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Julien Rouyer is a seasoned professional in the field of acoustic physics and medical imaging, currently serving as a Senior Research and Innovation Manager and Deep Learning Team Leader at Olea Medical since January 2019, where the focus is on developing artificial intelligence-driven computer-aided diagnostic applications. Prior experience includes roles as a Contract Researcher at CNRS, where the modeling of ultrasound backscattering from red blood cells was conducted, and as Research Project Coordinator at Pontificia Universidad Católica del Peru, overseeing ultrasound characterization of soft tissues in collaboration with prestigious institutions. Julien's background also encompasses a Postdoctoral Research Fellowship at CEA, studying cementitious materials, and a PhD at CNRS specializing in ultrasound computed tomography for breast cancer detection. Educational credentials include a PhD from Aix-Marseille University and master's and bachelor's degrees in acoustic physics from Université Paris Cité.