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발행년	- (예 : 2010-2015)

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

Academic Journal

Almeida, S.D.; Norajitra, T.; Wald, T.; Nolden, M.; Maier-Hein, K.; Heußel, C.P.; Weinheimer, O.; Biederer, J.; Kauczor, H.-U.; Lüth, C.T.; Jäger, P.F.; Weru, V.; von Stackelberg, O.

In: European Radiology. (European Radiology, July 2024, 34(7):4379-4392)

Full Text (ECC - 개별구독 전자저널) Web of Science JCR 저널정보 Scopus Find it@PNU

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

Academic Journal

D. Almeida, S.; Norajitra, T.; Wald, T.; Nolden, M.; Maier-Hein, K.; von Stackelberg, O.; Heußel, C.P.; Weinheimer, O.; Biederer, J.; Kauczor, H.-U.; Lüth, C.T.; Jäger, P.F.; Weru, V.

In: Insights into Imaging. (Insights into Imaging, December 2024, 15(1))

Full Text (ProQuest Central) Open Access (EBSCO) Web of Science JCR 저널정보 Scopus Find it@PNU

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

Academic Journal

Almeida, S.D.; Norajitra, T.; Wald, T.; Nolden, M.; Maier-Hein, K.; von Stackelberg, O.; Heußel, C.P.; Weinheimer, O.; Biederer, J.; Kauczor, H.-U.; Lüth, C.T.; Jäger, P.F.; Weru, V.

In: Frontiers in Medicine. (Frontiers in Medicine, 2024, 11)

Web of Science JCR 저널정보 Scopus Find it@PNU

VALUES: A FRAMEWORK FOR SYSTEMATIC VALIDATION OF UNCERTAINTY ESTIMATION IN SEMANTIC SEGMENTATION

Conference

Kahl, K.-C.; Lüth, C.T.; Jaeger, P.F.; Maier-Hein, K.; Zenk, M.

In: 12th International Conference on Learning Representations, ICLR 2024, 12th International Conference on Learning Representations, ICLR 2024. (12th International Conference on Learning Representations, ICLR 2024, 2024)

Scopus Find it@PNU

A CALL TO REFLECT ON EVALUATION PRACTICES FOR FAILURE DETECTION IN IMAGE CLASSIFICATION

Conference

Jaeger, P.F.; Lüth, C.T.; Klein, L.; Bungert, T.J.

In: 11th International Conference on Learning Representations, ICLR 2023, 11th International Conference on Learning Representations, ICLR 2023. (11th International Conference on Learning Representations, ICLR 2023, 2023)

Scopus Find it@PNU

Navigating the Pitfalls of Active Learning Evaluation: A Systematic Framework for Meaningful Performance Assessment

Conference

Lüth, C.T.; Bungert, T.J.; Klein, L.; Jaeger, P.F.

In: Advances in Neural Information Processing Systems, Advances in Neural Information Processing Systems 36 - 37th Conference on Neural Information Processing Systems, NeurIPS 2023. (Advances in Neural Information Processing Systems, 2023, 36)

Scopus Find it@PNU

cOOpD: Reformulating COPD Classification on Chest CT Scans as Anomaly Detection Using Contrastive Representations

Book

Almeida, S.D.; Norajitra, T.; Wald, T.; Nolden, M.; Maier-Hein, K.H.; Heussel, C.P.; Biederer, J.; Weinheimer, O.; Lüth, C.T.; Jäger, P.F.

In: Medical Image Computing and Computer Assisted Intervention – MICCAI 2023 - 26th International Conference, Proceedings. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2023, 14224 LNCS:33-43)

Scopus Find it@PNU

Contrastive Representations for Unsupervised Anomaly Detection and Localization

Conference

Lüth, C.T.; Zimmerer, D.; Koehler, G.; Jaeger, P.F.; Isenensee, F.; Maier-Hein, K.H.

In: Informatik aktuell, Bildverarbeitung für die Medizin 2023 Proceedings, German Workshop on Medical Image Computing, Braunschweig. (Informatik aktuell, 2023, :246-252)

Scopus Find it@PNU

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