Cover Image

Deciphering Heartbeat Signatures: A Vision Transformer Approach to Explainable Atrial Fibrillation Detection from ECG Signals

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Mohan, Aruna, Elbers, Danne, Zilbershot, Or, Afghah, Fatemeh, Vorchheimer, David
Format:	Preprint
Published:	2024
Subjects:	Signal Processing Artificial Intelligence Computer Vision and Pattern Recognition Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Leveraging Vision Transformers for Enhanced Classification of Emotions using ECG Signals
by: Indrasiri, Pubudu L., et al.
Published: (2025)

Stress Classification from ECG Signals Using Vision Transformer
by: Ahmad, Zeeshan, et al.
Published: (2026)

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

Wavelet Integrated Convolutional Neural Network for ECG Signal Denoising
by: Terada, Takamasa, et al.
Published: (2025)

A Novel Approach to Classify Power Quality Signals Using Vision Transformers
by: Saber, Ahmad Mohammad, et al.
Published: (2024)

RawECGNet: Deep Learning Generalization for Atrial Fibrillation Detection from the Raw ECG
by: Ben-Moshe, Noam, et al.
Published: (2023)

RhythmBERT: A Self-Supervised Language Model Based on Latent Representations of ECG Waveforms for Heart Disease Detection
by: Wang, Xin, et al.
Published: (2026)

Heart Rate Classification in ECG Signals Using Machine Learning and Deep Learning
by: Vo, Thien Nhan
Published: (2025)

An Open-Source Python Framework and Synthetic ECG Image Datasets for Digitization, Lead and Lead Name Detection, and Overlapping Signal Segmentation
by: Rahimi, Masoud, et al.
Published: (2025)

Heartbeat Detection from Ballistocardiogram using Transformer Network
by: Yi, Ruhan, et al.
Published: (2024)

Feasibility Analysis of Federated Neural Networks for Explainable Detection of Atrial Fibrillation
by: Santos, Diogo Reis, et al.
Published: (2024)

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

Advancements in Continuous Glucose Monitoring: Integrating Deep Learning and ECG Signal
by: Hosseinzadehketilateh, MohammadReza, et al.
Published: (2024)

LUM-ViT: Learnable Under-sampling Mask Vision Transformer for Bandwidth Limited Optical Signal Acquisition
by: Liu, Lingfeng, et al.
Published: (2024)

Sampling Matters: The Effect of ECG Frequency on Deep Learning-Based Atrial Fibrillation Detection
by: Mahmuod, Arjan, et al.
Published: (2026)

ECG-biometrics-bench: A Unified Framework for Reproducible Benchmarking of ECG Biometrics
by: Parvan, Milad
Published: (2026)

Leveraging Transformer Decoder for Automotive Radar Object Detection
by: Zhang, Changxu, et al.
Published: (2026)

Vision-Language Based Expert Reporting for Painting Authentication and Defect Detection
by: Ouda, Eman, et al.
Published: (2026)

Enhancing Automatic Modulation Recognition With a Reconstruction-Driven Vision Transformer Under Limited Labels
by: Ahmadi, Hossein, et al.
Published: (2025)

A Hybrid Quantum-Classical Approach based on the Hadamard Transform for the Convolutional Layer
by: Pan, Hongyi, et al.
Published: (2023)

Hardware Acceleration for Real-Time Wildfire Detection Onboard Drone Networks
by: Briley, Austin, et al.
Published: (2024)

Discrete Cosine Transform Based Decorrelated Attention for Vision Transformers
by: Pan, Hongyi, et al.
Published: (2024)

Vision Transformer Based Semantic Communications for Next Generation Wireless Networks
by: Mohsin, Muhammad Ahmed, et al.
Published: (2025)

Prion-ViT: Prions-Inspired Vision Transformers for Temperature prediction with Specklegrams
by: Sebastian, Abhishek, et al.
Published: (2024)

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

Hierarchical Attention Network for Interpretable ECG-based Heart Disease Classification
by: Rodriguez, Mario Padilla, et al.
Published: (2025)

Multimodal Latent Fusion of ECG Leads for Early Assessment of Pulmonary Hypertension
by: Suvon, Mohammod N. I., et al.
Published: (2025)

Improved Hyperspectral Anomaly Detection via Unsupervised Subspace Modeling in the Signed Cumulative Distribution Transform Domain
by: Rubaiyat, Abu Hasnat Mohammad, et al.
Published: (2025)

Complex Emotion Recognition System using basic emotions via Facial Expression, EEG, and ECG Signals: a review
by: Joloudari, Javad Hassannataj, et al.
Published: (2024)

MELEP: A Novel Predictive Measure of Transferability in Multi-Label ECG Diagnosis
by: Nguyen, Cuong V., et al.
Published: (2023)

ECGrecover: a Deep Learning Approach for Electrocardiogram Signal Completion
by: Lence, Alex, et al.
Published: (2024)

Spectral Vision Transformer for Efficient Tokenization with Limited Data
by: Roberts, Alexandra G., et al.
Published: (2026)

TransECG: Leveraging Transformers for Explainable ECG Re-identification Risk Analysis
by: Wang, Ziyu, et al.
Published: (2025)

Disentangling Modes and Interference in the Spectrogram of Multicomponent Signals
by: Polisano, Kévin, et al.
Published: (2025)

A Robust Pipeline for Classification and Detection of Bleeding Frames in Wireless Capsule Endoscopy using Swin Transformer and RT-DETR
by: Alavala, Sasidhar, et al.
Published: (2024)

SemiSegECG: A Multi-Dataset Benchmark for Semi-Supervised Semantic Segmentation in ECG Delineation
by: Park, Minje, et al.
Published: (2025)

Quality-Aware Framework for Video-Derived Respiratory Signals
by: Nguyen, Nhi, et al.
Published: (2025)

Vision Transformer-based Semantic Communications With Importance-Aware Quantization
by: Park, Joohyuk, et al.
Published: (2024)

Radar-APLANC: Unsupervised Radar-based Heartbeat Sensing via Augmented Pseudo-Label and Noise Contrast
by: Wang, Ying, et al.
Published: (2025)

Multistatic-Radar RCS-Signature Recognition of Aerial Vehicles: A Bayesian Fusion Approach
by: Potter, Michael, et al.
Published: (2024)