Exploring Image Augmentations for Siamese Representation Learning with Chest X-Rays

Autor: van der Sluijs, Rogier, Bhaskhar, Nandita, Rubin, Daniel, Langlotz, Curtis, Chaudhari, Akshay

Publikováno v: Proceedings of Machine Learning Research, MIDL 2023

Image augmentations are quintessential for effective visual representation learning across self-supervised learning techniques. While augmentation strategies for natural imaging have been studied extensively, medical images are vastly different from

Externí odkaz: http://arxiv.org/abs/2301.12636

Scale-Agnostic Super-Resolution in MRI using Feature-Based Coordinate Networks

Autor: Van Veen, Dave, van der Sluijs, Rogier, Ozturkler, Batu, Desai, Arjun, Bluethgen, Christian, Boutin, Robert D., Willis, Marc H., Wetzstein, Gordon, Lindell, David, Vasanawala, Shreyas, Pauly, John, Chaudhari, Akshay S.

Publikováno v: Medical Imaging with Deep Learning. 2022

We propose using a coordinate network decoder for the task of super-resolution in MRI. The continuous signal representation of coordinate networks enables this approach to be scale-agnostic, i.e. one can train over a continuous range of scales and su

Externí odkaz: http://arxiv.org/abs/2210.08676

Evaluating pre-hospital triage and decision-making in patients who died within 30 days post-trauma: A multi-site, multi-center, cohort study

Autor: Lokerman, Robin D., Waalwijk, Job F., van der Sluijs, Rogier, Houwert, Roderick M., Leenen, Luke P.H., van Heijl, Mark

Publikováno v: In Injury May 2022 53(5):1699-1706

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The influence of inter-hospital transfers on mortality in severely injured patients

Autor: Waalwijk, Job F., Lokerman, Robin D., van der Sluijs, Rogier, Fiddelers, Audrey A. A., den Hartog, Dennis, Leenen, Luke P. H., Poeze, Martijn, van Heijl, Mark

Publikováno v: European Journal of Trauma and Emergency Surgery, 49(1), 441-449. Springer International Publishing AG
European Journal of Trauma and Emergency Surgery, 49(1), 441-449. Springer

Purpose The importance of treating severely injured patients in higher-level trauma centers is undisputable. However, it is uncertain whether severely injured patients that were initially transported to a lower-level trauma center (i.e., undertriage)

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::a355378df99e734e47651f68526fabea
https://pure.eur.nl/en/publications/12a9104d-472b-4781-8cff-2dc5170e0948