Understanding metric-related pitfalls in image analysis validation

Validation metrics are key for the reliable tracking of scientific progress and for bridging the current chasm between artificial intelligence (AI) research and its translation into practice. However, increasing evidence shows that particularly in image analysis, metrics are often chosen inadequatel...

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Autores principales: REINKE, ANNIKA, TIZABI, MINU D., BAUMGARTNER, MICHAEL, EISENMANN, MATTHIAS, HECKMANN-NÖTZEL, DOREEN, KAVUR, A. EMRE, RÄDSCH, TIM, SUDRE, CAROLE H., ACION, LAURA, ANTONELLI, MICHELA, ARBEL, TAL, BAKAS, SPYRIDON, BENIS, ARRIEL, BLASCHKO, MATTHEW B., BUETTNER, FLORIAN, CARDOSO, M. JORGE, CHEPLYGINA, VERONIKA, CHEN, JIANXU, CHRISTODOULOU, EVANGELIA, CIMINI, BETH A., COLLINS, GARY S., FARAHANI, KEYVAN, FERRER, LUCIANA, GALDRAN, ADRIAN, VAN GINNEKEN, BRAM, GLOCKER, BEN, GODAU, PATRICK, HAASE, ROBERT, HASHIMOTO, DANIEL A., HOFFMAN, MICHAEL M., HUISMAN, MEREL, ISENSEE, FABIAN, JANNIN, PIERRE, KAHN, CHARLES E., KAINMUELLER, DAGMAR, KAINZ, BERNHARD, KARARGYRIS, ALEXANDROS, KARTHIKESALINGAM, ALAN, KENNGOTT, HANNES, KLEESIEK, JENS, KOFLER, FLORIAN, KOOI, THIJS, KOPP-SCHNEIDER, ANNETTE, KOZUBEK, MICHAL, 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, RAFELSKI, SUSANNE M., RAJPOOT, NASIR, REYES, MAURICIO, RIEGLER, MICHAEL A., RIEKE, NICOLA, SAEZ-RODRIGUEZ, JULIO, SÁNCHEZ, CLARA I., SHETTY, SHRAVYA, SUMMERS, RONALD M., TAHA, ABDEL A., TIULPIN, ALEKSEI, TSAFTARIS, SOTIRIOS A., VAN CALSTER, BEN, VAROQUAUX, GAËL, YANIV, ZIV R., JÄGER, PAUL F., MAIER-HEIN, LENA
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cornell University 2023
Materias:
Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10029046/
https://www.ncbi.nlm.nih.gov/pubmed/36945687

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