Metrics reloaded: recommendations for image analysis validation
Metrics reloaded: recommendations for image analysis validation
About this item
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Author / Creator
Maier-Hein, Lena , Reinke, Annika , Godau, Patrick , Tizabi, Minu D. , Buettner, Florian , Christodoulou, Evangelia , Glocker, Ben , Isensee, Fabian , Kleesiek, Jens , Kozubek, Michal , Reyes, Mauricio , Riegler, Michael A. , Wiesenfarth, Manuel , Kavur, A. Emre , Sudre, Carole H. , Baumgartner, Michael , Eisenmann, Matthias , Heckmann-Nötzel, Doreen , Rädsch, Tim , Acion, Laura , Antonelli, Michela , Arbel, Tal , Bakas, Spyridon , Benis, Arriel , Blaschko, Matthew B. , Cardoso, M. Jorge , Cheplygina, Veronika , Cimini, Beth A. , Collins, Gary S. , Farahani, Keyvan , Ferrer, Luciana , Galdran, Adrian , van Ginneken, Bram , Haase, Robert , Hashimoto, Daniel A. , Hoffman, Michael M. , Huisman, Merel , Jannin, Pierre , Kahn, Charles E. , Kainmueller, Dagmar , Kainz, Bernhard , Karargyris, Alexandros , Karthikesalingam, Alan , Kofler, Florian , Kopp-Schneider, Annette , Kreshuk, Anna , Kurc, Tahsin , Landman, Bennett A. , Litjens, Geert , Madani, Amin , Maier-Hein, Klaus , Martel, Anne L. , Mattson, Peter , Meijering, Erik , Menze, Bjoern , Moons, Karel G. M. , Müller, Henning , Nichyporuk, Brennan , Nickel, Felix , Petersen, Jens , Rajpoot, Nasir , Rieke, Nicola , Saez-Rodriguez, Julio , Sánchez, Clara I. , Shetty, Shravya , van Smeden, Maarten , Summers, Ronald M. , Taha, Abdel A. , Tiulpin, Aleksei , Tsaftaris, Sotirios A. , Van Calster, Ben , Varoquaux, Gaël and Jäger, Paul F.
Publisher
New York: Nature Publishing Group US
Journal title
Language
English
Formats
Publication information
Publisher
New York: Nature Publishing Group US
Subjects
More information
Scope and Contents
Contents
Increasing evidence shows that flaws in machine learning (ML) algorithm validation are an underestimated global problem. In biomedical image analysis, chosen performance metrics often do not reflect the domain interest, and thus fail to adequately measure scientific progress and hinder translation of ML techniques into practice. To overcome this, w...
Alternative Titles
Full title
Metrics reloaded: recommendations for image analysis validation
Authors, Artists and Contributors
Author / Creator
Reinke, Annika
Godau, Patrick
Tizabi, Minu D.
Buettner, Florian
Christodoulou, Evangelia
Glocker, Ben
Isensee, Fabian
Kleesiek, Jens
Kozubek, Michal
Reyes, Mauricio
Riegler, Michael A.
Wiesenfarth, Manuel
Kavur, A. Emre
Sudre, Carole H.
Baumgartner, Michael
Eisenmann, Matthias
Heckmann-Nötzel, Doreen
Rädsch, Tim
Acion, Laura
Antonelli, Michela
Arbel, Tal
Bakas, Spyridon
Benis, Arriel
Blaschko, Matthew B.
Cardoso, M. Jorge
Cheplygina, Veronika
Cimini, Beth A.
Collins, Gary S.
Farahani, Keyvan
Ferrer, Luciana
Galdran, Adrian
van Ginneken, Bram
Haase, Robert
Hashimoto, Daniel A.
Hoffman, Michael M.
Huisman, Merel
Jannin, Pierre
Kahn, Charles E.
Kainmueller, Dagmar
Kainz, Bernhard
Karargyris, Alexandros
Karthikesalingam, Alan
Kofler, Florian
Kopp-Schneider, Annette
Kreshuk, Anna
Kurc, Tahsin
Landman, Bennett A.
Litjens, Geert
Madani, Amin
Maier-Hein, Klaus
Martel, Anne L.
Mattson, Peter
Meijering, Erik
Menze, Bjoern
Moons, Karel G. M.
Müller, Henning
Nichyporuk, Brennan
Nickel, Felix
Petersen, Jens
Rajpoot, Nasir
Rieke, Nicola
Saez-Rodriguez, Julio
Sánchez, Clara I.
Shetty, Shravya
van Smeden, Maarten
Summers, Ronald M.
Taha, Abdel A.
Tiulpin, Aleksei
Tsaftaris, Sotirios A.
Van Calster, Ben
Varoquaux, Gaël
Jäger, Paul F.
Identifiers
Primary Identifiers
Record Identifier
TN_cdi_proquest_journals_2925768691
Permalink
https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2925768691
Other Identifiers
ISSN
1548-7091,1548-7105
E-ISSN
1548-7105
DOI
10.1038/s41592-023-02151-z
