Joint reconstruction and classification of tumor cells and cell interactions in melanoma tissue sections with synthesized training data.

Alexander EfflandErich KoblerAnne BrandenburgTeresa KlatzerLeonie NeuhäuserMichael HölzelJennifer LandsbergThomas PockMartin Rumpf

Published in: International journal of computer assisted radiology and surgery (2019)

The proposed method allows for a computer-aided screening of histological tissue sections utilizing variational networks with a particular emphasis on tumor immune cell interactions and on the robust cell nuclei classification.

Keyphrases

single cell
machine learning
deep learning
cell therapy
electronic health record
big data
mesenchymal stem cells
data analysis