Elena Mulero Ayllón

Full profile and recent publications of Elena Mulero Ayllón.

Elena Mulero Ayllón

Researcher

Elena Mulero Ayllón

Junior Researcher @ Università Campus Bio-Medico di Roma

Elena Mulero is a Junior Researcher at Università Campus Bio-Medico di Roma. Her research focuses on deep learning for biomedical applications, with a particular interest in medical imaging, tumor segmentation, and multimodal learning.

Medical Imaging Multimodal Learning Deep Learning Computer Vision

Recent Publications

  1. Virtual Treatment for radiotherapy: Multimodal generative prediction of longitudinal NSCLC tumor progression
    2026
  2. VegSim: A Geospatial World Model for Scenario-Conditioned Vegetation Simulation
    arXiv preprint arXiv:2606.21961, 2026
  3. Probabilistic NDVI Forecasting from Sparse Satellite Time Series and Weather Covariates
    arXiv preprint arXiv:2602.17683, 2026
  4. Longitudinal NSCLC Treatment Progression via Multimodal Generative Models
    arXiv preprint arXiv:2603.06147, 2026
  5. Next-Gen Health: from Multimodal AI to Foundation Models
    2025
  6. Medicine Without Boundaries: Generative AI for Translating Medical Data Across Modalities
    2025
  7. Context-Gated Cross-Modal Perception with Visual Mamba for PET-CT Lung Tumor Segmentation
    arXiv preprint arXiv:2510.27508, 2025
  8. Can Foundation Models Really Segment Tumors? A Benchmarking Odyssey in Lung CT Imaging
    2025
  9. Benchmarking foundation models and parameter-efficient fine-tuning for prognosis prediction in medical imaging
    2025
  10. Virtual Scanner: Leveraging Resilient Generative AI for Radiological Imaging in the Era of Medical Digital Twins
    2024