Weakly Supervised Learning with Automated Labels from Radiology Reports for Glioma Change Detection

no code implementations • 18 Oct 2022 • Tommaso Di Noto, Meritxell Bach Cuadra, Chirine Atat, Eduardo Gamito Teiga, Monika Hegi, Andreas Hottinger, Patric Hagmann, Jonas Richiardi

The weak labels extracted from radiology reports allowed us to increase dataset size more than 3-fold, and improve VGG classification results from 75% to 82% AUC.

Change Detection Hyperparameter Optimization +2

Segmentation of the cortical plate in fetal brain MRI with a topological loss

no code implementations • 23 Oct 2020 • Priscille de Dumast, Hamza Kebiri, Chirine Atat, Vincent Dunet, Mériam Koob, Meritxell Bach Cuadra

The fetal cortical plate undergoes drastic morphological changes throughout early in utero development that can be observed using magnetic resonance (MR) imaging.

Image Segmentation Segmentation +1