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Differentiable optimization layers enhance GNN-based mitosis detection

Automatic mitosis detection from video is an essential step in analyzing proliferative behaviour of cells. In existing studies, a conventional object detector such as Unet is combined with a link prediction algorithm to find correspondences between parent and daughter cells. However, they do not tak...

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Detalles Bibliográficos
Autores principales: Zhang, Haishan, Nguyen, Dai Hai, Tsuda, Koji
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10471751/
https://www.ncbi.nlm.nih.gov/pubmed/37653108
http://dx.doi.org/10.1038/s41598-023-41562-y