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Focused Decoding Enables 3D Anatomical Detection by Transformers


Jul 21, 2022
Bastian Wittmann, Fernando Navarro, Suprosanna Shit, Bjoern Menze

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A unified 3D framework for Organs at Risk Localization and Segmentation for Radiation Therapy Planning


Mar 01, 2022
Fernando Navarro, Guido Sasahara, Suprosanna Shit, Ivan Ezhov, Jan C. Peeken, Stephanie E. Combs, Bjoern H. Menze

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A Deep Learning Approach to Predicting Collateral Flow in Stroke Patients Using Radiomic Features from Perfusion Images


Oct 24, 2021
Giles Tetteh, Fernando Navarro, Johannes Paetzold, Jan Kirschke, Claus Zimmer, Bjoern H. Menze

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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

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* 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

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* 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

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* 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

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* Under Review for MICCAI 2018 

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