Books, book chapters, dissertations
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(2018): Building and road extraction by LiDAR and imagery, in Toth, C., Shan, J. (Ed.): Topographic Laser Ranging and Scanning: Principles and Processing, pp. 485-522, 2nd edition, Taylor & Francis / CRC Press, Boca Raton, FL (USA). More info
ISBN: 9781498772273 -
(2017): Kontextbasierte Ansätze in der Bildanalyse, in Heipke, C (Ed.): Handbuch der Geodäsie (Freeden W., Rummel R., Eds.), Band Photogrammetrie und Fernerkundung, pp. 555-602, Springer Reference Naturwissenschaften, Springer Berlin Heidelberg.
DOI: 10.1007/978-3-662-47094-7_45 -
(2008): Automatic Extraction of buildings from airborne laserscanner data and aerial images : Habilitationsschrift, Institut für Photogrammetrie und Fernerkundung, TU Wien. In: Geowissenschaftliche Mitteilungen 83 (2008), 128 S.
Peer reviewed journal papers
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(2024): Cooperative Image Orientation with Dynamic Objects. PFG–Journal of Photogrammetry, Remote Sensing and Geoinformation Science, Vol. 92, 461–481.
DOI: 10.1007/s41064-024-00296-w -
(2022): Geospatial information research: State of the art, case studies and future perspectives, PFG - Journal of Photogrammetry, Remote Sensing and Geoinformation Science 90: 349–389
DOI: 10.1007/s41064-022-00217-9 -
(2022): Deep descriptor learning with auxiliary classification loss for retrieving images of silk fabrics in the context of preserving European silk heritage. ISPRS International Journal of Geo-Information 11(2), paper 82
DOI: 10.3390/ijgi11020082 -
(2022): Generating impact maps from bomb craters automatically detected in aerial wartime images using marked point processes. ISPRS Open Journal of Photogrammetry and Remote Sensing 5, paper 100017
DOI: 10.1016/j.ophoto.2022.100017 -
(2022): Automated segmentation of Olivine phenocrysts in a volcanic rock thin section using a fully convolutional neural network. Frontiers in Earth Science - Petrology 10, paper 82.
DOI: 10.3389/feart.2022.740638 -
(2022): Multimodal metadata assignment for cultural heritage artifacts, In: Multimedia Systems, 1-23.
DOI: 10.1007/s00530-022-01025-2 -
(2021): Feature detection and description for image matching: from hand-crafted design to deep learning. Geo-spatial Information Science 24(1), 58-74. More info
DOI: 10.1080/10095020.2020.1843376 -
(2021): Pose estimation and 3D reconstruction of vehicles from stereo-images using a subcategory-aware shape prior. ISPRS Journal of Photogrammetry and Remote Sensing (181), 27-47. More info
DOI: https://doi.org/10.1016/j.isprsjprs.2021.07.006 -
(2021): The Hessigheim 3D (H3D) benchmark on semantic segmentation of high-resolution 3D point clouds and textured meshes from UAV LiDAR and multi-view-stereo. ISPRS Open Journal of Photogrammetry and Remote Sensing 1:100001.
DOI: https://doi.org/10.1016/j.ophoto.2021.100001 -
(2021): An unsupervised domain adaptation approach for change detection and its application to deforestation mapping in tropical biomes. ISPRS Journal of Photogrammetry and Remote Sensing (181), 113-128.
DOI: https://doi.org/10.1016/j.isprsjprs.2021.08.026 -
(2021): Appearance based deep domain adaptation for the classification of aerial images. ISPRS Journal of Photogrammetry and Remote Sensing (180), 82-102.
DOI: https://doi.org/10.1016/j.isprsjprs.2021.08.004 -
(2021): A hierarchical deep learning framework for the consistent classification of land use objects in geospatial databases. ISPRS Journal of Photogrammetry and Remote Sensing (177), 38–56.
DOI: 10.1016/j.isprsjprs.2021.04.022 -
(2020): From silk to digital technologies: A gateway to new opportunities for creative industries, traditional crafts and designers. The SILKNOW case, In: Sustainability 12(19), paper 8279. More info
DOI: 10.3390/su12198279 -
(2020): Deep learning for geometric and semantic tasks in photogrammetry and remote sensing, Geo-spatial Information Science, 23:1, 10-19.
DOI: 10.1080/10095020.2020.1718003 -
(2019): Modelling of buildings from aerial LiDAR point clouds using TINs and label maps; ISPRS Journal of Photogrammetry and Remote Sensing 154:127–138. More info
DOI: 10.1016/j.isprsjprs.2019.06.003 -
(2019): A label noise tolerant random forest for the classification of remote sensing data based on outdated maps for training; Computer Vision and Image Understanding 188:102782. More info
DOI: 10.1016/j.cviu.2019.07.002 -
(2019): Structure from motion for ordered and unordered image sets based on random k-d forests and global pose estimation; ISPRS Journal of Photogrammetry and Remote Sensing 147:19-41. More info
DOI: 10.1016/j.isprsjprs.2018.11.009 -
(2019): Robust Structure From Motion Based on Relative Rotations and Tie Points. In: Photogrammetric Engineering and Remote Sensing 85(5): 347-359, 2019. More info
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(2018): Multitemporal classification under label noise based on outdated maps. In: Photogrammetric Engineering and Remote Sensing 84(5): 263-277, 2018. More info
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(2018): Integrity and collaboration in dynamic sensor networks. In: Sensors 18(7), paper 2400, July 2018. More info
DOI: 10.3390/s18072400 -
(2018): Unsupervised source selection for domain adaptation. In: Photogrammetric Engineering and Remote Sensing 84(5): 249-261, 2018. More info
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(2017): A higher order Conditional Random Field model for simultaneous classification of land cover and land use, ISPRS Journal of Photogrammetry and Remote Sensing, Volume 130, August 2017, pp. 63–80. More info
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(2017): Classification of Stereo Images from Mobile Mapping Data Using Conditional Random Fields, PFG – Journal of Photogrammetry, Remote Sensing and Geoinformation Science, Volume 85, Issue 1, February 2017, pp. 17-30. More info
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(2017): Probabilistic multi-person localisation and tracking in image sequences, ISPRS Journal of Photogrammetry and Remote Sensing, Volume 127, May 2017, pp. 73–88 More info
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(2017): Rooftop rainwater harvesting for Mombasa: Scenario development with image classification and water resources simulation, Water, Volume 9, issue 5, May 2017, article no. 359. More info
DOI: 10.3390/w9050359 -
(2017): Forest point processes for the automatic extraction of networks in raster data, ISPRS Journal of Photogrammetry and Remote Sensing, Volume 126, April 2017, pp. 38-55
DOI: 10.1016/j.isprsjprs.2017.01.012 -
(2017): Contextual segment-based classification of airborne laser scanner data, ISPRS Journal of Photogrammetry and Remote Sensing, Volume 128, June 2017, pp. 354–371 More info
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(2017): Verification of road databases using multiple road models, ISPRS Journal of Photogrammetry and Remote Sensing, Volume 130, August 2017, pp. 44–62. More info
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(2015): Conditional Random Fields for multitemporal and multiscale classification of optical satellite imagery. IEEE Transactions on Geoscience and Remote Sensing 53(2):659-673, 2015 More info
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(2014): Design of a Spectral–Spatial Pattern Recognition Framework for Risk Assessments Using Landsat Data—A Case Study in Chile. In: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol.7, no.3, pp.917-928, March 2014 More info
DOI: 10.1109/JSTARS.2013.2293421 -
(2014): Semi-automatic verification of cropland and grassland using very high resolution mono-temporal satellite images. ISPRS Journal for Photogrammetry and Remote Sensing, Vol. 97, November 2014, pp. 204–218 More info
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(2014): Contextual classification of lidar data and building object detection in urban areas. In: ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 87, January 2014, pp 152-165. More info
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(2014): Results of the ISPRS benchmark on urban object detection and 3D building reconstruction. In: ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 93, July 2014, pp 256–271. More info
DOI: 10.1016/j.isprsjprs.2013.10.004 -
(2014): Contextual Classification of Full Waveform Lidar Data in the Wadden Sea. IEEE Geoscience and Remote Sensing Letters, 5 pages. More info
DOI: 10.1109/LGRS.2014.2302317 -
(2013): Water-Land-Classification in Coastal Areas with Full Waveform Lidar Data. In: PFG 2 (2013), S. 71-81.
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(2012): Road Network extraction in suburban areas, Photogrammetric Record. The Photogrammetric Record 27(137):8-28. | File |
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(2012): Semi-automatic quality control of topographic data sets. In: Photogrammetric Engineering and Remote Sensing 78(9): 959-972, 2012. More info
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(2012): Matching of straight line segments from aerial stereo images of urban areas. In: ISPRS Journal of Photogrammetry and Remote Sensing, Volume 74, November 2012, Pages 133-152, ISSN 0924-2716, 10.1016/j.isprsjprs.2012.09.003 More info
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(2011): Using Snakes for the Registration of Topographic Road Database Objects to ALS Features. In: JPRS 66, No. 6, pp. 858-871 More info
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(2009): A strip adjustment approach for precise georeferencing of ALOS optical imagery. In: IEEE Transactions on Geoscience and Remote Sensing 47(12/1), (2009), S. 4083-4091. More info
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(2009): A comparison of evaluation techniques for building extraction from airborne laser scanning. In: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 2(1), (2009), S. 11-20 More info
Peer reviewed conference papers
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(2024): Depth-aware panoptic segmentation. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences X-2-2024, pp. 153–161.
DOI: 10.5194/isprs-annals-X-2-2024-153-2024 -
(2023): Vehicle pose and shape estimation in UAV imagery using a CNN. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences X-1/W1-2023, pp. 935–944.
DOI: 10.5194/isprs-annals-X-1-W1-2023-935-2023 -
(2023): Using time series image data to improve the generalization capabilities of a CNN - The example of deforestation detection with Sentinel-2. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences X-1/W1-2023, pp. 961–970.
DOI: 10.5194/isprs-annals-X-1-W1-2023-961-2023 -
(2023): Transformer models for multi-temporal land cover classification using remote sensing images. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences X-1/W1-2023, pp. 981–990.
DOI: 10.5194/isprs-annals-X-1-W1-2023-981-2023 -
(2022): Vehicle instance segmentation with rotated bounding boxes in UAV images using CNN. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences V-1-2022, pp. 15–23.
DOI: 10.5194/isprs-annals-V-1-2022-15-2022 -
(2022): Cooperative image orientation considering dynamic objects. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences V-1-2022, pp. 169–177.
DOI: 10.5194/isprs-annals-V-1-2022-169-2022 -
(2022): Investigating 2D and 3D convolutions for multitemporal land cover classification using remote sensing images. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences V-3-2022, pp. 271–279.
DOI: 10.5194/isprs-annals-V-3-2022-271-2022 -
(2022): Deep learning for the detection of early signs for forest damage based on satellite imagery. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences V-2-2022, pp. 307–315.
DOI: 10.5194/isprs-annals-V-2-2022-307-2022 -
(2021): Mounting calibration of a multi-view camera system on a UAV platform. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences V-1-2021, pp. 97–104.
DOI: https://doi.org/10.5194/isprs-annals-V-1-2021-97-2021 -
(2021): Adversarial discriminative domain adaptation for deforestation detection. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences V-3-2021, pp. 151–158.
DOI: https://doi.org/10.5194/isprs-annals-V-3-2021-151-2021 -
(2021): Searching silk fabrics by images leveraging on knowledge graph and domain expert rules. In: SUMAC'21: Proceedings of the 3rd Workshop on Structuring and Understanding of Multimedia heritAge, pp. 41–49.
DOI: https://doi.org/10.1145/3475720.3484445 -
(2021): Investigations on feature similarity and the impact of training data for land cover classification. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences V-3-2021, pp. 181–189.
DOI: https://doi.org/10.5194/isprs-annals-V-3-2021-181-2021 -
(2020): Deep learning based feature matching and its application in image orientations. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences V-2, pp. 25–33. More info
DOI: 10.5194/isprs-annals-V-2-2020-25-2020 -
(2020): Assessing the semantic similarity of images of silk fabrics using convolutional neural networks. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences V-2, pp. 641–648. More info
DOI: 10.5194/isprs-annals-V-2-2020-641-2020 -
(2020): Using redundant information from multiple aerial images for the detection of bomb craters based on marked point processes. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences V-2, pp. 861–870.
DOI: 10.5194/isprs-annals-V-2-2020-861-2020 -
(2020): Investigations on skip-connections with an additional cosine similarity loss for land cover classification. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences V-3, pp. 339–346. More info
DOI: 10.5194/isprs-annals-V-3-2020-339-2020 -
(2020): Exploring semantic relationships for hierarchical land use classification based on convolutional neural networks. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences V-2, pp. 599–607. More info
DOI: 10.5194/isprs-annals-V-2-2020-599-2020 -
(2019): Probabilistic Vehicle Reconstruction Using a Multi-Task CNN. In: Proceedings of the IEEE International Conference on Computer Vision Workshop (ICCVW), Seoul, Korea (South), 2019, pp. 822-831. More info
DOI: 10.1109/ICCVW.2019.00110 -
(2019): Precise vehicle reconstruction for autonomous driving applications. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences IV-2/W5, pp. 21-28. More info
DOI: 10.5194/isprs-annals-IV-2-W5-21-2019 -
(2019): Multi-task deep learning with incomplete training samples for the image-based prediction of variables describing silk fabrics. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences IV-2/W6, pp. 47–54.
DOI: 10.5194/isprs-annals-IV-2-W6-47-2019 -
(2019): Confidence-aware pedestrian tracking using a stereo camera. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences IV-2/W5, pp. 53-60. More info
DOI: 10.5194/isprs-annals-IV-2-W5-53-2019 -
(2019): Adversarial domain adaptation for the classification of aerial images and height data using convolutional neural networks. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences IV-2/W7, pp. 197–204. More info
DOI: 10.5194/isprs-annals-IV-2-W7-197-2019 -
(2018): Recovering the 3D pose and shape of vehicles from stereo images. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences IV-2, pp. 73-80. More info
DOI: 10.5194/isprs-annals-IV-2-73-2018 -
(2018): Generating impact maps from automatically detected bomb craters in aerial wartime images using marked point processes. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences IV-3, pp. 127-134.
DOI: 10.5194/isprs-annals-IV-3-127-2018 -
(2018): Robust image orientation based on relative rotations and tie points. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences IV-2, pp. 295-302.
DOI: 10.5194/isprs-annals-IV-2-295-2018 -
(2018): Classification of land cover and land use based on convolution neural networks. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences IV-3, pp. 251-258.
DOI: 10.5194/isprs-annals-IV-3-251-2018 -
(2017): Classification under label noise using outdated maps In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences IV-1/W1, pp. 215-222
DOI: 10.5194/isprs-annals-IV-1-W1-215-2017 -
(2017): Boosted unsupervised multi-source selection for domain adaptation In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences IV-1/W1, pp. 229-236
DOI: 10.5194/isprs-annals-IV-1-W1-229-2017 -
(2016): Energy minimization of discrete functions with higher-order potentials for depth map generation. In: Proceedings of the 23rd International Conference on Pattern Recognition (ICPR), Cancun (Mexico), pp. 2344-2349 More info
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(2016): Invariant Descriptor Learning Using a Siamese Convolutional Neural Network. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences III-3, pp. 11-18.
DOI: 10.5194/isprs-annals-III-3-11-2016 -
(2016): A gaussian process based multi-person interaction model. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences III-3, pp. 271-277 | File |
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(2016): Using label noise robust logistic regression for automated updating of topographic geospatial databases In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences III-7, pp. 133-140
DOI: 10.5194/isprs-annals-III-7-133-2016 -
(2016): Iterative re-weighted instance transfer for domain adaptation. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences III-3, pp. 339-346
DOI: 10.5194/isprs-annals-III-3-339-2016 -
(2015): An iterative inference procedure applying Conditional Random Fields for simultaneous classification of land cover and land use. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Volume II-3/W5, pp. 369-376, 2015 | File |
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(2015): Probabilistic Multi-Person Tracking using Dynamic Bayes Networks. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Volume II-3/W5, pp. 435-442, 2015 | File |
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(2015): Contextual classification of point cloud data by exploiting individual 3D neighbourhoods. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences II-3/W4, S. 271-278, 2015 More info
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(2014): Land Use Classification using Conditional Random Fields for the Verification of Geospatial Databases. In: ISPRS Annals of Photogrammetry, Remote Sensing and Spatial Information Sciences, vol. II-4, pp. 1-7 | File |
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(2014): Pedestrian Recognition and Localisation in Image Sequences as Bayesian Inference. In: Kukelová Z, Heller J. (Eds.), Proceedings of the Computer Vision Winter Workshop 2014 , Czech Society for Cybernetics and Informatics, S. 51-58. | File |
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(2013): Sequential Gaussian Mixture Models for two-level Conditional Random Fields. In: Proceedings of the 35th German Conference on Pattern Recognition (GCPR), LNCS 8142, Springer, Heidelberg, pp.153-163, 2013 More info
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(2013): The application of a car confidence feature for the classification of cross-roads using conditional random fields. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences II-3/W3, pp. 43-48, 2013. More info
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(2013): Classification of Urban LiDAR data using Conditional Random Field and Random Forests. In: IEEE Proceedings of the Joint Urban Remote Sensing Event (JURSE), April 21-23, 2013, São Paulo, Brazil, pp. 139-142 More info
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(2013): On-line compatible orientation of a micro-UAV based on image triplets. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences II-3/W2, pp. 37-42, 2013. More info
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(2012): Context-based urban terrain reconstruction from images and videos. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences I-3, S. 185-190, 2012. | File |
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(2012): Network snakes for adapting GIS roads to height data of different data sources – performance analysis using ALS data and stereo images. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences I-3, S. 209-214, 2012. | File |
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(2012): Context models for CRF-based classification of multitemporal remote sensing data. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences I-7, S. 128-134, 2012. | File |
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(2012): 3D Classification of Crossroads from Multiple Aerial Images using Conditional Random Fields, 7. IAPR TC 7 Workshop on Pattern Recognition in Remote Sensing, Tsukuba, 5 S. (on CD-ROM). | File |
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(2012): Conditional random fields for lidar point cloud classification in complex urban areas. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences I-3, S. 263-268, 2012. | File |
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(2012): The ISPRS benchmark on urban object classification and 3D building reconstruction. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences I-3, S. 293-298, 2012. | File |
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(2012): Multiple-model based verification of road data. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences I-3, S. 329-334, 2012. | File |
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(2011): Classification of multitemporal remote sensing data of different resolution using conditional random fields: 1st IEEE/ISPRS Workshop on Computer Vision for Remote Sensing of the Environment, IEEE ICCV Workshops, Barcelona, 2011, pp. 235-242 | File |
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(2011): Conditional Random Fields For Urban Scene Classification With Full Waveform LiDAR Data. In: Stilla, Rottensteiner, Mayer, Jutzi, Butenuth (eds.), Photogrammetric Image Analysis (PIA), LNCS 6952, Springer, Heidelberg, pp. 233-244. More info
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(2011): In-Strip Matching and Reconstruction of Line Segments from UHR Aerial Image Triplets. In: Stilla, Rottensteiner, Mayer, Jutzi, Butenuth (eds.), Photogrammetric Image Analysis (PIA), LNCS 6952, Springer, Heidelberg, pp. 61-72. More info
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(2011): SVM-Based Road Verification with partly Non-Representative Training Data. In: JURSE - Joint Urban Remote Sensing Event, Munich, April 2011, Proceedings, pp. 37-40 | File |
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(2010): Constraint energies for the adaptation of 2D river borderlines to airborne laserscanning data using snakes. In: IntArchPhRS vol. XXXVIII, part 2, Hongkong, 2010, pp. 383-389 | File |
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(2010): Using building and bridge information for adapting roads to ALS data by means of network snakes. In: IntArchPhRS vol. XXXVIII, part 3A, Paris, 2010, pp. 163-168 | File |
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(2010): Automatic road network extraction in suburban areas from high resolution aerial images. In: IntArchPhRS vol. XXXVIII, part 3A, Paris, 2010, pp. 299-305 | File |
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(2010): Classification of settlement areas in remote sensing imagery using Conditional Random Fields: IntArchPhRS vol. XXXVIII, part 7A, Vienna, 2010, pp. 53-58 | File |
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(2010): Classification of Multitemporal Remote Sensing Data Using Conditional Random Fields: 6. IAPR TC 7 Workshop on Pattern Recognition in Remote Sensing, Istanbul, 2010, 4 S. | File |
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(2010): A new straight line reconstruction methodology from multi-spectral stereo aerial images, In: Proceedings of Photogrammetric Computer Vision and Image Analysis Conference, IntArchPhRS vol. XXXVIII, part 3A, Paris, 2010, pp. 25-30 | File |
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(2010): Roof plane segmentation by combining multiple images and point clouds. In: Proceedings of Photogrammetric Computer Vision and Image Analysis Conference, IntArchPhRS vol. XXXVIII, part 3A, Paris, 2010, pp. 245-250 | File |
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(2010): Urban building detection from optical and InSAR features exploiting context, In: Proceedings of Photogrammetric Computer Vision and Image Analysis Conference, IntArchPhRS vol. XXXVIII, part 3A, Paris, 2010, pp. 239-244 | File |
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(2009): A test of automatic building change detection approaches: IntArchPhRS (38), Part 3/W4, Paris, France, S. 145-150 | File |
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(2009): Adaptation of roads to ALS data by means of network snakes: IntArchPhRS (38), Part 3/W8, Paris, France, S. 24-29 | File |
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(2009): Assessing the impact of digital surface models on road extraction in suburban areas by region-based road subgraph extraction: IntArchPhRS (38), Part 3/W4, Paris, France, S. 27-33. | File |
Non-reviewed conference papers
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(2024): Land Cover Classification based on Multiscale Time Series of Satellite and Aerial Images. In: Kersten T., Tilly N. (Eds.), 44. Wissenschaftlich-Technische Jahrestagung der DGPF in Remagen – Publikationen der DGPF, Band 32, 223-235.
DOI: 10.24407/KXP:1885663196 -
(2022): ADDRESSING CLASS IMBALANCE IN MULTI-CLASS IMAGE CLASSIFICATION BY MEANS OF AUXILIARY FEATURE SPACE RESTRICTIONS , Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 777–785
DOI: 10.5194/isprs-archives-XLIII-B2-2022-777-2022 -
(2021): Artificial intelligence meets cultural heritage: image classification for the prediction of semantic properties of silk fabrics. Weaving Europe. Silk Heritage and Digital Technologies, ISBN 978-84-18656-97-2, pp.147-166, Tirant lo Blanch, Valencia (Spain) More info
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(2021): Cooperative localisation using image sensors in a dynamic traffic scenario. In: Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci. XLIII-B1-2021, pp. 117–124.
DOI: https://doi.org/10.5194/isprs-archives-XLIII-B1-2021-117-2021 -
(2021): CNN-based multi-scale hierarchical land use classification for the verification of geospatial databases. In: Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci. XLIII-B2-2021, pp. 495–502.
DOI: https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-495-2021 -
(2020): Improving the classification of land use objects using dense connectivity of convolutional neural networks. In: Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2020, 667–673.
DOI: 10.5194/isprs-archives-XLIII-B2-2020-667-2020 -
(2020): Automatically generated training data for land cover classification with CNNs using Sentinel-2 images. In: Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2020, 767–774.
DOI: 10.5194/isprs-archives-XLIII-B3-2020-767-2020 -
(2019): Supervised detection of bomb craters in historical aerial images using convolutional neural networks. In: International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XLII-2/W16, pp. 67–74. More info
DOI: 10.5194/isprs-archives-XLII-2-W16-67-2019 -
(2019): Deep Learning zur Analyse von Bildern von Seidenstoffen für Anwendungen im Kontext der Bewahrung des kulturellen Erbes. 39. Wissenschaftlich-Technische Jahrestagung der DGPF und Dreiländertagung der OVG, DGPF und SGPF in Wien, Publikationen der DGPF Band 28, 387-399. More info
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(2019): Marked point processes for the automatic detection of bomb craters in aerial wartime images. In: International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XLII-2/W13, pp. 51-60. More info
DOI: 10.5194/isprs-archives-XLII-2-W13-51-2019 -
(2019): Vision-based indoor localization via a visual SLAM approach. In: International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XLII-2/W13, pp. 827-833. More info
DOI: 10.5194/isprs-archives-XLII-2-W13-827-2019 -
(2019): Towards better classification of land cover and land use based on convolutional neural networks. In: International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XLII-2/W13, pp. 139-146.
DOI: 10.5194/isprs-archives-XLII-2-W13-139-2019 -
(2018): Improved classification of satellite imagery using spatial feature maps extracted from social media. In: International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XLII-4, pp. 335-342. More info
DOI: 10.5194/isprs-archives-XLII-4-335-2018 -
(2018): Pedestrian Detection Using Stereo Images. 38. Wissenschaftlich-Technische Jahrestagung der DGPF und PFGK18 Tagung in München, Band 27, 611-623. More info
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(2018): A comparison of two strategies for avoiding negative transfer in domain adaptation based on logistic regression. In: International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XLII-2, pp. 845-852. More info
DOI: 10.5194/isprs-archives-XLII-2-845-2018 -
(2018): Automatic classification of aerial imagery for urban hydrological applications. In: International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XLII-3, pp. 1355-1362.
DOI: 10.5194/isprs-archives-XLII-3-1355-2018 -
(2017): Spatio-temporal Conditional Random Fields for recognition of sub-tropical crop types from multi-temporal images. In: Proceedings of the XVIIIth Brazilian Remote Sensing Symposium, pp. 2539-2546. More info
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(2017): Spatial– temporal conditional random field based model for crop recognition in tropical regions. In: Proceedings, IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Fort Worth. 3007 – 3010. | File |
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(2017): Detection and 3D modelling of vehicles from mobile mapping stereo images In: International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XLII-1/W1, pp. 505-512 More info
DOI: 10.5194/isprs-archives-XLII-1-W1-505-2017 -
(2017): Automatische Detektion von Bombenkratern in Kriegsluftbildern mittels markierter Punktprozesse. In: DGPF Tagungsband 26/2017, Würzburg, März 2017, pp. 245-261 More info
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(2017): Classification under label noise based on outdated maps. Proceedings, Asian Conference on Remote Sensing, Delhi, 8p., on USB-Stick. | File |
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(2017): Assigning Tie Points to a Generalised Building Model for UAS Image Orientation. In: International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XLII-2/W6, pp. 385-392
DOI: 10.5194/isprs-archives-XLII-2-W6-385-2017 -
(2016): Contextual land use classification: How detailed can the class structure be? In: Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci. XLI-B4, pp. 11-18
DOI: 10.5194/isprs-archives-XLI-B4-11-2016 -
(2016): Klassifikation von Stereobildern aus Mobile Mapping Daten mittels Conditional Random Fields. In: DGPF Tagungsband 25/2016, Bern, Schweiz, Juni 2016, auf CD-ROM More info
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(2016): Hierarchical Higher Order CRF for the Classification of Airborne LIDAR Point Clouds in Urban Areas. In: Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci. XLI-B3, pp. 655-662 | File |
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(2016): Network detection in raster data using marked point processes. In: Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci. XLI-B3, pp. 701-708
DOI: 10.5194/isprs-archives-XLI-B3-701-2016 -
(2016): Integration of a generalised building model into the pose estimation of UAS images. In: Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci. XLI-B1, pp. 1057-1064
DOI: 10.5194/isprs-archives-XLI-B1-1057-2016 -
(2015): Feature descriptor by convolution and pooling autoencoders. In: International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XL-3/W2, S. 31-38, 2015 More info
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(2015): Relative pose estimation using image feature triplets. In: International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XL-3/W2, S. 39-45, 2015 More info
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(2015): Image analysis based on probabilistic models. Proceedings, Asian Conference on Remote Sensing, Manila, 8p., on CD. | File |
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(2015): Contextual classification of point clouds using a two-stage CRF. In: International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XL-3/W2, S. 141-148, 2015 More info
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(2015): Transfer Learning based on Logistic Regression. In: The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Volume XL-3/W3, pp. 145-152, 2015 | File |
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(2015): A Graph Based Model for the Detection of Tidal Channels using Marked Point Processes. In: The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Volume XL-3/W3, pp. 115-121, 2015 | File |
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(2014): A two-layer Conditional Random Field model for simultaneous classification of land cover and land use. In: IntArchPhRS vol. XL-3, ISPRS Technical Commission III Symposium, Zurich, Switzerland, September 2014, pp. 17-24 | File |
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(2014): Very fast road database verification using textured 3D city models obtained from airborne imagery. In: Proc. SPIE 9244, Image and Signal Processing for Remote Sensing XX 2014 More info
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(2014): Learning image descriptors for matching based on Haar features. In: ISPRS Archives of Photogrammetry, Remote Sensing and Spatial Information Sciences XL-3, ISPRS Technical Commission III Symposium, Zurich, pp.61-66, 2014 | File |
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(2014): A Dynamic Bayes Network for visual Pedestrian Tracking. In: IntArchPhRS vol. XL-3, ISPRS Technical Commission III Symposium, Zurich, Switzerland, September 2014, pp. 145-150 | File |
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(2014): A NEW APPROACH FOR AN INCREMENTAL ORIENTATION OF MICRO-UAV IMAGE SEQUENCES. In: IntArchPhRS vol. XL-3/W1, EuroCOW Workshop, Castelldefels, Spain, 2014, pp. 93-98 | File |
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(2014): Extraction of fluvial networks in lidar data using marked point processes. In: IntArchPhRS vol. XL-3, ISPRS Technical Commission III Symposium, Zurich, Switzerland, September 2014, pp. 297-304 | File |
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(2013): Monitoring concepts for coastal areas using lidar data, In: IntArchPhRS vol. XL-1/W1, Hannover, 2013, 6 S. | File |
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(2012): 3D Building change detection using high resolution stereo images and a GIS database. In: International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XXIX-B7, S. 299-304, 2012. | File |
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(2012): Multitemporal quality assessment of grassland and cropland objects of a topographic dataset. In: International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XXIX-B4, S. 67-72, 2012. | File |
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(2012): 3D classification of crossroads from multiple aerial images using Markov random fields. In: International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XXIX-B3, S. 479-484, 2012. | File |
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(2012): Classification of airborne laser scanning data in wadden sea areas using conditional random fields. In: International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XXIX-B3, S. 161-166, 2012. | File |
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(2011): Conditional Random Fields for the Classification of LiDAR Point Clouds. In: IntArchPhRS vol. XXXVIII-4/W19, Hannover, 2011, 6 S., CD | File |
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(2011): Stereo hava fotograflarindan dogrusal cizgilerin otomatik elesenmesi ve geri-catimi icin cift-tabanli yeni bir yaklasim. In: Proceedigs, Turkish National Photogrammetric Conference - Tufuab, 2011, 6 p., on CD (in Turkish) | File |
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(2011): Accurate Matching and Reconstruction Of Line Features From Ultra High Resolution Stereo Aerial Images. In: IntArchPhRS vol. XXXVIII-4/W19, Hannover, 2011, 6 S., CD | File |
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(2011): Untersuchung zur Erkennung von Wasserflächen in Full-Waveform-Laserscanner-Daten. In: DGPF Tagungsband 20/2011, Mainz, April 2011, pp. 391-398 | File |
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(2011): Detection of Water Surfaces in Full-Waveform Laser Scanning Data. In: IntArchPhRS vol. XXXVIII-4/W19, Hannover, 2011, 6 S., CD | File |
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(2010): Automatic qualtiy control of cropland and grasland GIS objects using IKONOS Satellite Imagery. In: IntArchPhRS vol. XXXVIII, part 7B, Vienna, 2010, pp. 275-280 | File |
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(2010): Extraktion geologisch relevanter Strukturen auf Rügen in Laserscanner-Daten. In: Konferenzband der Dreiländertagung von DGPF, OVG und SGPBF, Wien, 2010, S. 298-307 | File |
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(2010): A Stereo Line Matching Technique For Aerial Images Based On A Pair-Wise Relation Approach. In: IntArchPhRS vol. XXXVIII-1/W17, Istanbul, 2010, 7 S., (on CD-ROM) | File |
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(2010): Çok Bantlı Stereo Hava Fotoğraflarından Doğrusal Çizgilerin Otomatik Geri-Çatımı İçin Yeni Bir Yaklaşım, III. Uzaktan Algılama ve Coğrafi Bilgi Sistemleri Sempozyumu, 11-13 Ekim, Gebze-Kocaeli, pp. 455-466. (In Turkish) | File |
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(2010): Multiple-model based verification of Japanese road data, In: IntArchPhRS vol. XXXVIII-4-8-2/W9, Haifa, 2010, p. 13-19, (on CD-ROM) | File |
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(2009): Road extraction in suburban areas by region-based road subgraph extraction and evaluation: 2009 Urban Remote Sensing Joint Event, Shanghai, China, 20-22 May 2009, 6 pages (on CD-ROM). | File |
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(2009): Automatic verification of agricultural areas using IKONOS satellite images: IntArchPhRS (38), Part 1-4-7/WS, Hannover, 6 S., CD | File |
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(2008): Image merging to support georeferencing and orthoimage generation from ALOS imagery: 29th Asian Conference on Remote Sensing, ACRS. Colombo, 2008, CD, 8 S. | File |
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(2008): Georeferencing and orthoimage generation from long strips of ALOS imagery: ALOS PI Symposium. Rhodos, 2008, CD, 7 S. | File |
Invited conference contributions, Festschrift
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(2018): Información a partir de imagens: Visión cientifica y agenda de investigación del ISPRS. In: Mena C., Ormazábal Y., Barrientos V. (Eds.), Geomatica aplicada, Editorial Universidad de Talca, ISBN: 978-956-7717-23-1, pp. 30-53. | File |
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(2018): Assigning Tie Points to a Generalised Building Model for UAS Image Orientation. In: Caspary, W.; Heister, H.; Kleim, U. G. F.; Mayer, H.; Pietzner, G. (Eds.), Festschrift für Prof. Dr-.Ing. Wolfgang Reinhardt zum 65. Geburtstag, Schriftenreihe des Instituts für Geodäsie, Universität der Bundeswehr München, Heft 95, Neubiberg 2018, S. 143-153.
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(2015): Image analysis based on probabilistic models. In: D. Fritsch (Hrsg.), Photogrammetric Week 2015, Wichmann Verlag im VDE Verlag, Berlin, Deutschland, S. 155-164. More info
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(2010): Automation of object extraction from Lidar in urban areas. IEEE International Geoscience and Remote Sensing Symposium, Honolulu, Hawaii, 2010, 4 S., CD-ROM. | File |
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(2009): Status and Further Prospects of Object Extraction from Image and Laser Data. Invited Paper at the 2009 Urban Remote Sensing Joint Event, Shanghai, China, 20-22 May 2009, 10 pages (on CD-ROM). | File |
Editorials
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(2018): Best of ISPRS Hannover Workshop 2017, PE&RS (84): 5, 247-248, doi: 10.14358/PERS.84.5.247 and PE&RS (84): 6, 345-346. More info
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(2017): Proceedings of the ISPRS Hannover Workshop: HRIGI 17 – CMRT 17 – ISA 17 – EuroCOW 17. International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences Vol. XLII-1/W1, 6-9 June 2017, Hannover, Germany More info
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(2017): Proceedings of the ISPRS Hannover Workshop: HRIGI 17 – CMRT 17 – ISA 17 – EuroCOW 17. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences Vol. IV-1/W1, 6-9 June 2017, Hannover, Germany More info
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(2015): Proceedings of the ISPRS Geospatial Week. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences Vol. II-3/W5, 28 September–3 October 2015, La Grande Motte, France More info
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(2015): Proceedings of the ISPRS Geospatial Week. International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences Vol. XL-3/W3, 28 September–3 October 2015, La Grande Motte, France. More info
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(2013): ISPRS Hannover Workshop: High Resolution Earth Imaging for Geospatial Information. In: IntArchPhRS XL-1/W1. Hannover, 2013 More info
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(2013): 3D Virtual City Modeling. Proceedings of the ISPRS 3D Virtual City Modeling’. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences Vol. II-3/W1, Regina, Canada, 28 May 2013. More info
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(2013): CMRT13. Proceedings of the ISPRS Workshop ’Object Extraction for 3D City Models, Road Databases, and Traffic Monitoring – Concepts, Algorithms, and Evaluation’. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences Vol. II-3/W3, Antalya, Turkey, 12-13 November 2013. More info
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(2011): Austrian Contributions to the XXV General Assembly of the International Union of Geodesy and Geophysics. Sonderheft der österreichischen Zeitschrift für Vermessung und Geoinformation (VGI), VGI 2(2011), Wien, 2011
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(2009): CMRT09: Object Extraction for 3D City Models, Road Databases and Traffic Monitoring - Concepts, Algorithms and Evaluation: IntArchPhRS (38), Part 3/W4, Paris, France, Book and CD-ROM. More info
Other contributions
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(2014): Theme section “Urban object detection and 3D building reconstruction”. In: ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 93, July 2014, pp 143–144. More info
DOI: 10.1016/j.isprsjprs.2014.04.009