研究领域与方向：

基于数据驱动和深度学习的生理系统功能分析

基于深度学习与人工智能的生理信号与医学影像智能分析处理

基于计算机视觉的非接触式人体生物信息识别和分析

面向健康监测的医疗机器人应用

• 辽宁省重点研发项目，面向监所讯问过程的智能监测预警关键技术研发与示范，2024JH2/102500076，30万，主持人;
  

• 辽宁省沈阳市"揭榜挂帅"项目，人工智能类脑情感识别分析技术研究，No. 21–104–1–24，158万，主要参与人；

• 辽宁省自然科学基金计划面上项目，2021-MS-087，基于多模态生理信号分析与建模的EECP治疗糖尿病足的疗效研究，主持人；

• 国家重点研发计划项目，2020YFC2004400，基于体外反搏技术平台的循环系统智能化康复辅具研发，521万，子课题负责人；

• 国家卫生健康委员会辅助循环重点实验室开放性课题，基于外周生理多尺度建模分析的体外反搏治疗糖尿病足疗效研究，主持人；

• 国家自然科学基金，61773110，基于多模态数据与多耦合模型的肺动脉高压无创检测关键技术研究，64万，主要参与者；

• 企业课题，大动脉易损斑块力学特性及其周围血流动力学改变的建模与仿真，10万，主持人；

• 中央高校基本科研业务费项目（重大科技创新项目），N172008008，基于大数据智能分析的精准肿瘤诊疗模式探索，100万，主要参与者；

• 中央高校基本科研业务费项目，N171904009，用于微创外科手术中光学定位信息缺失的补偿机理及关键技术研究，12万，主持人；

• 辽宁省自然科学基金计划重点项目，No.20170520180 “机器人辅助脊柱手术钻削操作的术前仿真评估研究”，10万，主持人；

Selected Publications:

• Yijia Chen, Ziyi Li, Lin Qi*, Wei Bian, Wei Qian. "EOPCNet: Source-free unsupervised domain adaptation for cross-modality medical image segmentation via entropy optimization and multi-perspective conflict", Biomimetic Intelligence and Robotics, 100328, 2026. (JCR Q1, IF=5.5) (*: corresponding author) (The first author is the undergraduate student from the MBIE) 

• Yulong Shi, Shijie Li, Ziyi Li, Lin Qi*. "Tell2Adapt: A Unified Framework for Source Free Unsupervised Domain Adaptation via Vision Foundation Model", 2026 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2026).  (CCF A) (*: corresponding author) 
  

• Xinyuan Jiao, Qihe Gao, Lin Qi*, Lisheng Xu, and Wei Qian, "AI-powered Measurement of Blood Pressure and Oxygen Saturation based on Camera: Advancements, Challenges and Future Prospects," IEEE Transactions on Instrumentation and Measurement, 2026, doi: 10.1109/TIM.2026.3664375. (JCR Q1, IF=6.0) (*: corresponding author) 
  

• Yimou Lv, Xinyuan Jiao, Lin Qi*, Qi Zhang, Lisheng Xu and Wei Qian. "CoDPN: An Unsupervised Collaborative Dual-path Network For Contactless Remote Physiological Measurement," IEEE Journal of Biomedical and Health Informatics, 2025, doi: 10.1109/JBHI.2025.3610265. (JCR Q1, IF=7.7)  (*: corresponding author) 
  

• Jie Zhou, Yulong Shi, Lin Qi*, Xue Jiang, Shouliang Qi, Wei Qian. A3-DualUD: Source-free unsupervised domain adaptation via anatomical anchor alignment and dual-path uncertainty denoising for cross-modality medical image segmentation. Computer Methods and Programs in Biomedicine, 2025, Vol.271: 109017. https://doi.org/10.1016/j.cmpb.2025.109017.  (JCR Q1, IF=5.4) (*: corresponding author) (WOS:001559966600002)

• Yulong Shi, Jiapeng Li, Lin Qi*. "HEAL: Learning-Free Source Free Unsupervised Domain Adaptation for Cross-Modality Medical Image Segmentation", 36th British Machine Vision Conference 2025 (BMVC 2025). (CCF C) (*: corresponding author)
  

• Jiapeng Li, Yijia Chen, Shijie Li, Lisheng Xu, Wei Qian, Shuai Tian, Lin Qi*. TIG-UDA: Generative unsupervised domain adaptation with transformer-embedded invariance for cross-modality medical image segmentation, Biomedical Signal Processing and Control, 2025, Vol.106: 107722. https://doi.org/10.1016/j.bspc.2025.107722. (JCR Q1, IF=5.1) (*: corresponding author) (WOS:001441474900001)

• 关舒月, 吕奕谋, 李永春, 夏宬智, 齐林*, 徐礼胜. 基于面部视频的非接触式心率测量的深度学习方法综述, 生物医学工程学杂志, 2025年2月第42卷第1期, PP:197-204. DOI: 10.7507/1001-5515.200405057. (中国科技核心期刊/中国高质量科技期刊)(EI检索). (*: corresponding author) (EI indexed, Accession number:20250917955565)
  

• Jiapeng Li, Yifan Zhang, Lisheng Xu, Yudong Yao, Lin Qi*. ISGAN: Unsupervised Domain Adaptation with Improved Symmetric GAN for Cross-Modality Multi-organ Segmentation,  IEEE Journal of Biomedical and Health Informatics, vol. 29, no. 6, pp. 3874-3885, June 2025. DOI:10.1109/JBHI.2024.3507092.  (JCR Q1, IF=7.7)  (*: corresponding author) (WOS:001504143000039)
  

• Bailin Hou, Yimou Lv, Lin Qi* and Yongchun Li. "TCNTransNet: A Semi-Supervised Temporal-Spatial Fusion Framework for Heart Rate Estimation From Camera Video," IEEE Transactions on Consumer Electronics, vol. 71, no. 2, pp. 5837-5846, May 2025, doi: 10.1109/TCE.2024.3424338. (JCR Q1, IF=10.9) (*: corresponding author) (WOS:001554481300031)

• Yanrui Liu, Chunlong Xu, Lin Qi*, Yongchun Li. A robust non-contact heart rate estimation from facial video based on a non-parametric signal extraction model, Biomedical Signal Processing and Control, 2024, Vol. 93:106186. DOI:10.1016/j.bspc.2024.106186. (JCR Q1, IF=5.1) (*: corresponding author) (The first author is the undergraduate student from the MBIE) (WOS:001215404200001)

• Qi Zhang, Ya-hui Zhang, Li-ling Hao*, Xuan-hao Xu, Gui-fu Wu, Ling Lin, Xiu-li Xu*, Lin Qi*, Shuai Tian*. A numerical study on the siphonic effect of enhanced external counterpulsation at lower extremities with a coupled 0D-1D closed-loop personalized hemodynamics model, Journal of Biomechanics, Vol. 166, 2024:112057. DOI:10.1016/j.jbiomech.2024.112057.  (JCR Q3, CAS Q2, IF=2.7)(*: corresponding author) (WOS:001215763700001)

• Yijia Chen, Jiapeng Li, Haoze Yu, Lin Qi*, Yongchun Li. Source-Free Unsupervised Domain Adaptation Fundus Image Segmentation via Entropy Optimization and Anatomical Priors. Procedia Computer Science, 2024, Volume 250, PP:182-187. https://doi.org/10.1016/j.procs.2024.11.023.  (*: corresponding author) (EI indexed, Accession number : 20245317607594)

• Zhang, Yifan, Yonghui Wang, Lisheng Xu, Yudong Yao, Wei Qian, and Lin Qi*. "ST-GAN: A Swin Transformer-Based Generative Adversarial Network for Unsupervised Domain Adaptation of Cross-Modality Cardiac Segmentation." IEEE Journal of Biomedical and Health Informatics, 2024, Vol.28(2):893-904. doi: 10.1109/JBHI.2023.3336965. (JCR Q1, IF=7.7)  (*: corresponding author) (WOS:001203362500022)

• Yonghui Wang, Yifan Zhang, Lisheng Xu, Shouliang Qi, Yudong Yao, Wei Qian, Stephen E. Greenwald, Lin Qi*. TSP-UDANet: two-stage progressive unsupervised domain adaptation network for automated cross-modality cardiac segmentation. Neural Computing and Applications, 2023, 35(30):22189–22207. doi:10.1007/s00521-023-08939-6. (JCR Q2, IF=6) (*: corresponding author) (WOS:001063380700006)

• Jiapeng Li, Yimou Lv, Lisheng Xu and Lin Qi*. An Unsupervised Domain Adaptation Model Based on Multi-Level Joint Alignment for Multi-Modal Cardiac Image Segmentation. Procedia Computer Science, 2023, Volume 226, PP:106–112. https://doi.org/10.1016/j.procs.2023.10.643. (*: corresponding author) (EI indexed, Accession number : 20240615496978)

• Lisheng Xu, Haoran Zhang, Jiaole Wang, Ang Li, Shuang Song, Hongliang Ren*, Lin Qi*, Jason J. Gu*, Max Q.-H. Meng*, Information loss challenges in surgical navigation systems: From information fusion to AI-based approaches, Information Fusion, Vol. 92, 2023: 13-36. https://doi.org/10.1016/j.inffus.2022.11.015.  (JCR Q1, CAS Q1, IF=18.6) (*: corresponding author) (WOS:000891921400002)

• Xu, Lisheng, Shuran Zhou, Lu Wang, Yang Yao, Liling Hao, Lin Qi, Yudong Yao, Hongguang Han, Ramakrishna Mukkamala, and Stephen E. Greenwald. "Improving the accuracy and robustness of carotid-femoral pulse wave velocity measurement using a simplified tube-load model." Scientific Reports 12, no. 1 (2022): 5147.

• Li, Jiapeng, Xuehao Cao, Lisheng Xu, Lin Qi*. "Finite Element Analysis for the Effects of the Descending Aorta Tortuosity on Aortic Hemodynamics." Procedia Computer Science, Vol. 209 (2022): 148-156. https://doi.org/10.1016/j.procs.2022.10.109.  (*: corresponding author) (EI indexed, Accession number : 20225113265475)

• Qi Zhang, Yahui Zhang, Liling Hao, Yujia Zhong, Kunlin Wu, Zhuo Wang, Shuai Tian, Lin Qi, Guifu Wu. A personalized 0D-1D model of cardiovascular system for the hemodynamic simulation of enhanced external counterpulsation. Computer Methods and Programs in Biomedicine. 2022 Dec;227:107224. 

• Na Pang, Wen Meng, Yongsheng Zhong, Xiufang Liu, Zhengrong Lin, Tianxu Guo, Hui Zhou, Lin Qi, Long Meng, Lisheng Xu, and Lili Niu, "Ultrasound Deep Brain Stimulation Modulates Body Temperature in Mice," IEEE Transactions on Neural Systems and Rehabilitation Engineering, Vol. 30 (2022): 1851-1857. doi: 10.1109/TNSRE.2022.3188516.

• Lin Qi, Wenbo Zhu, Wei Qian, Lisheng Xu, Ying He, and Feihu Zhao. "The Performance of a Spherical-tip Catheter for Stent Post-dilation: Finite Element Analysis and Experiments." Frontiers in Physiology, Vol. 12: 1305, 2021. doi: 10.3389/fphys.2021.734565. (JCR Q1, IF=4.75) (WOS:000698614700001)

• Boyuan Zhang, Hengkang Li, Lisheng Xu, Lin Qi*, Yudong Yao and Stephen E. Greenwald. Non-contact Heart Rate Measurement using a Webcam, based on Joint Blind Source Separation and a Skin Reflection Model: for a Wide Range of Imaging Conditions. Journal of Sensors, Vol.2021, 2021:9995871. DOI:10.1155/2021/9995871. (*: corresponding author) (WOS:000680837500003) 

• Junjie Zou, Shasha Yi, Lili Niu, Hui Zhou, Zhengrong Lin,Yibo Wang, Xiaowei Huang, Wen Meng,Yanwu Guo*, Lin Qi*, Long Meng*. Neuroprotective Effect of Ultrasound Neuromodulation on Kainic Acid-Induced Epilepsy in Mice, IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control. 2021, Vol. 68(9):3006-3016. doi: 10.1109/TUFFC.2021.3079628. (JCR Q1, IF=3.7)  (*: corresponding author) (WOS:000690441000020)

• Lili Niu, Yanchen Guo, Zhengrong Lin, Zhe Shi, Tianyuan Bian, Lin Qi, Long Meng, Anthony A. Grace, Hairong Zheng and Ti-Fei Yuan. Noninvasive ultrasound deep brain stimulation of nucleus accumbens induces behavioral avoidance. Science China Life Sciences. Vol 63:1328–1336, 2020. https://doi.org/10.1007/s11427-019-1616-6.

• Zhang, Yahui, Lin Qi, Frans Van De Vosse, Chenglin Du, Yudong Yao, Jianhang Du, Guifu Wu, and Lisheng Xu. "Recovery Responses of Central Hemodynamics in Basketball Athletes and Controls after the Bruce Test." Frontiers in Physiology. 11 (2020): 1335.

• Lin Qi, Haoran Zhang, Xuehao Cao, Xuyang Lyu, Lisheng Xu, Benqiang Yang, Yangming Ou. "Multi-Scale Feature Fusion Convolutional Neural Network for Concurrent Segmentation of Left Ventricle and Myocardium in Cardiac MR Images". Journal of Medical Imaging and Health Informatics, 10, no. 5: 1023-1032, 2020. doi:10.1166/jmihi.2020.3005. (WOS:000519753200006)

• 齐林,张舶远,于慧东,徐礼胜. 4种基于rPPG的非接触式心率估计方法的性能评估[J]. 医疗卫生装备, 2020, 41(12):21-25+47. DOI:10.19745/j.1003-8868.2020268. (中国科技核心期刊/中国高质量科技期刊)

• Lin Qi, Haoran Zhang, Wenjun Tan, Shouliang Qi, Lisheng Xu, Yudong Yao, and Wei Qian. "Cascaded Conditional Generative Adversarial Networks with Multi-Scale Attention Fusion for Automated Bi-Ventricle Segmentation in Cardiac MRI.” IEEE Access, Vol. 7, pp. 172305-172320, 2019. doi:10.1109/ACCESS.2019.2956210. (JCR Q2, IF=4.0) (WOS:000509374200076)

• Xiao, Hanguang, Lin Qi, Lisheng Xu, Decai Li, Bo Hu, Pengdong Zhao, Huijiao Ren, and Jinfeng Huang. "Estimation of wave reflection in aorta from radial pulse waveform by artificial neural network: a numerical study." Computer Methods and Programs in Biomedicine. Vol. 182, (2019): 105064. (WOS:000498061900014)

• Lin Qi, Huidong Yu, Lisheng Xu, Ramadhani Selemani Mpanda and Stephen E. Greenwald. “Robust Heart Rate Estimation from Facial Video Using Project_ICA”. Physiological Measurement, Vol. 40, no.8 (2019): 085007. doi: 10.1088/1361-6579/ab2c9f. (JCR Q2, IF=2.7) (WOS:000484262000007)

• Chen, Junxin, Jiazhu Xing, Leo Yu Zhang, and Lin Qi*. "Compressed sensing for electrocardiogram acquisition in wireless body sensor network: a comparative analysis." International journal of distributed sensor networks, Vol.15, no. 7 (2019): 1-11. https://doi.org/10.1177/1550147719864884.  (*: corresponding author) (WOS:000494395000001)

• Zhang Yahui#, Lin Qi#, Lisheng Xu, Xingguo Sun, Wenyan Liu, Shuran Zhou, Frans van de Vosse, and Stephen E. Greenwald. "Effects of exercise modalities on central hemodynamics, arterial stiffness and cardiac function in cardiovascular disease: Systematic review and meta-analysis of randomized controlled trials." PloS one, Vol.13, no. 7 (2018): e0200829. (#: co-first author) (WOS:000439429200019)

• Wu, Liao, Jiaole Wang, Lin Qi, Keyu Wu, Hongliang Ren, and Max Q-H. Meng. "Simultaneous Hand–Eye, Tool–Flange, and Robot–Robot Calibration for Comanipulation by Solving the AXB= YCZ Problem." IEEE Transactions on Robotics, Vol.32, no. 2, pp: 413-428, 2016. DOI:10.1109/TRO.2016.2530079. (WOS:000374306700012)

• Lin Qi, Xiaona Wang, and Max Q-H. Meng, "3D Finite Element Modeling and Analysis of Dynamic Force in Bone Drilling for Orthopedic Surgery," International Journal for Numerical Methods in Biomedical Engineering, Vol. 30, pp. 845-856, 2014. doi: 10.1002/cnm.2631. (JCR Q2, IF=2.5) (WOS:000342917200001)

• Liu, Min, Lisheng Xu, and Lin Qi*, "Simulation and Kinematic Modelling of a Wire-driven Active Interventional Catheter for PCI." In 2019 IEEE International Conference on Robotics and Biomimetics (ROBIO), Dali, China, 2019, pp. 2771-2776. (*: corresponding author) (EI indexed, Accession number: 20200608146133)

• Haoran Zhang, Xuehao Cao, Lisheng Xu, and Lin Qi*, "Conditional Convolution Generative Adversarial Network for Bi-ventricle Segmentation in Cardiac MR Images," Proceedings of the Third International Symposium on Image Computing and Digital Medicine, Xi'an, China, 2019, pp. 118-122.(EI indexed, Accession number: 20193807458158)

• Zhao Shuo, Haoran Zhang, Dongyang Wang, Lisheng Xu, and Lin Qi*. "Noninvasive Prediction of Pulmonary Hypertension Based on Finite Element Analysis and Machine Learning." 2018 IEEE International Conference on Information and Automation (ICIA), Wuyishan, China, 2018, pp. 790-795. (EI indexed, Accession number: 19007415)