| 2025 | IBPRIA | Prediction of 30-Day Hospital Readmission with Clinical Notes and EHR Information. | Tiago Almeida, Plinio Moreno, Catarina Barata |
| 2025 | IBPRIA | Continual Deep Active Learning for Medical Imaging: Replay-Based Architecture for Context Adaptation. | Rui Daniel, Maria Rita Verdelho, Catarina Barata, Carlos Santiago |
| 2025 | IBPRIA | MIL vs. Aggregation: Evaluating Patient-Level Survival Prediction Strategies Using Graph-Based Learning. | Maria Rita Verdelho, Alexandre Bernardino, Catarina Barata |
| 2024 | CVPR | Key Patches Are All You Need: A Multiple Instance Learning Framework For Robust Medical Diagnosis. | D. J. Arajo, Maria Rita Verdelho, Alceu Bissoto, Jacinto C. Nascimento, Carlos Santiago, Catarina Barata |
| 2024 | CVPR | MMIST-ccRCC: A Real World Medical Dataset for the Development of Multi-Modal Systems. | Tiago Mota, Maria Rita Verdelho, Diogo J. Arajo, Alceu Bissoto, Carlos Santiago, Catarina Barata |
| 2023 | MICCAI | Test-Time Selection for Robust Skin Lesion Analysis. | Alceu Bissoto, Catarina Barata, Eduardo Valle, Sandra Avila |
| 2023 | MICCAI | Global and Local Explanations for Skin Cancer Diagnosis Using Prototypes. | Carlos Santiago, Miguel Correia, Maria Rita Verdelho, Alceu Bissoto, Catarina Barata |
| 2022 | ECCV | Artifact-Based Domain Generalization of Skin Lesion Models. | Alceu Bissoto, Catarina Barata, Eduardo Valle, Sandra Avila |
| 2022 | IBPRIA | Diagnosis of Skin Cancer Using Hierarchical Neural Networks and Metadata. | Beatriz Alves, Catarina Barata, Jorge S. Marques |
| 2022 | ICPR | Weakly Supervised Fire and Smoke Segmentation in Forest Images with CAM and CRF. | Bernardo Amaral, Milad Niknejad, Catarina Barata, Alexandre Bernardino |
| 2022 | ICPR | Pedestrian Trajectory Prediction Using LSTM and Sparse Motion Fields. | Pedro Bilro, Catarina Barata, Jorge S. Marques |
| 2022 | ICPR | Forest Fires Identification Using Self-Supervised Learning. | Sara Fernandes, Milad Niknejad, Catarina Barata, Alexandre Bernardino |
| 2022 | ICPR | An Adversarial Method for Semi-supervised Segmentation of Smoke and Fire in Images. | Lisa Kuhlmann, Milad Niknejad, Catarina Barata, Alexandre Bernardino, Gefei Zhang |
| 2022 | MICCAI | Predictive Biomarkers in Melanoma: Detection of BRAF Mutation Using Dermoscopy. | Maria Rita Verdelho, Simo Gonalves, Luisa Gonalves, Catarina Costa, Jos M. Lopes, Margarida M. V. Coelho, Alexandre Joo, Paula Soares, Helena Ppulo, Catarina Barata |
| 2021 | MICCAI | Improving the Explainability of Skin Cancer Diagnosis Using CBIR. | Catarina Barata, Carlos Santiago |
| 2020 | CVPR | How Important Is Each Dermoscopy Image? | Catarina Barata, Carlos Santiago |
| 2019 | CVPR | Deep Attention Model for the Hierarchical Diagnosis of Skin Lesions. | Catarina Barata, Jorge S. Marques, M. Emre Celebi |
| 2019 | IBPRIA | What Is the Role of Annotations in the Detection of Dermoscopic Structures? | Brbara Ferreira, Catarina Barata, Jorge S. Marques |
| 2019 | IBPRIA | Description and Recognition of Activity Patterns Using Sparse Vector Fields. | Ana Portlo, Andrea Cavallaro, Catarina Barata, Jorge S. Marques |
| 2019 | ICASSP | Multiple Agents Representation Using Motion Fields. | Catarina Barata, Jacinto C. Nascimento, Jorge S. Marques |
| 2019 | ICIP | Multiple Motion Fields for Multiple Types of Agents. | Catarina Barata, Mrio A. T. Figueiredo, Jorge S. Marques |
| 2018 | ACIVS | Improving a Switched Vector Field Model for Pedestrian Motion Analysis. | Catarina Barata, Jacinto C. Nascimento, Jorge S. Marques |
| 2018 | ACIVS | Distributed Estimation of Vector Fields. | Ana Portlo, Jorge S. Marques, Catarina Barata, Joo Miranda Lemos |
| 2018 | ICIP | Estimation of Space-Varying Covariance Matrices. | Catarina Barata, Joo Miranda Lemos, Jorge S. Marques |
| 2017 | IBPRIA | Local Features Applied to Dermoscopy Images: Bag-of-Features versus Sparse Coding. | Catarina Barata, Mrio A. T. Figueiredo, M. Emre Celebi, Jorge S. Marques |
| 2017 | ICIP | A sparse approach to pedestrian trajectory modeling using multiple motion fields. | Catarina Barata, Jacinto C. Nascimento, Jorge S. Marques |
| 2015 | IBPRIA | Color Detection in Dermoscopy Images Based on Scarce Annotations. | Catarina Barata, M. Emre Celebi, Jorge S. Marques |
| 2014 | ICASSP | Color identification in dermoscopy images using Gaussian mixture models. | Catarina Barata, Mrio A. T. Figueiredo, M. Emre Celebi, Jorge S. Marques |
| 2014 | ICIP | Improving dermoscopy image analysis using color constancy. | Catarina Barata, Jorge S. Marques, M. Emre Celebi |
| 2013 | IBPRIA | The Role of Keypoint Sampling on the Classification of Melanomas in Dermoscopy Images Using Bag-of-Features. | Catarina Barata, Jorge S. Marques, Jorge Rozeira |
| 2013 | IBPRIA | What Is the Role of Color in Dermoscopy Analysis? | Margarida Ruela, Catarina Barata, Teresa Mendona, Jorge S. Marques |
| 2013 | ISVC | Evaluation of Color Based Keypoints and Features for the Classification of Melanomas Using the Bag-of-Features Model. | Catarina Barata, Jorge S. Marques, Jorge Rozeira |
| 2013 | ISVC | What Is the Role of Color Symmetry in the Detection of Melanomas? | Margarida Ruela, Catarina Barata, Jorge S. Marques |