Explain to Not Forget: Defending Against Catastrophic Forgetting with XAI

no code implementations • 4 May 2022 • Sami Ede, Serop Baghdadlian, Leander Weber, An Nguyen, Dario Zanca, Wojciech Samek, Sebastian Lapuschkin

The ability to continuously process and retain new information like we do naturally as humans is a feat that is highly sought after when training neural networks.

Explainable Artificial Intelligence (XAI)

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