How do deep-learning models generalize across populations? Cross-ethnicity generalization of COPD detection von 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

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Capturing COPD heterogeneity: anomaly detection and parametric response mapping comparison for phenotyping on chest computed tomography von 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

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Prediction of disease severity in COPD: a deep learning approach for anomaly-based quantitative assessment of chest CT von 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

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cOOpD: Reformulating COPD Classification on Chest CT Scans as Anomaly Detection Using Contrastive Representations von Almeida, Silvia D., Lüth, Carsten T., Norajitra, Tobias, Wald, Tassilo, Nolden, Marco, Jäger, Paul F., Heussel, Claus P., Biederer, Jürgen, Weinheimer, Oliver, Maier-Hein, Klaus H.

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Navigating the Maze of Explainable AI: A Systematic Approach to Evaluating Methods and Metrics von Klein, Lukas, Lüth, Carsten T, Schlegel, Udo, Bungert, Till J, El-Assady, Mennatallah, Jäger, Paul F

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ValUES: A Framework for Systematic Validation of Uncertainty Estimation in Semantic Segmentation von Kahl, Kim-Celine, Lüth, Carsten T, Zenk, Maximilian, Maier-Hein, Klaus, Jaeger, Paul F

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SURE-VQA: Systematic Understanding of Robustness Evaluation in Medical VQA Tasks von Kahl, Kim-Celine, Erkan, Selen, Traub, Jeremias, Lüth, Carsten T, Maier-Hein, Klaus, Maier-Hein, Lena, Jaeger, Paul F

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Overcoming Common Flaws in the Evaluation of Selective Classification Systems von Traub, Jeremias, Bungert, Till J, Lüth, Carsten T, Baumgartner, Michael, Maier-Hein, Klaus H, Maier-Hein, Lena, Jaeger, Paul F

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Navigating the Pitfalls of Active Learning Evaluation: A Systematic Framework for Meaningful Performance Assessment von Lüth, Carsten T, Bungert, Till J, Klein, Lukas, Jaeger, Paul F

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A Call to Reflect on Evaluation Practices for Failure Detection in Image Classification von Jaeger, Paul F, Lüth, Carsten T, Klein, Lukas, Bungert, Till J

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CRADL: Contrastive Representations for Unsupervised Anomaly Detection and Localization von Lüth, Carsten T, Zimmerer, David, Koehler, Gregor, Jaeger, Paul F, Isensee, Fabian, Petersen, Jens, Maier-Hein, Klaus H

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cOOpD: Reformulating COPD classification on chest CT scans as anomaly detection using contrastive representations von 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

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Navigating the Maze of Explainable AI: A Systematic Approach to Evaluating Methods and Metrics von Klein, Lukas, Lüth, Carsten T, Schlegel, Udo, Bungert, Till J, El-Assady, Mennatallah, Jäger, Paul F

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ValUES: A Framework for Systematic Validation of Uncertainty Estimation in Semantic Segmentation von Kim-Celine Kahl, Lüth, Carsten T, Zenk, Maximilian, Maier-Hein, Klaus, Jaeger, Paul F

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SURE-VQA: Systematic Understanding of Robustness Evaluation in Medical VQA Tasks von Kim-Celine Kahl, Erkan, Selen, Traub, Jeremias, Lüth, Carsten T, Maier-Hein, Klaus, Maier-Hein, Lena, Jaeger, Paul F

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Overcoming Common Flaws in the Evaluation of Selective Classification Systems von Traub, Jeremias, Bungert, Till J, Lüth, Carsten T, Baumgartner, Michael, Maier-Hein, Klaus H, Maier-Hein, Lena, Jaeger, Paul F

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Navigating the Pitfalls of Active Learning Evaluation: A Systematic Framework for Meaningful Performance Assessment von Lüth, Carsten T, Bungert, Till J, Klein, Lukas, Jaeger, Paul F

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Contrastive Representations for Unsupervised Anomaly Detection and Localization von Lüth, Carsten T., Zimmerer, David, Koehler, Gregor, Jaeger, Paul F., Isenensee, Fabian, Maier-Hein, Klaus H.

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A Call to Reflect on Evaluation Practices for Failure Detection in Image Classification von Jaeger, Paul F, Lüth, Carsten T, Klein, Lukas, Bungert, Till J

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Abstract: Reformulating COPD Classification on Chest CT Scans as Anomaly Detection using Contrastive Representations cOOpD von Almeida, Silvia D., Lüth, Carsten T., Norajitra, Tobias, Wald, Tassilo, Nolden, Marco, Jäger, Paul F., Heussel, Claus P., Biederer, Jürgen, Weinheimer, Oliver, Maier-Hein, Klaus H.

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