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Building a Fully-Automatized Active Learning Framework for the Semantic Segmentation of Geospatial 3D Point Clouds

M. Kölle, V. Walter, and U. Sörgel. PFG – Journal of Photogrammetry, Remote Sensing and Geoinformation Science, (2024)
DOI: 10.1007/s41064-024-00281-3

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Dr. -Ing. Volker Walter University of Stuttgart

Dr. -Ing. Volker Rischmüller University of Stuttgart

Volker Kübler University of Stuttgart

Walter Ganz University of Stuttgart

Prof. Dr. -Ing. Walter Schönwandt University of Stuttgart

Other publications of authors with the same name

Modeling Concepts for Consistency Analysis of Multiple Representations and Heterogeneous 3D Geodata.S. Becker, V. Walter, and D. Fritsch. IF&GIS, page 91-106. Springer, (2013)CATEGORISE: An Automated Framework for Utilizing the Workforce of the Crowd for Semantic Segmentation of 3D Point Clouds.M. Kölle, V. Walter, I. Shiller, and U. Soergel. GCPR, volume 13024 of Lecture Notes in Computer Science, page 633-648. Springer, (2021)Building a Fully-Automatized Active Learning Framework for the Semantic Segmentation of Geospatial 3D Point CloudsM. Kölle, V. Walter, and U. Sörgel. PFG – Journal of Photogrammetry, Remote Sensing and Geoinformation Science, (2024)Efficient and Accurate Tree Detection from 3D Point Clouds through Paid CrowdsourcingM. Kölle, V. Walter, I. Shiller, and U. Soergel. (2023)Evaluation and Optimisation of Crowd-Based Collection of Trees from 3D Point CloudsV. Walter, M. Kölle, and Y. Yin. XXIV ISPRS Congress, Commission IV, V-4-2020, page 49-56. Copernicus Publications, (2020)Remembering Both the Machine and the Crowd When Sampling Points : Active Learning for Semantic Segmentation of ALS Point CloudsM. Kölle, V. Walter, S. Schmohl, and U. Sörgel. Pattern Recognition. ICPR International Workshops and Challenges : Virtual Event, January 10-15, 2021, Proceedings, volume IV of Lecture Notes in Computer Science, page 505-520. Cham, Springer, (2021)Integration of Multiple Collected Polygons With a Raster-Based ApproachV. Walter. International archives of photogrammetry, remote sensing and spatial information sciences, (2018)Rechenverfahren in der spektralphotometrischen Mehrkomponentenanalyse.V. Walter. University of Marburg, Germany, (1983)A two-step approach for the acquisition of individual tree outlines using paid crowdsourcing, Wissenschaftlich-Technische Jahrestagung der DGPF ; 43.D. Collmar, V. Walter, M. Kölle, and U. Sörgel. 43. Wissenschaftlich-Technische Jahrestagung der DGPF, 22.-23. März 2023 in München, Wissenschaftlich-Technische Jahrestagung der DGPF ; 43., page 163-173. Stuttgart, Geschäftsstelle der DGPF;, (2023)Learning from the Past : Crowd-Driven Active Transfer Learning for Semantic Segmentation of Multi-Temporal 3d Point CloudsM. Kölle, V. Walter, and U. Sörgel. XXIV ISPRS Congress “Imaging today, foreseeing tomorrow”, Commission II, V-2-2022, page 259-266. Copernicus Publications, (2022)