Img2net is a software to automatedly analyze such structures by reconstructing the underlying network, computing relevant network properties, and statistically comparing networks of different types or under different conditions.
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Bioinformatics. 2014 Jul 26. pii: btu503.
img2net: automated network-based analysis of imaged phenotypes.
Breuer D, Nikoloski Z.