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Small training dataset convolutional neural networks for application-specific super-resolution microscopy

SIGNIFICANCE: Machine learning (ML) models based on deep convolutional neural networks have been used to significantly increase microscopy resolution, speed [signal-to-noise ratio (SNR)], and data interpretation. The bottleneck in developing effective ML systems is often the need to acquire large da...

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Detalles Bibliográficos
Autores principales: Mannam, Varun, Howard, Scott
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Society of Photo-Optical Instrumentation Engineers 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10013193/
https://www.ncbi.nlm.nih.gov/pubmed/36925620
http://dx.doi.org/10.1117/1.JBO.28.3.036501