Biomedical Applications

Type Start End
Internal Jan 2012 Dec 2024
Responsible URL
Verónica Vilaplana

Publications

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. Deep Breast Workshop on AI and Imaging for Diagnostic and Treatment Challenges in Breast Care, MICCAI 2024. ; 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. 7th International Workshop on PRedictive Intelligence in MEdicine, MICCAI 2024. ; In Press.
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 ;Doctorate program in Biomedicine.
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). Medical Imaging with Deep Learning (MIDL 2024). ; 2024.
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). IEEE/CVF Conference on Computer Vision and Pattern Recognition (DEF-AI-MIA workshop). ; 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. Conferencia de la Asociación Española para la Inteligencia Artificial, IABioMed workshop. ; 2024.
Hernandez C, Jimenez L, Vilaplana V. Bridging Domains in Melanoma Diagnostics: Predicting BRAF Mutations and Sentinel Lymph Node Positivity with Attention-Based Models in Histological Images. In: IEEE/CVF Conference on Computer Vision and Pattern Recognition (DEF-AI-MIA workshop). IEEE/CVF Conference on Computer Vision and Pattern Recognition (DEF-AI-MIA workshop). ; 2024.
Hernandez C, Combalia M, Podlipnik S, Codella NCF, Rotemberg V, Halpern AC, Reiter O, Carrera C, Barreiro A, Helba B, et al. Bcn20000: Dermoscopic lesions in the wild. Nature - Scientific Data. 2024 ;11.
Pina O, Vilaplana V. Feature propagation as self-supervision signals on graphs. Knowledge-Based Systems. 2024 ;289.
Cumplido-Mayoral I, Brugulat-Serra A, Sánchez-Benavides G, Molinuevo JLuis, Suarez-Calvet M, Vilaplana V, Gispert JDomingo. 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 .

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