R. Tavon, “Sidewalk characterization: automatic extraction of geographic features from urban panoramic images using convolutional neural networks”. Master’s thesis, Université de Sherbrooke, June 8, 2021. Management: Y. Bouroubi, L. Bellalite and S. Foucher.