Publications

Journal Articles

Book Chapters & Books

Conference Papers

Journal Articles

2024
Dios F, Torres-Benito S, Lázaro JAntonio, Casas J, Pinazo J, Lerín A. Experimental evaluation of a MIMO radar performance for ADAS application. Telecom. 2024;5(3):508-521. DOI Google Scholar BibTex
Hernandez C, Combalia M, Podlipnik S, Codella NCF, Rotemberg V, Halpern AC, et al.. Bcn20000: Dermoscopic lesions in the wild. Nature - Scientific Data. 2024;11. DOI Google Scholar BibTex
Pina O, Vilaplana V. Feature propagation as self-supervision signals on graphs. Knowledge-Based Systems. 2024;289. DOI Google Scholar BibTex
Cumplido-Mayoral I, Brugulat-Serra A, Sánchez-Benavides G, Molinuevo JLuis, Suarez-Calvet M, Vilaplana V, et al.. 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. 2024;. DOI Google Scholar BibTex
Perez-Cano J, Valero ISansano, Anglada D, Pina O, Salembier P, Marqués F. Combining graph neural networks and computer vision methods for cell nuclei classification in lung tissue. Heliyon. 2024;10(7). DOI Google Scholar BibTex (4.05 MB)

Book Chapters & Books top

2024
Hernandez C, Pachón-García C, Delicado P, Vilaplana V. 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,. Springer, Cham; 2024. DOI Google Scholar BibTex

2021
Mora L, Vilaplana V. 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. DOI Google Scholar BibTex

2019
Bellot P, Salembier P, Pham NC, Meyer PE. 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. DOI Google Scholar BibTex

2018
Casamitjana A, Vilaplana V, Petrone P, Molinuevo JLuis, Gispert JD. 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. DOI Google Scholar BibTex
Górriz M, Aparicio A, Raventós B, Vilaplana V, Sayrol E, López-Codina D. Leishmaniasis Parasite Segmentation and Classification Using Deep Learning. In Articulated Motion and Deformable Objects. Springer International Publishing; 2018. pp. 53-62. DOI Google Scholar BibTex

Conference Papers top

In Press
Calm B, Cumplido-Mayoral I, Gispert JDomingo, Vilaplana V. Identifying brain ageing trajectories using variational autoencoders with regression model in neuroimaging data stratified by sex and validated against dementia-related risk factors. In 7th International Workshop on PRedictive Intelligence in MEdicine, MICCAI 2024. In Press. Google Scholar BibTex
Jimenez L, Hernandez C, Vilaplana V. Breast Cancer Molecular Subtyping from H&E Whole Slide Images using Foundation Models and Transformers. In Deep Breast Workshop on AI and Imaging for Diagnostic and Treatment Challenges in Breast Care, MICCAI 2024. In Press. Google Scholar BibTex

2024
Giardina C, Vilaplana V, Pardàs M, Guardia O. Synthesis of Prostate MRI Scans: A Comparison of StyleGAN2-ADA and Latent Diffusion Models. In Conferencia de la Asociación Española para la Inteligencia Artificial, IABioMed workshop. 2024. Google Scholar BibTex
Pina O, Dorca E, Vilaplana V. Cell-DETR: Efficient cell detection and classification in WSIs with transformers. In Medical Imaging with Deep Learning (MIDL 2024). 2024. Google Scholar BibTex
Pina O, Vilaplana V. Unsupervised Domain Adaptation for Multi-Stain Cell Detection in Breast Cancer with Transformers. In IEEE/CVF Conference on Computer Vision and Pattern Recognition (DEF-AI-MIA workshop). 2024. Google Scholar BibTex

Theses top

2024
Mayoral ICumplido, Vilaplana V, Gispert JD. BIOLOGICAL BRAIN-AGE PREDICTION USING MACHINE LEARNING ON NEUROIMAGING DATA: LINKS WITH PATHOPHYSIOLOGICAL MECHANISMS, DEMENTIA RISK FACTORS AND COGNITIVE DECLINE. Department of Experimental and Health Sciences (DCEXS), Universitat Pompeu Fabra. 2024. Google Scholar BibTex
Schürholt K. Hyper-Representations: Learning from Populations of Neural Networks. Mahoney M, Giró-i-Nieto X, Borth D. Unievrsity of St. Gallen. 2024. Google Scholar BibTex (18.12 MB)

2023
Fernàndez D, Marqués F, Giró-i-Nieto X, Bou-Balust E. Knowledge graph population from news streams. Signal Theory and Communications. [Barcelona, Catalonia]: Universitat Politècnica de Catalunya; 2023. Google Scholar BibTex (6.07 MB)
Mosella-Montoro A. Graph Convolutional Neural Networks for 3D Data Analysis. Ruiz-Hidalgo J. Signal Theory and Communications. [Barcelona]: Universitat Politècnica de Catalunya; 2023. Google Scholar BibTex

2022
Salgueiro L, Vilaplana V, Marcello J. Super-resolution and semantic segmentation of remote sensing images using deep learning techniques. Signal Theory and Communications Department. 2022. Google Scholar BibTex

Other top

2022
Terradas R, Domingo P, Grau M, Alarcón E, Ruiz-Hidalgo J. A method, system and computer programs to automatically transform an image. European Patent Office. 2022. Google Scholar BibTex	Patent
Cabot P. Sign Language Translation based on Transformers for the How2Sign Dataset. Tarrés L, Giró-i-Nieto X. 2022 . Google Scholar BibTex (1.56 MB)	Report
Budria Á. Multimodal 3D Hand Pose Enhancement for Sign Language. Tarrés L, Moreno F, Giró-i-Nieto X. 2022 . Google Scholar BibTex (1.2 MB)	Report
Cabot P, Tarrés L, Giró-i-Nieto X. Sign-Language Translation with Pseudo-Glosses. 2022. Google Scholar BibTex (7.51 MB)	Ms Thesis
Budria Á. Topic Detection from Sign Language Videos. Tarrés L, Giró-i-Nieto X. 2022. Google Scholar BibTex	Ms Thesis