Fine-tuning TrailMap: The utility of transfer learning to improve the performance of deep learning in axon segmentation of light-sheet microscopy images

Light-sheet microscopy has made possible the 3D imaging of both fixed and live biological tissue, with samples as large as the entire mouse brain. However, segmentation and quantification of that data remains a time-consuming manual undertaking. Machine learning methods promise the possibility of au...

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Detalles Bibliográficos
Autores principales: Oostrom, Marjolein, Muniak, Michael A., Eichler West, Rogene M., Akers, Sarah, Pande, Paritosh, Obiri, Moses, Wang, Wei, Bowyer, Kasey, Wu, Zhuhao, Bramer, Lisa M., Mao, Tianyi, Webb-Robertson, Bobbie Jo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory 2023
Materias:
Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10634742/
https://www.ncbi.nlm.nih.gov/pubmed/37961439
http://dx.doi.org/10.1101/2023.10.23.563546

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