I successfully defended my PhD in Automatique, traitement du signal et des images (Automatic control, signal and image processing) titled : “Learning Stochastic geometry models and convolutional neural networks. Application to multiple object detection in aerospatial data sets.”, at Inria d’Université Côte d’Azur, on December 20, 2023.