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Evaluating the Robustness of Self-Supervised Learning in Medical Imaging


May 14, 2021
Fernando Navarro, Christopher Watanabe, Suprosanna Shit, Anjany Sekuboyina, Jan C. Peeken, Stephanie E. Combs, Bjoern H. Menze


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Grading Loss: A Fracture Grade-based Metric Loss for Vertebral Fracture Detection


Aug 18, 2020
Malek Husseini, Anjany Sekuboyina, Maximilian Loeffler, Fernando Navarro, Bjoern H. Menze, Jan S. Kirschke

* To be presented at MICCAI 2020 

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Deep Reinforcement Learning for Organ Localization in CT


May 11, 2020
Fernando Navarro, Anjany Sekuboyina, Diana Waldmannstetter, Jan C. Peeken, Stephanie E. Combs, Bjoern H. Menze

* https://openreview.net/forum?id=0vDeD2UD0S&referrer=%5BAuthor%20Console%5D(%2Fgroup%3Fid%3DMIDL.io%2F2020%2FConference%2FAuthors%23your-submissions) 
* Accepted paper in MIDL 2020 

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Shape-Aware Complementary-Task Learning for Multi-Organ Segmentation


Aug 14, 2019
Fernando Navarro, Suprosanna Shit, Ivan Ezhov, Johannes Paetzold, Andrei Gafita, Jan Peeken, Stephanie Combs, Bjoern Menze

* Accepted in MLMI Workshop 2019 MICCAI 

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Webly Supervised Learning for Skin Lesion Classification


Mar 31, 2018
Fernando Navarro, Sailesh Conjeti, Federico Tombari, Nassir Navab


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Generalizability vs. Robustness: Adversarial Examples for Medical Imaging


Mar 23, 2018
Magdalini Paschali, Sailesh Conjeti, Fernando Navarro, Nassir Navab

* Under Review for MICCAI 2018 

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