Image de couverture de livre

Multi-Channel Masked Autoencoder and Comprehensive Evaluations for Reconstructing 12-Lead ECG from Arbitrary Single-Lead ECG

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Chen, Jiarong, Wu, Wanqing, Liu, Tong, Hong, Shenda
Format:	Preprint
Publié:	2024
Sujets:	Machine Learning Artificial Intelligence Signal Processing
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

Self-Alignment Learning to Improve Myocardial Infarction Detection from Single-Lead ECG
par: Jin, Jiarui, et autres
Publié: (2025)

MEETI: A Multimodal ECG Dataset from MIMIC-IV-ECG with Signals, Images, Features and Interpretations
par: Zhang, Deyun, et autres
Publié: (2025)

Masked Autoencoders that Feel the Heart: Unveiling Simplicity Bias for ECG Analyses
par: Xu, He-Yang, et autres
Publié: (2025)

AnyECG: Evolved ECG Foundation Model for Holistic Health Profiling
par: Li, Jun, et autres
Publié: (2026)

PPGFlowECG: Latent Rectified Flow with Cross-Modal Encoding for PPG-Guided ECG Generation and Cardiovascular Disease Detection
par: Fang, Xiaocheng, et autres
Publié: (2025)

CREMA: A Contrastive Regularized Masked Autoencoder for Robust ECG Diagnostics across Clinical Domains
par: Song, Junho, et autres
Publié: (2024)

Holter-to-Sleep: AI-Enabled Repurposing of Single-Lead ECG for Sleep Phenotyping
par: Xie, Donglin, et autres
Publié: (2026)

Arrhythmia Classification from 12-Lead ECG Signals Using Convolutional and Transformer-Based Deep Learning Models
par: Apostol, Andrei, et autres
Publié: (2025)

Advanced Neural Network Architecture for Enhanced Multi-Lead ECG Arrhythmia Detection through Optimized Feature Extraction
par: Challagundla, Bhavith Chandra
Publié: (2024)

Reconstructing 12-Lead ECG from 3-Lead ECG using Variational Autoencoder to Improve Cardiac Disease Detection of Wearable ECG Devices
par: Guan, Xinyan, et autres
Publié: (2025)

ECG-SleepNet: Deep Learning-Based Comprehensive Sleep Stage Classification Using ECG Signals
par: Aghaomidi, Poorya, et autres
Publié: (2024)

xLSTM-ECG: Multi-label ECG Classification via Feature Fusion with xLSTM
par: Kang, Lei, et autres
Publié: (2025)

AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification
par: Srivastava, Shreya
Publié: (2024)

SleepLiteCNN: Energy-Efficient Sleep Apnea Subtype Classification with 1-Second Resolution Using Single-Lead ECG
par: Mohammadi, Zahra, et autres
Publié: (2025)

S2M2ECG: Spatio-temporal bi-directional State Space Model Enabled Multi-branch Mamba for ECG
par: Zhang, Huaicheng, et autres
Publié: (2025)

Evaluation of Deep Learning Models for LBBB Classification in ECG Signals
par: Ordóñez, Beatriz Macas, et autres
Publié: (2025)

On-device Computation of Single-lead ECG Parameters for Real-time Remote Cardiac Health Assessment: A Real-world Validation Study
par: Fan, Sumei, et autres
Publié: (2025)

ECG-SMART-NET: A Deep Learning Architecture for Precise ECG Diagnosis of Occlusion Myocardial Infarction
par: Riek, Nathan T., et autres
Publié: (2024)

anyECG-chat: A Generalist ECG-MLLM for Flexible ECG Input and Multi-Task Understanding
par: Li, Haitao, et autres
Publié: (2025)

Modally Reduced Representation Learning of Multi-Lead ECG Signals through Simultaneous Alignment and Reconstruction
par: Ibtehaz, Nabil, et autres
Publié: (2024)

AnyECG-Lab: An Exploration Study of Fine-tuning an ECG Foundation Model to Estimate Laboratory Values from Single-Lead ECG Signals
par: Xiao, Yujie, et autres
Publié: (2025)

Personalized Heart Disease Detection via ECG Digital Twin Generation
par: Hu, Yaojun, et autres
Publié: (2024)

EcoScaleNet: A Lightweight Multi Kernel Network for Long Sequence 12 lead ECG Classification
par: Kang, Dong-Hyeon, et autres
Publié: (2025)

AnyECG: Foundational Models for Multitask Cardiac Analysis in Real-World Settings
par: Wang, Yue, et autres
Publié: (2024)

Self-DANA: A Resource-Efficient Channel-Adaptive Self-Supervised Approach for ECG Foundation Models
par: Monachino, Giuliana, et autres
Publié: (2025)

From Token to Rhythm: A Multi-Scale Approach for ECG-Language Pretraining
par: Wang, Fuying, et autres
Publié: (2025)

Cardioformer: Advancing AI in ECG Analysis with Multi-Granularity Patching and ResNet
par: Mobin, Md Kamrujjaman, et autres
Publié: (2025)

Multi-modal Heart Failure Risk Estimation based on Short ECG and Sampled Long-Term HRV
par: González, Sergio, et autres
Publié: (2024)

Fine-grained Contrastive Learning for ECG-Report Alignment with Waveform Enhancement
par: Li, Haitao, et autres
Publié: (2025)

ECGformer: Leveraging transformer for ECG heartbeat arrhythmia classification
par: Akan, Taymaz, et autres
Publié: (2024)

Cardi-GPT: An Expert ECG-Record Processing Chatbot
par: Mallick, Koustav, et autres
Publié: (2025)

TolerantECG: A Foundation Model for Imperfect Electrocardiogram
par: Nguyen, Huynh Dang, et autres
Publié: (2025)

AI-based 3-Lead to 12-Lead ECG Reconstruction: Towards Smartphone-based Public Healthcare
par: Mallick, Aditya, et autres
Publié: (2024)

Motif-based morphology signatures for interpretable ECG screening and monitoring
par: Bijlani, Nivedita, et autres
Publié: (2026)

Opportunistic Screening of Wolff-Parkinson-White Syndrome using Single-Lead AI-ECG Mobile System: A Real-World Study of over 3.5 million ECG Recordings in China
par: Huang, Shun, et autres
Publié: (2025)

SemiSegECG: A Multi-Dataset Benchmark for Semi-Supervised Semantic Segmentation in ECG Delineation
par: Park, Minje, et autres
Publié: (2025)

Pretraining Strategies and Scaling for ECG Foundation Models: A Systematic Study
par: Al-Masud, M A, et autres
Publié: (2026)

SleepFM: Multi-modal Representation Learning for Sleep Across Brain Activity, ECG and Respiratory Signals
par: Thapa, Rahul, et autres
Publié: (2024)

Zero-Shot ECG Classification with Multimodal Learning and Test-time Clinical Knowledge Enhancement
par: Liu, Che, et autres
Publié: (2024)

A Complex UNet Approach for Non-Invasive Fetal ECG Extraction Using Single-Channel Dry Textile Electrodes
par: Orvas, Iulia, et autres
Publié: (2025)