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12 p, 4.0 MB Domain generalization in deep learning for contrast-enhanced imaging / Sendra-Balcells, C. (Universitat de Barcelona) ; Campello, Victor M (Universitat de Barcelona) ; Martín-Isla, C. (Universitat de Barcelona) ; Viladés Medel, David (Institut d'Investigació Biomèdica Sant Pau) ; Descalzo, Martin (Institut d'Investigació Biomèdica Sant Pau) ; Guala, Andrea (Hospital Universitari Vall d'Hebron) ; Rodriguez-Palomares, Jose F (Hospital Universitari Vall d'Hebron) ; Lekadir, K. (Universitat de Barcelona) ; Universitat Autònoma de Barcelona
The domain generalization problem has been widely investigated in deep learning for non-contrast imaging over the last years, but it received limited attention for contrast-enhanced imaging. However, there are marked differences in contrast imaging protocols across clinical centers, in particular in the time between contrast injection and image acquisition, while access to multi-center contrast-enhanced image data is limited compared to available datasets for non-contrast imaging. [...]
2022 - 10.1016/j.compbiomed.2022.106052
Computers in Biology and Medicine, Vol. 149 (october 2022) , p. 106052  
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