You may find below the list of papers, patents and abstracts published as part of our knowledge-sharing initiative. If you want to book a meeting with our authors, go to their personal profile and book a meeting.
Journal Papers
- Rio-Torto, Isabel, Kelwin Fernandes, and Luís F. Teixeira. “Understanding the decisions of CNNs: An in-model approach.” Pattern Recognition Letters 133 (2020): 373-380.
- Pernes, Diogo, Kelwin Fernandes, and Jaime S. Cardoso. “Directional support vector machines.” Applied Sciences 9.4 (2019): 725.
- Araujo, Ricardo J., Kelwin Fernandes, and Jaime S. Cardoso. “Sparse multi-bending snakes.” IEEE Transactions on Image Processing 28.8 (2019): 3898-3909.
Conference Papers
- Maia, Paulo, et al. “Applying Machine Learning for Traffic Forecasting in Porto, Portugal.” Machine Learning and Principles and Practice of Knowledge Discovery in Databases: International Workshops of ECML PKDD 2021, Virtual Event, September 13-17, 2021, Proceedings, Part II. Cham: Springer International Publishing, 2022.
- Trindade, J., Vinagre, J., Fernandes, K., Paiva, N., & Jorge, A. (2021). Partially Monotonic Learning for Neural Networks. In Advances in Intelligent Data Analysis XIX: 19th International Symposium on Intelligent Data Analysis, IDA 2021, Porto, Portugal, April 26–28, 2021, Proceedings 19 (pp. 12-23). Springer International Publishing.
- Rio-Torto, Isabel, Kelwin Fernandes, and Luís F. Teixeira. “Towards a Joint Approach to Produce Decisions and Explanations Using CNNs.” Pattern Recognition and Image Analysis: 9th Iberian
- Silva, Wilson, Kelwin Fernandes, and Jaime S. Cardoso. “How to produce complementary explanations using an ensemble model.” 2019 International Joint Conference on Neural Networks (IJCNN). IEEE, 2019.
- Rebelo, José, Kelwin Fernandes, and Jaime S. Cardoso. “Quality-based regularization for iterative deep image segmentation.” 2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC). IEEE, 2019.
- Almeida, Eduardo Nuno, et al. “A machine learning based quality of service estimator for aerial wireless networks.” 2019 International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob). IEEE, 2019.
Patents
- Bernat, Amir Shlomo, et al. “Automated monitoring of medical imaging procedures.” U.S. Patent Application No. 16/964,303.
Abstracts
- Pedro Dias, Francisca Morgado, Reuven Weiser, Kelwin Fernandes, David Levitz. “Comparison of performance of different automated visual evaluation quality assessment modules”. SPIE Photonics West (2023).
- Francisca Morgado, Pedro Dias, Reuven Weiser, Kelwin Fernandes, David Levitz. “Approaches to blur reduction in cervical images for automated visual evaluation”. SPIE Photonics West (2023).