A Systematic Review on Foundation Models for Electrocardiogram Analysis: Initial Strides and Expansive Horizons
Fuente:
arXiv
Saved in:
| Main Authors: | Han, Yu, Murino, Vittorio, Liu, Xiaofeng, Zhang, Xiang, Ding, Cheng |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Deep Learning for Personalized Electrocardiogram Diagnosis: A Review
by: Ding, Cheng, et al.
Published: (2024)
by: Ding, Cheng, et al.
Published: (2024)
TolerantECG: A Foundation Model for Imperfect Electrocardiogram
by: Nguyen, Huynh Dang, et al.
Published: (2025)
by: Nguyen, Huynh Dang, et al.
Published: (2025)
Large Wireless Foundation Models: Stronger over Bigger
by: Cheng, Xiang, et al.
Published: (2026)
by: Cheng, Xiang, et al.
Published: (2026)
Multi-Modal Intelligent Channel Modeling: From Fine-tuned LLMs to Pre-trained Foundation Models
by: Bai, Lu, et al.
Published: (2026)
by: Bai, Lu, et al.
Published: (2026)
WiCo-MG: Wireless Channel Foundation Model for Multipath Generation via Synesthesia of Machines
by: Han, Zengrui, et al.
Published: (2025)
by: Han, Zengrui, et al.
Published: (2025)
WiFo: Wireless Foundation Model for Channel Prediction
by: Liu, Boxun, et al.
Published: (2024)
by: Liu, Boxun, et al.
Published: (2024)
WiFo-CF: Wireless Foundation Model for CSI Feedback
by: Liu, Xuanyu, et al.
Published: (2025)
by: Liu, Xuanyu, et al.
Published: (2025)
Tiny-WiFo: A Lightweight Wireless Foundation Model for Channel Prediction via Multi-Component Adaptive Knowledge Distillation
by: Zhang, Haotian, et al.
Published: (2025)
by: Zhang, Haotian, et al.
Published: (2025)
WiFo-M$^2$: Empower Wireless Communications With Plug-and-Play Environment Sensing via Foundation Model
by: Zhang, Haotian, et al.
Published: (2026)
by: Zhang, Haotian, et al.
Published: (2026)
An Electrocardiogram Monitoring Device Based on STM32
by: Guan, Wenqi
Published: (2024)
by: Guan, Wenqi
Published: (2024)
ECG-Byte: A Tokenizer for End-to-End Generative Electrocardiogram Language Modeling
by: Han, William, et al.
Published: (2024)
by: Han, William, et al.
Published: (2024)
Foundation Model Empowered Synesthesia of Machines (SoM): AI-native Intelligent Multi-Modal Sensing-Communication Integration
by: Cheng, Xiang, et al.
Published: (2025)
by: Cheng, Xiang, et al.
Published: (2025)
WiFo-MiSAC: A Wireless Foundation Model for Multimodal Sensing and Communication Integration via Synesthesia of Machines (SoM)
by: Liu, Xuanyu, et al.
Published: (2026)
by: Liu, Xuanyu, et al.
Published: (2026)
WiFo-E: A Scalable Wireless Foundation Model for End-to-End FDD Precoding in Communication Networks
by: Wen, Weibo, et al.
Published: (2026)
by: Wen, Weibo, et al.
Published: (2026)
An Electrocardiogram Foundation Model Built on over 10 Million Recordings with External Evaluation across Multiple Domains
by: Li, Jun, et al.
Published: (2024)
by: Li, Jun, et al.
Published: (2024)
NERULA: A Dual-Pathway Self-Supervised Learning Framework for Electrocardiogram Signal Analysis
by: Manimaran, Gouthamaan, et al.
Published: (2024)
by: Manimaran, Gouthamaan, et al.
Published: (2024)
WiFo-MUD: Wireless Foundation Model for Heterogeneous Multi-User Demodulator
by: Yang, Zonghui, et al.
Published: (2026)
by: Yang, Zonghui, et al.
Published: (2026)
An Efficient Algorithm Based on Wavelet Transform to Reduce Powerline Noise From Electrocardiograms
by: Rodenas, Juan, et al.
Published: (2024)
by: Rodenas, Juan, et al.
Published: (2024)
Feasibility of Extracting Skin Nerve Activity from Electrocardiogram Recorded at A Low Sampling Frequency
by: Kong, Youngsun, et al.
Published: (2025)
by: Kong, Youngsun, et al.
Published: (2025)
ECGadv: Generating Adversarial Electrocardiogram to Misguide Arrhythmia Classification System
by: Chen, Huangxun, et al.
Published: (2019)
by: Chen, Huangxun, et al.
Published: (2019)
ECG-CL: A Comprehensive Electrocardiogram Interpretation Method Based on Continual Learning
by: Gao, Hongxiang, et al.
Published: (2023)
by: Gao, Hongxiang, et al.
Published: (2023)
Data-Model Co-Driven Continuous Channel Map Construction: A Perceptive Foundation for Embodied Intelligent Agents in 6G Networks
by: Qi, Tianrun, et al.
Published: (2026)
by: Qi, Tianrun, et al.
Published: (2026)
Masked Transformer for Electrocardiogram Classification
by: Zhou, Ya, et al.
Published: (2023)
by: Zhou, Ya, et al.
Published: (2023)
WiCo-PG: Wireless Channel Foundation Model for Pathloss Map Generation via Synesthesia of Machines
by: Sun, Mingran, et al.
Published: (2025)
by: Sun, Mingran, et al.
Published: (2025)
A Multi-Modal Intelligent U2V Channel Model for 6G Sensing-Communication Integration
by: Wang, Shuo, et al.
Published: (2026)
by: Wang, Shuo, et al.
Published: (2026)
The Rlign Algorithm for Enhanced Electrocardiogram Analysis through R-Peak Alignment for Explainable Classification and Clustering
by: Plagwitz, Lucas, et al.
Published: (2024)
by: Plagwitz, Lucas, et al.
Published: (2024)
Cech Complex Generation with Homotopy Equivalence Framework for Myocardial Infarction Diagnosis using Electrocardiogram Signals
by: Reddy, Srikireddy Dhanunjay, et al.
Published: (2024)
by: Reddy, Srikireddy Dhanunjay, et al.
Published: (2024)
MEIT: Multimodal Electrocardiogram Instruction Tuning on Large Language Models for Report Generation
by: Wan, Zhongwei, et al.
Published: (2024)
by: Wan, Zhongwei, et al.
Published: (2024)
Enhancing Contrastive Learning-based Electrocardiogram Pretrained Model with Patient Memory Queue
by: Sun, Xiaoyu, et al.
Published: (2025)
by: Sun, Xiaoyu, et al.
Published: (2025)
Enhancing Electrocardiogram Signal Analysis Using NLP-Inspired Techniques: A Novel Approach with Embedding and Self-Attention
by: Ganguly, Prapti, et al.
Published: (2024)
by: Ganguly, Prapti, et al.
Published: (2024)
Deep Neural Network Architectures for Electrocardiogram Classification: A Comprehensive Evaluation
by: Song, Yun, et al.
Published: (2026)
by: Song, Yun, et al.
Published: (2026)
Scatterer Recognition for Multi-Modal Intelligent Vehicular Channel Modeling via Synesthesia of Machines
by: Huang, Ziwei, et al.
Published: (2024)
by: Huang, Ziwei, et al.
Published: (2024)
Synesthesia of Machines Based Multi-Modal Intelligent V2V Channel Model
by: Han, Zengrui, et al.
Published: (2025)
by: Han, Zengrui, et al.
Published: (2025)
Multi-Window Temporal Analysis for Enhanced Arrhythmia Classification: Leveraging Long-Range Dependencies in Electrocardiogram Signals
by: Wang, Tiezhi, et al.
Published: (2025)
by: Wang, Tiezhi, et al.
Published: (2025)
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines
by: Han, Zengrui, et al.
Published: (2025)
by: Han, Zengrui, et al.
Published: (2025)
Multi-Modal Intelligent Channel Modeling Framework for 6G-Enabled Networked Intelligent Systems
by: Bai, Lu, et al.
Published: (2025)
by: Bai, Lu, et al.
Published: (2025)
A Comprehensive Benchmark for Electrocardiogram Time-Series
by: Tang, Zhijiang, et al.
Published: (2025)
by: Tang, Zhijiang, et al.
Published: (2025)
SiFo: Wireless Foundation Model for Low-Overhead Site-Specific CSI Feedback
by: Zhao, Cheng-Jie, et al.
Published: (2026)
by: Zhao, Cheng-Jie, et al.
Published: (2026)
Estimation of Cardiac and Non-cardiac Diagnosis from Electrocardiogram Features
by: Alcaraz, Juan Miguel Lopez, et al.
Published: (2024)
by: Alcaraz, Juan Miguel Lopez, et al.
Published: (2024)
Domain Adaptation in Structural Health Monitoring of Civil Infrastructure: A Systematic Review
by: Zhang, Yifeng, et al.
Published: (2025)
by: Zhang, Yifeng, et al.
Published: (2025)
Similar Items
-
Deep Learning for Personalized Electrocardiogram Diagnosis: A Review
by: Ding, Cheng, et al.
Published: (2024) -
TolerantECG: A Foundation Model for Imperfect Electrocardiogram
by: Nguyen, Huynh Dang, et al.
Published: (2025) -
Large Wireless Foundation Models: Stronger over Bigger
by: Cheng, Xiang, et al.
Published: (2026) -
Multi-Modal Intelligent Channel Modeling: From Fine-tuned LLMs to Pre-trained Foundation Models
by: Bai, Lu, et al.
Published: (2026) -
WiCo-MG: Wireless Channel Foundation Model for Multipath Generation via Synesthesia of Machines
by: Han, Zengrui, et al.
Published: (2025)