Automatic CNN-based detection of cardiac MR motion artefacts using k-space data augmentation and curriculum learning

Ilkay Oksuz, Bram Ruijsink, Esther Puyol-Antón, James R. Clough, Gastao Cruz, Aurelien Bustin, Claudia Prieto, Rene Botnar, Daniel Rueckert, Julia A. Schnabel, Andrew P. King
Jan 1, 2019
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Cardiac MR motion artefacts Image quality assessment Artifact Convolutional neural networks LSTM
Julia A. Schnabel
Julia A. Schnabel
Professor for Computational Imaging and AI in Medicine, Director of the Institute of Machine Learning in Biomedical Imaging

My research interests include machine/deep learning, nonlinear motion modeling, as well as multimodal and quantitative imaging, for cancer-, cardiac-, neuro- and perinatal imaging.