26-30 July 2026

EMBC 2026

Toronto, Canada
We.3.1: ECG Deep Signal Processing
Wednesday, 29 July, 14:30 - 16:00
Location: Room 801B
Session Type: Oral
Session Co-Chairs: Roberto Sassi and Nooshin Maghsoodi
Theme 1: Biomedical Signal Processing
Wed, 29 Jul, 14:30 - 14:45

We.3.1.1: Graph-Based Pseudo-multimodal Contrastive Learning for 12-Lead ECG Representations
Mengyu Wang, Yokohama National University; Kozo Okada, Yokohama City University; Takafumi Goto, Natsuko Jinba, Hiroki Yamaya, Fukuda Denshi Co.,Ltd; Kiyoshi Hibi, Yokohama City University; Tomoki Hamagami, Yokohama National University
Wed, 29 Jul, 14:45 - 15:00

We.3.1.2: A Hybrid Adaptive Multiscale ECG/PCG Fusion Network with Bidirectional Cross-Modal Attention for Automated Cardiac Disease Detection on Wearable Devices
Yijing Wang, Tiancheng Cao, Tong Zou, Haining Zhao, Hen-Wei Huang, Nanyang Technological University
Wed, 29 Jul, 15:00 - 15:15

We.3.1.3: DYNAMIC MULTI-STAGE ECG FEATURE FUSION OF DEEP LEARNING AND T-WAVE MORPHOLOGY FOR CORONARY MICROVASCULAR DYSFUNCTION DETECTION
Yuting Li, Xiaohan Zang, Na Zhao, Yantao Xing, Yinhua Zhuang, Jianqing Li, Chengyu Liu, Southeast University
Wed, 29 Jul, 15:15 - 15:30

We.3.1.4: DISR-ECG: RESIDUAL SHIFTING CONDITIONAL DIFFUSION FOR ROBUST ECG SUPER-RESOLUTION
Fan-Yi Hsu, National Yang Ming Chiao Tung University; I Chiu, Kuan-Chen Wang, Academia Sinica; Sheng-Yu Peng, National Yang Ming Chiao Tung University; Yu Tsao, Academia Sinica
Wed, 29 Jul, 15:30 - 15:45

We.3.1.5: RECURRENT VARIATIONAL AUTOENCODER BEAT CLASSIFICATION IN MULTI-LEAD ELECTROCARDIOGRAM DATA
Ethan Fogarty, Shervin Tabatabai, Emily P. Hendryx Lyons, Tyler Cook, University of Central Oklahoma
Wed, 29 Jul, 15:45 - 16:00

We.3.1.6: Physiology-Guided Adversarial Attacks on ECG Foundation Model Using QRS-Selective Gradient Modulation
Sudhanshu Gaurhar, IIT Jodhpur; Tushar Shinde, Surender Deora, IIT Madras,Zanzibar; Anil Kumar Tiwari, IIT Jodhpur