Exploring the Potential of Deep Learning Segmentation for Mountain Roads Generalisation. - Azelle Courtial; Achraf El Ayedi; Guillaume Touya; Xiang Zhang 010 (ISPRS Int. J. Geo Inf., 2020)

Representing Vector Geographic Information As a Tensor for Deep Learning Based Map Generalisation. - Azelle Courtial; Guillaume Touya; Xiang Zhang 010 (AGILE Conf., 2022)

Apprendre à combiner l'information géographique pour générer une carte généralisée. - Azelle Courtial; Guillaume Touya (EGC, 2022)

Does Generalisation Matters in Pan-Scalar Maps? (Short Paper). - Azelle Courtial; Guillaume Touya (GIScience, 2023)

Deriving map images of generalised mountain roads with generative adversarial networks. - Azelle Courtial; Guillaume Touya; Xiang Zhang 010 (Int. J. Geogr. Inf. Sci., 2023)

Understanding the Carbon Footprint of Tile Transfer for Web Maps. - Guillaume Touya; Azelle Courtial; Jérémy Kalsron; Justin Berli; Bérénice Le Mao; Laura Wenclik (ISPRS Int. J. Geo Inf., 2025)