MaeFE: Masked Autoencoders Family of Electrocardiogram for Self-Supervised Pretraining and Transfer Learning. - Huaicheng Zhang; Wenhan Liu; Jiguang Shi; Sheng Chang; Hao Wang 046; Jin He 002; Qijun Huang (IEEE Trans. Instrum. Meas., 2023)

CELL: Supplementing Context for Multi-modal Few-shot Cardiologist. - Huaicheng Zhang; Jiguang Shi; Yue Ge; Sheng Chang; Hao Wang 046; Qijun Huang (BIBM, 2024)

Universal 12-lead ECG representation for signal denoising and cardiovascular disease detection by fusing generative and contrastive learning. - Jiguang Shi; Wenhan Liu; Huaicheng Zhang; Zhoutong Li; Sheng Chang; Hao Wang 046; Jin He 002; Qijun Huang (Biomed. Signal Process. Control., 2024)

CPSS: Fusing consistency regularization and pseudo-labeling techniques for semi-supervised deep cardiovascular disease detection using all unlabeled electrocardiograms. - Jiguang Shi; Wenhan Liu; Huaicheng Zhang; Sheng Chang; Hao Wang 046; Jin He 002; Qijun Huang (Comput. Methods Programs Biomed., 2024)

DDDG: A dual bi-directional knowledge distillation method with generative self-supervised pre-training and its hardware implementation on SoC for ECG. - Huaicheng Zhang; Wenhan Liu; Qianxi Guo; Jiguang Shi; Sheng Chang; Hao Wang 046; Jin He 002; Qijun Huang (Expert Syst. Appl., 2024)

An adaptive threshold-based semi-supervised learning method for cardiovascular disease detection. - Jiguang Shi; Zhoutong Li; Wenhan Liu; Huaicheng Zhang; Deyu Luo; Yue Ge; Sheng Chang; Hao Wang 046; Jin He 002; Qijun Huang (Inf. Sci., 2024)

Honest-GE: 2-step heuristic optimization and node-level embedding empower spatial-temporal graph model for ECG. - Huaicheng Zhang; Wenhan Liu; Deyu Luo; Jiguang Shi; Qianxi Guo; Yue Ge; Sheng Chang; Hao Wang 046; Jin He 002; Qijun Huang (Inf. Sci., 2024)

SIGxCL: A Signal-Image-Graph Cross-Modal Contrastive Learning Framework for CVD Diagnosis Based on Internet of Medical Things. - Huaicheng Zhang; Wenhan Liu; Zhoutong Li; Jiguang Shi; Sheng Chang; Hao Wang 046; Jin He 002; Qijun Huang (IEEE Internet Things J., 2024)

JAMC: A jigsaw-based autoencoder with masked contrastive learning for cardiovascular disease diagnosis. - Yue Ge; Huaicheng Zhang; Jiguang Shi; Deyu Luo; Sheng Chang; Jin He 002; Qijun Huang; Hao Wang 046 (Knowl. Based Syst., 2025)