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2110.04447
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EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2021
9 October 2021
Xin Liu
B. Hill
Ziheng Jiang
Shwetak N. Patel
Daniel J. McDuff
3DH
MedIm
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Papers citing
"EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement"
46 / 46 papers shown
Adaptive Parameter Optimization for Robust Remote Photoplethysmography
Cecilia G. Morales
Fanurs Chi En Teh
Kai Li
Pushpak Agrawal
A. Dubrawski
113
0
0
26 Nov 2025
Reperio-rPPG: Relational Temporal Graph Neural Networks for Periodicity Learning in Remote Physiological Measurement
Ba-Thinh Nguyen
Thach-Ha Ngoc Pham
Hoang-Long Duc Nguyen
Thi-Duyen Ngo
Thanh-Ha Le
AI4TS
372
2
0
08 Nov 2025
VitalLens 2.0: High-Fidelity rPPG for Heart Rate Variability Estimation from Face Video
Philipp V. Rouast
110
0
0
30 Oct 2025
SkinMap: Weighted Full-Body Skin Segmentation for Robust Remote Photoplethysmography
Zahra Maleki
Amirhossein Akbari
Amirhossein Binesh
Babak Khalaj
3DH
216
0
0
06 Oct 2025
PHASE-Net: Physics-Grounded Harmonic Attention System for Efficient Remote Photoplethysmography Measurement
Bo Zhao
Dan Guo
Junzhe Cao
Yong Xu
Tao Tan
Yue Sun
Bochao Zou
Jie M. Zhang
198
2
0
29 Sep 2025
PhysDrive: A Multimodal Remote Physiological Measurement Dataset for In-vehicle Driver Monitoring
Jiyao Wang
Xiao Yang
Qingyong Hu
Jiankai Tang
Can Liu
Dengbo He
Yuntao wang
Yingcong Chen
Kaishun Wu
284
11
0
25 Jul 2025
BeatFormer: Efficient motion-robust remote heart rate estimation through unsupervised spectral zoomed attention filters
Joaquim Comas
Federico Sukno
206
3
0
20 Jul 2025
Align the GAP: Prior-based Unified Multi-Task Remote Physiological Measurement Framework For Domain Generalization and Personalization
Jiyao Wang
Xiao Yang
Hao Lu
Dengbo He
Kaishun Wu
293
4
0
19 Jun 2025
Efficient and Robust Multidimensional Attention in Remote Physiological Sensing through Target Signal Constrained Factorization
Jitesh Joshi
Youngjun Cho
221
0
0
11 May 2025
Time-Series U-Net with Recurrence for Noise-Robust Imaging Photoplethysmography
IEEE Access (IEEE Access), 2025
Vineet R. Shenoy
Shaoju Wu
Armand Comas
Tim K. Marks
Suhas Lohit
Hassan Mansour
CVBM
3DH
339
0
0
21 Mar 2025
Recovering Pulse Waves from Video Using Deep Unrolling and Deep Equilibrium Models
Vineet Shenoy
Suhas Lohit
Hassan Mansour
Rama Chellappa
Tim K. Marks
458
1
0
21 Mar 2025
Remote Photoplethysmography in Real-World and Extreme Lighting Scenarios
Computer Vision and Pattern Recognition (CVPR), 2025
Hang Shao
Lei Luo
Jianjun Qian
Mengkai Yan
Shuo Chen
Jian Yang
314
8
0
14 Mar 2025
RhythmFormer: Extracting Patterned rPPG Signals based on Periodic Sparse Attention
Pattern Recognition (Pattern Recogn.), 2024
Bochao Zou
Zizheng Guo
Jiansheng Chen
Junbao Zhuo
Weiran Huang
Huimin Ma
ViT
AI4TS
470
1
0
21 Feb 2025
CardiacMamba: A Multimodal RGB-RF Fusion Framework with State Space Models for Remote Physiological Measurement
Zheng Wu
Yiping Xie
Bo Zhao
Jiguang He
Fei Luo
Ning Deng
Zitong Yu
Mamba
370
13
0
20 Feb 2025
PhysMamba: State Space Duality Model for Remote Physiological Measurement
Zhixin Yan
Yan Zhong
Hongbin Xu
Wenjun Zhang
Shangru Yi
Lin Shu
Wenxiong Kang
Mamba
495
0
0
17 Jan 2025
FactorizePhys: Matrix Factorization for Multidimensional Attention in Remote Physiological Sensing
Neural Information Processing Systems (NeurIPS), 2024
Jitesh Joshi
Sos S. Agaian
Youngjun Cho
AI4TS
385
15
0
03 Nov 2024
UbiHR: Resource-efficient Long-range Heart Rate Sensing on Ubiquitous Devices
Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies (IMWUT), 2024
Haoyu Bian
Bin Guo
Sicong Liu
Yasan Ding
Shanshan Gao
Zhiwen Yu
232
8
0
25 Oct 2024
SFDA-rPPG: Source-Free Domain Adaptive Remote Physiological Measurement with Spatio-Temporal Consistency
Yiping Xie
Zitong Yu
Bingjie Wu
Weicheng Xie
Linlin Shen
TTA
162
5
0
18 Sep 2024
PhysMamba: Efficient Remote Physiological Measurement with SlowFast Temporal Difference Mamba
Chinese Conference on Biometric Recognition (CCBR), 2024
Chaoqi Luo
Yiping Xie
Zitong Yu
Mamba
260
24
0
18 Sep 2024
MHAD: Multimodal Home Activity Dataset with Multi-Angle Videos and Synchronized Physiological Signals
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024
Lei Yu
Jintao Fei
Xinyi Liu
Yang Yao
Jun Zhao
Guoxin Wang
Xin Li
282
2
0
14 Sep 2024
PhysFlow: Skin tone transfer for remote heart rate estimation through conditional normalizing flows
Lingxi Cui
Huan Li
Adria Ruiz
Federico Sukno
3DH
281
6
0
31 Jul 2024
Continual Learning for Remote Physiological Measurement: Minimize Forgetting and Simplify Inference
Qian Liang
Yan Chen
Yang Hu
CLL
309
5
0
19 Jul 2024
Thermal Imaging and Radar for Remote Sleep Monitoring of Breathing and Apnea
Kai Del Regno
Alexander Vilesov
Adnan Armouti
A. Harish
Selim Emir Can
Ashley Kita
A. Kadambi
366
2
0
16 Jul 2024
Toward Motion Robustness: A masked attention regularization framework in remote photoplethysmography
Pengfei Zhao
Qigong Sun
Xiaolin Tian
Yige Yang
Shuo Tao
Jie Cheng
Jiantong Chen
249
8
0
09 Jul 2024
GVT2RPM: An Empirical Study for General Video Transformer Adaptation to Remote Physiological Measurement
Hao Wang
Euijoon Ahn
Jinman Kim
205
0
0
19 Jun 2024
Joint Spatial-Temporal Modeling and Contrastive Learning for Self-supervised Heart Rate Measurement
Wei Qian
Qi Li
Kun Li
Xinke Wang
Xiao Sun
Ming Wang
Dan Guo
264
5
0
07 Jun 2024
PhysMLE: Generalizable and Priors-Inclusive Multi-task Remote Physiological Measurement
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024
Jiyao Wang
Hao Lu
Ange Wang
Xiao Yang
Ying-Cong Chen
Dengbo He
Kaishun Wu
285
17
0
10 May 2024
Deep Pulse-Signal Magnification for remote Heart Rate Estimation in Compressed Videos
Joaquim Comas
Adria Ruiz
Federico Sukno
377
7
0
04 May 2024
Orientation-conditioned Facial Texture Mapping for Video-based Facial Remote Photoplethysmography Estimation
Sam Cantrill
David Ahmedt-Aristizabal
Lars Petersson
Hanna Suominen
M. Armin
CVBM
396
5
0
14 Apr 2024
RhythmMamba: Fast, Lightweight, and Accurate Remote Physiological Measurement
Bochao Zou
Zizheng Guo
Xiaocheng Hu
Huimin Ma
Mamba
271
11
0
09 Apr 2024
SleepVST: Sleep Staging from Near-Infrared Video Signals using Pre-Trained Transformers
Jonathan Carter
João Jorge
O. Gibson
Lionel Tarassenko
267
5
0
04 Apr 2024
rFaceNet: An End-to-End Network for Enhanced Physiological Signal Extraction through Identity-Specific Facial Contours
Dali Zhu
Wenli Zhang
Hualin Zeng
Xiaohao Liu
Long Yang
Jiaqi Zheng
232
1
0
14 Mar 2024
Deep adaptative spectral zoom for improved remote heart rate estimation
IEEE International Conference on Automatic Face & Gesture Recognition (FG), 2024
Joaquim Comas
Adria Ruiz
Federico Sukno
236
3
0
11 Mar 2024
Advancing Generalizable Remote Physiological Measurement through the Integration of Explicit and Implicit Prior Knowledge
IEEE Transactions on Image Processing (TIP), 2024
Yuting Zhang
Haobo Lu
Xin Liu
Ying-Cong Chen
Kaishun Wu
272
22
0
11 Mar 2024
PhySU-Net: Long Temporal Context Transformer for rPPG with Self-Supervised Pre-training
M. Savic
Guoying Zhao
ViT
266
10
0
19 Feb 2024
Spiking-PhysFormer: Camera-Based Remote Photoplethysmography with Parallel Spike-driven Transformer
Mingxuan Liu
Jiankai Tang
Haoxiang Li
Jiahao Qi
Siwei Li
Kegang Wang
Yuntao wang
Hong Chen
Yuntao Wang
Hong Chen
615
33
0
07 Feb 2024
Training Robust Deep Physiological Measurement Models with Synthetic Video-based Data
Yuxuan Ou
Yuzhe Zhang
Yuntang Wang
Shwetak N. Patel
Daniel J. McDuff
Yuzhe Yang
Xin Liu
422
0
0
09 Nov 2023
CalibrationPhys: Self-supervised Video-based Heart and Respiratory Rate Measurements by Calibrating Between Multiple Cameras
IEEE journal of biomedical and health informatics (IEEE JBHI), 2023
Yusuke Akamatsu
Terumi Umematsu
Terumi Umematsu
352
17
0
23 Oct 2023
Automatic Infant Respiration Estimation from Video: A Deep Flow-based Algorithm and a Novel Public Benchmark
Sai Kumar Reddy Manne
Shaotong Zhu
Sarah Ostadabbas
Michael Wan
251
13
0
24 Jul 2023
PhysBench: A Benchmark Framework for rPPG with a New Dataset and Baseline
Kegang Wang
Yantao Wei
Mingwen Tong
Jie Gao
Yi Tian
Yujian Ma
Zhongjin Zhao
409
5
0
07 May 2023
Motion Matters: Neural Motion Transfer for Better Camera Physiological Measurement
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023
Akshay Paruchuri
Xin Liu
Yulu Pan
Shwetak N. Patel
Daniel J. McDuff
Soumyadip Sengupta
329
13
0
21 Mar 2023
BigSmall: Efficient Multi-Task Learning for Disparate Spatial and Temporal Physiological Measurements
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023
Girish Narayanswamy
Yujia Liu
Yuzhe Yang
Chengqian Ma
Xin Liu
Daniel J. McDuff
Shwetak N. Patel
323
36
0
21 Mar 2023
Full-Body Cardiovascular Sensing with Remote Photoplethysmography
Lu Niu
Jeremy Speth
Nathan Vance
Benjamin Sporrer
A. Czajka
Patrick Flynn
293
12
0
16 Mar 2023
PhysFormer++: Facial Video-based Physiological Measurement with SlowFast Temporal Difference Transformer
International Journal of Computer Vision (IJCV), 2023
Zitong Yu
Yuming Shen
Jingang Shi
Hengshuang Zhao
Yawen Cui
Jiehua Zhang
Juil Sock
Guoying Zhao
ViT
MedIm
277
127
0
07 Feb 2023
Real-Time Monitoring of User Stress, Heart Rate and Heart Rate Variability on Mobile Devices
Peyman Bateni
Leonid Sigal
194
6
0
04 Oct 2022
rPPG-Toolbox: Deep Remote PPG Toolbox
Neural Information Processing Systems (NeurIPS), 2022
Xin Liu
Girish Narayanswamy
Akshay Paruchuri
Xiaoyu Zhang
Jiankai Tang
Yuzhe Zhang
Soumyadip Sengupta
Shwetak N. Patel
Yuntao wang
Daniel J. McDuff
484
131
0
03 Oct 2022
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