The Way to my Heart is through Contrastive Learning: Remote Photoplethysmography from Unlabelled Video

18 November 2021

Papers citing "The Way to my Heart is through Contrastive Learning: Remote Photoplethysmography from Unlabelled Video"

46 / 46 papers shown

Title
Memory-efficient Low-latency Remote Photoplethysmography through Temporal-Spatial State Space Duality Kegang Wang J. Tang Yuxuan Fan Jiatong Ji Yuanchun Shi Yixuan Wang 43 0 0 02 Apr 2025
rPPG-SysDiaGAN: Systolic-Diastolic Feature Localization in rPPG Using Generative Adversarial Network with Multi-Domain Discriminator Banafsheh Adami Nima Karimian 42 1 0 01 Apr 2025
Recovering Pulse Waves from Video Using Deep Unrolling and Deep Equilibrium Models Vineet Shenoy Suhas Lohit Hassan Mansour Rama Chellappa Tim K. Marks 45 0 0 21 Mar 2025
Time-Series U-Net with Recurrence for Noise-Robust Imaging Photoplethysmography Vineet R. Shenoy Shaoju Wu Armand Comas Tim K. Marks Suhas Lohit Hassan Mansour CVBM 3DH 53 0 0 21 Mar 2025
Remote Photoplethysmography in Real-World and Extreme Lighting Scenarios Hang Shao Lei Luo Jianjun Qian Mengkai Yan Shuo Chen Jian Yang 55 0 0 14 Mar 2025
Semi-rPPG: Semi-Supervised Remote Physiological Measurement with Curriculum Pseudo-Labeling Bingjie Wu Zitong Yu Yiping Xie Wei Liu Chaoqi Luo Yong Liu Rick Siow Mong Goh 69 0 0 06 Feb 2025
Internship Report: Benchmark of Deep Learning-based Imaging PPG in Automotive Domain Yuqi Tu Shakith Fernando Mark van Gastel 22 0 0 01 Nov 2024
Bi-TTA: Bidirectional Test-Time Adapter for Remote Physiological Measurement Haodong Li Hao Lu Ying-Cong Chen 30 1 0 25 Sep 2024
Deep Learning Technology for Face Forgery Detection: A Survey Lixia Ma Puning Yang Yuting Xu Ziming Yang Peipei Li Huaibo Huang 45 1 0 22 Sep 2024
DD-rPPGNet: De-interfering and Descriptive Feature Learning for Unsupervised rPPG Estimation Pei-Kai Huang Tzu-Hsien Chen Ya-Ting Chan Hans-Georg Müller Chiou-Ting Hsu 43 0 0 31 Jul 2024
Fully Test-Time rPPG Estimation via Synthetic Signal-Guided Feature Learning Pei-Kai Huang Tzu-Hsien Chen Ya-Ting Chan Kuan-Wen Chen Chiou-Ting Hsu OOD TTA 21 2 0 18 Jul 2024
Rethinking temporal self-similarity for repetitive action counting Yanan Luo Jinhui Yi Yazan Abu Farha Moritz Wolter Juergen Gall 26 1 0 12 Jul 2024
Bootstrapping Vision-language Models for Self-supervised Remote Physiological Measurement Zijie Yue Miaojing Shi Hanli Wang Shuai Ding Qijun Chen Shanlin Yang 39 0 0 11 Jul 2024
Biometric Authentication Based on Enhanced Remote Photoplethysmography Signal Morphology Zhaodong Sun Xiaobai Li Jukka Komulainen Guoying Zhao 29 1 0 04 Jul 2024
Joint Spatial-Temporal Modeling and Contrastive Learning for Self-supervised Heart Rate Measurement Wei Qian Qi Li Kun Li Xinke Wang Xiao Sun Hao Wu Dan Guo 33 1 0 07 Jun 2024
An Unsupervised Approach for Periodic Source Detection in Time Series B. U. Demirel Christian Holz AI4TS 47 1 0 01 Jun 2024
Deep Pulse-Signal Magnification for remote Heart Rate Estimation in Compressed Videos Joaquim Comas Adria Ruiz Federico Sukno 27 2 0 04 May 2024
Evaluation of Video-Based rPPG in Challenging Environments: Artifact Mitigation and Network Resilience Nhi H. Nguyen L. Nguyen Honghan Li Miguel Bordallo López Constantino Álvarez Casado 25 2 0 02 May 2024
SiNC+: Adaptive Camera-Based Vitals with Unsupervised Learning of Periodic Signals Jeremy Speth Nathan Vance Patrick Flynn Adam Czajka 38 1 0 20 Apr 2024
Camera-Based Remote Physiology Sensing for Hundreds of Subjects Across Skin Tones Jiankai Tang Xinyi Li Jiacheng Liu Xiyuxing Zhang Zeyu Wang Yuntao wang 61 5 0 07 Apr 2024
How Suboptimal is Training rPPG Models with Videos and Targets from Different Body Sites? Bjorn Braun Daniel J. McDuff Christian Holz 3DH 19 4 0 15 Mar 2024
Advancing Generalizable Remote Physiological Measurement through the Integration of Explicit and Implicit Prior Knowledge Yuting Zhang Haobo Lu Xin Liu Ying Chen Kaishun Wu 32 4 0 11 Mar 2024
PhySU-Net: Long Temporal Context Transformer for rPPG with Self-Supervised Pre-training M. Savic Guoying Zhao ViT 43 5 0 19 Feb 2024
Self-similarity Prior Distillation for Unsupervised Remote Physiological Measurement Xinyu Zhang Weiyu Sun Hao Lu Ying Chen Yun Ge Xiaolin Huang Jie Yuan Yingcong Chen 18 2 0 09 Nov 2023
CalibrationPhys: Self-supervised Video-based Heart and Respiratory Rate Measurements by Calibrating Between Multiple Cameras Yusuke Akamatsu Terumi Umematsu Hitoshi Imaoka 19 7 0 23 Oct 2023
Contrast-Phys+: Unsupervised and Weakly-supervised Video-based Remote Physiological Measurement via Spatiotemporal Contrast Zhaodong Sun Xiaobai Li 35 30 0 13 Sep 2023
Dual-path TokenLearner for Remote Photoplethysmography-based Physiological Measurement with Facial Videos Wei Qian Dan Guo Kun Li Xilan Tian Meng Wang 27 11 0 15 Aug 2023
rPPG-MAE: Self-supervised Pre-training with Masked Autoencoders for Remote Physiological Measurement Xin Liu Yuting Zhang Zitong Yu Hao Lu Huanjing Yue Jingyu Yang 18 25 0 04 Jun 2023
Motion Matters: Neural Motion Transfer for Better Camera Physiological Measurement Akshay Paruchuri Xin Liu Yulu Pan Shwetak N. Patel Daniel J. McDuff Soumyadip Sengupta 38 5 0 21 Mar 2023
BigSmall: Efficient Multi-Task Learning for Disparate Spatial and Temporal Physiological Measurements Girish Narayanswamy Yujia Liu Yuzhe Yang Chengqian Ma Xin Liu Daniel J. McDuff Shwetak N. Patel 46 14 0 21 Mar 2023
Full-Body Cardiovascular Sensing with Remote Photoplethysmography Lu Niu Jeremy Speth Nathan Vance Benjamin Sporrer A. Czajka Patrick Flynn 29 7 0 16 Mar 2023
Non-Contrastive Unsupervised Learning of Physiological Signals from Video Jeremy Speth Nathan Vance Patrick Flynn A. Czajka AI4TS 59 42 0 14 Mar 2023
PhysFormer++: Facial Video-based Physiological Measurement with SlowFast Temporal Difference Transformer Zitong Yu Yuming Shen Jingang Shi Hengshuang Zhao Yawen Cui Jiehua Zhang Philip H. S. Torr Guoying Zhao ViT MedIm 29 80 0 07 Feb 2023
Learning Motion-Robust Remote Photoplethysmography through Arbitrary Resolution Videos Jianwei Li Zitong Yu Jingang Shi CVBM 25 40 0 30 Nov 2022
Facial Video-based Remote Physiological Measurement via Self-supervised Learning Zijie Yue Miaojing Shi Shuai Ding CVBM 50 39 0 27 Oct 2022
SimPer: Simple Self-Supervised Learning of Periodic Targets Yuzhe Yang Xin Liu Jiang Wu Silviu Borac Dina Katabi M. Poh Daniel J. McDuff 41 45 0 06 Oct 2022
rPPG-Toolbox: Deep Remote PPG Toolbox Xin Liu Girish Narayanswamy Akshay Paruchuri Xiaoyu Zhang Jiankai Tang Yuzhe Zhang Soumyadip Sengupta Shwetak N. Patel Yuntao wang Daniel J. McDuff 33 57 0 03 Oct 2022
Contrast-Phys: Unsupervised Video-based Remote Physiological Measurement via Spatiotemporal Contrast Zhaodong Sun Xiaobai Li 22 82 0 08 Aug 2022
Hiding Your Signals: A Security Analysis of PPG-based Biometric Authentication Lin Li Chao Chen Lei Pan Yonghang Tai Jun Zhang Yang Xiang AAML 19 6 0 10 Jul 2022
Efficient Remote Photoplethysmography with Temporal Derivative Modules and Time-Shift Invariant Loss Joaquim Comas Adria Ruiz Federico Sukno 81 30 0 21 Mar 2022
Instantaneous Physiological Estimation using Video Transformers Ambareesh Revanur Ananyananda Dasari Conrad S. Tucker László A. Jeni 26 33 0 24 Feb 2022
Face2PPG: An unsupervised pipeline for blood volume pulse extraction from faces Constantino Álvarez Casado Miguel Bordallo López 3DH CVBM 16 49 0 08 Feb 2022
PhysFormer: Facial Video-based Physiological Measurement with Temporal Difference Transformer Zitong Yu Yuming Shen Jingang Shi Hengshuang Zhao Philip H. S. Torr Guoying Zhao ViT MedIm 137 167 0 23 Nov 2021
Camera Measurement of Physiological Vital Signs Daniel J. McDuff 17 118 0 22 Nov 2021
RGB Camera-based Physiological Sensing: Challenges and Future Directions Xin Liu Shwetak N. Patel Daniel J. McDuff 16 7 0 26 Oct 2021
Remote Pulse Estimation in the Presence of Face Masks Jeremy Speth Nathan Vance Patrick Flynn Kevin W. Bowyer A. Czajka CVBM 25 9 0 11 Jan 2021