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- Lukas Hilgendorf
Lukas Hilgendorf
Doctoral Student
Department of Molecular and Clinical Medicine-
Multi-modal deep-learning troponin prediction from electrocardiograms and demographic
data
Lukas Hilgendorf, Petur Pétursson, Erik Andersson, Aidin Rawshani, Deepak L. Bhatt, Vibha Gupta, Peter Lundgren, Kristofer Skoglund, Truls Råmunddal, Araz Rawshani
EUROPEAN HEART JOURNAL - DIGITAL HEALTH - 2025 -
Multimodal deep learning for acute myocardial infarction detection from 12-lead electrocardiogram: a multi-centre study with cross-hospital
validation
Vibha Gupta, Lukas Hilgendorf, Erik Andersson, Antros Louca, Arman Shahmari Chat-Gieh, Alfred Hjalmarsson, Rajkumar Saini, Carlo Pirazzi, Moner Alchay, Araz Rawshani
EUROPEAN HEART JOURNAL - DIGITAL HEALTH - 2025 -
Fully Automated Diagnosis of Acute Myocardial Infarction Using Electrocardiograms and Multimodal Deep
Learning.
Lukas Hilgendorf, Petur Petursson, Erik Andersson, Aidin Rawshani, Deepak L Bhatt, Truls Råmunddal, Vibha Gupta, Kristofer Skoglund, Elmir Omerovic, Helen Sjöland, Amar Taha, David Kim, Peter Lundgren, Araz Rawshani
JACC. Advances - 2025 -
Multi-instance learning with attention mechanism for coronary artery stenosis detection on coronary computed tomography
angiography
Vibha Gupta, Petur Petursson, Lukas Hilgendorf, Aidin Rawshani, Jan Borén, Truls Ramunddal, Elmir Omerovic, Antros Louca, Oskar Angeras, Justin F. Schneiderman, Kristofer Skoglund, Deepak L. Bhatt, Magnus Kjellberg, Erik Andersson, Carlo Pirazzi, Araz Rawshani
EUROPEAN HEART JOURNAL - DIGITAL HEALTH - 2025 -
End-to-end deep-learning model for the detection of coronary artery stenosis on coronary CT
images.
Vibha Gupta, Petur Petursson, Aidin Rawshani, Jan Borén, Truls Ramunddal, Deepak L Bhatt, Elmir Omerovic, Oskar Angerås, J. Gustav Smith, Naveed Sattar, Erik Andersson, Björn Redfors, Lukas Hilgendorf, Göran Bergström, Carlo Pirazzi, Kristofer Skoglund, Araz Rawshani
Open heart - 2025 -
Predicting troponin biomarker elevation from electrocardiograms using a deep neural
network.
Lukas Hilgendorf, Petur Petursson, Vibha Gupta, Truls Råmunddal, Erik Andersson, Peter Lundgren, Christian Dworeck, Charlotta Ljungman, Jan Borén, Aidin Rawshani, Elmir Omerovic, J. Gustav Smith, Zacharias Mandalenakis, Kristofer Skoglund, Araz Rawshani
Open heart - 2024