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Efficient end-to-end learning for cell segmentation with machine generated weak annotations

Automated cell segmentation from optical microscopy images is usually the first step in the pipeline of single-cell analysis. Recently, deep-learning based algorithms have shown superior performances for the cell segmentation tasks. However, a disadvantage of deep-learning is the requirement for a l...

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Detalles Bibliográficos
Autores principales: Shrestha, Prem, Kuang, Nicholas, Yu, Ji
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9981753/
https://www.ncbi.nlm.nih.gov/pubmed/36864076
http://dx.doi.org/10.1038/s42003-023-04608-5