Biomedical Applications

Type Start End
Internal Jan 2012 Dec 2026
Responsible URL
Verónica Vilaplana

Publications

Giardina C, Vila-Bagaria S, Arbonés C, Pardàs M, Vilaplana V. Anatomically Guided 3D Diffusion Models for Synthetic Prostate MRI Generation. In: 5th Deep Generative Models Workshop - MICCAI 2025. 5th Deep Generative Models Workshop - MICCAI 2025. ; In Press.
Jimenez L, Vilardel F, Petit A, Dorca E, Soler-Monsó T, Ramos-Oliver I, Pons L, Fernández PL, Adalid-Llansa L, Mata D, et al. Segmenting Invasive and In Situ Carcinoma in Breast WSIs with a Pretrained Histopathology Transformer. In: 2nd Deep Breast Workshop on AI and Imaging for Diagnostic and Treatment Challenges in breast care - MICCAI2025. 2nd Deep Breast Workshop on AI and Imaging for Diagnostic and Treatment Challenges in breast care - MICCAI2025. ; In Press.
Pina O, Vilaplana V. Layer-Wise Training of Graph Neural Networks With Self-Supervised Learning. IEEE Transactions on Neural Networks and Learning Systems,. 2025 .
Dorca E, Pina O, Taco Mdel Rosari, Fermamdez EGuerra, Vilaplana V, Bel AVidal. Multimodal AI for Atypical Hyperplasia Diagnosis: A Comparative Study of CNNs, GNNs, and Hybrid Models. In: 21st European Congress on Digital Pathology. 21st European Congress on Digital Pathology. Barcelona: The European Society of Digital and Integrative Pathology; 2025. (592.84 KB)
Pina O, Dorca E, Vilaplana V. Unsupervised Domain Adaptation for Cell Detection Across Histopathological Stains. In: 21st European Congress on Digital Pathology. 21st European Congress on Digital Pathology. Barcelona: The European Society of Digital and Integrative Pathology; 2025. (601.11 KB)
Pina O, Jimenez L, Dorca E, Vilaplana V. Hierarchical Cell-to-Patch Graphs for Context-Aware Cell Classification in Digital Pathology. In: 21st European Congress on Digital Pathology. 21st European Congress on Digital Pathology. Barcelona: The European Society of Digital and Integrative Pathology; 2025. (600.71 KB)
Pina O, Dorca E, Vilaplana V. Cell Detection with Transformers – A Paradigm Shift from Segmentation to Detection in Digital Pathology. In: 21st European Congress on Digital Pathology. 21st European Congress on Digital Pathology. ; 2025. (599.69 KB)
Hernandez C, Podlipnik S, Ficapal J, Puig S, Malvehy J, Vilaplana V. Comparative Analysis and Interpretability of Survival Models for Melanoma Prognosis. Computers in Biology and Medicine. 2025 ;190.
Cumplido-Mayoral I, Sánchez-Benavides G, Alomà MMilà, Falcon C, Cacciaglia R, Minguillon C, Molinuevo JL, Calvet MSuarez, Vilaplana V, Gispert JD. Neuroimaging-derived biological brain age and its associations with glial reactivity and synaptic dysfunction cerebrospinal fluid biomarkers. Molecular psychiatry. 2025 .
Lems CM, Klubíčková N, Brattoli B, Lee T, Vilaplana V, Fernández PLuis, Pons L, Poceviciute M, Khalili N, Ciompi F. Towards a multicentric open DigitAL PatHology assIstant beNchmark: Initial Results from the DALPHIN Study. In: United States & Canadian Academy of Pathology 114th Annual Meeting (USCAP 2025). United States & Canadian Academy of Pathology 114th Annual Meeting (USCAP 2025). Boston, USA: Laboratory Investigation, Volume 105, Issue 3, Supplement, 2025, 103609, ISSN 0023-6837; 2025.

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