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Dilated Balanced cross entropy loss for medical image segmentation

Abstract A novel method for tackling the problem of imbalanced data in medical image segmentation is proposed in this work. In Balanced Cross Entropy (BCE) loss, which is a type of weighted CE loss, the weight assigned to each class is the inverse of the class frequency. These balancing weights are...

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Principais autores: Seyed Mohsen Hosseini, Mahdieh Soleymani Baghshah
Formato: Artigo
Idioma:Inglês
Publicado: BMC 2026-02-01
Series:BMC Medical Imaging
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Acceso en liña:https://doi.org/10.1186/s12880-026-02245-y
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