2021
DOI: 10.48550/arxiv.2106.15893
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Fast whole-slide cartography in colon cancer histology using superpixels and CNN classification

Frauke Wilm,
Michaela Benz,
Volker Bruns
et al.

Abstract: Whole-slide-image cartography is the process of automatically detecting and outlining different tissue types in digitized histological specimen. This semantic segmentation provides a basis for many follow-up analyses and can potentially guide subsequent medical decisions. Due to their large size, whole-slide-images typically have to be divided into smaller patches which are then analyzed individually using machine learning-based approaches. Thereby, local dependencies of image regions get lost and since a whol… Show more

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