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Explainable Deep Learning Models in Medical Image Analysis

Deep learning methods have been very effective for a variety of medical diagnostic tasks and have even outperformed human experts on some of those. However, the black-box nature of the algorithms has restricted their clinical use. Recent explainability studies aim to show the features that influence...

Ausführliche Beschreibung

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Bibliographische Detailangaben
Veröffentlicht in:J Imaging
Hauptverfasser: Singh, Amitojdeep, Sengupta, Sourya, Lakshminarayanan, Vasudevan
Format: Artigo
Sprache:Inglês
Veröffentlicht: MDPI 2020
Schlagworte:
Online Zugang:https://ncbi.nlm.nih.gov/pmc/articles/PMC8321083/
https://ncbi.nlm.nih.gov/pubmed/34460598
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3390/jimaging6060052
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