MitoDet: Simple and robust mitosis detection

no code implementations • 2 Sep 2021 • Jakob Dexl, Michaela Benz, Volker Bruns, Petr Kuritcyn, Thomas Wittenberg

Mitotic figure detection is a challenging task in digital pathology that has a direct impact on therapeutic decisions.

Data Augmentation Domain Generalization +1

Fast whole-slide cartography in colon cancer histology using superpixels and CNN classification

no code implementations • 30 Jun 2021 • Frauke Wilm, Michaela Benz, Volker Bruns, Serop Baghdadlian, Jakob Dexl, David Hartmann, Petr Kuritcyn, Martin Weidenfeller, Thomas Wittenberg, Susanne Merkel, Arndt Hartmann, Markus Eckstein, Carol I. Geppert

We propose a metric for identifying superpixels with an uncertain classification and evaluate two medical applications, namely tumor area and invasive margin estimation and tumor composition analysis.

Segmentation Semantic Segmentation +2