Master in Artificial Intelligence - MAI
Recent Submissions
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Application of Generative Models on Modeling Biological Molecules
(Universitat Politècnica de Catalunya, 2023-05-16)
Master thesis
Open AccessThe last decade has been the stage for many groundbreaking Artificial Intelligence technologies, such as revolutionary language models: Generative models capable of synthesizing surprisingly unique data. Such a novelty ... -
Automatic post-processing of left atrium segmentations
(Universitat Politècnica de Catalunya, 2023-05-16)
Master thesis
Restricted access - author's decision
Covenantee: ADAS3D Medical / Universitat de Barcelona / Universitat Rovira i VirgiliCardiac anatomical segmentation is an essential step in many clinical applications that require quantitative measures such as myocardial mass and ventricle volume. Traditionally, these segmentations were manually performed ... -
Exploration of 2D human pose estimation in the context of aquatic safety
(Universitat Politècnica de Catalunya, 2023-05-16)
Master thesis
Restricted access - author's decision
Covenantee: Universitat de Barcelona / Universitat Rovira i VirgiliThe task of human pose estimation (HPE) involves precisely locating body parts and constructing an accurate representation of the human body using unstructured input data such as images. HPE is a challenging problem, ... -
Reconstruction of a indoor room from multiple view images
(Universitat Politècnica de Catalunya, 2023-05-16)
Master thesis
Restricted access - confidentiality agreement
Covenantee: Universitat de Barcelona / Universitat Rovira i VirgiliThe aim of this works is developing a software system that uses machine learning and computer vision to reconstruct a real indoor environment into a 3D model for use in interior design. The project involves assembling a ... -
Wind pattern analysis applied to Paris 2024 Olympic Games
(Universitat Politècnica de Catalunya, 2023-05-16)
Master thesis
Restricted access - confidentiality agreement
Covenantee: Universitat de Barcelona / Universitat Rovira i VirgiliA weather pattern is usually described as repeated weather conditions, such as atmospheric pressure, rain, cloud coverage or the wind speed. Weather pattern analysis is a meteorology area in which the main objective is to ... -
Analyzing Explainability in Sequence-Aware Recommender Systems
(Universitat Politècnica de Catalunya, 2023-05-16)
Master thesis
Restricted access - confidentiality agreement
Covenantee: Universitat de Barcelona / Universitat Rovira i VirgiliThe personal recommendation system has been adopted in numerous applications and has achieved satisfied results. Nowadays, apart from the recommendation, it is also becoming important to provide an explanation of the ... -
Analysis and improvement proposal on self-supervised deep learning
(Universitat Politècnica de Catalunya, 2023-01-25)
Master thesis
Open AccessSelf-supervised learning is an emerging deep learning paradigm that aims at removing the label-dependency problems suffered by most supervised learning algorithms. Instance discrimination algorithms have proved to be very ... -
Analysis of Visually-aware recommender systems
(Universitat Politècnica de Catalunya, 2023-01-23)
Master thesis
Open Access
Covenantee: Universitat de Barcelona / Universitat Rovira i VirgiliModern recommender systems had their roots in the early 1990s when they were primarily used experimentally for information filtering and personal email. Person- alized recommendations are commonplace today, 30 years later, ... -
Predicting Diabetic Retinopathy in OCTA Images using a Deep Learning Framework
(Universitat Politècnica de Catalunya, 2023-01-23)
Master thesis
Open Access
Covenantee: Universitat de Barcelona / Universitat Rovira i VirgiliThe demand for diabetic retinopathy (DR) screening is growing as the prevalence of diabetes mellitus (DM) rises. Optical coherence tomography angiography (OCTA) is a novel imaging technique that has shown promising results ... -
Generating Sign Language Videos using DDPM
(Universitat Politècnica de Catalunya, 2023-01-26)
Master thesis
Restricted access - author's decisionThis thesis focuses on neural networks being able to generate a motion array or an array of landmarks that represent a sign language interpreter when given a sentence. This is important due to the possibility of providing ... -
An analysis of modeling and training decisions for greener computer vision systems
(Universitat Politècnica de Catalunya, 2023-01-26)
Master thesis
Restricted access - confidentiality agreementThe main goal of this study is to analyze the impact of the model architecture and training strategy when building green computer vision systems. We divide this goal into two research questions. In the first one, we ... -
Exploring NLP techniques to label descriptions of products
(Universitat Politècnica de Catalunya, 2023-01-26)
Master thesis
Restricted access - confidentiality agreementThere is no doubt that Transformers have revolutionized the field of Natural Language Processing (NLP). In 2017, by replacing convolutions and recurrence with attention mechanisms, they achieved State of the art in a number ...
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