ECG Heartbeat Classification: A Deep Transferable Representation

19 April 2018

Papers citing "ECG Heartbeat Classification: A Deep Transferable Representation"

50 / 79 papers shown

Title
P2W: From Power Traces to Weights Matrix -- An Unconventional Transfer Learning Approach Roozbeh Siyadatzadeh Fatemeh Mehrafrooz Nele Mentens Todor Stefanov 53 0 0 24 Feb 2025
MedFuncta: Modality-Agnostic Representations Based on Efficient Neural Fields Paul Friedrich Florentin Bieder P. Cattin MedIm 104 0 0 20 Feb 2025
High quality ECG dataset based on MIT-BIH recordings for improved heartbeats classification Ahmed. S Benmessaoud Farida Medjani Yahia Bousseloub Khalid Bouaita Dhia Benrahem Tahar Kezai 19 4 0 27 Oct 2024
Optimizing TinyML: The Impact of Reduced Data Acquisition Rates for Time Series Classification on Microcontrollers Riya Samanta Bidyut Saha S. K. Ghosh Ram Babu Roy 21 3 0 17 Sep 2024
TinyTNAS: GPU-Free, Time-Bound, Hardware-Aware Neural Architecture Search for TinyML Time Series Classification Bidyut Saha Riya Samanta S. K. Ghosh Ram Babu Roy 44 3 0 29 Aug 2024
TM-PATHVQA:90000+ Textless Multilingual Questions for Medical Visual Question Answering Tonmoy Rajkhowa Amartya Roy Chowdhury Sankalp Nagaonkar A. Tripathi 13 1 0 16 Jul 2024
Enhancing Electrocardiogram Signal Analysis Using NLP-Inspired Techniques: A Novel Approach with Embedding and Self-Attention Prapti Ganguly Wazib Ansar Amlan Chakrabarti 24 0 0 15 Jul 2024
Are EEG Sequences Time Series? EEG Classification with Time Series Models and Joint Subject Training Johannes Burchert Thorben Werner Vijaya Krishna Yalavarthi Diego Coello de Portugal Maximilian Stubbemann Lars Schmidt-Thieme 32 1 0 10 Apr 2024
Lightweight Inference for Forward-Forward Algorithm Amin Aminifar Baichuan Huang Azra Abtahi Amir Aminifar 64 3 0 08 Apr 2024
Towards Diverse Perspective Learning with Selection over Multiple Temporal Poolings Jihyeon Seong Jungmin Kim Jaesik Choi AI4TS 50 1 0 14 Mar 2024
Time Series Diffusion in the Frequency Domain Jonathan Crabbé Nicolas Huynh Jan Stanczuk M. Schaar DiffM 55 11 0 08 Feb 2024
TemporalAugmenter: An Ensemble Recurrent Based Deep Learning Approach for Signal Classification Nelly Elsayed Constantinos L. Zekios Navid Asadizanjani Zag ElSayed 21 0 0 13 Jan 2024
BioDiffusion: A Versatile Diffusion Model for Biomedical Signal Synthesis Xiaomin Li Mykhailo Sakevych G. Atkinson V. Metsis MedIm 38 9 0 12 Jan 2024
ECGformer: Leveraging transformer for ECG heartbeat arrhythmia classification Taymaz Akan Sait Alp M. A. N. Bhuiyan 18 12 0 06 Jan 2024
Graph Neural Networks for Topological Feature Extraction in ECG Classification Kamyar Zeinalipour Marco Gori 17 4 0 02 Nov 2023
Adversarial Anomaly Detection using Gaussian Priors and Nonlinear Anomaly Scores Fiete Lüer Tobias Weber Maxim Dolgich Christian Böhm 41 1 0 27 Oct 2023
EKGNet: A 10.96μW Fully Analog Neural Network for Intra-Patient Arrhythmia Classification B. Haghi Lin Ma Sahin Lale A. Anandkumar Azita Emami 21 0 0 24 Oct 2023
Expert enhanced dynamic time warping based anomaly detection Matej Kloska Gabriela Grmanová Viera Rozinajová 39 20 0 02 Oct 2023
Scaling Representation Learning from Ubiquitous ECG with State-Space Models Kleanthis Avramidis Dominika Kunc Bartosz Perz Kranti Adsul Tiantian Feng Przemyslaw Kazienko Stanisław Saganowski Shrikanth Narayanan AI4TS 43 3 0 26 Sep 2023
ECGNet: A generative adversarial network (GAN) approach to the synthesis of 12-lead ECG signals from single lead inputs Max Bagga Hyunbae Jeon Alex Issokson 26 2 0 23 Sep 2023
ECGBERT: Understanding Hidden Language of ECGs with Self-Supervised Representation Learning Seokmin Choi Sajad Mousavi Phillip Si Haben Yhdego Fatemeh Khadem Fatemeh Afghah SSL 54 3 0 10 Jun 2023
DiffECG: A Versatile Probabilistic Diffusion Model for ECG Signals Synthesis Nour Neifar A. Ben-Hamadou Afef Mdhaffar M. Jmaiel DiffM 54 7 0 02 Jun 2023
A Novel real-time arrhythmia detection model using YOLOv8 Guang Jun Nicholas Ang Aritejh Kr Goil Henryk Chan Jieyi Jeric Lew Xin Chun Lee Raihan Bin Ahmad Mustaffa Timotius Jason Ze Ting Woon Bingquan Shen 34 5 0 26 May 2023
PulseNet: Deep Learning ECG-signal classification using random augmentation policy and continous wavelet transform for canines Andre Dourson R. Santilli F. Marchesotti Jennifer Schneiderman Oliver Roman Stiel ... Michael Fitzke Norbert Sithirangathan Emil Walleser Xiaoli Qiao Mark Parkinson 20 1 0 17 May 2023
Evaluating the Robustness of Interpretability Methods through Explanation Invariance and Equivariance Jonathan Crabbé M. Schaar AAML 29 6 0 13 Apr 2023
Explainable AI for Time Series via Virtual Inspection Layers Johanna Vielhaben Sebastian Lapuschkin G. Montavon Wojciech Samek XAI AI4TS 37 26 0 11 Mar 2023
EHRDiff: Exploring Realistic EHR Synthesis with Diffusion Models Hongyi Yuan Songchi Zhou Sheng Yu DiffM MedIm 37 16 0 10 Mar 2023
Information Theory Inspired Pattern Analysis for Time-series Data Yushan Huang Yuchen Zhao Alexander Capstick Francesca Palermo Hamed Haddadi Payam Barnaghi AI4TS 34 1 0 22 Feb 2023
Cross-center Early Sepsis Recognition by Medical Knowledge Guided Collaborative Learning for Data-scarce Hospitals Ruiqing Ding Fang-Ning Rong Xiao Han Leye Wang 38 4 0 11 Feb 2023
Spectral Cross-Domain Neural Network with Soft-adaptive Threshold Spectral Enhancement Che Liu Sibo Cheng Weiping Ding Rossella Arcucci 47 9 0 10 Jan 2023
Learning to Select Prototypical Parts for Interpretable Sequential Data Modeling Yifei Zhang Nengneng Gao Cunqing Ma 41 6 0 07 Dec 2022
Data-Adaptive Discriminative Feature Localization with Statistically Guaranteed Interpretation Ben Dai Xiaotong Shen Lingzhi Chen Chunlin Li Wei Pan FAtt 26 1 0 18 Nov 2022
Leveraging Statistical Shape Priors in GAN-based ECG Synthesis Nour Neifar A. Ben-Hamadou Afef Mdhaffar M. Jmaiel Bernd Freisleben GAN 23 12 0 22 Oct 2022
Hierarchical Deep Learning with Generative Adversarial Network for Automatic Cardiac Diagnosis from ECG Signals Zekai Wang S. Stavrakis B. Yao GAN 23 54 0 19 Oct 2022
Concept Activation Regions: A Generalized Framework For Concept-Based Explanations Jonathan Crabbé M. Schaar 62 47 0 22 Sep 2022
Survey of Machine Learning Techniques To Predict Heartbeat Arrhythmias S. Armstrong 13 1 0 22 Aug 2022
ME-GAN: Learning Panoptic Electrocardio Representations for Multi-view ECG Synthesis Conditioned on Heart Diseases Jintai Chen Kuan-Yu Liao Kun Wei Haochao Ying Danny Chen Jian Wu MedIm 23 18 0 21 Jul 2022
Semi-unsupervised Learning for Time Series Classification Padraig Davidson M. Steininger A. Huhn Anna Krause Andreas Hotho 33 1 0 07 Jul 2022
ECG Heartbeat classification using deep transfer learning with Convolutional Neural Network and STFT technique Min Cao Tianqi Zhao Yanxun Li Wenhao Zhang P. Benharash Ramin Ramezani 45 27 0 28 Jun 2022
ECG beat classification using machine learning and pre-trained convolutional neural networks N. Gai 22 4 0 14 Jun 2022
Analysis of Augmentations for Contrastive ECG Representation Learning S. Soltanieh Ali Etemad J. Hashemi SSL 34 19 0 30 May 2022
Development of Interpretable Machine Learning Models to Detect Arrhythmia based on ECG Data Shourya Verma FAtt 35 3 0 05 May 2022
Lead-agnostic Self-supervised Learning for Local and Global Representations of Electrocardiogram Jungwoo Oh Hyunseung Chung Joon-Myoung Kwon Dongwoo Hong Edward Choi SSL 11 34 0 14 Mar 2022
Real-time privacy preserving disease diagnosis using ECG signal G. Miao A. Ding Samuel S. Wu 13 2 0 08 Feb 2022
SIM-ECG: A Signal Importance Mask-driven ECGClassification System K. Dharma Chicheng Zhang C. Gniady P. Agarwal Sushil Sharma 34 0 0 28 Oct 2021
A Regularization Method to Improve Adversarial Robustness of Neural Networks for ECG Signal Classification Linhai Ma Liang Liang 33 21 0 19 Oct 2021
ECG-ATK-GAN: Robustness against Adversarial Attacks on ECGs using Conditional Generative Adversarial Networks Khondker Fariha Hossain Sharif Amit Kamran Alireza Tavakkoli Xingjun Ma AAML 38 4 0 17 Oct 2021
Application of Adversarial Examples to Physical ECG Signals Taiga Ono Takeshi Sugawara Jun Sakuma Tatsuya Mori AAML 23 1 0 20 Aug 2021
Snippet Policy Network for Multi-class Varied-length ECG Early Classification Yu Huang Gary G. Yen V. Tseng 32 13 0 28 Jul 2021
ECG Heartbeat Classification Using Multimodal Fusion Zeeshan Ahmad Anika Tabassum L. Guan N. Khan 29 81 0 21 Jul 2021