Cell2Grid: an efficient, spatial, and convolutional neural network-ready representation of cell segmentation data.

Laurin HerbsthoferMartina TombergerMaria A SmolleBarbara Prietl Thomas R Pieber Pablo López-García

Published in: Journal of medical imaging (Bellingham, Wash.) (2022)

Cell2Grid is an efficient spatial data representation algorithm that enables the use of conventional CNNs on cell segmentation data. Its cell-based representation additionally opens a door for simplified model interpretation and synthetic image generation.

Keyphrases

convolutional neural network
deep learning
single cell
cell therapy
electronic health record
machine learning
big data
stem cells
mesenchymal stem cells
bone marrow