| 2025 | MICCAI | Multi-scale Attention-Based Multiple Instance Learning for Breast Cancer Diagnosis. | Mariana Mouro, Jacinto C. Nascimento, Carlos Santiago, Margarida Silveira |
| 2020 | IGARSS | Ship Detection in SAR Images Using Convolutional Variational Autoencoders. | Nuno Ferreira, Margarida Silveira |
| 2019 | IBPRIA | Segmentation of Cell Nuclei in Fluorescence Microscopy Images Using Deep Learning. | Hemaxi Narotamo, J. Miguel Sanches, Margarida Silveira |
| 2018 | ICMLA | Unsupervised Anomaly Detection in Energy Time Series Data Using Variational Recurrent Autoencoders with Attention. | Joo Pereira, Margarida Silveira |
| 2015 | IGARSS | Assessment of supervised methods for mapping rainfall induced landslides in VHR images. | Sandra Heleno, Margarida Silveira, Magda Matias, Pedro Pina |
| 2014 | IGARSS | Segmentation of SAR images using textons. | Francisco Seixas, Margarida Silveira, Sandra Heleno |
| 2012 | ICIP | Alternative feature extraction methods in 3D brain image-based diagnosis of Alzheimer's Disease. | Eduardo Bicacro, Margarida Silveira, Jorge S. Marques |
| 2010 | ICPR | Boosting Alzheimer Disease Diagnosis Using PET Images. | Margarida Silveira, Jorge S. Marques |
| 2009 | ICIP | Classification of water regions in SAR images using level sets and non-parametric density estimation. | Margarida Silveira, Sandra Heleno |
| 2008 | ICIP | Water/land segmentation in SAR images using level sets. | Margarida Silveira, Sandra Heleno |
| 2008 | ICIP | Level set segmentation with outlier rejection. | Margarida Silveira, Jacinto C. Nascimento, Jorge S. Marques |
| 2007 | IBPRIA | Estimation of Multiple Objects at Unknown Locations with Active Contours. | Margarida Silveira, Jorge S. Marques |
| 2005 | IBPRIA | An Algorithm for the Detection of Multiple Concentric Circles. | Margarida Silveira |
| 2005 | ICIP | Multiple active contour models based on the EM algorithm. | Margarida Silveira, Jorge S. Marques |
| 2001 | ICIP | MRF-motion segmentation based on dominant motion estimation and the detection of uncovered regions. | Margarida Silveira, Moiss Piedade |
| 1998 | ICIP | Joint Segmentation and Motion Estimation. | Margarida Silveira, Moiss Piedade |