Deep learning enabled label-free microfluidic droplet classification for single cell functional assays

Droplet-based microfluidics techniques coupled to microscopy allow for the characterization of cells at the single-cell scale. However, such techniques generate substantial amounts of data and microscopy images that must be analyzed. Droplets on these images usually need to be classified depending o...

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Váldodahkkit:	Thibault Vanhoucke, Angga Perima, Lorenzo Zolfanelli, Pierre Bruhns, Matteo Broketa
Materiálatiipa:	Artigo
Giella:	Inglês
Almmustuhtton:	Frontiers Media S.A. 2024-09-01
Ráidu:	Frontiers in Bioengineering and Biotechnology
Fáttát:	droplet-based microfluidic convolutional neural network image classification deep learning image preprocessing Resnet 50
Liŋkkat:	https://www.frontiersin.org/articles/10.3389/fbioe.2024.1468738/full
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