Improving Prostate Cancer Detection with Breast Histopathology Images. - Umair Akhtar Hasan Khan; Carolin Stürenberg; Oguzhan Gencoglu; Kevin Sandeman; Timo Heikkinen; Antti Rannikko; Tuomas Mirtti (ECDP, 2019)

Training robust deep learning models for medical imaging tasks with spectral decoupling. - Joona Pohjonen; Carolin Stürenberg; Antti Rannikko; Tuomas Mirtti; Esa Pitkänen (CoRR, 2021)

Exposing and addressing the fragility of neural networks in digital pathology. - Joona Pohjonen; Carolin Stürenberg; Atte Föhr; Esa Pitkänen; Antti Rannikko; Tuomas Mirtti (CoRR, 2022)