A Novel Incremental and Interactive Method for Actual Heartbeat Classification With Limited Additional Labeled Samples. - Yanrui Jin; Chengjin Qin; Jinlei Liu 001; Zhiyuan Li 013; Haotian Shi; Ke Lin 001; Yunqing Liu; Chengliang Liu 001 (IEEE Trans. Instrum. Meas., 2021)

A novel P-QRS-T wave localization method in ECG signals based on hybrid neural networks. - Jinlei Liu 001; Yanrui Jin; Yunqing Liu; Zhiyuan Li 013; Chengjin Qin; Xiaojun Chen 003; Liqun Zhao; Chengliang Liu 001 (Comput. Biol. Medicine, 2022)

An efficient neural network-based method for patient-specific information involved arrhythmia detection. - Yunqing Liu; Chengjin Qin; Jinlei Liu 001; Yanrui Jin; Zhiyuan Li 013; Chengliang Liu 001 (Knowl. Based Syst., 2022)

A Novel Interpretable Method Based on Dual-Level Attentional Deep Neural Network for Actual Multilabel Arrhythmia Detection. - Yanrui Jin; Jinlei Liu 001; Yunqing Liu; Chengjin Qin; Zhiyuan Li 013; Dengyu Xiao; Liqun Zhao; Chengliang Liu 001 (IEEE Trans. Instrum. Meas., 2022)

ECG Quality Assessment Framework by Using Attentional Convolution Neural Network. - Yanrui Jin; Zhiyuan Li 013; Yuanyuan Tian 003; Mengxiao Wang; Xiaoyang Wei 001; Chengliang Liu 001; Xiaoxue Yang (FSDM, 2023)

A Novel Personalized Incremental Arrhythmias Classification Method for ECG Monitoring. - Zhiyuan Li 013; Yuanyuan Tian 003; Yanrui Jin; Xiaoyang Wei 001; Mengxiao Wang; Chengliang Liu 001; Liqun Zhao; Xiaoxue Yang (FSDM, 2023)

Evaluate the Correlation Between Electrocardiogram Age and Cardiovascular Disease Using a 12-lead ECG Dataset. - Yuanyuan Tian 003; Xiaoyang Wei 001; Zhiyuan Li 013; Yanrui Jin; Mengxiao Wang; Liqun Zhao; Xiaoxue Yang; Chengliang Liu 001 (FSDM, 2023)

Interpretable Deep Learning Model for Identifying the Immediate Risk of Myocardial Infarction Complications. - Mengxiao Wang; Yanrui Jin; Zhiyuan Li 013; Xiaoyang Wei 001; Chengliang Liu 001; Xiaoxue Yang (FSDM, 2023)

An Interpretable Residual Neural Network for the Diagnosis of Myocardial Infarction. - Xiaoyang Wei 001; Mengxiao Wang; Yanrui Jin; Zhiyuan Li 013; Yuanyuan Tian 003; Chengliang Liu 001 (FSDM, 2023)

A novel attentional deep neural network-based assessment method for ECG quality. - Yanrui Jin; Zhiyuan Li 013; Chengjin Qin; Jinlei Liu 001; Yunqing Liu; Liqun Zhao; Chengliang Liu 001 (Biomed. Signal Process. Control., 2023)

Multiple Pedestrian Tracking With Graph Attention Map on Urban Road Scene. - Zhihui Wang 003; Zhiyuan Li 013; Jiaxu Leng; Ming Li 065; Lu Bai 001 (IEEE Trans. Intell. Transp. Syst., 2023)

A deep learning-based acute coronary syndrome-related disease classification method: a cohort study for network interpretability and transfer learning. - Yunqing Liu; Jinlei Liu 001; Chengjin Qin; Yanrui Jin; Zhiyuan Li 013; Liqun Zhao; Chengliang Liu 001 (Appl. Intell., 2023)

A self-supervised framework for computer-aided arrhythmia diagnosis. - Yanrui Jin; Zhiyuan Li 013; Yuanyuan Tian 003; Xiaoyang Wei 001; Chengliang Liu 001 (Appl. Soft Comput., 2024)

Pruned lightweight neural networks for arrhythmia classification with clinical 12-Lead ECGs. - Yunqing Liu; Jinlei Liu 001; Yuanyuan Tian 003; Yanrui Jin; Zhiyuan Li 013; Liqun Zhao; Chengliang Liu 001 (Appl. Soft Comput., 2024)

Automatic multi-label diagnosis of single-lead ECG using novel hybrid residual recurrent convolutional neural networks. - Xiaoyang Wei 001; Zhiyuan Li 013; Yanrui Jin; Yuanyuan Tian 003; Mengxiao Wang; Liqun Zhao; Chengliang Liu 001 (Biomed. Signal Process. Control., 2024)

M-XAF: Medical explainable diagnosis system of atrial fibrillation based on medical knowledge and semantic representation fusion. - Zhiyuan Li 013; Yanrui Jin; Yuanyuan Tian 003; Jinlei Liu 001; Mengxiao Wang; Xiaoyang Wei 001; Liqun Zhao; Chengliang Liu 001 (Eng. Appl. Artif. Intell., 2024)

Differentiated knowledge distillation: Patient-specific single-sample personalization for electrocardiogram diagnostic models. - Xiaoyang Wei 001; Zhiyuan Li 013; Yuanyuan Tian 003; Mengxiao Wang; Jinlei Liu 001; Yanrui Jin; Weiping Ding 001; Chengliang Liu 001 (Eng. Appl. Artif. Intell., 2024)

Lightweight Optimization of Deep Learning Models for Accurate Arrhythmia Detection in Clinical 12-Lead ECG Data. - Yunqing Liu; Chengjin Qin; Yuanyuan Tian 003; Mengxiao Wang; Jinlei Liu 001; Yanrui Jin; Zhiyuan Li 013; Liqun Zhao; Chengliang Liu 001 (IEEE Trans. Instrum. Meas., 2024)

A novel deep wavelet convolutional neural network for actual ECG signal denoising. - Yanrui Jin; Chengjin Qin; Jinlei Liu 001; Yunqing Liu; Zhiyuan Li 013; Chengliang Liu 001 (Biomed. Signal Process. Control., 2024)

Multi-task learning for multi-label electrocardiogram disease detection via point-level delineation-guided fusion. - Mengxiao Wang; Yuanyuan Tian 003; Zhiyuan Li 013; Xiaoyang Wei 001; Yanrui Jin; Chengliang Liu 001; Liqun Zhao (Eng. Appl. Artif. Intell., 2025)

BioCross: A cross-modal framework for unified representation of multi-modal biosignals with heterogeneous metadata fusion. - Mengxiao Wang; Zhiyuan Li 013; Yuanyuan Tian 003; Xiaoyang Wei 001; Yanrui Jin; Chengliang Liu 001 (Inf. Fusion, 2025)

An early warning method for arrhythmias in long-term ECGs based on self-supervised learning and LSTM. - Zhiyuan Li 013; Yuanyuan Tian 003; Yanrui Jin; Xiaoyang Wei 001; Mengxiao Wang; Jinlei Liu 001; Liqun Zhao; Chengliang Liu 001 (Knowl. Based Syst., 2025)

EDDM: A Novel ECG Denoising Method Using Dual-Path Diffusion Model. - Zhiyuan Li 013; Yuanyuan Tian 003; Yanrui Jin; Xiaoyang Wei 001; Mengxiao Wang; Jinlei Liu 001; Chengliang Liu 001 (IEEE Trans. Instrum. Meas., 2025)

MM-Tracker: Visual Tracking With A Multi-Task Model Integrating Detection and Differentiating Feature Extraction. - Zhihui Wang 003; Mingshuai Li; Zhiyuan Li 013; Xing-Li Zhang 001; Ming Li 065; Zhao Li 007; Weiping Ding 001; Xindong Wu 001 (IEEE Trans. Emerg. Top. Comput. Intell., 2025)