Publications citing PTB Diagnostic ECG Database v1.0.0

Repeat variation and definition dependence of ECG/VCG markers: an exploratory audit of one implementation (LoopLens 10.1)
Leo Probst. Research Square, 2026. Cites: dataset

SOOCoder: A Universal ECG Compression Model Using a Self-Organized Operational Autoencoder
Chunyu Tan, Luyao Chen, Yun Zhou et al. IEEE International Conference on Acoustics Speech and Signal Processing, 2026. Cites: dataset

A Comprehensive Review of AI-Driven Arrhythmia Detection: From Classical Machine Learning to Quantum Machine Learning With ECG and PPG Signals
Shankar Sachin Nimmaganti, Vishnu Vardhana Reddy Karna. Archives of Computational Methods in Engineering, 2026. Cites: dataset

Synthetic data generation methods for longitudinal and time series health data: a systematic review
Marko Miletic, Murat Sariyar. BMC Medical Informatics and Decision Making, 2025. Cites: dataset

GAEA-Net: Generating Activity-Enriched Abnormal ECGs via Adversarial Network
Liuqing Chen, Shuhong Xiao, Yujie Zang et al. IEEE Journal of Biomedical and Health Informatics, 2025. Cites: dataset

A pediatric ECG database with disease diagnosis covering 11643 children
Jian Tan, Haoyi Fan, Jiawei Luo et al. Scientific Data, 2025. Cites: dataset

Physically motivated projection of the electrocardiogram—A feasibility study
Sebastian Wildowicz, T. Gradowski, Paulina Figura et al. Journal of Applied Biomedicine, 2025. Cites: dataset

Advanced deep learning framework for ECG arrhythmia classification using 1D-CNN with attention mechanism
Mohammed Guhdar Mohammed, Abdulhakeem O. Mohammed, Ramadhan J. Mstafa. Knowledge-Based Systems, 2025. Cites: dataset

A lightweight 1D convolutional neural network model for arrhythmia diagnosis from electrocardiogram signal
Beaudelaire Saha Tchinda, Daniel Tchiotsop. Physical and Engineering Sciences in Medicine, 2025. Cites: dataset

Platform for detecting, managing, and manipulating characteristic points of the ECG waves through continuous wavelet transform implementation
Frank Martínez-Suárez, Carlos Alvarado-Serrano, Óscar Casas. Biomedical Physics & Engineering Express, 2025. Cites: dataset

Time–Frequency Transformations for Enhanced Biomedical Signal Classification with Convolutional Neural Networks
Georgios Lekkas, Εleni Vrochidou, George A. Papakostas. BioMedInformatics, 2025. Cites: dataset

Time-frequency transformation integrated with a lightweight convolutional neural network for detection of myocardial infarction
Kashvi Ankitbhai Sheth, Charvi Upreti, Manas Ranjan Prusty et al. BMC Medical Imaging, 2024. Cites: dataset

ECG Biometric Authentication Using Self-Supervised Learning for IoT Edge Sensors
Guoxin Wang, Shanker Shreejith, Avishek Nag et al. IEEE Journal of Biomedical and Health Informatics, 2024. Cites: dataset

Edge-AI on Wearable Devices: Myocardial Infarction Detection with Spectrogram and 1D-CNN
Maria Gragnaniello, Fiona Balbi, Gabriella Martellotta et al. IEEE Mediterranean Electrotechnical Conference (MELECON), 2024. Cites: dataset

Predicting Cardiovascular Disease: A Scoping Survey on different Datasets and DL/ML Models using ECG
Nouhaila Akouz, Asmae El Ghazi, Wassima Moutaouakil et al. International Conference on Intelligent Systems and Computer Vision (ISCV), 2024. Cites: dataset

The Impact of Using Data Augmentation Techniques for Automatic Detection of Arrhythmia with a Deep Convolutional Neural Network Model
Oumayma Degachi, Kaïs Ouni. IEEE International Conference on Advanced Systems and Emergent Technologies (IC_ASET), 2024. Cites: dataset

The deep convolutional networks for the classification of multi-class arrhythmia
Muhamad Akbar, Siti Nurmaini, Radiyati Umi Partan. Bulletin of Electrical Engineering and Informatics, 2024. Cites: dataset

Real-Time Myocardial Infarction Detection Approaches with a Microcontroller-Based Edge-AI Device
Maria Gragnaniello, Alessandro Borghese, Vincenzo Romano Marrazzo et al. Sensors, 2024. Cites: dataset

Evaluating Pre-attentive Perception of Visibility Graphs for Representing ECG Signals
Juan Felipe Churio, Wilson Javier Sarmiento, Ricardo Enrique Gutiérrez Carvajal et al. Communications in computer and information science, 2024. Cites: dataset

Robust algorithm for the detection and classification of QRS complexes with different morphologies using the continuous spline wavelet transform with automatic scale detection
Frank Martínez-Suárez, Carlos Alvarado-Serrano, Óscar Casas. Biomedical Physics & Engineering Express, 2023. Cites: dataset

ECG anomaly detection using an interpretable Autoencoder model
Sudip Sanyal, Vaasu Sohee, Tulika Arun. IEEE International Conference on Machine Learning and Applied Network Technologies (ICMLANT), 2023. Cites: dataset

Myorcadial Infarction Classification with 15 Lead Electrocardiogram (ECG) Signal using Hybrid Convolutional Neural Network (CNN) and Bidirectional Long Short-Term Memory (BILSTM)
Ahmad Haidar Mirza, Siti Nurmaini, Radiyati Umi Partan et al. International Conference on Informatics and Computing (ICIC), 2023. Cites: dataset

An Effective Preprocessing Data on Performance of Machine Learning for ECG-Based Personal Authentication
Dodon Turianto Nugrahadi, Mohammad Reza Faisal, Rudy Herteno et al. International Conference on Sustainable Information Engineering and Technology (SIET), 2023. Cites: dataset

Comparative Study of Machine Learning Algorithms in Classifying HRV for the Driver’s Physiological Condition
Abdul Razak, Sharifah Noor Masidayu Sayed Ismail, Sumendra Yogarayan et al. Civil Engineering Journal, 2023. Cites: dataset

Classification of Arrhythmias Using a Pre-trained Deep Learning Model with Binary Images of Segmented ECG
Hanadi Solieman, S. Sali. Journal of the Russian Universities Radioelectronics, 2023. Cites: dataset

Wireless IoT Networks Security and Lightweight Encryption Schemes- Survey
Akram Qashou, Firas Hazzaa, Sufian Yousef. International Journal of Emerging Technology and Advanced Engineering, 2023. Cites: dataset

Algorithms for automated diagnosis of cardiovascular diseases based on ECG data: A comprehensive systematic review
Hanna Vitaliyivna Denysyuk, Rui João Pinto, Pedro Miguel Silva et al. Heliyon, 2023. Cites: dataset

Lossless real-time signal encoding for two-channel signals: A case study on ECG
Jozef Kromka, Ondrej Kováč, Ján Šaliga. IMEKO TC4 International Symposium and International Workshop on ADC and DAC Modelling and Testing (IWADC), 2023. Cites: dataset

Interpretable Machine Learning Techniques in ECG-Based Heart Disease Classification: A Systematic Review
Yehualashet Megersa Ayano, Friedhelm Schwenker, Bisrat Derebssa Dufera et al. Diagnostics, 2022. Cites: dataset

The prediction of cardiac abnormality and enhancement in minority class accuracy from imbalanced ECG signals using modified deep neural network models
Hari Mohan Rai, Kalyan Chatterjee, Serhii Dashkevych. Computers in Biology and Medicine, 2022. Cites: dataset

A Robustness Evaluation of Machine Learning Algorithms for ECG Myocardial Infarction Detection
Mohamed Sraitih, Younes Jabrane, Amir Hajjam El Hassani. Journal of Clinical Medicine, 2022. Cites: dataset

Agreement process of ECG annotations using thesaurus (list of typical phrases) of ECG conclusions
Dmitrii V. Drozdov, D. V. Shutov, Tamara M. Gazashvili et al. Medical alphabet, 2022. Cites: dataset

A multilayer system to boost the robustness of fingerprint authentication against presentation attacks by fusion with heart-signal
Rami Mohammad Jomaa, Md Saiful Islam, Hassan I. Mathkour et al. Journal of King Saud University - Computer and Information Sciences, 2022. Cites: dataset

Cramér-Rao Lower Bounds of Model-Based Electrocardiogram Parameter Estimation
Davood Fattahi, Reza Sameni. IEEE Transactions on Signal Processing, 2022. Cites: dataset

Diagnosis of Left Ventricular Hypertrophy from ECG Signals Based on CCS Methodology using SVM
Muhtasheem Ajwad Mahin, Mohiuddin Ahmad. International Conference on Electrical Engineering and Information Communication Technology, 2021. Cites: dataset

Hybrid CNN-LSTM deep learning model and ensemble technique for automatic detection of myocardial infarction using big ECG data
Hari Mohan Rai, Kalyan Chatterjee. Applied Intelligence, 2021. Cites: dataset

A comprehensive survey on multimodal medical signals fusion for smart healthcare systems
Ghulam Muhammad, Fatima Alshehri, Fakhri Karray et al. Information Fusion, 2021. Cites: dataset

A denoising performance comparison based on ECG Signal Decomposition and local means filtering
Mohamed Sraitih, Younes Jabrane. Biomedical Signal Processing and Control, 2021. Cites: dataset

Convolutional Neural Networks Based Diagnosis of Myocardial Infarction in Electrocardiograms
Samir S. Yadav, Sitaram More, Shivajirao Manikrao Jadhav et al. International Conference on Computing, Communication, and Intelligent Systems (ICCCIS), 2021. Cites: dataset

Myocardial Infarction Detection Using Deep Learning and Ensemble Technique from ECG Signals
Hari Mohan Rai, Kalyan Chatterjee, Alok Kumar Dubey et al. Lecture notes in networks and systems, 2021. Cites: dataset

Hybrid CNN-LSTM model for automatic prediction of cardiac arrhythmias from ECG big data
Hari Mohan Rai, Kalyan Chatterjee, Chandra Mukherjee. IEEE Uttar Pradesh Section International Conference on Electrical, Electronics and Computer Engineering (UPCON), 2020. Cites: dataset

A Neural-Network Model for Deriving Analogous Three-vector ECGs of S-ICD from Standard Nine-lead ECGs
Xiaobiao Fan, Yuxiang Bu, Dakun Lai. International Conference on Image Processing and Machine Vision (IPMV), 2020. Cites: dataset

Deep user identification model with multiple biometric data
Hyoung-Kyu Song, Ebrahim Al Alkeem, Jae-Woong Yun et al. BMC Bioinformatics, 2020. Cites: dataset

Cardio Twin: A Digital Twin of the human heart running on the edge
Roberto Velazquez, Rogelio Gámez Díaz, Abdulmotaleb El Saddik. IEEE International Symposium on Medical Measurements and Applications (MeMeA), 2019. Cites: dataset

Increasing Security of Telemedicine Service
Marat Bogdanov, Dajan Nasyrov, Aleksander Dumchikov et al. International Workshop on Computer Science and Information Technologies (CSIT), 2019. Cites: dataset

Readily available ECG databases
Nellyzeth Flores, Roberto L. Avitia, Marco A. Reyna et al. Journal of Electrocardiology, 2018. Cites: dataset

Improved sequential fusion of heart-signal and fingerprint for anti-spoofing
Rami Mohammad Jomaa, Md Saiful Islam, Hassan I. Mathkour. IEEE International Conference on Identity, Security and Behavior Analysis (ISBA), 2018. Cites: dataset

Polyphonic sonification of electrocardiography signals for diagnosis of cardiac pathologies
Jakob Nikolas Kather, Thomas M. Hermann, Yannick Bukschat et al. Scientific Reports, 2017. Cites: dataset

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