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Metrics reloaded: Pitfalls and recommendations for image analysis validation.

L. Maier-Hein, A. Reinke, E. Christodoulou, B. Glocker, P. Godau, F. Isensee, J. Kleesiek, M. Kozubek, M. Reyes, M. Riegler, M. Wiesenfarth, M. Baumgartner, M. Eisenmann, D. Heckmann-Nötzel, A. Kavur, T. Rädsch, M. Tizabi, L. Ación, M. Antonelli, T. Arbel, S. Bakas, P. Bankhead, A. Benis, M. Cardoso, V. Cheplygina, B. Cimini, G. Collins, K. Farahani, B. van Ginneken, D. Hashimoto, M. Hoffman, M. Huisman, P. Jannin, C. Kahn, A. Karargyris, A. Karthikesalingam, H. Kenngott, A. Kopp-Schneider, A. Kreshuk, T. Kurç, B. Landman, G. Litjens, A. Madani, K. Maier-Hein, A. Martel, P. Mattson, E. Meijering, B. Menze, D. Moher, K. Moons, H. Müller, F. Nickel, B. Nichyporuk, J. Petersen, N. Rajpoot, N. Rieke, J. Saez-Rodriguez, C. Gutiérrez, S. Shetty, M. van Smeden, C. Sudre, R. Summers, A. Taha, S. Tsaftaris, B. Calster, G. Varoquaux, and P. Jäger. CoRR, (2022)

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Joël Sudre

Carole Bourquin

Carole Urvoy

Carole Knibbe

Carole Simon

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Standardized Assessment of Automatic Segmentation of White Matter Hyperintensities and Results of the WMH Segmentation Challenge.H. Kuijf, J. Biesbroek, J. de Bresser, R. Heinen, S. Andermatt, M. Bento, M. Berseth, M. Belyaev, M. Cardoso, A. Casamitjana and 34 other author(s). CoRR, (2019)Bilayered anatomically constrained split-and-merge expectation maximisation algorithm (BiASM) for brain segmentation.C. Sudre, M. Cardoso, and S. Ourselin. Medical Imaging: Image Processing, volume 9034 of SPIE Proceedings, page 903411. SPIE, (2014)PIMMS: Permutation Invariant Multi-modal Segmentation.T. Varsavsky, Z. Eaton-Rosen, C. Sudre, P. Nachev, and M. Cardoso. DLMIA/ML-CDS@MICCAI, volume 11045 of Lecture Notes in Computer Science, page 201-209. Springer, (2018)ICAM: Interpretable Classification via Disentangled Representations and Feature Attribution Mapping.C. Bass, M. da Silva, C. Sudre, P. Tudosiu, S. Smith, and E. Robinson. NeurIPS, (2020)Understanding metric-related pitfalls in image analysis validation.A. Reinke, M. Tizabi, M. Baumgartner, M. Eisenmann, D. Heckmann-Nötzel, A. Kavur, T. Rädsch, C. Sudre, L. Ación, M. Antonelli and 68 other author(s). CoRR, (2023)MRI k-Space Motion Artefact Augmentation: Model Robustness and Task-Specific Uncertainty.R. Shaw, C. Sudre, S. Ourselin, and M. Cardoso. MIDL, volume 102 of Proceedings of Machine Learning Research, page 427-436. PMLR, (2019)ICAM-Reg: Interpretable Classification and Regression With Feature Attribution for Mapping Neurological Phenotypes in Individual Scans.C. Bass, M. da Silva, C. Sudre, L. Williams, H. Sousa, P. Tudosiu, F. Alfaro-Almagro, S. Fitzgibbon, M. Glasser, S. Smith and 1 other author(s). IEEE Trans. Medical Imaging, 42 (4): 959-970 (April 2023)Learning joint segmentation of tissues and brain lesions from task-specific hetero-modal domain-shifted datasets.R. Dorent, T. Booth, W. Li, C. Sudre, S. Kafiabadi, M. Cardoso, S. Ourselin, and T. Vercauteren. CoRR, (2020)3D multirater RCNN for multimodal multiclass detection and characterisation of extremely small objects.C. Sudre, B. Anson, S. Ingala, C. Lane, D. Jimenez, L. Haider, T. Varsavsky, L. Smith, H. Jäger, and M. Cardoso. CoRR, (2018)Machine learning assisted DSC-MRI radiomics as a tool for glioma classification by grade and mutation status.C. Sudre, J. Panovska, E. Sanverdi, S. Brandner, V. Katsaros, G. Stranjalis, F. Pizzini, C. Ghimenton, K. Surlan-Popovic, J. Avsenik and 19 other author(s). BMC Medical Informatics Decis. Mak., 20 (1): 149 (2020)

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Disambiguation of "Sudre, Carole H."

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Metrics reloaded: Pitfalls and recommendations for image analysis validation.

Please choose a person to relate this publication to

Joël Sudre

Carole Bourquin

Carole Urvoy

Carole Knibbe

Carole Simon

Other publications of authors with the same name

Disambiguation

BibSonomy

Disambiguation of "Sudre, Carole H."

copydeleteadd this publication to your clipboardcommunity posthistory of this postURLDOIBibTeXEndNoteAPAChicagoDIN 1505HarvardMSOffice XML Metrics reloaded: Pitfalls and recommendations for image analysis validation.

Please choose a person to relate this publication to

Joël Sudre

Carole Bourquin

Carole Urvoy

Carole Knibbe

Carole Simon

Other publications of authors with the same name

Disambiguation

copy delete add this publication to your clipboard
community post
history of this post
URL
DOI
BibTeX
EndNote
APA
Chicago
DIN 1505
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Metrics reloaded: Pitfalls and recommendations for image analysis validation.