3 papers
cs.CV2025
An inpainting approach to manipulate asymmetry in pre-operative breast images
Helena Montenegro, Maria J. Cardoso, Jaime S. Cardoso
One of the most frequent modalities of breast cancer treatment is surgery. Breast surgery can cause visual alterations to the breasts, due to scars and asymmetries. To enable an in…
cs.CV2025
CBVLM: Training-free Explainable Concept-based Large Vision Language Models for Medical Image Classification
Cristiano Patrício, Isabel Rio-Torto, Jaime S. Cardoso +2
The main challenges limiting the adoption of deep learning-based solutions in medical workflows are the availability of annotated data and the lack of interpretability of such syst…
cs.CV2023
Anonymizing medical case-based explanations through disentanglement
Helena Montenegro, Jaime S. Cardoso
Case-based explanations are an intuitive method to gain insight into the decision-making process of deep learning models in clinical contexts. However, medical images cannot be sha…