Privacy-Preserving Generative Adversarial Network for Case-Based Explainability in Medical Image Analysis. - Helena Montenegro; Wilson Silva; Jaime S. Cardoso 001 (IEEE Access, 2021)

Towards Privacy-preserving Explanations in Medical Image Analysis. - Helena Montenegro; Wilson Silva; Jaime S. Cardoso 001 (CoRR, 2021)

Detecting Concepts and Generating Captions from Medical Images: Contributions of the VCMI Team to ImageCLEFmedical 2022 Caption. - Isabel Rio-Torto; Cristiano Patrício; Helena Montenegro; Tiago Gonçalves (CLEF (Working Notes), 2022)

Disentangled Representation Learning for Privacy-Preserving Case-Based Explanations. - Helena Montenegro; Wilson Silva; Jaime S. Cardoso 001 (MAD@MICCAI, 2022)

Privacy-Preserving Case-Based Explanations: Enabling Visual Interpretability by Protecting Privacy. - Helena Montenegro; Wilson Silva; Alex Gaudio; Matt Fredrikson; Asim Smailagic; Jaime S. Cardoso 001 (IEEE Access, 2022)

Evaluating Privacy on Synthetic Images Generated using GANs: Contributions of the VCMI Team to ImageCLEFmedical GANs 2023. - Helena Montenegro; Pedro C. Neto; Cristiano Patrício; Isabel Rio-Torto; Tiago Gonçalves; Luís F. Teixeira 001 (CLEF (Working Notes), 2023)

Detecting Concepts and Generating Captions from Medical Images: Contributions of the VCMI Team to ImageCLEFmedical Caption 2023. - Isabel Rio-Torto; Cristiano Patrício; Helena Montenegro; Tiago Gonçalves; Jaime S. Cardoso 001 (CLEF (Working Notes), 2023)

A Disentangled Approach to Predict the Aesthetic Outcomes of Breast Cancer Treatment. - Helena Montenegro; Maria João Cardoso; Jaime S. Cardoso 001 (ECCV Workshops (9), 2024)

Reproducing Asymmetries Caused by Breast Cancer Treatment in Pre-Operative Breast Images. - Nuno Freitas; Helena Montenegro; Maria João Cardoso; Jaime S. Cardoso 001 (ISBI, 2024)

Anonymizing medical case-based explanations through disentanglement. - Helena Montenegro; Jaime S. Cardoso 001 (Medical Image Anal., 2024)

An inpainting approach to manipulate asymmetry in pre-operative breast images. - Helena Montenegro; Maria João Cardoso; Jaime S. Cardoso 001 (CoRR, 2025)