Browsing Departament de Matemàtiques i Informàtica by Subject "004"

Now showing items 1-5 of 5

Adapting by copying. Towards a sustainable machine learning

Unceta, Irene (Date of defense: 2021-03-01)

Despite the rapid growth of machine learning in the past decades, deploying automated decision making systems in practice remains a challenge for most companies. On an average day, data scientists face substantial barriers ...

Deep Learning and Uncertainty Modeling in Visual Food Analysis

Aguilar, Eduardo (Date of defense: 2020-09-23)

Several computer vision approaches have been proposed for tackling food analysis problems, due to the challenging problem it poses, the ease collection of food images, and its numerous applications to health and leisure. ...

Deep Multimodal Learning for Egocentric Storytelling and Food Analysis

Bolaños Solà, Marc (Date of defense: 2021-04-09)

The world of Machine Learning and Computer Vision has experienced a revolution since the last years. The appearance of Deep Learning algorithms and Convolutional Neural Networks, altogether with the increased processing ...

Modelling Uncertainty in Black-box Classification Systems

Mena Roldán, José (Date of defense: 2020-12-15)

Currently, thanks to the Big Data boom, the excellent results obtained by deep learning models and the strong digital transformation experienced over the last years, many companies have decided to incorporate machine ...

Recognizing Action and Activities from Egocentric Images

Cartas Ayala, Alejandro (Date of defense: 2020-11-01)

Egocentric action recognition consists in determining what a wearable camera user is doing from his perspective. Its defining characteristic is that the person himself is only partially visible in the images through his ...