no code implementations • 18 Feb 2024 • Przemysław Bombiński, Patryk Szatkowski, Bartłomiej Sobieski, Tymoteusz Kwieciński, Szymon Płotka, Mariusz Adamek, Marcin Banasiuk, Mariusz I. Furmanek, Przemysław Biecek
We show, that lung X-ray masks created by following the contours of the heart, mediastinum, and diaphragm significantly underestimate lung regions and exclude substantial portions of the lungs from further assessment, which may result in numerous clinical errors.
1 code implementation • 22 Aug 2023 • Katarzyna Kobylińska, Mateusz Krzyziński, Rafał Machowicz, Mariusz Adamek, Przemysław Biecek
If differently behaving models are detected in the Rashomon set, their combined analysis leads to more trustworthy conclusions, which is of vital importance for high-stakes applications such as medical applications.
Explainable artificial intelligence Explainable Artificial Intelligence (XAI)