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Generalised Dice Overlap as a Deep Learning Loss Function for Highly Unbalanced Segmentations

Deep-learning has proved in recent years to be a powerful tool for image analysis and is now widely used to segment both 2D and 3D medical images. Deep-learning segmentation frameworks rely not only on the choice of network architecture but also on the choice of loss function. When the segmentation...

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Podrobná bibliografie
Vydáno v:Deep Learn Med Image Anal Multimodal Learn Clin Decis Support (2017)
Hlavní autoři: Sudre, Carole H., Li, Wenqi, Vercauteren, Tom, Ourselin, Sebastien, Jorge Cardoso, M.
Médium: Artigo
Jazyk:Inglês
Vydáno: 2017
Témata:
On-line přístup:https://ncbi.nlm.nih.gov/pmc/articles/PMC7610921/
https://ncbi.nlm.nih.gov/pubmed/34104926
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1007/978-3-319-67558-9_28
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