Brice, doctoral student in the laboratory since January 2021, obtained an IVADO excellence doctoral scholarship IVADO in order to work on Quantitative Angiography of the Myocardium by Ultrasound Localization. Indeed, if his internship subject was to extend deep learning work in microlight on the brain from 2D to 3D, his doctorate deals more with imaging of the heart. The main challenges he will face will be correcting movements, adapting and developing new methods of deep learning. Congratulations to him!