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LEARNING FROM THE PAST: CROWD-DRIVEN ACTIVE TRANSFER LEARNING FOR SEMANTIC SEGMENTATION OF MULTI-TEMPORAL 3D POINT CLOUDS

M. Kölle, V. Walter, and U. Soergel. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, (2022)
DOI: 10.5194/isprs-annals-V-2-2022-259-2022

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V. Vaikuntanathan

Walter Ganz University of Stuttgart

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

J Walter

Walter König University of Stuttgart

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LEARNING FROM THE PAST: CROWD-DRIVEN ACTIVE TRANSFER LEARNING FOR SEMANTIC SEGMENTATION OF MULTI-TEMPORAL 3D POINT CLOUDSM. Kölle, V. Walter, and U. Soergel. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, (2022)EVALUATION AND OPTIMISATION OF CROWD-BASED COLLECTION OF TREES FROM 3D POINT CLOUDSV. Walter, M. Kölle, and Y. Yin. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, (2020)Hybrid Acquisition of High Quality Training Data for Segmentation of 3D Point Clouds Using Crowd-based Active LearningM. Kölle, V. Walter, S. Schmohl, and U. Soergel. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, (2020)HYBRID ACQUISITION OF HIGH QUALITY TRAINING DATA FOR SEMANTIC SEGMENTATION OF 3D POINT CLOUDS USING CROWD-BASED ACTIVE LEARNINGM. Kölle, V. Walter, S. Schmohl, and U. Soergel. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, (2020)A GAMIFICATION APPROACH FOR THE IMPROVEMENT OF PAID CROWD-BASED LABELLING OF GEOSPATIAL DATAV. Walter, M. Kölle, and D. Collmar. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, (2022)LEARNING ON THE EDGE: BENCHMARKING ACTIVE LEARNING FOR THE SEMANTIC SEGMENTATION OF ALS POINT CLOUDSM. Koelle, V. Walter, S. Schmohl, and U. Soergel. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, (2023)FROM MULTIPLE POLYGONS TO SINGLE GEOMETRY: OPTIMIZATION OF POLYGON INTEGRATION FOR CROWDSOURCED DATAD. Collmar, V. Walter, M. Koelle, and U. Soergel. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, (2023)Validated Infeasible Interior-Point Predictor-Corrector Methods for Linear Programming.I. Idriss, and W. Walter. Numerical Algorithms, 37 (1-4): 177-185 (2004)Heterogeneous Database Integration in Biomedicine.W. Sujansky. Journal of Biomedical Informatics, 34 (4): 285-298 (2001)A standard-based model for the sharing of patient-generated health information with electronic health records.W. Sujansky, and D. Kunz. Personal and Ubiquitous Computing, 19 (1): 9-25 (2015)