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Deep Ensembles Are Robust to Occasional Catastrophic Failures of Individual DNNs for Organs Segmentations in CT Images

Deep neural networks (DNNs) have recently showed remarkable performance in various computer vision tasks, including classification and segmentation of medical images. Deep ensembles (an aggregated prediction of multiple DNNs) were shown to improve a DNN’s performance in various classification tasks....

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Detalles Bibliográficos
Autores principales: Petrov, Yury, Malik, Bilal, Fredrickson, Jill, Jemaa, Skander, Carano, Richard A. D.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10502003/
https://www.ncbi.nlm.nih.gov/pubmed/37291384
http://dx.doi.org/10.1007/s10278-023-00857-2