Tiago F. R. Ribeiro

Machine Learning Researcher

M.Sc. in Data Science
ESTG, Polytechnic of Leiria, Portugal

B.Sc. in Electrical Engineering and Computers
ESTG, Polytechnic of Leiria, Portugal

B.Sc. in Organic Farming
ESAC, Polytechnic of Coimbra, Portugal

Hi there! 👋

I'm a machine learning researcher at CISUC, University of Coimbra. My research focuses on Music Emotion Recognition (MER) and Emotion Variation Detection (MEVD), with special emphasis on lyrics-based classification. I'm particularly interested in the intersection of data science, arts, and humanities.

Beyond music emotion analysis, my research interests include data visualization, generative models, and environmental data modeling. My professional background spans team coordination and management of GPS navigation data collection systems, as well as installation and maintenance of industrial and multimedia equipment. For more details, please check my CV.

Publications

SafeARUnity: Real-Time Image Processing to Enhance Privacy Protection in LBARGs

T. F. R. Ribeiro, Anabela Marto, A. Gonçalves, Leonel Santos, Carlos Rabadão, and R. L. C. Costa

VJ 2024

Conference 2024

Evaluating Service-based Privacy-Protection for Augmented Reality Applications

M. Alves, T. F. R. Ribeiro,, Leonel Santos, Anabela Marto, A. Gonçalves, Carlos Rabadão, and R. L. C. Costa

MEDES 2024

Conference 2024

Comprehending Emotions in Music: A Preliminary Exploration

Tiago F. R. Ribeiro

Qualitative Research Methods Project (PhD)

Preprint 2024

Moving Region Representations on the Spread of a Forest Fire

Henrique Macías da Silva, T. F. R. Ribeiro, R. L. C. Costa, José Moreira

Conference on Information and Knowledge Management 2024 Proceedings

Conference 2024

Modelling forest fire dynamics using conditional variational autoencoders

T. F. R. Ribeiro, F. Silva, R.L.C. Costa

Information Systems Frontiers

Journal 2024

GPT and Interpolation-based Data Augmentation for Multiclass Intrusion Detection in IIoT

Francisco S. Melícias, T. F. R. Ribeiro, Carlos Rabadão, Leonel Santos, R.L.C. Costa

IEEE Access

Journal 2024

Machine Learning and Privacy-Maintenance in Augmented Reality Applications

T. F. R. Ribeiro

SafeAR Project - 2022.90235.PTDC

Seminar 2024

Image Processing for Privacy Enhancement in Location-Based AR Games

T. F. R. Ribeiro, Anabela Marto, Alexandrino Gonçalves, Leonel Santos, Carlos Rabadão, R.L.C. Costa

International Conference on Graphics and Interaction (2024)

Poster 2024 Best ICGI'24 poster

Burned area semantic segmentation: A novel dataset and evaluation using convolutional networks

T. F. R. Ribeiro, F. Silva, J. Moreira, R.L.C. Costa

ISPRS Journal of Photogrammetry and Remote Sensing

Journal 2023

Reconstructing Spatiotemporal Data with C-VAEs

T. F. R. Ribeiro, F. Silva, R. L. C. Costa

European Conference on Advances in Databases and Information Systems (2023)

Conference 2023

BurnedAreaUAV Dataset (v1.1)

T. F. R. Ribeiro, F. Silva, J. Moreira, R.L.C. Costa

Zenodo

Dataset 2023

From Fire to Data: Capturing Wildfire Dynamics with Semantic Segmentation & Spatiotemporal Reconstruction

T. F. R. Ribeiro, J. Moreira, R.L.C. Costa

MIT Portugal Annual Conference 2023

Poster 2023 Best poster in Climate Science & Climate Change category

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