026
- 2026PhysAgent: A Multi-Agent Framework for Reliable Remote Heart Rate Estimation29 Jul 2026
- 2026CanonicalPhys: Pose-Robust Remote Photoplethysmography via Canonical-Space Priors17 Jul 2026
- 2026Rhythm-Structured Predictive Learning for Remote Photoplethysmography30 Jun 2026
- 2026RPM-Distill: Physiology-guided Adaptive Cross-modal Distillation for Robust Remote Physiological Measurement26 Jun 2026
- 2026StreamPPG: Low-Latency rPPG Estimation via Consistent Privileged Learning22 Jun 2026
- 2026Explaining RhythmFormer: A Systematic XAI Analysis of Periodic Sparse Attention for Remote Photoplethysmography11 Jun 2026
- 2026FCUS-rPPG: A Fast-Converging Unsupervised Framework for Remote Photoplethysmography via Gradient Oscillation Suppression2 Jun 2026
- 2026LQ-rPPG: A Label-Quantized Coarse-to-Fine Learning Framework for Remote Physiological Measurement22 May 2026
38 more
- 2026Intervention-Based Self-Supervised Learning: A Causal Probe Paradigm for Remote Photoplethysmography26 Apr 2026
- 2026Video-based Heart Rate Estimation with Angle-guided ROI Optimization and Graph Signal Denoising13 Apr 2026
- 2026SVC 2026: the Second Multimodal Deception Detection Challenge and the First Domain Generalized Remote Physiological Measurement Challenge7 Apr 2026
- 2026BTS-rPPG: Orthogonal Butterfly Temporal Shifting for Remote Photoplethysmography2 Apr 2026
- 2026HOT: Harmonic-Constrained Optimal Transport for Remote Photoplethysmography Domain Adaptation2 Apr 2026
- 2026FreqPhys: Repurposing Implicit Physiological Frequency Prior for Robust Remote Photoplethysmography1 Apr 2026
- 2026PhysNeXt: Next-Generation Dual-Branch Structured Attention Fusion Network for Remote Photoplethysmography Measurement20 Mar 2026
- 2026EMPD: An Event-based Multimodal Physiological Dataset for Remote Pulse Wave Detection17 Mar 2026
- 2026Facial Spatiotemporal Graphs: Leveraging the 3D Facial Surface for Remote Physiological Measurement20 Jan 2026
- 2025Reperio-rPPG: Relational Temporal Graph Neural Networks for Periodicity Learning in Remote Physiological Measurement8 Nov 2025
- 2025TYrPPG: Uncomplicated and Enhanced Learning Capability rPPG for Remote Heart Rate Estimation8 Nov 2025
- 2025M3PD Dataset: Dual-view Photoplethysmography (PPG) Using Front-and-rear Cameras of Smartphones in Lab and Clinical Settings4 Nov 2025
- 2025FedHUG: Federated Heterogeneous Unsupervised Generalization for Remote Physiological Measurements14 Oct 2025
- 2025Editing Physiological Signals in Videos Using Latent Representations29 Sep 2025
- 2025PHASE-Net: Physics-Grounded Harmonic Attention System for Efficient Remote Photoplethysmography Measurement29 Sep 2025
- 2025PhysDrive: A Multimodal Remote Physiological Measurement Dataset for In-vehicle Driver Monitoring25 Jul 2025
- 2025BeatFormer: Efficient motion-robust remote heart rate estimation through unsupervised spectral zoomed attention filters20 Jul 2025
- 2025Robust and Generalizable Heart Rate Estimation via Deep Learning for Remote Photoplethysmography in Complex Scenarios10 Jul 2025
- 2025Exploring Remote Physiological Signal Measurement under Dynamic Lighting Conditions at Night: Dataset, Experiment, and Analysis6 Jul 2025
- 2025Periodic-MAE: Periodic Video Masked Autoencoder for rPPG Estimation27 Jun 2025
- 2025Non-Contact Health Monitoring During Daily Personal Care Routines11 Jun 2025
- 2025Exploring Reliable PPG Authentication on Smartwatches in Daily Scenarios31 Mar 2025
- 2025Passive Heart Rate Monitoring During Smartphone Use in Everyday Life4 Mar 2025
- 2025egoPPG: Heart Rate Estimation from Eye-Tracking Cameras in Egocentric Systems to Benefit Downstream Vision Tasks28 Feb 2025
- 2024SFDA-rPPG: Source-Free Domain Adaptive Remote Physiological Measurement with Spatio-Temporal Consistency18 Sep 2024
- 2024PhysMamba: Efficient Remote Physiological Measurement with SlowFast Temporal Difference Mamba18 Sep 2024
- 2024MHAD: Multimodal Home Activity Dataset with Multi-Angle Videos and Synchronized Physiological Signals14 Sep 2024
- 2024PhysMamba: State Space Duality Model for Remote Physiological Measurement2 Aug 2024
- 2024PhysFlow: Skin tone transfer for remote heart rate estimation through conditional normalizing flows31 Jul 2024
- 2024Continual Learning for Remote Physiological Measurement: Minimize Forgetting and Simplify Inference19 Jul 2024
- 2024Toward Motion Robustness: A masked attention regularization framework in remote photoplethysmography9 Jul 2024
- 2024GVT2RPM: An Empirical Study for General Video Transformer Adaptation to Remote Physiological Measurement19 Jun 2024
- 2024PhysMLE: Generalizable and Priors-Inclusive Multi-task Remote Physiological Measurement10 May 2024
- 2024Orientation-conditioned Facial Texture Mapping for Video-based Facial Remote Photoplethysmography Estimation14 Apr 2024
- 2024Measuring Domain Shifts using Deep Learning Remote Photoplethysmography Model Similarity12 Apr 2024
- 2024RhythmMamba: Fast, Lightweight, and Accurate Remote Physiological Measurement9 Apr 2024
- 2024Advancing Generalizable Remote Physiological Measurement through the Integration of Explicit and Implicit Prior Knowledge11 Mar 2024
- 2024RhythmFormer: Extracting Patterned rPPG Signals based on Periodic Sparse Attention20 Feb 2024
50 newest of 55 All 55 (JSON)
- 2024RhythmFormer: Extracting Patterned rPPG Signals based on Periodic Sparse Attentioncited by 28
- 2024RhythmMamba: Fast, Lightweight, and Accurate Remote Physiological Measurementcited by 20
- 2024Spiking-PhysFormer: Camera-Based Remote Photoplethysmography with Parallel Spike-driven Transformercited by 19
- 2024Advancing Generalizable Remote Physiological Measurement through the Integration of Explicit and Implicit Prior Knowledgecited by 13
- 2023Motion Matters: Neural Motion Transfer for Better Camera Physiological Measurementcited by 11
- 2025egoPPG: Heart Rate Estimation from Eye-Tracking Cameras in Egocentric Systems to Benefit Downstream Vision Taskscited by 11
- 2025PHASE-Net: Physics-Grounded Harmonic Attention System for Efficient Remote Photoplethysmography Measurementcited by 10
- 2023Camera-Based HRV Prediction for Remote Learning Environmentscited by 9
- 2024PhysMLE: Generalizable and Priors-Inclusive Multi-task Remote Physiological Measurementcited by 9
- 2024Orientation-conditioned Facial Texture Mapping for Video-based Facial Remote Photoplethysmography Estimationcited by 6
- 2025PhysDrive: A Multimodal Remote Physiological Measurement Dataset for In-vehicle Driver Monitoringcited by 6
- 2024MSPM: A Multi-Site Physiological Monitoring Dataset for Remote Pulse, Respiration, and Blood Pressure Estimationcited by 4
12 most cited of 52 All 52 (JSON)
- 2026FLOW: Feature-Level Optimal Warping for Generalized Remote Physiological Measurement30 Sep 2026
- 2026Heartian: Physiology-Aware Relightable Gaussian Head Avatar22 Sep 2026
- 2026PhysVR: Vision-Language Model Guided Interference-aware Temporal Feature Refinement for Remote Physiological Measurement30 Aug 2026
- 2026Property-Specific Recoverability from Contact PPG to Camera rPPG under Heterogeneous Observation Conditions27 Aug 2026
- 2026PhysAgent: A Multi-Agent Framework for Reliable Remote Heart Rate Estimation29 Jul 2026
- 2026CanonicalPhys: Pose-Robust Remote Photoplethysmography via Canonical-Space Priors17 Jul 2026
- 2026RPM-Distill: Physiology-guided Adaptive Cross-modal Distillation for Robust Remote Physiological Measurement26 Jun 2026
- 2026StreamPPG: Low-Latency rPPG Estimation via Consistent Privileged Learning22 Jun 2026
- 2026Explaining RhythmFormer: A Systematic XAI Analysis of Periodic Sparse Attention for Remote Photoplethysmography11 Jun 2026
- 2026FCUS-rPPG: A Fast-Converging Unsupervised Framework for Remote Photoplethysmography via Gradient Oscillation Suppression2 Jun 2026
- 2026LQ-rPPG: A Label-Quantized Coarse-to-Fine Learning Framework for Remote Physiological Measurement22 May 2026
- 2026Intervention-Based Self-Supervised Learning: A Causal Probe Paradigm for Remote Photoplethysmography26 Apr 2026
12 newest of 52 All 52 (JSON)