Back

Multimodal ECG–language contrastive pretraining enables detection of structural heart disease from 12-Lead ECG

30 August 2026 (11:15 - 12:00)
Organised by: Logo
Congress Presentation Part of: New insights into artificial intelligence-enabled ECG: from foundation models to clinical validation Deep Learning ESC2026 Premium Access ESC Congress 2026 European Society of Cardiology

About the speaker

Photo
Doctor Ahmed El-Medany

National Heart and Lung Institute Imperial College, London (United Kingdom of Great Britain & Northern Ireland)

5 More presentations in this session

Presentation thumbnail
Language-aligned ECG foundation modeling for data-efficient detection of cardiovascular diseases
Assistant Professor M. Ko (La Jolla, US)
Abstract Slides
Presentation thumbnail
Deep learning–based ECG detection and phenotype classification of hypertrophic cardiomyopathy
Assistant Professor M. SOH (Suwon, KR)
Abstract Slides
Presentation thumbnail
Generative machine learning applied to the electrocardiogram (ECG) to uncover relevant ECG features in distinguishing takotsubo syndrome from myocardial infarction
Doctor H. Hakansson (Stockholm, SE)
Abstract Slides
Presentation thumbnail
External validation, robustness, and clinical error profiling of a multimodal electrocardiogram model for structural heart disease reveals a dominant shared prediction component
Doctor G. Riedemann (Goettingen, DE)
Abstract Slides
Presentation thumbnail
Deep learning ECG detection of wall motion abnormalities suggesting silent coronary artery disease
Assistant Professor M. SOH (Suwon, KR)
Abstract Slides

Access the full session

Session thumbnail
New insights into artificial intelligence-enabled ECG: from foundation models to clinical validation

The Event

Event poster

ESC Congress 2026

30 August 2026 11:15 CET
You may be interested in
thumbnail
Congress Presentation
Deep learning-enabled electrocardiogram assessment of valvular heart disease
13 December 2024
thumbnail
Congress Presentation
BRIDGE-CHD: a multimodal ai framework integrating large language models and specialized clinical models for enhanced pretest probability assessment in coronary computed tomography angiography
1 September 2025
thumbnail
Congress Presentation
Multimodal foundation model for evaluating cardiovascular disease from electrocardiography and echocardiography
30 August 2025
thumbnail
Congress Presentation
LLM powered echocardiography report structuring: a step towards precision medicine
1 September 2025

ESC 365 is supported by

novartis Explore sponsored resources
novo-nordisk Explore sponsored resources

ESC 365 is supported by

novartis Explore sponsored resources
novo-nordisk Explore sponsored resources