Gabriel Bernardino

Since 2024, I am a Ramon y Cajal tenure-track researcher at the department of Engineering in Universitat Pompeu Fabra. My research focuses in medical image analysis, and is at the intersection of applied mathematics, machine learning and image processing. I develop novel computational techniques for better assessment of the cardiovascular system, assessed through ultrasound images. My methodological research tackles how to combine ML, computational models of the circulation and a priori knowledge from physiology, to be able to identify correct patterns in noisy and biased datasets.

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