Imagen de Portada

CREMA: A Contrastive Regularized Masked Autoencoder for Robust ECG Diagnostics across Clinical Domains

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Song, Junho, Jang, Jong-Hwan, Hong, DongGyun, Kwon, Joon-myoung, Jo, Yong-Yeon
Formato:	Preprint
Publicado:	2024
Materias:	Machine Learning Artificial Intelligence Signal Processing
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

CoFE: A Framework Generating Counterfactual ECG for Explainable Cardiac AI-Diagnostics
por: Jang, Jong-Hwan, et al.
Publicado: (2025)

TADA: Temporal Adversarial Data Augmentation for Time Series Data
por: Lee, Byeong Tak, et al.
Publicado: (2024)

Towards Synthesizing Twelve-Lead Electrocardiograms from Two Asynchronous Leads
por: Jo, Yong-Yeon, et al.
Publicado: (2021)

Optimizing Neural Network Scale for ECG Classification
por: Lee, Byeong Tak, et al.
Publicado: (2023)

New Test-Time Scenario for Biosignal: Concept and Its Approach
por: Jo, Yong-Yeon, et al.
Publicado: (2024)

ExECG: An Explainable AI Framework for ECG models
por: Jang, Jong-Hwan, et al.
Publicado: (2026)

Multi-Channel Masked Autoencoder and Comprehensive Evaluations for Reconstructing 12-Lead ECG from Arbitrary Single-Lead ECG
por: Chen, Jiarong, et al.
Publicado: (2024)

Masked Autoencoders that Feel the Heart: Unveiling Simplicity Bias for ECG Analyses
por: Xu, He-Yang, et al.
Publicado: (2025)

Target Induced Angle Grid Regularized Estimation for Ghost Identification in Automotive Radar
por: Kweon, Junho, et al.
Publicado: (2026)

Resource-Efficient Multiview Perception: Integrating Semantic Masking with Masked Autoencoders
por: Dakic, Kosta, et al.
Publicado: (2024)

In-ear ECG Signal Enhancement with Denoising Convolutional Autoencoders
por: Occhipinti, Edoardo, et al.
Publicado: (2024)

Comparison of Autoencoder Encodings for ECG Representation in Downstream Prediction Tasks
por: Harvey, Christopher J., et al.
Publicado: (2024)

Lightweight Deep Autoencoder for ECG Denoising with Morphology Preservation and Near Real-Time Hardware Deployment
por: Nejad, Mahdi Pirayesh Shirazi, et al.
Publicado: (2025)

Learning ECG Representations via Poly-Window Contrastive Learning
por: Yuan, Yi, et al.
Publicado: (2025)

Masked Sequence Autoencoding for Enhanced Defect Visualization in Active Infrared Thermography
por: Salah, Mohammed, et al.
Publicado: (2025)

CSI-MAE: A Masked Autoencoder-based Channel Foundation Model
por: Jiang, Jun, et al.
Publicado: (2026)

Consciousness-ECG Transformer for Conscious State Estimation System with Real-Time Monitoring
por: Kweon, Young-Seok, et al.
Publicado: (2025)

Multi-Satellite Cooperative MIMO Transmission: Statistical CSI-Aware RSMA Precoding Design
por: Jo, Sangwon, et al.
Publicado: (2025)

TFCDiff: Robust ECG Denoising via Time-Frequency Complementary Diffusion
por: Li, Pengxin, et al.
Publicado: (2025)

EB-GAME: A Game-Changer in ECG Heartbeat Anomaly Detection
por: Park, JuneYoung, et al.
Publicado: (2024)

ALFRED: Ask a Large-language model For Reliable ECG Diagnosis
por: Yu, Jin, et al.
Publicado: (2025)

Pan-Tompkins++: A Robust Approach to Detect R-peaks in ECG Signals
por: Khan, Naimul, et al.
Publicado: (2022)

Comparative Analysis of Data Augmentation for Clinical ECG Classification with STAR
por: Nemati, Nader
Publicado: (2025)

Frequency-Aware Masked Autoencoders for Multimodal Pretraining on Biosignals
por: Liu, Ran, et al.
Publicado: (2023)

MSECG: Incorporating Mamba for Robust and Efficient ECG Super-Resolution
por: Lin, Jie, et al.
Publicado: (2024)

Fine-grained Contrastive Learning for ECG-Report Alignment with Waveform Enhancement
por: Li, Haitao, et al.
Publicado: (2025)

Using Test-Time Data Augmentation for Cross-Domain Atrial Fibrillation Detection from ECG Signals
por: Soleimani, Majid, et al.
Publicado: (2025)

CIG-MAE: Cross-Modal Information-Guided Masked Autoencoder for Self-Supervised WiFi Sensing
por: Liu, Gang, et al.
Publicado: (2025)

ECG-Chat: A Large ECG-Language Model for Cardiac Disease Diagnosis
por: Zhao, Yubao, et al.
Publicado: (2024)

Benchmarking ECG FMs: A Reality Check Across Clinical Tasks
por: Al-Masud, M A, et al.
Publicado: (2025)

ECG Biometric Authentication Using Self-Supervised Learning for IoT Edge Sensors
por: Wang, Guoxin, et al.
Publicado: (2024)

Transformer Masked Autoencoders for Next-Generation Wireless Communications: Architecture and Opportunities
por: Zayat, Abdullah, et al.
Publicado: (2024)

RIS-MAE: A Self-Supervised Modulation Classification Method Based on Raw IQ Signals and Masked Autoencoder
por: Liu, Yunfei, et al.
Publicado: (2025)

A Multi-Task Foundation Model for Wireless Channel Representation Using Contrastive and Masked Autoencoder Learning
por: Guler, Berkay, et al.
Publicado: (2025)

Contrasting Attitudes Towards Current and Future AI Applications for Computerised Interpretation of ECG: A Clinical Stakeholder Interview Study
por: Hughes-Noehrer, Lukas, et al.
Publicado: (2024)

Sequential In-Network Processing for Cell-Free Massive MIMO with Capacity-Constrained Parallel Radio Stripes
por: Jo, Sangwon, et al.
Publicado: (2024)

CLDTA: Contrastive Learning based on Diagonal Transformer Autoencoder for Cross-Dataset EEG Emotion Recognition
por: Liao, Yuan, et al.
Publicado: (2024)

ECG-TEM: Time-based sub-Nyquist sampling for ECG signal reconstruction and Hardware Prototype
por: Naaman, Hila, et al.
Publicado: (2024)

CoMET: A Contrastive-Masked Brain Foundation Model for Universal EEG Representation
por: Li, Ang, et al.
Publicado: (2025)

AnyECG: Evolved ECG Foundation Model for Holistic Health Profiling
por: Li, Jun, et al.
Publicado: (2026)