2023

González, Camila ; Ranem, Amin ; Pinto dos Santos, Daniel ; Othman, Ahmed ; Mukhopadhyay, Anirban (2023)
Lifelong nnU-Net: a framework for standardized medical continual learning.
In: Scientific Reports, 13
doi: 10.1038/s41598-023-34484-2
Artikel, Bibliographie

Kalkhof, John ; González, Camila ; Mukhopadhyay, Anirban (2023)
Med-NCA: Robust and Lightweight Segmentation with Neural Cellular Automata.
28th International Conference on Information Processing in Medical Imaging (IPMI 2023). San Carlos de Bariloche, Argentina (18.06.2023-23.06.2023)
doi: 10.1007/978-3-031-34048-2_54
Konferenzveröffentlichung, Bibliographie

Pati, Sarthak ; Thakur, Siddhesh P. ; Hamamcı, İbrahim Ethem ; Baid, Ujjwal ; Baheti, Bhakti ; Bhalerao, Megh ; Güley, Orhun ; Mouchtaris, Sofia ; Lang, David ; Thermos, Spyridon ; Gotkowski, Karol ; González, Camila ; Grenko, Caleb ; Getka, Alexander ; Edwards, Brandon ; Sheller, Micah ; Wu, Junwen ; Karkada, Deepthi ; Panchumarthy, Ravi ; Ahluwalia, Vinayak ; Zou, Chunrui ; Bashyam, Vishnu ; Li, Yuemeng ; Haghighi, Babak ; Chitalia, Rhea ; Abousamra, Shahira ; Kurc, Tahsin M. ; Gastounioti, Aimilia ; Er, Sezgin ; Bergman, Mark ; Saltz, Joel H. ; Fan, Yong ; Shah, Prashant ; Mukhopadhyay, Anirban ; Tsaftaris, Sotirios A. ; Menze, Bjoern ; Davatzikos, Christos ; Kontos, Despina ; Karargyris, Alexandros ; Umeton, Renato ; Mattson, Peter ; Bakas, Spyridon (2023)
GaNDLF: the generally nuanced deep learning framework for scalable end-to-end clinical workflows.
In: Communications Engineering, 2 (1)
doi: 10.1038/s44172-023-00066-3
Artikel, Bibliographie

González, Camila (2023)
Lifelong Learning in the Clinical Open World.
Technische Universität Darmstadt
doi: 10.26083/tuprints-00023662
Dissertation, Erstveröffentlichung, Verlagsversion

2022

González, Camila ; Gotkowski, Karol ; Fuchs, Moritz ; Bucher, Andreas ; Dadras, Armin ; Fischbach, Ricarda ; Kaltenborn, Isabel Jasmin ; Mukhopadhyay, Anirban (2022)
Distance-based detection of out-of-distribution silent failures for Covid-19 lung lesion segmentation.
In: Medical Image Analysis, 82
doi: 10.1016/j.media.2022.102596
Artikel, Bibliographie

González, Camila ; Harder, Christian L. ; Ranem, Amin ; Fischbach, Ricarda ; Kaltenborn, Isabel J. ; Dadras, Armin ; Bucher, Andreas M. ; Mukhopadhyay, Anirban (2022)
Quality Monitoring of Federated Covid-19 Lesion Segmentation.
Bildverarbeitung für die Medizin 2022. Heidelberg, Germany (26.06.2022-28.06.2022)
doi: 10.1007/978-3-658-36932-3_8
Konferenzveröffentlichung, Bibliographie

González, Camila ; Ranem, Amin ; Othman, Ahmed ; Mukhopadhyay, Anirban (2022)
Task-Agnostic Continual Hippocampus Segmentation for Smooth Population Shifts.
4th MICCAI workshop on Domain Adaptation and Representation Transfer. Singapore (22.09.2022-22.09.2022)
doi: 10.1007/978-3-031-16852-9_11
Konferenzveröffentlichung, Bibliographie

2021

Sanner, Antoine ; González, Camila ; Mukhopadhyay, Anirban (2021)
How Reliable Are Out-of-Distribution Generalization Methods for Medical Image Segmentation?
43rd DAGM German Conference on Pattern Recognition (DAGM GCPR 2021). virtual Conference (28.09.2021-01.10.2021)
doi: 10.1007/978-3-030-92659-5_39
Konferenzveröffentlichung, Bibliographie

González, Camila ; Mukhopadhyay, Anirban (2021)
Self-supervised Out-of-distribution Detection for Cardiac CMR Segmentation.
In: Proceedings of Machine Learning Research, 143
Artikel, Bibliographie

2017

González, Camila ; Loza Mencía, Eneldo ; Fürnkranz, Johannes (2017)
Re-training Deep Neural Networks to Facilitate Boolean Concept Extraction.
Konferenzveröffentlichung, Bibliographie