CVPR 2022 Open Access Repository

Computer Vision for Physiological Measurement

Perfusion Assessment via Local Remote Photoplethysmography (rPPG): Benjamin Kossack,

Eric Wisotzky,

Peter Eisert,

Sebastian P. Schraven,

Brigitta Globke,

Anna Hilsmann; [pdf]
[bibtex]
@InProceedings{Kossack_2022_CVPR, author = {Kossack, Benjamin and Wisotzky, Eric and Eisert, Peter and Schraven, Sebastian P. and Globke, Brigitta and Hilsmann, Anna}, title = {Perfusion Assessment via Local Remote Photoplethysmography (rPPG)}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {2192-2201} }
RTrPPG: An Ultra Light 3DCNN for Real-Time Remote Photoplethysmography: Deivid Botina-Monsalve,

Yannick Benezeth,

Johel Miteran; [pdf] [supp]
[bibtex]
@InProceedings{Botina-Monsalve_2022_CVPR, author = {Botina-Monsalve, Deivid and Benezeth, Yannick and Miteran, Johel}, title = {RTrPPG: An Ultra Light 3DCNN for Real-Time Remote Photoplethysmography}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {2146-2154} }
Optimising rPPG Signal Extraction by Exploiting Facial Surface Orientation: Kwan Long Wong,

Jing Wei Chin,

Tsz Tai Chan,

Ismoil Odinaev,

Kristian Suhartono,

Kang Tianqu,

Richard H.Y. So; [pdf]
[bibtex]
@InProceedings{Wong_2022_CVPR, author = {Wong, Kwan Long and Chin, Jing Wei and Chan, Tsz Tai and Odinaev, Ismoil and Suhartono, Kristian and Tianqu, Kang and So, Richard H.Y.}, title = {Optimising rPPG Signal Extraction by Exploiting Facial Surface Orientation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {2165-2171} }
Remote Heart Rate Estimation by Signal Quality Attention Network: Haoyuan Gao,

Xiaopei Wu,

Jidong Geng,

Yang Lv; [pdf]
[bibtex]
@InProceedings{Gao_2022_CVPR, author = {Gao, Haoyuan and Wu, Xiaopei and Geng, Jidong and Lv, Yang}, title = {Remote Heart Rate Estimation by Signal Quality Attention Network}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {2122-2129} }
Strain Detection Based on Breath and Motion Features Obtained by a Force Sensor for Smart Toilet Systems: Rina Akaho,

Mototaka Yoshioka; [pdf]
[bibtex]
@InProceedings{Akaho_2022_CVPR, author = {Akaho, Rina and Yoshioka, Mototaka}, title = {Strain Detection Based on Breath and Motion Features Obtained by a Force Sensor for Smart Toilet Systems}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {2114-2121} }
Remote Pulse Estimation in the Presence of Face Masks: Jeremy Speth,

Nathan Vance,

Patrick Flynn,

Kevin Bowyer,

Adam Czajka; [pdf] [arXiv]
[bibtex]
@InProceedings{Speth_2022_CVPR, author = {Speth, Jeremy and Vance, Nathan and Flynn, Patrick and Bowyer, Kevin and Czajka, Adam}, title = {Remote Pulse Estimation in the Presence of Face Masks}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {2086-2095} }
Remote Estimation of Continuous Blood Pressure by a Convolutional Neural Network Trained on Spatial Patterns of Facial Pulse Waves: Kaito Iuchi,

Ryogo Miyazaki,

George C. Cardoso,

Keiko Ogawa-Ochiai,

Norimichi Tsumura; [pdf]
[bibtex]
@InProceedings{Iuchi_2022_CVPR, author = {Iuchi, Kaito and Miyazaki, Ryogo and Cardoso, George C. and Ogawa-Ochiai, Keiko and Tsumura, Norimichi}, title = {Remote Estimation of Continuous Blood Pressure by a Convolutional Neural Network Trained on Spatial Patterns of Facial Pulse Waves}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {2139-2145} }
Federated Remote Physiological Measurement With Imperfect Data: Xin Liu,

Mingchuan Zhang,

Ziheng Jiang,

Shwetak Patel,

Daniel McDuff; [pdf] [arXiv]
[bibtex]
@InProceedings{Liu_2022_CVPR, author = {Liu, Xin and Zhang, Mingchuan and Jiang, Ziheng and Patel, Shwetak and McDuff, Daniel}, title = {Federated Remote Physiological Measurement With Imperfect Data}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {2155-2164} }
Gated Recurrent Unit-Based RNN for Remote Photoplethysmography Signal Segmentation: Rita Meziati Sabour,

Yannick Benezeth; [pdf]
[bibtex]
@InProceedings{Sabour_2022_CVPR, author = {Sabour, Rita Meziati and Benezeth, Yannick}, title = {Gated Recurrent Unit-Based RNN for Remote Photoplethysmography Signal Segmentation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {2202-2210} }
Regression or Classification? Reflection on BP Prediction From PPG Data Using Deep Neural Networks in the Scope of Practical Applications: Fabian Schrumpf,

Paul Rudi Serdack,

Mirco Fuchs; [pdf] [arXiv]
[bibtex]
@InProceedings{Schrumpf_2022_CVPR, author = {Schrumpf, Fabian and Serdack, Paul Rudi and Fuchs, Mirco}, title = {Regression or Classification? Reflection on BP Prediction From PPG Data Using Deep Neural Networks in the Scope of Practical Applications}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {2172-2181} }
Predicting Mind-Wandering With Facial Videos in Online Lectures: Taeckyung Lee,

Dain Kim,

Sooyoung Park,

Dongwhi Kim,

Sung-Ju Lee; [pdf]
[bibtex]
@InProceedings{Lee_2022_CVPR, author = {Lee, Taeckyung and Kim, Dain and Park, Sooyoung and Kim, Dongwhi and Lee, Sung-Ju}, title = {Predicting Mind-Wandering With Facial Videos in Online Lectures}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {2104-2113} }
Human Stools Classification for Gastrointestinal Health Based on an Improved ResNet18 Model With Dual Attention Mechanism: Jing Zhang,

Tao Wen,

Tao He,

Xiangzhou Wang,

Ruqian Hao,

Juanxiu Liu,

Xiaohui Du,

Lin Liu; [pdf]
[bibtex]
@InProceedings{Zhang_2022_CVPR, author = {Zhang, Jing and Wen, Tao and He, Tao and Wang, Xiangzhou and Hao, Ruqian and Liu, Juanxiu and Du, Xiaohui and Liu, Lin}, title = {Human Stools Classification for Gastrointestinal Health Based on an Improved ResNet18 Model With Dual Attention Mechanism}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {2096-2103} }
Multimodal Transformer for Nursing Activity Recognition: Momal Ijaz,

Renato Diaz,

Chen Chen; [pdf] [arXiv]
[bibtex]
@InProceedings{Ijaz_2022_CVPR, author = {Ijaz, Momal and Diaz, Renato and Chen, Chen}, title = {Multimodal Transformer for Nursing Activity Recognition}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {2065-2074} }
Deep Learning Classifier for Advancing Video Monitoring of Atrial Fibrillation: Kamil Bukum,

Celal Savur,

Gill R. Tsouri; [pdf]
[bibtex]
@InProceedings{Bukum_2022_CVPR, author = {Bukum, Kamil and Savur, Celal and Tsouri, Gill R.}, title = {Deep Learning Classifier for Advancing Video Monitoring of Atrial Fibrillation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {2211-2219} }
Should I Take a Walk? Estimating Energy Expenditure From Video Data: Kunyu Peng,

Alina Roitberg,

Kailun Yang,

Jiaming Zhang,

Rainer Stiefelhagen; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Peng_2022_CVPR, author = {Peng, Kunyu and Roitberg, Alina and Yang, Kailun and Zhang, Jiaming and Stiefelhagen, Rainer}, title = {Should I Take a Walk? Estimating Energy Expenditure From Video Data}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {2075-2085} }
Efficient Remote Photoplethysmography With Temporal Derivative Modules and Time-Shift Invariant Loss: Joaquim Comas,

Adrià Ruiz,

Federico Sukno; [pdf] [arXiv]
[bibtex]
@InProceedings{Comas_2022_CVPR, author = {Comas, Joaquim and Ruiz, Adri\`a and Sukno, Federico}, title = {Efficient Remote Photoplethysmography With Temporal Derivative Modules and Time-Shift Invariant Loss}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {2182-2191} }
Contactless Blood Pressure Measurement via Remote Photoplethysmography With Synthetic Data Generation Using Generative Adversarial Network: Bing-Fei Wu,

Li-Wen Chiu,

Yi-Chiao Wu,

Chun-Chih Lai,

Pao-Hsien Chu; [pdf]
[bibtex]
@InProceedings{Wu_2022_CVPR, author = {Wu, Bing-Fei and Chiu, Li-Wen and Wu, Yi-Chiao and Lai, Chun-Chih and Chu, Pao-Hsien}, title = {Contactless Blood Pressure Measurement via Remote Photoplethysmography With Synthetic Data Generation Using Generative Adversarial Network}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {2130-2138} }
Pruning rPPG Networks: Toward Small Dense Network With Limited Number of Training Samples: Changchen Zhao,

Pengcheng Cao,

Shoushuai Xu,

Zhengguo Li,

Yuanjing Feng; [pdf]
[bibtex]
@InProceedings{Zhao_2022_CVPR, author = {Zhao, Changchen and Cao, Pengcheng and Xu, Shoushuai and Li, Zhengguo and Feng, Yuanjing}, title = {Pruning rPPG Networks: Toward Small Dense Network With Limited Number of Training Samples}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {2055-2064} }