ECG Semantic Integrator (ESI): A Foundation ECG Model Pretrained with LLM-Enhanced Cardiological Text

Keyphrases

• Deep Learning 100%
• Multimodal Pre-training 100%
• Large Language Models 100%
• Electrocardiogram Signal 100%
• Textual Description 100%
• Electrocardiogram Analysis 100%
• 12-lead Electrocardiogram 50%
• Arrhythmia Detection 50%
• Cardio 50%
• Training Data 50%
• Labeled Data 50%
• Multimodal Data 50%
• Robust Representation 50%
• Waveform Pattern 50%
• Contrastive Learning 50%
• Contrastive Loss 50%
• Self-supervised Learning Methods 50%
• Downstream Task 50%
• Electrocardiogram Data 50%
• Learned Priors 50%
• Retrieval-augmented Generation 50%
• Healthcare Diagnostics 50%
• Dual Objective Function 50%
• Computer-generated Text 50%
• Subject Identification 50%

Computer Science

• Deep Learning Method 100%
• Large Language Model 100%
• Textual Description 100%
• Training Dataset 50%
• Objective Function 50%
• Contrastive Loss 50%
• Self-Supervised Learning 50%
• Retrieval-Augmented Generation 50%