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

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

18 November 2021
John Gideon
Simon Stent
ArXivPDFHTML

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
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
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
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
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
55
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
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
Internship Report: Benchmark of Deep Learning-based Imaging PPG in Automotive Domain
Yuqi Tu
Shakith Fernando
Mark van Gastel
24
0
0
01 Nov 2024
Bi-TTA: Bidirectional Test-Time Adapter for Remote Physiological
  Measurement
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
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
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
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
23
2
0
18 Jul 2024
Rethinking temporal self-similarity for repetitive action counting
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
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
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
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
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
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
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
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
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?
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
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
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
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
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
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
Dual-path TokenLearner for Remote Photoplethysmography-based Physiological Measurement with Facial Videos
Wei Qian
Dan Guo
Kun Li
Xilan Tian
Meng Wang
31
11
0
15 Aug 2023
rPPG-MAE: Self-supervised Pre-training with Masked Autoencoders for
  Remote Physiological Measurement
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
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
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
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
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
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
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
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
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
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
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
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
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
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
Face2PPG: An unsupervised pipeline for blood volume pulse extraction from faces
Constantino Álvarez Casado
Miguel Bordallo López
3DH
CVBM
18
49
0
08 Feb 2022
PhysFormer: Facial Video-based Physiological Measurement with Temporal
  Difference Transformer
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
Camera Measurement of Physiological Vital Signs
Daniel J. McDuff
17
118
0
22 Nov 2021
RGB Camera-based Physiological Sensing: Challenges and Future Directions
RGB Camera-based Physiological Sensing: Challenges and Future Directions
Xin Liu
Shwetak N. Patel
Daniel J. McDuff
18
7
0
26 Oct 2021
Remote Pulse Estimation in the Presence of Face Masks
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
1