Prediction of disease severity in COPD: a deep learning approach for anomaly-based quantitative assessment of chest CT
Almeida, Silvia D., Norajitra, Tobias, Lüth, Carsten T., Wald, Tassilo, Weru, Vivienn, Nolden, Marco, Jäger, Paul F., von Stackelberg, Oyunbileg, Heußel, Claus Peter, Weinheimer, Oliver, Biederer, Jürgen, Kauczor, Hans-Ulrich, Maier-Hein, Klaus
Published in European radiology (01.07.2024)
Published in European radiology (01.07.2024)
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Journal Article
How do deep-learning models generalize across populations? Cross-ethnicity generalization of COPD detection
D. Almeida, Silvia, Norajitra, Tobias, Lüth, Carsten T., Wald, Tassilo, Weru, Vivienn, Nolden, Marco, Jäger, Paul F., von Stackelberg, Oyunbileg, Heußel, Claus Peter, Weinheimer, Oliver, Biederer, Jürgen, Kauczor, Hans-Ulrich, Maier-Hein, Klaus
Published in Insights into imaging (07.08.2024)
Published in Insights into imaging (07.08.2024)
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Journal Article
Capturing COPD heterogeneity: anomaly detection and parametric response mapping comparison for phenotyping on chest computed tomography
Almeida, Silvia D, Norajitra, Tobias, Lüth, Carsten T, Wald, Tassilo, Weru, Vivienn, Nolden, Marco, Jäger, Paul F, von Stackelberg, Oyunbileg, Heußel, Claus Peter, Weinheimer, Oliver, Biederer, Jürgen, Kauczor, Hans-Ulrich, Maier-Hein, Klaus
Published in Frontiers in medicine (01.03.2024)
Published in Frontiers in medicine (01.03.2024)
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Journal Article
ValUES: A Framework for Systematic Validation of Uncertainty Estimation in Semantic Segmentation
Kahl, Kim-Celine, Lüth, Carsten T, Zenk, Maximilian, Maier-Hein, Klaus, Jaeger, Paul F
Year of Publication 16.01.2024
Year of Publication 16.01.2024
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Journal Article
Overcoming Common Flaws in the Evaluation of Selective Classification Systems
Traub, Jeremias, Bungert, Till J, Lüth, Carsten T, Baumgartner, Michael, Maier-Hein, Klaus H, Maier-Hein, Lena, Jaeger, Paul F
Year of Publication 01.07.2024
Year of Publication 01.07.2024
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Journal Article
Embarrassingly Simple Scribble Supervision for 3D Medical Segmentation
Gotkowski, Karol, Lüth, Carsten, Jäger, Paul F, Ziegler, Sebastian, Krämer, Lars, Denner, Stefan, Xiao, Shuhan, Disch, Nico, Maier-Hein, Klaus H, Isensee, Fabian
Year of Publication 19.03.2024
Year of Publication 19.03.2024
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Journal Article
CRADL: Contrastive Representations for Unsupervised Anomaly Detection and Localization
Lüth, Carsten T, Zimmerer, David, Koehler, Gregor, Jaeger, Paul F, Isensee, Fabian, Petersen, Jens, Maier-Hein, Klaus H
Year of Publication 05.01.2023
Year of Publication 05.01.2023
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Journal Article
cOOpD: Reformulating COPD classification on chest CT scans as anomaly detection using contrastive representations
Almeida, Silvia D, Lüth, Carsten T, Norajitra, Tobias, Wald, Tassilo, Nolden, Marco, Jaeger, Paul F, Heussel, Claus P, Biederer, Jürgen, Weinheimer, Oliver, Maier-Hein, Klaus
Year of Publication 14.07.2023
Year of Publication 14.07.2023
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Journal Article
Conditional Invertible Neural Networks for Diverse Image-to-Image Translation
Ardizzone, Lynton, Kruse, Jakob, Lüth, Carsten, Bracher, Niels, Rother, Carsten, Köthe, Ullrich
Year of Publication 05.05.2021
Year of Publication 05.05.2021
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Journal Article
Guided Image Generation with Conditional Invertible Neural Networks
Ardizzone, Lynton, Lüth, Carsten, Kruse, Jakob, Rother, Carsten, Köthe, Ullrich
Year of Publication 04.07.2019
Year of Publication 04.07.2019
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Journal Article
cOOpD: Reformulating COPD classification on chest CT scans as anomaly detection using contrastive representations
Almeida, Silvia D, Lüth, Carsten T, Norajitra, Tobias, Wald, Tassilo, Nolden, Marco, Jaeger, Paul F, Heussel, Claus P, Biederer, Jürgen, Weinheimer, Oliver, Maier-Hein, Klaus
Published in arXiv.org (14.07.2023)
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Published in arXiv.org (14.07.2023)
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