1. 南阳师范学院生命科学与农业工程学院
2. 南阳师范学院计算机科学与技术学院
纸质出版:2023
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潘天宝, 程宁, 刘金江. 基于3D多尺度卷积的非接触心率估计模型[J]. 传感器与微系统, 2023,(7):43-47.
潘天宝, 程宁, 刘金江. 基于3D多尺度卷积的非接触心率估计模型[J]. 传感器与微系统, 2023,(7):43-47. DOI: 10.13873/J.1000-9787(2023)07-0043-05.
为了在真实环境下实现更准确的非接触式心率(HR)估计,提出一种远程光电容积描记术(rPPG)和HR信号恢复任务的端到端时空卷积神经网络(CNN)模型。模型使用3D多尺度卷积注意力获取多尺度特征并融合上下文信息。其次引入自注意力卷积长短期记忆(SA-ConvLSTM)提取具有全局依赖和局部依赖的时间空间特征。最后,根据rPPG和HR信号的强关联性,使用多任务学习方法来提高模型性能。在公开的UBFC-rPPG和COHFACE数据集上进行实验测试,结果表明:提出的网络模型在非接触式HR提取中具有更好鲁棒性。
融合多头自注意力机制的无接触心率估计模型[J]. 张鑫;杨长强;殷若南;王梦茹.计算机应用研究,2022(11)
AND-rPPG: A novel denoising-rPPG network for improving remote heart rate estimation[J]. Lokendra Birla;Puneet Gupta.Computers in Biology and Medicine,2022
A neonatal dataset and benchmark for non-contact neonatal heart rate monitoring based on spatio-temporal neural networks[J]. Huang Bin;Chen Weihai;Lin Chun-Liang;Juang Chia-Feng;Xing Yuanping;Wang Yanting;Wang Jianhua.Engineering Applications of Artificial Intelligence,2021
Self-Attention ConvLSTM for Spatiotemporal Prediction[J]. Zhihui Lin;Maomao Li;Zhuobin Zheng;Yangyang Cheng;Chun Yuan.Proceedings of the AAAI Conference on Artificial Intelligence,2020
New insights on super-high resolution for video-based heart rate estimation with a semi-blind source separation method[J]. Rencheng Song;Senle Zhang;Juan Cheng;Chang Li;Xun Chen.Computers in Biology and Medicine,2020
3D Convolutional Neural Networks for Remote Pulse Rate Measurement and Mapping from Facial Video[J]. Frédéric Bousefsaf;Alain Pruski;Choubeila Maaoui.Applied Sciences,2019
A review on wearable photoplethysmography sensors and their potential future applications in health care.[J]. Castaneda Denisse;Esparza Aibhlin;Ghamari Mohammad;Soltanpur Cinna;Nazeran Homer.International journal of biosensors & bioelectronics,2018
Unsupervised skin tissue segmentation for remote photoplethysmography[J]. Serge Bobbia;Richard Macwan;Yannick Benezeth;Alamin Mansouri;Julien Dubois.Pattern Recognition Letters,2017
Algorithmic Principles of Remote PPG.[J]. Wang Wenjin;den Brinker Albertus C;Stuijk Sander;de Haan Gerard.IEEE transactions on bio-medical engineering,2017
A Novel Algorithm for Remote Photoplethysmography: Spatial Subspace Rotation.[J]. Wang Wenjin;Stuijk Sander;de Haan Gerard.IEEE transactions on bio-medical engineering,2016
Dlib-ml: A Machine Learning Toolkit.[J]. Davis E. King.Journal of Machine Learning Research,2009
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