Cardiologist-Level Arrhythmia Detection with Convolutional Neural Networks

6 July 2017

Papers citing "Cardiologist-Level Arrhythmia Detection with Convolutional Neural Networks"

42 / 42 papers shown

Title
MSW-Transformer: Multi-Scale Shifted Windows Transformer Networks for 12-Lead ECG Classification Ren-Wei Cheng Zhemin Zhuang Shuxin Zhuang Linfu Xie Jingfeng Guo MedIm 36 6 0 21 Jun 2023
Evaluating Feature Attribution Methods for Electrocardiogram J. Suh Jimyeong Kim Euna Jung Wonjong Rhee FAtt 22 2 0 23 Nov 2022
Data-Adaptive Discriminative Feature Localization with Statistically Guaranteed Interpretation Ben Dai Xiaotong Shen Lingzhi Chen Chunlin Li Wei Pan FAtt 21 1 0 18 Nov 2022
Multimodality Multi-Lead ECG Arrhythmia Classification using Self-Supervised Learning Thi-Thu-Hong Phan Duc Le Brijesh Patel Donald Adjeroh Jingxian Wu M. Jensen Ngan Le 30 11 0 30 Sep 2022
Application of Adversarial Examples to Physical ECG Signals Taiga Ono Takeshi Sugawara Jun Sakuma Tatsuya Mori AAML 20 1 0 20 Aug 2021
XAI Methods for Neural Time Series Classification: A Brief Review Ilija vSimić Vedran Sabol Eduardo E. Veas BDL AI4TS 27 13 0 18 Aug 2021
HALF: Holistic Auto Machine Learning for FPGAs Jonas Ney D. Loroch Vladimir Rybalkin Nicolas Weber Jens Krüger Norbert Wehn 21 9 0 28 Jun 2021
Dynamic-Deep: Tune ECG Task Performance and Optimize Compression in IoT Architectures Eli Brosh Elad Wasserstein Anat Bremler Barr 14 0 0 30 May 2021
Neurological Status Classification Using Convolutional Neural Network Mehrad Jaloli Divya Choudhary M. Cescon 18 3 0 01 Apr 2021
Automatic Diagnosis of Pneumothorax from Chest Radiographs: A Systematic Literature Review Tahira Iqbal A. Shaukat M. Akram Zartasha Mustansar 27 10 0 21 Dec 2020
A deep-learning classifier for cardiac arrhythmias C. S. Carvalho 6 2 0 11 Nov 2020
SimGANs: Simulator-Based Generative Adversarial Networks for ECG Synthesis to Improve Deep ECG Classification Tomer Golany Daniel Freedman Kira Radinsky GAN 25 69 0 27 Jun 2020
Classification of Arrhythmia by Using Deep Learning with 2-D ECG Spectral Image Representation Amin Ullah Syed Muhammad Anwar Muhammad Bilal Raja Majid Mehmood 18 166 0 14 May 2020
A Low-cost Fault Corrector for Deep Neural Networks through Range Restriction Zitao Chen Guanpeng Li Karthik Pattabiraman AAML AI4CE 28 17 0 30 Mar 2020
COVID-19 Image Data Collection Joseph Paul Cohen Paul Morrison Lan Dao 35 1,008 0 25 Mar 2020
Model Assertions for Monitoring and Improving ML Models Daniel Kang Deepti Raghavan Peter Bailis Matei A. Zaharia 6 58 0 03 Mar 2020
Omni-Scale CNNs: a simple and effective kernel size configuration for time series classification Wensi Tang Guodong Long Lu Liu Dinesh Manocha Michael Blumenstein Jing Jiang AI4TS 24 99 0 24 Feb 2020
HAN-ECG: An Interpretable Atrial Fibrillation Detection Model Using Hierarchical Attention Networks Sajad Mousavi Fatemeh Afghah U. Rajendra 24 94 0 12 Feb 2020
The Effect of Data Augmentation on Classification of Atrial Fibrillation in Short Single-Lead ECG Signals Using Deep Neural Networks F. Hatamian Nishant Ravikumar Sulaiman Vesal Felix P. Kemeth M. Struck Andreas Maier 8 32 0 07 Feb 2020
Convolutional-Recurrent Neural Networks on Low-Power Wearable Platforms for Cardiac Arrhythmia Detection Antonino Faraone R. Delgado-Gonzalo 21 24 0 08 Jan 2020
Icentia11K: An Unsupervised Representation Learning Dataset for Arrhythmia Subtype Discovery Shawn Tan Guillaume Androz A. Chamseddine P. Fecteau Aaron Courville Yoshua Bengio Joseph Paul Cohen 18 27 0 21 Oct 2019
Classification of Cardiac Arrhythmias from Single Lead ECG with a Convolutional Recurrent Neural Network J. V. Zaen O. Chételat M. Lemay E. M. Calvo R. Delgado-Gonzalo 13 14 0 25 Jun 2019
Topological Data Analysis for Arrhythmia Detection through Modular Neural Networks Meryll Dindin Yuhei Umeda Frédéric Chazal 11 45 0 13 Jun 2019
Time Series Anomaly Detection Using Convolutional Neural Networks and Transfer Learning Tailai Wen Roy Keyes AI4TS 39 125 0 31 May 2019
MINA: Multilevel Knowledge-Guided Attention for Modeling Electrocardiography Signals linda Qiao Cao Xiao Tengfei Ma Hongyan Li Jimeng Sun 11 67 0 27 May 2019
Ultra Low-Power and Real-time ECG Classification Based on STDP and R-STDP Neural Networks for Wearable Devices Alireza Amirshahi Matin Hashemi 19 84 0 08 May 2019
Deep Cytometry: Deep learning with Real-time Inference in Cell Sorting and Flow Cytometry Yueqin Li A. Mahjoubfar C. Chen K. Niazi Li Pei Bahram Jalali 12 81 0 09 Apr 2019
Deep Learning in Cardiology Paschalis A. Bizopoulos D. Koutsouris MedIm 27 135 0 22 Feb 2019
ECGadv: Generating Adversarial Electrocardiogram to Misguide Arrhythmia Classification System Huangxun Chen Chenyu Huang Qianyi Huang Qian Zhang Wei Wang AAML 31 26 0 12 Jan 2019
LSTM-Based ECG Classification for Continuous Monitoring on Personal Wearable Devices Saeed Saadatnejad M. Oveisi Matin Hashemi 10 296 0 12 Dec 2018
ECG Arrhythmia Classification Using Transfer Learning from 2-Dimensional Deep CNN Features M. Salem S. Taheri Jiann-Shiun Yuan 19 133 0 11 Dec 2018
CarePre: An Intelligent Clinical Decision Assistance System Zhuochen Jin Jingshun Yang Shuyuan Cui David Gotz Jimeng Sun Nan Cao 29 31 0 06 Nov 2018
Learning disentangled representation from 12-lead electrograms: application in localizing the origin of Ventricular Tachycardia P. Gyawali B. Horácek J. Sapp Linwei Wang 38 3 0 04 Aug 2018
Detecting and interpreting myocardial infarction using fully convolutional neural networks Nils Strodthoff C. Strodthoff 43 150 0 18 Jun 2018
Detection of Paroxysmal Atrial Fibrillation using Attention-based Bidirectional Recurrent Neural Networks S. Shashikumar Amit J. Shah Gari D. Clifford S. Nemati 19 78 0 07 May 2018
ECG Heartbeat Classification: A Deep Transferable Representation Mohammad Kachuee Shayan Fazeli Majid Sarrafzadeh 11 411 0 19 Apr 2018
A Generative Modeling Approach to Limited Channel ECG Classification Deepta Rajan Jayaraman J. Thiagarajan 23 35 0 18 Feb 2018
Cardiac Arrhythmia Detection from ECG Combining Convolutional and Long Short-Term Memory Networks P. Warrick Masun Nabhan Homsi 19 91 0 30 Jan 2018
ReNN: Rule-embedded Neural Networks Hu Wang AI4TS 26 15 0 30 Jan 2018
Deep Learning in Pharmacogenomics: From Gene Regulation to Patient Stratification Alexandr A Kalinin Gerald A. Higgins Narathip Reamaroon S. M. Reza Soroushmehr Ari Allyn-Feuer I. Dinov Kayvan Najarian B. Athey OOD 36 122 0 25 Jan 2018
Hybrid Gradient Boosting Trees and Neural Networks for Forecasting Operating Room Data Hugh Chen Scott M. Lundberg Su-In Lee AI4CE 19 8 0 23 Jan 2018
Convolutional Recurrent Neural Networks for Electrocardiogram Classification Martin Zihlmann Dmytro Perekrestenko Michael Tschannen 19 215 0 17 Oct 2017