2 papers
cs.CV2025
Preventing Shortcut Learning in Medical Image Analysis through Intermediate Layer Knowledge Distillation from Specialist Teachers
Christopher Boland, Sotirios Tsaftaris, Sonia Dahdouh
Deep learning models are prone to learning shortcut solutions to problems using spuriously correlated yet irrelevant features of their training data. In high-risk applications such…
eess.IV2025
Conformal coronary calcification volume estimation with conditional coverage via histogram clustering
Olivier Jaubert, Salman Mohammadi, Keith A. Goatman +6
Incidental detection and quantification of coronary calcium in CT scans could lead to the early introduction of lifesaving clinical interventions. However, over-reporting could neg…