Hypothesis transfer learning based on structural model similarity
K Fernandes, JS Cardoso - Neural Computing and Applications, 2019 - Springer
Transfer learning focuses on building better predictive models by exploiting knowledge
gained in previous related tasks, being able to soften the traditional supervised learning …
gained in previous related tasks, being able to soften the traditional supervised learning …
Inferring lexicographically-ordered rewards from preferences
Modeling the preferences of agents over a set of alternatives is a principal concern in many
areas. The dominant approach has been to find a single reward/utility function with the …
areas. The dominant approach has been to find a single reward/utility function with the …
Deep image segmentation by quality inference
K Fernandes, R Cruz… - 2018 International Joint …, 2018 - ieeexplore.ieee.org
Traditionally, convolutional neural networks are trained for semantic segmentation by having
an image given as input and the segmented mask as output. In this work, we propose a …
an image given as input and the segmented mask as output. In this work, we propose a …
Deep local binary patterns
K Fernandes, JS Cardoso - arXiv preprint arXiv:1711.06597, 2017 - arxiv.org
Local Binary Pattern (LBP) is a traditional descriptor for texture analysis that gained attention
in the last decade. Being robust to several properties such as invariance to illumination …
in the last decade. Being robust to several properties such as invariance to illumination …
Deep aesthetic assessment of breast cancer surgery outcomes
Breast cancer is a highly mutable and rapidly evolving disease, with a large worldwide
incidence. Even though, it is estimated that approximately 90% of the cases are treatable …
incidence. Even though, it is estimated that approximately 90% of the cases are treatable …
Fundamental Topics in Machine Intelligence and their Application to Digital Colposcopy
K Fernandes - 2019 - search.proquest.com
Digital colposcopy is a low-cost technology widely used in the early detection of cervical
cancer and in the forensic evaluation of sexual assault. It consists on the observation of the …
cancer and in the forensic evaluation of sexual assault. It consists on the observation of the …