Publications
Journal Articles
| . Neural ADMIXTURE: rapid population clustering with autoencoders. Nature Computational Science. In Press;. |
. Looking behind occlusions: A study on amodal segmentation for robust on-tree apple fruit size estimation. Computers and Electronics in Agriculture. 2023;209.  (9.02 MB) |
| . Biological Brain Age Prediction Using Machine Learning on Structural Neuroimaging Data: Multi-Cohort Validation Against Biomarkers of Alzheimer’s Disease and Neurodegeneration stratified by sex. eLife. 2023;12. |
| . SEG-ESRGAN: A multi-task network for super-resolution and semantic segmentation of remote sensing images. Remote Sensing. 2022;14(22). |
| . SALAI-Net: species-agnostic local ancestry inference network. Bioinformatics. 2022;38. |
Book Chapters & Books top
| . 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. |
| . Monte-Carlo Sampling Applied to Multiple Instance Learning for Histological Image Classification. In Deep Learning in Medical Image Analysis and Multimodal Learning for Clinical Decision Support. Springer International Publishing; 2018. pp. 274-281. |
Conference Papers top
|
. Sign Language Translation from Instructional Videos. In CVPR 2023 Women in Computer Vision Workshop. Vancouver, Canada: Computer Vision Foundation / IEEE; In Press. (4.64 MB) |
| . SIRA: Relightable Avatars from a Single Image. In Winter Conference on Applications of Computer Vision (WACV). 2023. |
| . Self-supervised graph representations of WSIs. In Geometric Deep Learning in Medical Image Analysis. 2022. |
| . Biological Brain Age Prediction Using Machine Learning on Structural Neuroimaging Data: Multi-Cohort Validation Against Biomarkers of Alzheimer’s Disease and Neurodegeneration. In Alzheimer's Association International Conference. 2022. |
|
. Model Zoos: A Dataset of Diverse Populations of Neural Network Models. In NeurIPS 2022 Track Datasets and Benchmarks. New Orleans, Louisiana, USA.; 2022. (937.59 KB) |
Theses top
| . 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. |
| . Image and Video Object Segmentation in Low Supervision Scenarios. . Computer Architectures. [Barcelona]: Universitat Politecnica de Catalunya; 2021. |
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 |