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cs.CV2025
Towards Selection of Large Multimodal Models as Engines for Burned-in Protected Health Information Detection in Medical Images
Tuan Truong, Guillermo Jimenez Perez, Pedro Osorio +1
The detection of Protected Health Information (PHI) in medical imaging is critical for safeguarding patient privacy and ensuring compliance with regulatory frameworks. Traditional…
cs.CV2024
DiNO-Diffusion. Scaling Medical Diffusion via Self-Supervised Pre-Training
Guillermo Jimenez-Perez, Pedro Osorio, Josef Cersovsky +4
Diffusion models (DMs) have emerged as powerful foundation models for a variety of tasks, with a large focus in synthetic image generation. However, their requirement of large anno…
cs.CV2023
Latent Diffusion Models with Image-Derived Annotations for Enhanced AI-Assisted Cancer Diagnosis in Histopathology
Pedro Osorio, Guillermo Jimenez-Perez, Javier Montalt-Tordera +10
Artificial Intelligence (AI) based image analysis has an immense potential to support diagnostic histopathology, including cancer diagnostics. However, developing supervised AI met…