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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...

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Detalles Bibliográficos
Autores principales: Singh, Amitojdeep, Sengupta, Sourya, Lakshminarayanan, Vasudevan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8321083/
https://www.ncbi.nlm.nih.gov/pubmed/34460598
http://dx.doi.org/10.3390/jimaging6060052