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Topological Feature Extraction on Whole Slide Images using Graph Neural Networks.

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WSI-GTFE

Code is undergoing refactoring from our original command line interface. We will update our code base with a fully functioning CLI. For now, we have included some example notebooks for getting started on your own datasets in the notebooks section. For now, this repository outlines analyzing inductive Whole Slide Graph patch-level classification, but various portions of this framework may be changed for self-supervised and whole-slide level objectives.

Feel free to check out our article, here: https://www.biorxiv.org/content/10.1101/2020.08.01.231639v1

Mapper implementation was adapted / slightly refactored from: https://github.com/crisbodnar/dgm

Select Figures from Paper:
figure1 figure2 figure3 figure4

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Topological Feature Extraction on Whole Slide Images using Graph Neural Networks.

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