Approaching Peak Ground Truth

Machine learning models are typically evaluated by computing similarity with reference annotations and trained by maximizing similarity with such. Especially in the biomedical domain, annotations are subjective and suffer from low inter- and intra-rater reliability. Since annotations only reflect on...

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Veröffentlicht in:	arXiv.org 2023-03
Hauptverfasser:	Kofler, Florian, Wahle, Johannes, Ezhov, Ivan, Wagner, Sophia, Al-Maskari, Rami, Gryska, Emilia, Todorov, Mihail, Bukas, Christina, Meissen, Felix, Peng, Tingying, Ertürk, Ali, Rueckert, Daniel, Heckemann, Rolf, Kirschke, Jan, Zimmer, Claus, Wiestler, Benedikt, Menze, Bjoern, Piraud, Marie
Format:	Artikel
Sprache:	eng
Schlagworte:	Annotations Computation Machine learning Optimization Reliability analysis Similarity
Online-Zugang:	Volltext
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