This repository is a collection of awesome rPPG methods. I will update it gradually, if you have any suggestions or questions, please feel free to contact me. If you know any other methods, please create a issue or pull request. If you find this repository helpful, please give me a star.
The classification of the paper references the paper
| Title | Publication | Code |
|---|---|---|
| Remote photoplethysmography for heart rate measurement: A review | Biomedical Signal Processing and Control 2023 | - |
| Camera Measurement of Physiological Vital Signs | ACM Computing Surveys 2021 | - |
| Video-Based Heart Rate Measurement: Recent Advances and Future Prospects | TIM 2019 | - |
| Title | Publication | Code |
|---|---|---|
| Face2PPG: An Unsupervised Pipeline for Blood Volume Pulse Extraction From Faces (OMIT) | IEEE JBHI 2023 | - |
| Local Group Invariance for Heart Rate Estimation from Face Videos in the Wild (LGI) | CVPR Workshop 2018 | - |
| Algorithmic Principles of Remote PPG (POS) | IEEE TBME 2016 | - |
| A Novel Algorithm for Remote Photoplethysmography: Spatial Subspace Rotation (2SR) | IEEE TBME 2015 | - |
| Improved motion robustness of remote-PPG by using the blood volume pulse signature (PBV) | Physiological Measurement 2014 | - |
| Robust Pulse Rate From Chrominance-Based rPPG (CHROM) | IEEE TBME 2013 | - |
| Measuring pulse rate with a webcam—a non-contact method for evaluating cardiac activity (PCA) | FedCSIS 2011 | - |
| Remote plethysmographic imaging using ambient light | Optics Express 2008 |
| Title | Publication | Code |
|---|---|---|
| Visual heart rate estimation with convolutional neural network (NAS-HR) | Virtual Reality & Intelligent Hardware 2021 | github |
| Multi-Task Temporal Shift Attention Networks for On-Device Contactless Vitals Measurement (MTTS-CAN) | NeurIPS 2020 | github |
| RhythmNet: End-to-End Heart Rate Estimation From Face via Spatial-Temporal Representation (RhythmNet) | IEEE TIP 2020 | github |
| Video-Based Remote Physiological Measurement via Cross-Verified Feature Disentangling (CVD) | ECCV 2020 oral | github |
| SynRhythm: Learning a Deep Heart Rate Estimator from General to Specificn(SynRhythm) | ICPR 2018 | - |
| EVM-CNN: Real-Time Contactless Heart Rate Estimation From Facial Video (EVM-CNN) | IEEE TMM 2018 | - |
| DeepPhys: Video-Based Physiological Measurement Using Convolutional Attention Networks (DeepPhys) | ECCV 2018 | github |
| Visual heart rate estimation with convolutional neural network (HR-CNN) | BMVC 2018 | github |
| Title | Publication | Code |
|---|---|---|
| Meta-rPPG: Remote Heart Rate Estimation Using a Transductive Meta-learner (Meta-rPPG) | ECCV 2020 | github |
| Long short-term memory deep-filter in remote photoplethysmography | CVPR Workshop 2020 | - |
| Vision-Based Heart Rate Estimation Via A Two-Stream CNN | ICIP 2019 | - |
| An Accurate LSTM Based Video Heart Rate Estimation Method | PRCV 2019 | - |
| Title | Publication | Code |
|---|---|---|
| Dual-bridging with Adversarial Noise Generation for Domain Adaptive rPPG Estimation | CVPR 2023 | - |
| Dual-GAN: Joint BVP and Noise Modeling for Remote Physiological Measurement (Dual-GAN) | CVPR 2021 | - |
| PulseGAN: Learning to Generate Realistic Pulse Waveforms in Remote Photoplethysmography (PulseGAN) | IEEE JBHI 2021 | github |
| Deep-HR: Fast heart rate estimation from face video under realistic conditions (Deep-HR) | Expert Systems with Applications 2021 | github |
| Title | Publication | Code |
|---|---|---|
| PhysFormer++: Facial Video-Based Physiological Measurement with SlowFast Temporal Difference Transformer (PhysFormer++) | IJCV 2023 | - |
| EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Cardiac Measurement (EfficientPhys) | WACV 2023 | github |
| RADIANT: Better rPPG estimation using signal embeddings and Transformer (RADIANT) | WACV 2023 | github |
| PhysFormer: Facial Video-based Physiological Measurement with Temporal Difference Transformer (PhysFormer) | CVPR 2022 | github |
| Instantaneous Physiological Estimation Using Video Transformers (instantaneous_transformer) | - | github |
| Title | Publication | Code |
|---|---|---|
| Continual Learning for Remote Physiological Measurement: Minimize Forgetting and Simplify Inference | ECCV 2024 | github |
| Bi-TTA: Bidirectional Test-Time Adapter for Remote Physiological Measurement(Bi-TTA) | ECCV 2024 | - |
| Resolve Domain Conflicts for Generalizable Remote Physiological Measurement (DOHA-rPPG) | ACM MM 2023 | github |
| Title | Publication | Code |
|---|---|---|
| rPPG-Toolbox: Deep Remote PPG Toolbox (rPPG-Toolbox) | NeurIPS 2023 | github |
| Remote Bio-Sensing: Open Source Benchmark Framework for Fair Evaluation of rPPG | arXiv 2023 | github |
| pyVHR: a Python framework for remote photoplethysmography(pyVHR) | Computer Science 2022 | github |
| Evaluation of biases in remote photoplethysmography methods(matlab) | npj Digital Medicine 2021 | github |
| iPhys: An Open Non-Contact Imaging-Based Physiological Measurement Toolbox(matlab) | arXiv, 2019 | github |