On The Impact of Self-Supervised Learning in Skin Cancer Diagnosis. - Maria Rita Verdelho; Catarina Barata (ISBI, 2022)

Predictive Biomarkers in Melanoma: Detection of BRAF Mutation Using Dermoscopy. - Maria Rita Verdelho; Simão Gonçalves; Luisa Gonçalves; Catarina Costa; José M. Lopes; Margarida M. V. Coelho; Alexandre João; Paula Soares; Helena Pópulo; Catarina Barata (AIIIMA/MIABID@MICCAI, 2022)

Global and Local Explanations for Skin Cancer Diagnosis Using Prototypes. - Carlos Santiago; Miguel Correia 001; Maria Rita Verdelho; Alceu Bissoto; Catarina Barata (ISIC/Care-AI/MedAGI/DeCaF@MICCAI, 2023)

Key Patches Are All You Need: A Multiple Instance Learning Framework For Robust Medical Diagnosis. - D. J. Araújo; Maria Rita Verdelho; Alceu Bissoto; J. C. Nascimento; Carlos Santiago; Catarina Barata (CVPR Workshops, 2024)

MMIST-ccRCC: A Real World Medical Dataset for the Development of Multi-Modal Systems. - Tiago Mota; Maria Rita Verdelho; Diogo J. Araújo; Alceu Bissoto; Carlos Santiago; Catarina Barata (CVPR Workshops, 2024)

Key Patches Are All You Need: A Multiple Instance Learning Framework For Robust Medical Diagnosis. - Diogo J. Araújo; Maria Rita Verdelho; Alceu Bissoto; Jacinto C. Nascimento; Carlos Santiago; Catarina Barata (CoRR, 2024)

MMIST-ccRCC: A Real World Medical Dataset for the Development of Multi-Modal Systems. - Tiago Mota; Maria Rita Verdelho; Alceu Bissoto; Carlos Santiago; Catarina Barata (CoRR, 2024)

Continual Deep Active Learning for Medical Imaging: Replay-Based Architecture for Context Adaptation. - Rui Daniel; Maria Rita Verdelho; Catarina Barata; Carlos Santiago (IbPRIA (2), 2025)

MIL vs. Aggregation: Evaluating Patient-Level Survival Prediction Strategies Using Graph-Based Learning. - Maria Rita Verdelho; Alexandre Bernardino; Catarina Barata (IbPRIA (2), 2025)

Continual Deep Active Learning for Medical Imaging: Replay-Base Architecture for Context Adaptation. - Rui Daniel; Maria Rita Verdelho; Catarina Barata; Carlos Santiago (CoRR, 2025)

The Role of Graph-based MIL and Interventional Training in the Generalization of WSI Classifiers. - Rita Pereira; Maria Rita Verdelho; Catarina Barata; Carlos Santiago (CoRR, 2025)