Nurunnabi, A., Teferle, N., Balado, J., Chen, M., Poux, F., & Sun, C. (27 October 2022). ROBUST TECHNIQUES FOR BUILDING FOOTPRINT EXTRACTION IN AERIAL LASER SCANNING 3D POINT CLOUDS. International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 48 (3), 43 - 50. doi:10.5194/isprs-archives-XLVIII-3-W2-2022-43-2022 |
Kharroubi, A., Poux, F., Ballouch, Z., Hajji, R., & Billen, R. (17 October 2022). Three Dimensional Change Detection Using Point Clouds: A Review. Geomatics, 2 (4), 457-486. doi:10.3390/geomatics2040025 |
Ballouch, Z., Hajji, R., Poux, F., Kharroubi, A., & Billen, R. (16 July 2022). A Prior Level Fusion Approach for the Semantic Segmentation of 3D Point Clouds Using Deep Learning. Remote Sensing, 14 (14), 3415. doi:10.3390/rs14143415 |
Karara, G., Hajji, R., & Poux, F. (September 2021). 3D point cloud semantic augmentation: Instance segmentation of 360◦ panoramas by deep learning techniques. Remote Sensing, 13 (18), 3647. doi:10.3390/rs13183647 |
Nys, G.-A., Kharroubi, A., Poux, F., & Billen, R. (30 June 2021). An extension of CityJSON to support point clouds. International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, XLII-B4-2021, 301-306. doi:10.5194/isprs-archives-XLIII-B4-2021-301-2021 |
Kharroubi, A., Van Wersch, L., Billen, R., & Poux, F. (17 June 2021). TESSERAE3D: A benchmark for tesserae semantic segmentation in 3D point clouds. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, V-2-2021, 121–128. doi:10.5194/isprs-annals-V-2-2021-121-2021 |
Poux, F. (2020). How to automate LiDAR point cloud sub-sampling with Python. Towards Data Science. |
Poux, F. (05 November 2020). Extraction et Gestion Automatique de la sémantique dans les nuages de points. Paper presented at Conférence automatisation, relevés 3D et intelligence artificielle, Laval, Canada. |
Poux, F. (20 October 2020). Nuages de points, segments, sémantique et automatisation. Paper presented at Chantier scientifique Notre-Dame - état des lieux et perspectives, Paris, France. |
Poux, F., Billen, R., Kasprzyk, J.-P., Lefebvre, P.-H., & Hallot, P. (07 October 2020). A Built Heritage Information System Based on Point Cloud Data: HIS-PC. ISPRS International Journal of Geo-Information, 9 (10), 588. doi:10.3390/ijgi9100588 |
Poux, F., Mattes, C., & Kobbelt, L. (03 September 2020). Unsupervised segmentation of indoor 3D point cloud: application to object-based classification. International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, XLIV-4 (W1-2020), 111-118. doi:10.5194/isprs-archives-XLIV-4-W1-2020-111-2020 |
Nys, G.-A., Poux, F., & Billen, R. (31 August 2020). CityJSON Building Generation from Airborne LiDAR 3D Point Clouds. ISPRS International Journal of Geo-Information, 9 (521). doi:10.3390/ijgi9090521 |
Kharroubi, A., Billen, R., & Poux, F. (12 August 2020). MARKER-LESS MOBILE AUGMENTED REALITY APPLICATION FOR MASSIVE 3D POINT CLOUDS AND SEMANTICS. International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, XLIII (B2), 255–261. doi:10.5194/isprs-archives-XLIII-B2-2020-255-2020 |
Nys, G.-A., Billen, R., & Poux, F. (2020). Automatic 3D Buildings Compact Reconstruction from LiDAR point clouds. International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, (XLIII-B2-2020), 473-478. doi:10.5194/isprs-archives-XLIII-B2-2020-473-2020 |
Poux, F., & Ponciano, J.-J. (12 August 2020). SELF-LEARNING ONTOLOGY FOR INSTANCE SEGMENTATION OF 3D INDOOR POINT CLOUD. International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, XLIII (B2), 309–316. doi:10.5194/isprs-archives-XLIII-B2-2020-309-2020 |
Poux, F., Valembois, Q., Mattes, C., Kobbelt, L., & Billen, R. (11 August 2020). Initial User-Centered Design of a Virtual Reality Heritage System: Applications for Digital Tourism. Remote Sensing, 12 (16), 2583. doi:10.3390/rs12162583 |
Bassier, M., Vergauwen, M., & Poux, F. (11 July 2020). Point Cloud vs. Mesh Features for Building Interior Classification. Remote Sensing, 12 (14), 2224. doi:10.3390/rs12142224 |
Poux, F. (2020). Fundamentals to clustering high-dimensional data (3D point clouds). Towards Data Science. |
Poux, F. (28 May 2020). Automatic extraction and management of semantics within point cloud data. Paper presented at NCG Point Clouds Seminar, Virtual Conference (Twente - TU Delft), Netherlands. |
Poux, F. (2020). How to represent 3D Data? Towards Data Science. |
Poux, F. (2020). 5-Step Guide to generate 3D meshes from point clouds with Python. Towards Data Science. |
Poux, F. (2020). Discover 3D Point Cloud Processing with Python. Towards Data Science. |
Poux, F. (2020). The Future of 3D Point Clouds: a new perspective. Towards Data Science. |
Poux, F. (05 December 2019). The Smart Point Cloud Model: Integration of point intelligence. Paper presented at 2nd International Workshop on Point Cloud Processing, Stuttgart, Germany. |
Kharroubi, A., Hajji, R., Billen, R., & Poux, F. (29 November 2019). CLASSIFICATION AND INTEGRATION OF MASSIVE 3D POINTS CLOUDS IN A VIRTUAL REALITY (VR) ENVIRONMENT. International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, XLII-2 (W17), 165-171. doi:10.5194/isprs-archives-XLII-2-W17-165-2019 |
Tabkha, A., Hajji, R., Billen, R., & Poux, F. (29 November 2019). Semantic enrichment of point cloud by automatic extraction and enhancement of 360° panoramas. International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, XLII-2 (W17), 355-362. doi:10.5194/isprs-archives-XLII-2-W17-355-2019 |
Poux, F. (29 October 2019). 3D Point Clouds on the Web: A cost-efficient support for decision making. Paper presented at Plateformes numériques et patrimoines : quels apports pour la recherche et la médiation ?, Liège, Belgium. |
Poux, F. (2019). The Smart Point Cloud: Structuring 3D intelligent point data. Unpublished doctoral thesis, ULiège - Université de Liège. Jury: Billen, R. (Promotor), Hallot, P., Grussenmeyer, P., Remondino, F., Van Oosterom, P., ... Cornet, Y. |
Poux, F., & Billen, R. (07 May 2019). Voxel-Based 3D Point Cloud Semantic Segmentation: Unsupervised Geometric and Relationship Featuring vs Deep Learning Methods. ISPRS International Journal of Geo-Information, 8 (5), 213. doi:10.3390/IJGI8050213 |
Neuville, R., Pouliot, J., Poux, F., & Billen, R. (23 January 2019). 3D Viewpoint Management and Navigation in Urban Planning: Application to the Exploratory Phase. Remote Sensing, 11 (3), 236. doi:10.3390/rs11030236 |
Poux, F., Neuville, R., Nys, G.-A., & Billen, R. (05 September 2018). 3D Point Cloud Semantic Modelling: Integrated Framework for Indoor Spaces and Furniture. Remote Sensing, 10 (9), 1412. doi:10.3390/rs10091412 |
Billen, R., Jonlet, B., Luczfalvy Jancsó, A., Neuville, R., Nys, G.-A., Poux, F., Van Ruymbeke, M., Piavaux, M., & Hallot, P. (2018). La transition numérique dans le domaine du patrimoine bâti: un retour d'expériences. In Bulletin de la commission royale des monuments, sites et fouilles - Tome 30 (pp. 119-148). Commission royale des Monuments, Sites et Fouilles de la Région wallonne. |
Neuville, R., Pouliot, J., Poux, F., De Rudder, L., & Billen, R. (18 May 2018). A Formalized 3D Geovisualization Illustrated to Selectivity Purpose of Virtual 3D City Model. ISPRS International Journal of Geo-Information, 7 (5). doi:10.3390/ijgi7050194 |
Poux, F., Billen, R. (Other coll.), Hallot, P. (Other coll.), Luczfalvy Jancsó, A. (Other coll.), Neuville, R. (Other coll.), Nys, G.-A. (Other coll.), & Van Wersch, L. (Other coll.). (08 March 2018). Fusion de données lasergrammétriques/photogrammétriques et techniques d'extraction d'information archéologique sur base de nuage de points 3D. Paper presented at Patrimoine, modélisation numérique et systèmes d’acquisition d’informations : les enjeux actuels de la recherche, Lille, France. |
Poux, F., Luczfalvy Jancsó, A. (Other coll.), Jonlet, B. (Other coll.), & Billen, R. (Other coll.). (08 March 2018). Numérisation 3D par lasergrammétrie et photogrammétrie: applications à la Réalité Virtuelle. Paper presented at Patrimoine, modélisation numérique et systèmes d’acquisition d’informations : les enjeux actuels de la recherche, Lille, France. |
Neuville, R., Pouliot, J., Poux, F., Hallot, P., De Rudder, L., & Billen, R. (26 October 2017). TOWARDS A DECISION SUPPORT TOOL FOR 3D VISUALISATION: APPLICATION TO SELECTIVITY PURPOSE OF SINGLE OBJECT IN A 3D CITY SCENE. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, IV-4/W5, 91-97. doi:10.5194/isprs-annals-IV-4-W5-91-2017 |
Poux, F., Neuville, R., Hallot, P., & Billen, R. (26 October 2017). MODEL FOR REASONING FROM SEMANTICALLY RICH POINT CLOUD DATA. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, IV-4/W5, 107-115. doi:10.5194/isprs-annals-IV-4-W5-107-2017 |
Poux, F., Neuville, R., Van Wersch, L., Nys, G.-A., & Billen, R. (30 September 2017). 3D Point Clouds in Archaeology: Advances in Acquisition, Processing and Knowledge Integration Applied to Quasi-Planar Objects. Geosciences, 7 (4), 96. doi:10.3390/geosciences7040096 |
Poux, F., Neuville, R., Hallot, P., & Billen, R. (16 August 2017). POINT CLOUD CLASSIFICATION OF TESSERAE FROM TERRESTRIAL LASER DATA COMBINED WITH DENSE IMAGE MATCHING FOR ARCHAEOLOGICAL INFORMATION EXTRACTION. International Journal on Advances in Life Sciences, IV-2/W2, 203-211. doi:10.5194/isprs-annals-IV-2-W2-203-2017 |
Poux, F., Neuville, R., Hallot, P., Van Wersch, L., Luczfalvy Jancsó, A., & Billen, R. (2017). DIGITAL INVESTIGATIONS OF AN ARCHAEOLOGICAL SMART POINT CLOUD: A REAL TIME WEB-BASED PLATFORM TO MANAGE THE VISUALISATION OF SEMANTICAL QUERIES. In Conservation of Cultural Heritage in the Digital Era (pp. 581-588). doi:10.5194/isprs-archives-XLII-5-W1-581-2017 |
Poux, F., Neuville, R., Hallot, P., & Billen, R. (05 October 2016). SMART POINT CLOUD: DEFINITION AND REMAINING CHALLENGES. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, IV-2 (W1), 119-127. doi:10.5194/isprs-annals-IV-2-W1-1-2016 |
Billen, R., Van Ruymbeke, M., Pfeiffer, M., Carré, C., Jonlet, B., Poux, F., Luczfalvy Jancsó, A., Neuville, R., & Hallot, P. (20 April 2016). Vers des systèmes d’information archéologique : maquette virtuelle et nuages de points intelligents. Paper presented at Maquettes et restitutions, Lille, France. |
Luczfalvy Jancsó, A., Billen, R., Hoffsummer, P., Jonlet, B., Hallot, P., & Poux, F. (2016). CASTLE4D: An Archaeological Information System Based on 3D Point Clouds. In J. L. Lerma & M. Cabrelles (Eds.), Proceedings of the Arqueológica 2.0 - 8th International Congress on Archaeology, Computer Graphics, Cultural Heritage and Innovation : Universitat Politècnica de València, Valence 5-7 septembre 2016 (pp. 247-252). València, Spain: Editorial Universitat Politècnica de València. doi:10.4995/arqueologica8.2016.4210 |
Poux, F., Hallot, P., Jonlet, B., Carré, C., & Billen, R. (December 2014). Segmentation semi-automatique pour le traitement de données 3D denses : application au patrimoine architectural. XYZ: la Revue de l'Association Française de Topographie, 141 (36), 69-75. |
Poux, F., & Billen, R. (06 September 2013). Semi-automatic and versatile point-cloud segmentation by region growing based on normal estimation. Poster session presented at 14ème CIPA International Symposium, Strasbourg, France. |
Poux, F., & Billen, R. (02 September 2013). Recording, Documentation and Cooperation for Cultural Heritage. Poster session presented at CIPA13, Strasbourg, France. |