Publications
Journal Articles
Feature propagation as self-supervision signals on graphs. Knowledge-Based Systems. Submitted;. | .
The mediating role of neuroimaging-derived biological brain age between risk factors for dementia and cognitive decline in middle/late-aged asymptomatic individuals: a cohort study. The Lancet Healthy Longevity. Submitted;. | .
Deep Variational Autoencoders for Population Genetics. Submitted;. | .
SurvLIMEpy: A Python package implementing SurvLIME. Expert Systems With Applications. 2024;237, Part C. | .
AmodalAppleSize_RGB-D dataset: RGB-D images of apple trees annotated with modal and amodal segmentation masks for fruit detection, visibility and size estimation. Data in Brief. 2024;52. | .
Book Chapters & Books top
Interpreting Machine Learning Models for Survival Analysis: A Study of Cutaneous Melanoma Using the SEER Database. In Explainable Artificial Intelligence and Process Mining Applications for Healthcare,. Submitted. | .
MRI brain tumor segmentation and uncertainty estimation using 3D-UNet architectures. In Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries. BrainLes 2020. Springer International Publishing; 2021. pp. 376-390. | .
Unsupervised GRN Ensemble. In Sanguinetti G., Huynh-Thu V. (eds) Methods in Molecular Biology . New York, NY: Springer science, Humana Press; 2019. pp. 283-302. | .
Shared Latent Structures Between Imaging Features and Biomarkers in Early Stages of Alzheimer’s Disease. In PRedictive Intelligence in MEdicine. Springer International Publishing; 2018. pp. 60-67. | .
Leishmaniasis Parasite Segmentation and Classification Using Deep Learning. In Articulated Motion and Deformable Objects. Springer International Publishing; 2018. pp. 53-62. | .
Conference Papers top
HyperFast: Instant Classification for Tabular Data. In 38th Annual AAAI Conference on Artificial Intelligence (AAAI). 2024. (3.15 MB) | .
Adversarial Learning for Feature Shift Detection and Correction. In Neural Information Processing Systems (NeurIPS). New Orleans, USA; 2023. | .
Real-time lane classification and accident detection for safer micromobility. In 11th Internationa Congress on Transportation Research. Heraklion, Crete; 2023. (2.28 MB) | .
Layer-wise self-supervised learning on graphs. In KDD 2023 Workshop on Deep Learning on Graphs: Methods and Applications (DLG-KDD 2023). Long Beach, USA; 2023. | .
Brain-age mediates the association between modifiable risk factors and cognitive decline early in the AD continuum. In Alzheimer’s Association International Conference (AAIC). Amsterdam, Netherlands; 2023. | .
Theses top
Knowledge graph population from news streams. Signal Theory and Communications. [Barcelona, Catalonia]: Universitat Politècnica de Catalunya; 2023. (6.07 MB) | .
Graph Convolutional Neural Networks for 3D Data Analysis. . Signal Theory and Communications. [Barcelona]: Universitat Politècnica de Catalunya; 2023. | .
Super-resolution and semantic segmentation of remote sensing images using deep learning techniques. . Signal Theory and Communications Department. 2022. | .
Few-shot 3D Reconstruction of Body Parts with Deep Neural Networks. . Signal Theory and Communications. 2022. | .
Data and methods for a visual understanding of sign languages. . Signal Theory and Communications. 2022. | .
Other top
A method, system and computer programs to automatically transform an image. European Patent Office. 2022. | .Patent |
Sign Language Translation based on Transformers for the How2Sign Dataset. . 2022 . (1.56 MB) | .Report |
Multimodal 3D Hand Pose Enhancement for Sign Language. . 2022 . (1.2 MB) | .Report |
Sign-Language Translation with Pseudo-Glosses. 2022. (7.51 MB) | .Ms Thesis |
Topic Detection from Sign Language Videos. . 2022. | .Ms Thesis |