Deep Learning Approach for Automatic Heartbeat Classification

Deep Learning Approach for Automatic Heartbeat Classification

Arrhythmia is an irregularity in the rhythm of the heartbeat, and it is the primary method for detecting cardiac abnormalities. The electrocardiogram (ECG) identifies arrhythmias and is one of the methods used to diagnose cardiac issues. Traditional arrhythmia detection methods are time-consuming, e...

Full description

Saved in:

Bibliographic Details
Main Authors:	Roger de T. Guerra, Cristina K. Yamaguchi, Stefano F. Stefenon, Leandro dos S. Coelho, Viviana C. Mariani
Format:	Article
Language:	English
Published:	MDPI AG 2025-02-01
Series:	Sensors
Subjects:	cardiac arrhythmia detection multiclass classification deep learning
Online Access:	https://www.mdpi.com/1424-8220/25/5/1400
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Interpretable Deep Learning Models for Arrhythmia Classification Based on ECG Signals Using PTB-X Dataset
by: Ahmed E. Mansour Atwa, et al.
Published: (2025-08-01)

DenseNet-ABiLSTM: Revolutionizing Multiclass Arrhythmia Detection and Classification Using Hybrid Deep Learning Approach Leveraging PPG Signals
by: K. Saranya, et al.
Published: (2025-02-01)

VCNet: Optimized Deep Learning framework with deep feature extraction and genetic algorithm for multiclass rice crop disease detection
by: Sanam Salman Kazi, et al.
Published: (2025-12-01)

Enhancing Arrhythmia Diagnosis Through ECG Deep Learning Classification Deploying and Augmented Reality 3D Heart Visualization and Interaction
by: Kahina Amara, et al.
Published: (2025-01-01)

Towards Imbalanced Multiclass Driver Distraction Identification
by: Kapotaksha Das, et al.
Published: (2022-05-01)

Hybrid clustering strategies for effective oversampling and undersampling in multiclass classification
by: Amirreza Salehi, et al.
Published: (2025-01-01)

PRE-PROCESSING DATA ON MULTICLASS CLASSIFICATION OF ANEMIA AND IRON DEFICIENCY WITH THE XGBOOST METHOD
by: Fathu Nurrahman, et al.
Published: (2023-06-01)

DeepBiteNet: A Lightweight Ensemble Framework for Multiclass Bug Bite Classification Using Image-Based Deep Learning
by: Doston Khasanov, et al.
Published: (2025-07-01)

Intra- and Interpatient ECG Heartbeat Classification Based on Multimodal Convolutional Neural Networks with an Adaptive Attention Mechanism
by: Ítalo Flexa Di Paolo, et al.
Published: (2024-10-01)

XABH-CNN-GRU: Explainable attention-based hybrid CNN-GRU model for accurate identification of common arrhythmias
by: Abduljabbar S. Ba Mahel, et al.
Published: (2025-09-01)

Application of embeddings for multi-class classification with optional extendability
by: Ф. Смілянець
Published: (2024-10-01)

An electrocardiogram signal classification using a hybrid machine learning and deep learning approach
by: Faramarz Zabihi, et al.
Published: (2024-12-01)

Automatic Road Extraction from Historical Maps Using Transformer-Based SegFormers
by: Elif Sertel, et al.
Published: (2024-12-01)

Multiple Classifier System for Handling Imbalanced and Overlapping Datasets on Multiclass Classification
by: Dessy Siahaan, et al.
Published: (2024-05-01)

GeoDisasterAINet: An Explainable Deep Ensemble Framework for Real-Time Urban and Rural Disaster Classification and Resilience
by: Akella S. Narasimha Raju, et al.
Published: (2025-01-01)

A deep learning approach for heart disease detection using a modified multiclass attention mechanism with BiLSTM
by: Umesh Kumar Lilhore, et al.
Published: (2025-07-01)

On Classification of the Human Emotions from Facial Thermal Images: A Case Study Based on Machine Learning
by: Marius Sorin Pavel, et al.
Published: (2025-03-01)

Electrocardiogram analysis for cardiac arrhythmia classification and prediction through self attention based auto encoder
by: Ameet Shah, et al.
Published: (2025-03-01)

A Multi-Scale Deep Learning Framework Combining MobileViT-ECA and LSTM for Accurate ECG Analysis
by: Abduljabbar S. Ba Mahel, et al.
Published: (2025-01-01)

Maximizing YOLOv2 efficiency: A study on multiclass detection of indoor objects
by: G Divya Deepak, et al.
Published: (2025-06-01)

Comparison of Deep Neural Networks and Random Forest Algorithms for Multiclass Stunting Prediction in Toddlers
by: Wulan Sri Lestari, et al.
Published: (2024-10-01)

Prediction of High-Risk Cardiac Arrhythmia Based on Optimized Deep Active Learning
by: Homeyra Amiri, et al.
Published: (2025-01-01)

Enhanced Skin Lesion Classification Using Deep Learning, Integrating with Sequential Data Analysis: A Multiclass Approach
by: Azmath Mubeen, et al.
Published: (2025-01-01)

Deep learning-based multiclass segmentation in aneurysmal subarachnoid hemorrhage
by: Julia Kiewitz, et al.
Published: (2024-12-01)

Optimization and prediction of corporate credit rating through advanced feature selection based on AI and deep learning
by: Jumanah Ahmed Darwish
Published: (2025-08-01)

Effective Diabetic Retinopathy Classification With Siamese Neural Network: A Strategy for Small Dataset Challenges
by: Maria Tariq, et al.
Published: (2024-01-01)

Detection and identification of non-technical loss based on electricity consumption curve and deep learning
by: WANG Yunjing, et al.
Published: (2025-06-01)

Audio-Based Engine Fault Diagnosis with Wavelet, Markov Blanket, ROCKET, and Optimized Machine Learning Classifiers
by: Bernardo Luis Tuleski, et al.
Published: (2024-11-01)

Comparison of shallow and deep learning methods of ECG signals clas-sification for arrhythmia detection
by: Dodon Turianto Nugrahadi, et al.
Published: (2023-06-01)

IMCP: A Python package for imbalanced and multiclass data classifier performance comparison
by: Jesus S. Aguilar-Ruiz, et al.
Published: (2024-12-01)

Clinically interpretable multiclass neural network for discriminating cardiac diseases
by: Agnese Sbrollini, et al.
Published: (2025-01-01)

Deep Reinforcement Learning for Resource Constrained Multiclass Scheduling in Wireless Networks
by: Apostolos Avranas, et al.
Published: (2023-01-01)

Classification of Arrhythmias Using a Pre-trained Deep Learning Model with Binary Images of Segmented ECG
by: H. Solieman, et al.
Published: (2023-05-01)

Artificial Intelligence for Multiclass Rhythm Analysis for Out-of-Hospital Cardiac Arrest During Mechanical Cardiopulmonary Resuscitation
by: Iraia Isasi, et al.
Published: (2025-04-01)

Multiclass Evaluation of Vision Transformers for Industrial Welding Defect Detection
by: Antonio Contreras Ortiz, et al.
Published: (2025-02-01)

Morphological Arrhythmia Classification Based on Inter-Patient and Two Leads ECG Using Machine Learning
by: Hasballah Zakaria, et al.
Published: (2024-01-01)

A stacked ensemble approach to detect cyber attacks based on feature selection techniques
by: Wahida Ferdose Urmi, et al.
Published: (2024-01-01)

One size does not fit all: a support vector machine exploration of multiclass cognitive state classifications using physiological measures
by: Jonathan Vogl, et al.
Published: (2025-06-01)

Machine learning techniques for imbalanced multiclass malware classification through adaptive feature selection
by: Binayak Panda, et al.
Published: (2025-03-01)

Cross-Language Transfer-Learning Approach via a Pretrained Preact ResNet-18 Architecture for Improving Kanji Recognition Accuracy and Enhancing a Number of Recognizable Kanji
by: Vasyl Rusyn, et al.
Published: (2025-04-01)