Azelle Courtial

Azelle Courtial

Post-doc

MEIG team(s)

Personal webpage

Publications

International Journals

Guillaume TouyaAzelle CourtialJérémy KalsronJustin BerliBérénice Le MaoLaura WenclikUnderstanding the Carbon Footprint of Tile Transfer for Web Maps. ISPRS International Journal of Geo-Information, 2025, 14 (3), pp.107. ⟨10.3390/ijgi14030107⟩
Lars HarrieGuillaume TouyaRachid OucheikhTinghua AiAzelle CourtialKai-Florian RichterMachine learning in cartography. Cartography and Geographic Information Science, 2024, 51 (1), pp.1-19. ⟨10.1080/15230406.2023.2295948⟩
Azelle CourtialGuillaume TouyaXiang ZhangDeriving map images of generalised mountain roads with generative adversarial networks. International Journal of Geographical Information Science, 2023, 37 (3), pp.499-528. ⟨10.1080/13658816.2022.2123488⟩
Azelle CourtialGuillaume TouyaXiang ZhangDeepMapScaler: a workflow of deep neural networks for the generation of generalised maps. Cartography and Geographic Information Science, 2023, pp.1-19. ⟨10.1080/15230406.2023.2267419⟩
Azelle CourtialExploration du potentiel de l’apprentissage profond pour la généralisation cartographique. Cartes & géomatique, 2023, Thèses en cartographie et géomatique (252), pp.97-100. ⟨10.62437/cixz355cwvtgnjjlp-46096574⟩
Azelle CourtialGuillaume TouyaXiang ZhangConstraint-Based Evaluation of Map Images Generalized by Deep Learning. Journal of Geovisualization and Spatial Analysis, 2022, 6 (1), pp.13. ⟨10.1007/s41651-022-00104-2⟩
Azelle CourtialGuillaume TouyaXiang ZhangIdentification de relations spatiales par apprentissage profond sur des graphes. Cartes & géomatique, 2022, 30 ème conférence cartographique internationale (247-248), pp.77-80. ⟨10.62437/cixz340-658etyknpgmcw-19173380⟩
Azelle CourtialAchraf El AyediGuillaume TouyaXiang ZhangExploring the Potential of Deep Learning Segmentation for Mountain Roads Generalisation. ISPRS International Journal of Geo-Information, 2020, 9, pp.338. ⟨10.3390/ijgi9050338⟩

Communications

Azelle CourtialJérémy KalsronBérénice Le MaoQuentin PotiéGuillaume TouyaLaura WenclikText-to-map generation: an exploration of current potentials. CartoAI: AI for cartography, Sep 2023, Leeds, United Kingdom
Guillaume TouyaJustin BerliAzelle CourtialCartagen4py,an open source Python library for map generalisation. Generalisation Constraint Monitors to Assess Tactile Maps, Jun 2023, Delft, Netherlands
Azelle CourtialGuillaume TouyaDoes Generalisation Matters in Pan-Scalar Maps?. 12th International Conference on Geographic Information Science (GIScience 2023), Sep 2023, Leeds, United Kingdom. ⟨10.4230/LIPIcs.GIScience.2023.23⟩
Azelle CourtialGuillaume TouyaXiang ZhangCan Graph Convolution Networks Learn Spatial Relations?. International Cartographic Conference, International Cartographic Association, Dec 2021, Florence, Italy. pp.1 - 2, ⟨10.5194/ica-abs-3-60-2021⟩

International conferences

Azelle CourtialGuillaume TouyaStrategies for pan-scalar map generalisation. EuroCarto 2024, Sep 2024, Vienne (AUT), Austria. pp.25, ⟨10.5194/ica-abs-7-25-2024⟩
Azelle CourtialGuillaume TouyaXiang ZhangRepresenting Vector Geographic Information As a Tensor for Deep Learning Based Map Generalisation. AGILE 2022, Jun 2022, Vilnius, Lithuania. pp.32, ⟨10.5194/agile-giss-3-32-2022⟩
Guillaume TouyaAzelle CourtialBasqueRoads: A Benchmark for Road Network Selection. 241th ICA Workshop on Map Generalisation and Multiple Representation, Dec 2021, Florence, Italy. ⟨10.5194/ica-abs-4-5-2022⟩
Azelle CourtialGuillaume TouyaXiang ZhangAlpineBends - A Benchmark for Deep Learning-Based Generalisation. 24th ICA Workshop on Map Generalisation and Multiple Representation – Building Benchmarks for Map Generalisation, 13 December 2021, Florence, Italy, Dec 2021, Florence, Italy. ⟨10.5194/ica-abs-4-1-2022⟩
Azelle CourtialGuillaume TouyaXiang ZhangGenerative adversarial networks to generalise urban areas in topographic maps. XXIV ISPRS Congress (2021 edition), Jul 2021, Nice (en ligne), France. pp.15-22, ⟨10.5194/isprs-archives-XLIII-B4-2021-15-2021⟩
Guillaume TouyaF BrisebardF QuintonAzelle CourtialInferring the scale and content of a map using deep learning. ISPRS Congress 2020, Aug 2020, Nice, France. pp.17-24, ⟨10.5194/isprs-archives-XLIII-B4-2020-17-2020⟩
Azelle CourtialGuillaume TouyaXiang ZhangConstraint Based Evaluation of Generalized Images Generated by Deep Learning. 23rd ICA Workshop on Map Generalisation and Multiple Representation, ICA, Nov 2020, Delft, Netherlands

National Conferences

Azelle CourtialGuillaume TouyaApprendre à combiner l'information géographique pour générer une carte généralisée. Extraction et Gestion des Connaissances, EGC’2022, Jan 2022, Blois, France. pp.491-492
Azelle CourtialGuillaume TouyaReprésentation et combinaison de l'information géographique pour l'apprentissage profond. GAST – Gestion et Analyse de données Spatiales et Temporelles, Jan 2022, Blois, France. pp.54-65