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梁士利
长春 | 东北师范大学物理学院 | 教授
  Email   lsl@nenu.edu.cn 
论文

Overcoming the effect of muscle fatigue on gesture recognition based on sEMG via generative adversarial networks

期刊: Expert Systems with Applications  2024
作者: Jinxin Ao,Shili Liang,Tao Yan,Rui Hou,Zong Zheng,Jongsong Ryu
DOI:10.1016/j.eswa.2023.122304

Prediction and classification of sEMG-based pinch force between different fingers

期刊: Expert Systems with Applications  2024
作者: Yansheng Wu,Shili Liang,Yongkai Ma,Bowen Li
DOI:10.1016/j.eswa.2023.121635

Difference analysis of musculation and estimation of sEMG-to-force in process of increasing force and decreasing force

期刊: Expert Systems with Applications  2023
作者: Yansheng Wu,Shili Liang,Zekun Chen,Xiupeng Qiao,Yongkai Ma
DOI:10.1016/j.eswa.2023.120445

Adaptive detection of Ahead-sEMG based on short-time energy of local-detail difference and recognition in advance of upper-limb movements

期刊: Biomedical Signal Processing and Control  2023
作者: Xiuping Li,Shili Liang,Shifeng Yan,Jongsong Ryu,Yansheng Wu
DOI:10.1016/j.bspc.2023.104752

Spatial averaging method based on adaptive weight for imaging photoplethysmography

期刊: Journal of Biomedical Optics  2023
作者: Jongsong Ryu,Hyonsam Ryu,Shili Liang,Sunchol Hong,Yueqi Lian,Zong Zheng
DOI:10.1117/1.jbo.28.8.085003

A real-time heart rate estimation framework based on a facial video while wearing a mask

BACKGROUND: The imaging photoplethysmography (iPPG) method is a non-invasive, non-contact measurement method that uses a camera to detect physiological indicators. On the other hand, wearing a mask has become essential today when COVID-19 is rampant, which has become a new challenge for heart rate (HR) estimation from facial videos recorded by a camera. OBJECTIVE: The aim is to propose an iPPG-based method that can accurately estimate HR with or without a mask. METHODS: First, the facial regions of interest (ROI) were divided into two sub-ROIs, and the original signal was obtained through spatial averaging with different weights according to the result of judging whether wearing a mask or not, and the CDF, which emphasizes the main component signal, was combined with the improved POS suitable for real-time HR estimation to obtain the noise-removed BVP signal. RESULTS: For self-collected data while wearing a mask, MAE, RMSE, and ACC were 1.09 bpm, 1.44 bpm, and 99.08%, respectively. CONCLUSION: Experimental results show that the proposed framework can estimate HR stably in real-time in both cases of wearing a mask or not. This study expands the application range of HR estimation based on facial videos and has very practical value in real-time HR estimation in daily life.

期刊: Technology and Health Care  2023
作者: Jongsong Ryu,Sunchol Hong,Shili Liang,Sinil Pak,Lei Zhang,Suqiu Wang,Yueqi Lian
DOI:10.3233/thc-220322

Target Detection in Infrared Image of Transmission Line Based on Faster-RCNN

期刊: Advanced Data Mining and Applications  2022
作者: Shifeng Yan,Peipei Chen,Shili Liang,Lei Zhang,Xiuping Li
DOI:10.1007/978-3-030-95408-6_21

Classification and simulation of process of linear change for grip force at different grip speeds by using supervised learning based on sEMG

期刊: Expert Systems with Applications  2022
作者: Yansheng Wu,Shili Liang,Tao Yan,Jinxin Ao,Ze Zhou,Xiuping Li
DOI:10.1016/j.eswa.2022.117785

Research on Non-contact Multi-person Heart Rate Measurement Method for Intelligent Education

期刊: 2022 3rd International Conference on Information Science, Parallel and Distributed Systems (ISPDS)  2022
作者: Yueqi Lian,Jongsong Ryu,Suqiu Wang,Shili Liang,Oh Kyongil
DOI:10.1109/ispds56360.2022.9874225

A measurement of illumination variation-resistant noncontact heart rate based on the combination of singular spectrum analysis and sub-band method

期刊: Computer Methods and Programs in Biomedicine  2021
作者: Jongsong Ryu,Sunchol Hong,Shili Liang,Sinil Pak,Qingyue Chen,Shifeng Yan
DOI:10.1016/j.cmpb.2020.105824

Notice of Removal: A New Framework for Robust Heart Rate Measurement Based on the Head Motion State Estimation

期刊: IEEE Journal of Biomedical and Health Informatics  2021
作者: Jongsong Ryu,Sunchol Hong,Shili Liang,Sinil Pak,Qingyue Chen,Shifeng Yan
DOI:10.1109/jbhi.2021.3083917

PS-GAN: a single image snow removal framework using pseudo-Siamese GANs

期刊: International Conference on Image Processing and Intelligent Control (IPIC 2021)  2021
作者: Shifeng Yan,Shili Liang,Xiuping Li,Lei Zhang,Suqiu Wang,Changan Dong
DOI:10.1117/12.2611394

Research on the combination of color channels in heart rate measurement based on photoplethysmography imaging

期刊: Journal of Biomedical Optics  2021
作者: Jongsong Ryu,Sunchol Hong,Shili Liang,Sinil Pak,Qingyue Chen,Shifeng Yan
DOI:10.1117/1.jbo.26.2.025003

Research on Image Recognition Technology of Transmission Line Icing Thickness Based on LSD Algorithm

期刊: Lecture Notes in Electrical Engineering  2021
作者: Shili Liang,Jun Wang,Peipei Chen,Shifeng Yan,Jipeng Huang
DOI:10.1007/978-981-15-8411-4_13

Recognition of Subtle Gestures by 2-Channel sEMG Using Parameter Estimation Classifiers Based on Probability Density

期刊: IEEE Access  2020
作者: Shili Liang,Jianfei Chen,Yansheng Wu,Shifeng Yan,Jipeng Huang
DOI:10.1109/access.2020.3021072

Encrypted digital watermarking algorithm for quick response code using discrete cosine transform and singular value decomposition

期刊: Multimedia Tools and Applications  2020
作者: Limin Sun,Shili Liang,Peipei Chen,Yixin Chen
DOI:10.1007/s11042-020-10075-5

Identification of Gesture Based on Combination of Raw sEMG and sEMG Envelope Using Supervised Learning and Univariate Feature Selection

期刊: Journal of Bionic Engineering  2019
作者: Shili Liang,Yansheng Wu,Jianfei Chen,Ling Zhang,Peipei Chen,Zongqian Chai,Chunlei Cao
DOI:10.1007/s42235-019-0052-1

Research on Recognition of Nine Kinds of Fine Gestures Based on Adaptive AdaBoost Algorithm and Multi-Feature Combination

期刊: IEEE Access  2019
作者: Shili Liang,Liangliang Wang,Ling Zhang,Yansheng Wu
DOI:10.1109/access.2018.2884773

Gesture recognition method based on a single-channel sEMG envelope signal

期刊: EURASIP Journal on Wireless Communications and Networking  2018
作者: Yansheng Wu,Shili Liang,Ling Zhang,Zongqian Chai,Chunlei Cao,Shuangwei Wang
DOI:10.1186/s13638-018-1046-0

Periodic characteristics of the Josephus ring and its application in image scrambling

期刊: EURASIP Journal on Wireless Communications and Networking  2018
作者: Zongqian Chai,Shili Liang,Guorong Hu,Ling Zhang,Yansheng Wu,Chunlei Cao
DOI:10.1186/s13638-018-1167-5

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