Towards quantitative precision for ECG analysis: Leveraging state space models, self-supervision and patient metadata

29 August 2023

Papers citing "Towards quantitative precision for ECG analysis: Leveraging state space models, self-supervision and patient metadata"

10 / 10 papers shown

Title
Generalizable deep learning for photoplethysmography-based blood pressure estimation -- A Benchmarking Study Mohammad Moulaeifard Peter H. Charlton Nils Strodthoff OOD 67 1 0 26 Feb 2025
CausalConceptTS: Causal Attributions for Time Series Classification using High Fidelity Diffusion Models Juan Miguel Lopez Alcaraz Nils Strodthoff DiffM AI4TS CML 29 2 0 24 May 2024
Prospects for AI-Enhanced ECG as a Unified Screening Tool for Cardiac and Non-Cardiac Conditions -- An Explorative Study in Emergency Care Nils Strodthoff Juan Miguel Lopez Alcaraz Wilhelm Haverkamp 11 0 0 18 Dec 2023
FlashFFTConv: Efficient Convolutions for Long Sequences with Tensor Cores Daniel Y. Fu Hermann Kumbong Eric N. D. Nguyen Christopher Ré VLM 31 28 0 10 Nov 2023
Using explainable AI to investigate electrocardiogram changes during healthy aging -- from expert features to raw signals Gabriel Ott Yannik Schaubelt Juan Miguel Lopez Alcaraz Wilhelm Haverkamp Nils Strodthoff 11 5 0 11 Oct 2023
S4Sleep: Elucidating the design space of deep-learning-based sleep stage classification models Tiezhi Wang Nils Strodthoff 34 5 0 10 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 17 3 0 26 Sep 2023
Explaining Deep Learning for ECG Analysis: Building Blocks for Auditing and Knowledge Discovery Patrick Wagner Temesgen Mehari Wilhelm Haverkamp Nils Strodthoff 19 17 0 26 May 2023
Intra-Inter Subject Self-supervised Learning for Multivariate Cardiac Signals Xiang Lan Dianwen Ng linda Qiao Mengling Feng OOD 43 51 0 18 Sep 2021
InceptionTime: Finding AlexNet for Time Series Classification Hassan Ismail Fawaz Benjamin Lucas Germain Forestier Charlotte Pelletier Daniel F. Schmidt J. Weber Geoffrey I. Webb L. Idoumghar Pierre-Alain Muller Franccois Petitjean AI4TS 85 1,058 0 11 Sep 2019