LightX3ECG: A Lightweight and eXplainable Deep Learning System for 3-lead Electrocardiogram Classification

Squeeze-and-Excitation Networks

Jie Hu, Li Shen, Samuel Albanie et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2019 · 12.5K citations

Computing, Computer Science, Computer Vision +11

Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based Localization

International Journal of Computer Vision · 2019 · 5.6K citations · Full text

Computing, Computer Science, Computer Vision +16

Cardiologist-level arrhythmia detection and classification in ambulatory electrocardiograms using a deep neural network

Awni Hannun, Pranav Rajpurkar, Masoumeh Haghpanahi et al. · Nature Medicine · 2018 · 3K citations

Computing, Cardiology, Computer Science +16

A deep convolutional neural network model to classify heartbeats

U. Rajendra Acharya, Shu Lih Oh, Yuki Hagiwara et al. · Computers in Biology and Medicine · 2017 · 1.4K citations

Engineering, Biomedical Engineering, Biomedical Informatics +11

An Open Access Database for Evaluating the Algorithms of Electrocardiogram Rhythm and Morphology Abnormality Detection

Feifei Liu, Chengyu Liu, Lina Zhao et al. · Journal of Medical Imaging and Health Informatics · 2018 · 619 citations

Medicine, Biomedical Informatics, Cardiology +16