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Logo: Institute of Photogrammetry and GeoInformation
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Logo: Institute of Photogrammetry and GeoInformation
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Publications of apl. Prof. Dr. techn. Franz Rottensteiner

Books, book chapters, dissertations

2018

Rottensteiner, F.; Clode, S. (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 ...
ISBN: 9781498772273

2017

Rottensteiner, F. (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

Rottensteiner, F. (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

2019

Li, M.; Rottensteiner, F.; Heipke, C. (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 ...
DOI: 10.1016/j.isprsjprs.2019.06.003

Maas, A.; Rottensteiner, F.; Heipke, C. (2019): A label noise tolerant random forest for the classification of remote sensing data based on outdated maps for training; Computer Vision and Image Understanding 188:102782.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 ...
DOI: 10.1016/j.cviu.2019.07.002

Wang, X.; Rottensteiner, F.; Heipke, C. (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 ...
DOI: 10.1016/j.isprsjprs.2018.11.009

Wang, X.; Rottensteiner, F.; Heipke, C. (2019): Robust Structure From Motion Based on Relative Rotations and Tie Points. In: Photogrammetric Engineering and Remote Sensing 85(5): 347-359, 2019. more ...

2018

Maas, A.; Rottensteiner, F.; Alobeid, A.; Heipke, C. (2018): Multitemporal classification under label noise based on outdated maps. In: Photogrammetric Engineering and Remote Sensing 84(5): 263-277, 2018. more ...

Schön, S.; Brenner, C.; Alkhatib, H.; Coenen, M.; Dbouk, H.; Garcia-Fernandez, N.; Fischer, C.; Heipke, C.; Lohmann, K.; Neumann, I.; Nguyen, U.; Paffenholz, J.-A.; Peters, T.; Rottensteiner, F.; Schachtschneider, J.; Sester, M.; Sun, L.; Vogel, S.; Voges, R.; Wagner, B. (2018): Integrity and collaboration in dynamic sensor networks. In: Sensors 18(7), paper 2400, July 2018. more ...
DOI: 10.3390/s18072400

Vogt, K.; Paul, A.; Ostermann, J.; Rottensteiner, F.; Heipke, C. (2018): Unsupervised source selection for domain adaptation. In: Photogrammetric Engineering and Remote Sensing 84(5): 249-261, 2018. more ...

2017

Albert, L.; Rottensteiner, F.; Heipke, C. (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 ...

Coenen, M.; Rottensteiner, F.; Heipke, C. (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 ...

Klinger, T.; Rottensteiner, F.; Heipke, C. (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 ...

Ojwang, R. O.; Dietrich, J.; Anebagilu, P. K.; Beyer, M.; Rottensteiner, F. (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 ...
DOI: 10.3390/w9050359

Schmidt, A.; Lafarge, F.; Brenner, C.; Rottensteiner, F.; Heipke, C. (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

Vosselman, G.; Coenen, M.; Rottensteiner, F. (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 ...

Ziems, M.; Rottensteiner, F.; Heipke, C. (2017): Verification of road databases using multiple road models, ISPRS Journal of Photogrammetry and Remote Sensing, Volume 130, August 2017, pp. 44–62. more ...

2015

Hoberg, T.; Rottensteiner, F.; Feitosa, R. Q.; Heipke, C. (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 ...

2014

Braun, A.C.; Rojas, C.; Echeverri, C.; Rottensteiner, F.; Bahr, H.-P.; Niemeyer, J.; Arias, M.A.; Kosov, S.; Hinz, S.; Weidner, U. (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 ...
DOI: 10.1109/JSTARS.2013.2293421

Helmholz, P.; Rottensteiner, F.; Heipke, C. (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 ...

Niemeyer, J.; Rottensteiner, F.; Soergel, U. (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 ...

Rottensteiner, F.; Sohn, G.; Gerke, M.; Wegner, J.D.; Breitkopf, U.; Jung, J. (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 ...
DOI: 10.1016/j.isprsjprs.2013.10.004

Schmidt, A.; Niemeyer, J.; Rottensteiner, F.; Soergel, U. (2014): Contextual Classification of Full Waveform Lidar Data in the Wadden Sea. IEEE Geoscience and Remote Sensing Letters, 5 pages. more ...
DOI: 10.1109/LGRS.2014.2302317

2013

Schmidt, A.; Rottensteiner, F.; Soergel, U. (2013): Water-Land-Classification in Coastal Areas with Full Waveform Lidar Data. In: PFG 2 (2013), S. 71-81.

2012

Grote, A.; Heipke, C.; Rottensteiner, F. (2012): Road Network extraction in suburban areas, Photogrammetric Record. The Photogrammetric Record 27(137):8-28.  | file |

Helmholz, P.; Becker, C.; Breitkopf, U.; Büschenfeld, T.; Busch, A.; Braun, C.; Grünreich, D.; Müller, S.; Ostermann, J.; Pahl, M.; Rottensteiner, F.; Vogt, K.; Ziems, M.; Heipke, C. (2012): Semi-automatic quality control of topographic data sets. In: Photogrammetric Engineering and Remote Sensing 78(9): 959-972, 2012. more ...

Ok, A.O.; Wegner, J.D.; Heipke, C.; Rottensteiner, F.; Soergel, U.; Toprak, V. (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 ...

2011

Göpfert, J.; Rottensteiner, F.; Heipke, C. (2011): Using Snakes for the Registration of Topographic Road Database Objects to ALS Features. In: JPRS 66, No. 6, pp. 858-871 more ...

2009

Rottensteiner, F.; Weser, T.; Lewis, A.; Fraser, C. S. (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 ...

Rutzinger, M.; Rottensteiner, F.; Pfeifer, N. (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 ...

Peer reviewed conference papers

2019

Coenen, M.; Rottensteiner, F.; Heipke, C. (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 ...
DOI: 10.5194/isprs-annals-IV-2-W5-21-2019

Dorozynski, M.; Clermont, D.; Rottensteiner, F. (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

Nguyen, U.; Rottensteiner, F.; Heipke, C. (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 ...
DOI: 10.5194/isprs-annals-IV-2-W5-53-2019

Wittich, D.; Rottensteiner, F. (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 ...
DOI: 10.5194/isprs-annals-IV-2-W7-197-2019

2018

Coenen, M.; Rottensteiner, F.; Heipke, C. (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 ...
DOI: 10.5194/isprs-annals-IV-2-73-2018

Dini, G.R.; Jacobsen, K.; Rottensteiner, F.; Ravanbakhsh, M.; Gamba, P.; Heipke, C. (2018): A Hybrid Approach for Delineation of Building Footprints From Space-borne Stereo Images. In: Proceedings, IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Valencia, 1652-1655.  | file | more ...

Kruse, C.; Rottensteiner, F.; Hoberg, T.; Ziems, M.; Rebke, J.; Heipke, C. (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

Wang, X.; Rottensteiner, F.; Heipke, C. (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

Yang, C.; Rottensteiner, F.; Heipke, C. (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

Maas, A.; Rottensteiner, F.; Heipke, C. (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

Vogt, K.; Paul, A.; Ostermann, J.; Rottensteiner, F.; Heipke, C. (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

Bulatov, D.; Kottler, B.; Rottensteiner, F. (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 ...

Chen, L.; Rottensteiner, F.; Heipke, C. (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

Klinger, T.; Rottensteiner, F.; Heipke, C. (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 |

Maas, A.; Rottensteiner, F.; Heipke, C. (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

Paul, A.; Rottensteiner, F.; Heipke, C. (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

Albert, L.; Rottensteiner, F.; Heipke, C. (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 |

Klinger, T.; Rottensteiner, F.; Heipke, C. (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 |

Weinmann, M.; Schmidt, A.; Mallet, C.; Hinz, S.; Rottensteiner, F.; Jutzi, B. (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 ...

2014

Albert, L.; Rottensteiner, F.; Heipke, C. (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 |

Klinger, T.; Rottensteiner, F.; Heipke, C. (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 |

2013

Kosov, S.; Rottensteiner, F.; Heipke, C. (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 ...

Kosov, S.; Rottensteiner, F.; Heipke, C.; Leitloff, J.; Hinz, S. (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 ...

Niemeyer, J.; Rottensteiner, F.; Soergel, U. (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 ...

Reich, M.; Unger, J.; Rottensteiner, F.; Heipke, C. (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 ...

2012

Bulatov, D.; Rottensteiner, F.; Schulz, K. (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 |

Göpfert, J.; Rottensteiner, F.; Heipke, C. (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 |

Hoberg, T.; Rottensteiner, F.; Heipke, C. (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 |

Kosov, S.; Rottensteiner, F.; Heipke, C. (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 |

Niemeyer, J.; Rottensteiner, F.; Soergel, U. (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 |

Rottensteiner, F.; Sohn, G.; Jung, J.; Gerke, M.; Baillard, C.; Benitez, S.; Breitkopf, U. (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 |

Ziems, M.; Breitkopf, U.; Heipke, C.; Rottensteiner, F. (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 |

2011

Hoberg, T.; Rottensteiner, F.; Heipke, C. (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 |

Niemeyer, J.; Wegner, J.D.; Mallet, C.; Rottensteiner, F.; Soergel, U. (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 ...

Ok, A.O.; Wegner, J.D.; Heipke, C.; Rottensteiner, F.; Soergel, U.; Toprak, V. (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 ...

Ziems, M.; Heipke, C.; Rottensteiner, F. (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 |

2010

Göpfert, J.; Alakese, Y.; Rottensteiner, F.; Heipke, C.; Rosenhahn, B. (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 |

Göpfert, J.; Rottensteiner, F. (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 |

Grote, A.; Rottensteiner, F. (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 |

Hoberg, T.; Rottensteiner, F.; 2010 (2010): Classification of settlement areas in remote sensing imagery using Conditional Random Fields: IntArchPhRS vol. XXXVIII, part 7A, Vienna, 2010, pp. 53-58  | file |

Hoberg, T.; Rottensteiner, F.; Heipke, C. (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 |

Ok, A.O.; Wegner, J.D.; Heipke, C.; Rottensteiner, F.; Soergel, U.; Toprak, V. (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 |

Rottensteiner, F. (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 |

Wegner, J.D.; Ok, A.O.; Thiele, A.; Rottensteiner, F.; Soergel, U. (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 |

2009

Champion, N.; Rottensteiner, F.; Matikainen, L.; Liang, X.; Hyyppä, J.; Olsen, B.P. (2009): A test of automatic building change detection approaches: IntArchPhRS (38), Part 3/W4, Paris, France, S. 145-150  | file |

Göpfert, J.; Rottensteiner, F. (2009): Adaptation of roads to ALS data by means of network snakes: IntArchPhRS (38), Part 3/W8, Paris, France, S. 24-29  | file |

Grote, A.; Rottensteiner, F. (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 |

Invited conference contributions, Festschrift

2018

Chen, J.; Dowman, I.; Li, S.; Li, Z.; Madden, M.; Mills, J.; Paparoditis, N.; Rottensteiner, F.; Sester, M.; Toth, C.; Trinder, J.; Heipke, C. (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 |

Unger, J.; Rottensteiner, F.; Heipke, C. (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.

2015

C. Heipke, F. Rottensteiner (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 ...

2010

Rottensteiner, F. (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 |

2009

Rottensteiner, F. (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 |

Non-reviewed conference papers

2019

Clermont, D.; Kruse, C.; Rottensteiner, F.; Heipke, C. (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 ...
DOI: 10.5194/isprs-archives-XLII-2-W16-67-2019

Dorozynski, M.; Wittich, D.; Rottensteiner, F. (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 ...

Kruse, C.; Rottensteiner, F.; Heipke, C. (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 ...
DOI: 10.5194/isprs-archives-XLII-2-W13-51-2019

Li, M.; Rottensteiner, F. (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 ...
DOI: 10.5194/isprs-archives-XLII-2-W13-827-2019

Yang, C.; Rottensteiner, F.; Heipke, C. (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. more ...
DOI: 10.5194/isprs-archives-XLII-2-W13-139-2019

2018

Leichter, A.; Wittich, D.; Rottensteiner, F.; Werner, M.; Sester, M.  (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 ...
DOI: 10.5194/isprs-archives-XLII-4-335-2018

Nguyen, U.; Rottensteiner, F.; Heipke, C. (2018): Pedestrian Detection Using Stereo Images. 38. Wissenschaftlich-Technische Jahrestagung der DGPF und PFGK18 Tagung in München, Band 27, 611-623. more ...

Paul, A.; Vogt, K.; Rottensteiner, F.; Ostermann, J.; Heipke, C. (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 ...
DOI: 10.5194/isprs-archives-XLII-2-845-2018

Paul, A.; Yang, C.; Breitkopf, U.; Liu, Y.; Wang, Z.; Rottensteiner, F.; Wallner, M.; Verworn, A.; Heipke, C. (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

Achanccaray Diaz , P. M.; Feitosa, R. Q.; Rottensteiner, F.; Del Arco Sanches , I.; Heipke, C. (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 ...

Achanccaray Diaz P. M. A.; Feitosa R. Q.; Rottensteiner F.; Del Arco Sanchez I.; Heipke C. (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 |

Coenen, M.; Rottensteiner, F.; Heipke, C. (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 ...
DOI: 10.5194/isprs-archives-XLII-1-W1-505-2017

Kruse, C.; Neuberger, H.; Rottensteiner, F.; Hoberg, T.; Ziems, M.; Huth, J.; Heipke, C. (2017): Automatische Detektion von Bombenkratern in Kriegsluftbildern mittels markierter Punktprozesse. In: DGPF Tagungsband 26/2017, Würzburg, März 2017, pp. 245-261 more ...

Maas, A.; Rottensteiner, F.; Heipke, C. (2017): Classification under label noise based on outdated maps. Proceedings, Asian Conference on Remote Sensing, Delhi, 8p., on USB-Stick.  | file |

Unger, J.; Rottensteiner, F.; Heipke, C. (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

Albert, L.; Rottensteiner, F.; Heipke, C. (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

Coenen, M.; Rottensteiner, F. (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 ...

Niemeyer, J.; Rottensteiner, F.; Soergel, U.; Heipke, C. (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 |

Schmidt, A.; Kruse, C.; Rottensteiner, F.; Soergel, U.; Heipke, C. (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

Unger, J.; Rottensteiner, F.; Heipke, C. (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

Chen, L.; Rottensteiner, F.; Heipke, C. (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 ...

Chuang, Y. T.; Rottensteiner, F.; Heipke, C. (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 ...

Heipke, C.; Rottensteiner, F. (2015): Image analysis based on probabilistic models. Proceedings, Asian Conference on Remote Sensing, Manila, 8p., on CD.  | file |

Niemeyer, J.; Rottensteiner, F.; Sörgel, U.; Heipke, C. (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 ...

Paul, A.; Rottensteiner, F.; Heipke, C. (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 |

Schmidt, A.; Rottensteiner, F.; Soergel, U.; Heipke, C. (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 |

2014

Albert, L.; Rottensteiner, F.; Heipke, C. (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 |

Bulatov, D.; Ziems, M.; Rottensteiner, F.; Pohl, M. (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 ...

Chen, L.; Rottensteiner, F.; Heipke, C. (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 |

Klinger, T.; Rottensteiner, F.; Heipke, C. (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 |

Reich, M.; Unger, J.; Rottensteiner, F.; Heipke, C. (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 |

Schmidt, A.; Rottensteiner, F.; Soergel, U.; Heipke, C. (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 |

2013

Schmidt, A.; Rottensteiner, F.; Soergel, U. (2013): Monitoring concepts for coastal areas using lidar data, In: IntArchPhRS vol. XL-1/W1, Hannover, 2013, 6 S.  | file |

2012

Dini, G.R.; Jacobsen, K.; Rottensteiner, F.; Heipke, C. (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 |

Helmholz, P.; Büschenfeld, T.; Breitkopf, U.; Müller, S.; Rottensteiner, F. (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 |

Kosov, S.; Rottensteiner, F.; Heipke, C.; Leitloff, J.; Hinz, S. (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 |

Schmidt, A.; Rottensteiner, F.; Soergel, U. (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 |

2011

Niemeyer, J.; Mallet, C.; Rottensteiner, F.; Soergel, U.  (2011): Conditional Random Fields for the Classification of LiDAR Point Clouds. In: IntArchPhRS vol. XXXVIII-4/W19, Hannover, 2011, 6 S., CD  | file |

Ok, A.O.; Wegner, J.; Heipke, C.; Rottensteiner, F.; Soergel, U.; Toprak, V. (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 |

Ok, A.O.; Wegner, J.D.; Heipke, C.; Rottensteiner, F.; Soergel, U.; Toprak, V.  (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 |

Schmidt, A.; Rottensteiner, F.; Soergel, U. (2011): Untersuchung zur Erkennung von Wasserflächen in Full-Waveform-Laserscanner-Daten. In: DGPF Tagungsband 20/2011, Mainz, April 2011, pp. 391-398  | file |

Schmidt, A.; Rottensteiner, F.; Soergel, U.  (2011): Detection of Water Surfaces in Full-Waveform Laser Scanning Data. In: IntArchPhRS vol. XXXVIII-4/W19, Hannover, 2011, 6 S., CD  | file |

2010

Helmholz, P.; Rottensteiner, F.; Heipke, C. (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 |

Niemeyer, J.; Rottensteiner, F.; Kühn, F.; Soergel, U. (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 |

Ok, A.O.; Wegner, J.D.; Heipke, C.; Rottensteiner, F.; Soergel, U.; Toprak, V. (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 |

Ok, A.O.; Wegner, J.D.; Heipke, C.; Rottensteiner, F.; Soergel, U.; Toprak, V.; 2010 (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 |

Ziems, M.; Fujimura, H.; Heipke, C.; Rottensteiner, F. (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 |

2009

Grote, A.; Heipke, C.; Rottensteiner, F.; Meyer, H. (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 |

Helmholz, P.; Rottensteiner, F. (2009): Automatic verification of agricultural areas using IKONOS satellite images: IntArchPhRS (38), Part 1-4-7/WS, Hannover, 6 S., CD  | file |

2008

Fraser, C.; Weser, T.; Rottensteiner, F. (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 |

Rottensteiner, F.; Fraser, C.; Weser, T. (2008): Georeferencing and orthoimage generation from long strips of ALOS imagery: ALOS PI Symposium. Rhodos, 2008, CD, 7 S.  | file |

Editorials

2018

Heipke; C.; Jacobsen, K.; Rottensteiner; F.; Stilla, U.; Yang, M.Y.; Skaloud, J.; Colomina, I.; Cramer, M. (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 ...

2017

C. Heipke, K. Jacobsen, U. Stilla, F. Rottensteiner, A. Yilmaz, M. Ying Yang, J. Skaloud, I. Colomina (Hrsg.) (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 ...

C. Heipke, K. Jacobsen, U. Stilla, F. Rottensteiner, A. Yilmaz, M. Ying Yang, J. Skaloud, I. Colomina (Hrsg.) (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 ...

2015

C. Mallet, N. Paparoditis, I. Dowman, S. Oude Elberink, A.-M. Raimond, F. Rottensteiner, M. Yang, S. Christophe, A. Çöltekin, M. Brédif (Hrsg.) (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 ...

C. Mallet, N. Paparoditis, I. Dowman, S. Oude Elberink, A.-M. Raimond, G. Sithole, G. Rabatel, F. Rottensteiner, X. Briottet, S. Christophe, A. Çöltekin, and G. Patanè (Hrsg.) (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 ...

2013

Heipke, C.; Jacobsen, K.; Rottensteiner, F.; Soergel, U. (Eds) (2013): ISPRS Hannover Workshop: High Resolution Earth Imaging for Geospatial Information. In: IntArchPhRS XL-1/W1. Hannover, 2013 more ...

Sohn, G.; Rottensteiner, F.; Wegner, J.D. (Eds) (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 ...

Stilla, U.; Rottensteiner, F.; Hinz, S. (Eds) (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 ...

2012

Heipke, C.; Jacobsen, K.; Rottensteiner, F.; Müller, S.; Sörgel, U. (Eds.) (2012): High Resolution Earth Imaging for Geospatial Information. In: PFG (4), 315-316.  | file |

2011

Böhm, J.; Reiterer, A.; Rottensteiner, F.; Woschitz, H. (Hrsg.) (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

Stilla, U.; Rottensteiner, F.; Mayer, H.; Jutzi, B.; Butenuth M. (Eds.) (2011): Photogrammetric Image Analysis (PIA), LNCS 6952, Springer, Heidelberg, 2011 more ...

2009

Stilla, U.; Rottensteiner, F.; Paparoditis, N. (Hrsg.) (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 ...

Other contributions

2014

Rottensteiner, F.; Sohn, G.; Gerke, M.; Wegner, J.D. (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 ...
DOI: 10.1016/j.isprsjprs.2014.04.009

2013

Kosov, S.; Kohli, P.; Rottensteiner, F.; Heipke, C. (2013): A Two-Layer Conditional Random Field for the Classification of Partially Occluded Objects, Technical report, arXiv:1307.3043, 8 pages  | file | more ...