qurAI

Our PUBLICATIONS

journal articles

4TOTAL RESOURCES
N. Hampe, S. G. M. van Velzen, J. M. Wolterink, C. Collet, J. P. S. Henriques, N. Planken, I. Išgum, "Graph neural networks for automatic extraction and labeling of the coronary artery tree in CT angiography", Journal of Medical Imaging, 2024; 11 (3): 034001.
DOI
R. L. M. Van Herten, N. Hampe, R. A. P. Takx, K. J. Franssen, Y. Wang, D. Suchá, J. P. Henriques, T. Leiner, R. N. Planken, I. Išgum, "Automatic Coronary Artery Plaque Quantification and CAD-RADS Prediction using Mesh Priors", IEEE Transactions on Medical Imaging, 2023.
DOI | PMID | ALGORITHM
N. Hampe, S.G.M. van Velzen, R.N. Planken, J.P. Henriques, C. Collet, J. Aben, M. Voskuil, T. Leiner and I. Isgum, "Deep Learning-based Detection of Functionally Significant Stenosis in Coronary CT Angiography", Frontiers in Cardiovascular Medicine, 2022; 15 (9): 964355.
DOI | PMID
N. Hampe, J. M. Wolterink, S. G. M. van Velzen, T. Leiner and I. Išgum, "Machine learning for assessment of coronary artery disease in cardiac CT: a survey", Frontiers in Cardiovascular Medicine, 2019; 6 (172).
DOI | PMID

inproceedings

3TOTAL RESOURCES
N. Hampe, S. G. M. Van Velzen, J. P. Aben, R. L. M. van Herten, C. Collet, I. Išgum, "Deep learning-based prediction of fractional flow reserve after invasive coronary artery treatment", SPIE Medical Imaging, Image Processing, 2024; 12926: 100-107.
M. Zreik, N. Hampe, T. Leiner, N. Khalili, J.M. Wolterink, M. Voskuil, M.A. Viergever, I. Išgum, "Combined analysis of coronary arteries and the left ventricular myocardium in cardiac CT angiography for detection of patients with functionally significant stenosis", SPIE Medical Imaging, Image Processing, 2021, 2021; 11596: 115961F.
URL
N. Hampe, J. M. Wolterink, C. Collet, R. N. Planken and I. Išgum, "Graph Attention Networks for Segment Labeling in Coronary Artery Trees", SPIE Medical Imaging, Image Processing, 2021; 11596: 115961I.
URL

preprint

1TOTAL RESOURCES
N. Hampe, S. G. M. van Velzen, J. P. Aben, C. Collet, I. Išgum, "Deep Learning-Based Prediction of Fractional Flow Reserve along the Coronary Artery", arXiv:2308.04923, 2023.
arXiv

book chapters

1TOTAL RESOURCES
S.G.M van Velzen, N. Hampe, B.D. de Vos, I. Isgum, "Artificial intelligence-based evaluation of coronary calcium", pp. 245-257, In: De Cecco, C.N., van Assen, M., Leiner, T. (eds) Artificial intelligence in cardiothoracic imaging. Humana, Cham, 2022, ISBN: 978-3-030-92087-6.