stilla

Vehicle Detection, Car Detection, Traffic Monitoring, Road Extraction, Driver Assistance

• Overview
• PhD theses
• Optical sensors - satellite platforms
• Optical sensors - airborne platforms
• TIR sensors - airborne platforms
• LiDAR sensors - airborne platforms
• SAR sensors - airborne platforms
• Driver assistance - mobile platforms

Overview

• Heipke C, Jacobsen K, Stilla U, Rottensteiner F, Yilmaz A, YingYang M, Skaloud J, Colomina I (2017) Preface, ISPRS Hannover Workshop: HRIGI17 – CMRT17 – ISA17 – EuroCOW17, In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, IV-1/W1: 1-2
  [doi: 10.5194/isprs-annals-IV-1-W1-1-2017][Paper]
• Stilla U, Rottensteiner F, Hinz S (2015) CMRT15 - City Models, Roads and Traffic 2015: Preface. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, II-3/W5: 359-360
  [doi:10.5194/isprsannals-II-3-W5-359-2015]
• Stilla U, Rottensteiner F, Paparoditis N (2009)(eds) CMRT09 Object Extraction for 3D City Models, Road Databases, and Traffic Monitoring - Concepts, Algorithms, and Evaluation. International Archives of Photogrammetry and Remote Sensing and Spatial Information Sciences, Vol 38(3/W4)
  [Content]
• Mayer H, Hinz S, Stilla U (2008) Automated extraction of roads, buildings, and vegetation from multi-source data. In: Li, Chen, Baltsavias E (eds) Advances in Photogrammetry, Remote Sensing and Spatial Information Sciences: 2008 ISPRS Congress Book. London: Taylor & Francis, 213-226
  [ISBN 978-0-415-47805-2]
• Hinz S, Bamler R, Stilla U (2006) Editorial Theme Issue: Airborne und Spaceborne Traffic Monitoring. ISPRS Journal of Photogrammetry and Remote Sensing, 61(3-4):135-136
  [doi:10.1016/j.isprsjprs.2006.09.011]
• Rottensteiner F, Stilla U (2005) Report: Object Extraction for 3D City Models, Road Databases, and Traffic Monitoring - Concepts, Algorithms, and Evaluation (CMRT05).ISPRS Society, 10(3): 15-16
  [Report]
• Stilla U, Rottensteiner F, Hinz S (2005)(eds) Object Extraction for 3D City Models, Road Databases, and Traffic Monitoring - Concepts, Algorithms, and Evaluation (CMRT05). International Archives of Photogrammetry and Remote Sensing. Vol 36, Part 3 W24.
  [Content]
• Stilla U, Michaelsen E, Soergel U, Hinz S, Ender HJ (2004) Airborne monitoring of vehicle activity in urban areas. In: Altan MO (ed) International Archives of Photogrammetry and Remote Sensing. Vol 35, Part B3, 973-979
  [Abstract][Paper]

PhD theses

• Türmer S (2014-05-06) Car detection in low frame-rate aerial imagery of dense urban areas. Dissertation. Technische Universität München (TUM), Ingenieurfakultät Bau Geo Umwelt, Photogrammetrie und Fernerkundung (Prof. Stilla).
  [Dissertation]
• Leitloff J (2011-09-26) Detektion von Fahrzeugen in optischen Satellitenbildern. Dissertation. Technische Universität München (TUM), Fakultät für Bauingenieur- und Vermessungswesen, Photogrammetrie und Fernerkundung (Prof. Stilla).
  [Dissertation]
• Yao W (2010-12-03) Extraction and velocity estimation of vehicles in urban areas from airborne laserscanning data. Dissertation. Technische Universität München (TUM), Fakultät für Bauingenieur- und Vermessungswesen, Photogrammetrie und Fernerkundung (Prof. Stilla).
  [Dissertation]
• Hedman K (2010-07-15) Statistical fusion of multi-aspect synthetic aperture radar data for automatic road extraction. Dissertation. Karlsruher Institut für Technologie, Fakultät für Bauingenieur-, Geo- und Umweltwissenschaften.
  [Dissertation]
• Wessel B (2006-05-29) Automatische Extraktion von Straßen aus SAR-Bilddaten. Dissertation. Technische Universität München (TUM), Fakultät für Bauingenieur- und Vermessungswesen, Photogrammetrie und Fernerkundung (Prof. Stilla).
  [Dissertation]

Visible (VIS), optical, space-borne, satellite

• Leitloff J, Hinz S, Stilla U (2010) Vehicle extraction from very high resolution satellite images of city areas. IEEE Trans. on Geoscience and Remote Sensing, 48(7): 2795-2806
  [doi: 10.1109/TGRS.2010.2043109]
• Leitloff J, Hinz S, Stilla U (2007) Estimation of traffic parameters in urban areas from satellite images. 2007 Urban Remote Sensing Joint event: URBAN 2007 - URS 2007, 1-6
  [doi:10.1109/URS.2007.371822][Paper]
• Leitloff J, Hinz S, Stilla U (2007) Inferring traffic activity from optical satellite images. In: Stilla U, Meyer H, Rottensteiner F, Heipke C, Hinz S (eds) PIA07 Photogrammetric Image Analysis 2007. International Archives of Photogrammetry, Remote Sensing, and Spatial Information Sciences, Vol 36(3/W49B): 89-93
  [[Paper]
• Leitloff J, Hinz S, Stilla U (2006) Automatic vehicle detection in satellite images. Symposium of ISPRS Commission III: Photogrammetric Computer Vision (PCV06). International Archives of Photogrammetry, Remote Sensing, and Spatial Information Sciences, 36(3): 221-227
  [Paper]
• Leitloff J, Hinz S, Stilla U (2006) Detection of vehicle queues in QuickBird imagery of city areas. PFG Photogrammetrie Fernerkundung Geoinformation, 2006(4): 315-325
• Hinz S, Leitloff J, Stilla U (2005) Context-Supported Vehicle Detection in Optical Satellite Images of Urban Areas. In: Proceedings of IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2005),5: 2937-2941
  [doi:10.1109/IGARSS.2005.1525684]
• Leitloff J, Hinz S, Stilla U (2005) Vehicle queue detection in satellite images of urban areas. In: Moeller M, Wentz E (eds) 3th International Symposium: Remote sensing and data fusion on urban areas, URBAN 2005. International Archives of Photogrammetry and Remote Sensing. Vol 36, Part 8 W27 (on CD)
• Leitloff J, S. Hinz S, Stilla U (2005) Vehicle queue detection in complex urban areas by extraction and analysis of linear features. In: Heipke C, Jacobsen K, Gerke M (eds) High-resolution earth imaging for geospatial information. International Archives of Photogrammetry and Remote Sensing. Vol 36 Part 1 W3 (on CD)
• Leitloff J, S. Hinz S, Stilla U (2005) Automatic vehicle detection in space images supported by digital map data. In: Stilla U, Rottensteiner F, Hinz S (eds) CMRT05. International Archives of Photogrammetry and Remote Sensing. Vol 36, Part 3 W24: 75-80
  [Paper]

Visible (VIS), optical, aerial, airborne, aircraft

• Tuermer S, Kurz F, Reinartz P, Stilla U (2013) Airborne vehicle detection in dense urban areas using HoG features and disparity maps. IEEE Journal of Selected Ropics in Applied Earth Observations and Remote Sensing (JSTARS).
  [doi:10.1109/JSTARS.2013.2242846]
• Tuermer S, Kurz F, Reinartz P, Stilla U (2012) Airborne traffic monitoring supported by fast calculated digital surface models. In: Proceedings of IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2012), 6837 - 6840
  [doi:10.1109/IGARSS.2012.6352593]
• Tuermer S, Leitloff J, Reinartz P, Stilla U (2011) Motion component supported boosted classifier for car detection in aerial imagery. In: Stilla U, Rottensteiner F, Mayer H, Jutzi B, Butenuth M (eds) PIA11 - Photogrammetric Image Analysis. International Archives of the Photogrammetry, Remote Sensing and spatial Information Sciences, 38 (3W/22): 215-220
  [Paper]
• Tuermer S, Leitloff J, Reinartz P, Stilla U (2011) Evaluation of selected features for car detection in aerial images. ISPRS Hannover Workshop 2011 (on CD)
  [Paper]
• Tuermer S, Leitloff J, Reinartz R, Stilla U (2011) Vehicle detection in aerial images using boosted classifier with motion mask. In: Stilla U, Gamba P, Juergens C, Maktav D (eds) JURSE 2011 - Joint Urban Remote Sensing Event, 17-20
  [Paper]
• Tuermer S, Leitloff J, Reinartz P, Stilla U (2010) Automatic vehicle detection in aerial image sequences of urban areas using 3D HoG features. PCV 2010 - Photogrammetric Computer Vision and Image Analysis. International Archives of Photogrammetry, Remote Sensing and Spatial Geoinformation Sciences, 38(3B): 50-54
  [Paper]
• Lenhart D, Hinz S, Leitloff J, Stilla U (2008) Automatic traffic monitoring based on aerial image sequences. Pattern Recognition and Image Analysis, Vol. 18 (3): 400–405
  [doi: 10.1134/S1054661808030061]
• Michaelsen E, Stilla U (2002) Probabilistic decisions in production nets: An example from vehicle recognition. In: Caelli T, Amin A, Duin RPW, Kamel M, Ridder Dde (eds) Structural, syntactic, and statistical pattern recognition: Joint IAPR International Workshops SSPR 2000 and SPR 2000, LNCS 2396, Berlin:Springer, 225-233
  [Abstract][Abstract(Springer)]
• Michaelsen E, Wankmueller U, Stilla U (2002) Comparing stereo 3-d with view-based vehicle recognition. In: Greiner G, Niemann H, Ertl T, Girod B, Seidel HP (eds) Vision, modeling, and visualization, VMV2002. Berlin:Infix, 347-354
  [Abstract]
• Michaelsen E, Stilla U (2000) Assessing the computational effort for structural 3D vehicle recognition. In: Ferri FJ, Inesta JM, Amin A, Pudil P (eds) Advances in Pattern Recognition: Joint IAPR International Workshops SSPR 2000 and SPR 2000, LNCS 1876. Berlin: Springer, 357-366
  [Abstract][Abstract(Springer)][Paper]
• Michaelsen E, Stilla U (2000) Ansichtenbasierte Erkennung von Fahrzeugen. In: Sommer G, Krüger N, Perwass C (eds) Mustererkennung 2000, Berlin:Springer, 245-252
  [Kurzfassung][Paper]
• Michaelsen E, Stilla U, Lütjen K (2000) Which mathematical Foundations support model based vehicle recognition. In: (eds) Pattern recognition and image analysis: Representation, processing, analysis and understanding of images. Vol. 2, 434-437
• Michaelsen E, Wankmüller U, Stilla U (1998) Wissenserwerb für Produktionsnetze zur 3D-Erkennung von Fahrzeugen. In: Levi P, Ahlers RJ, May F, Schanz M (eds), Mustererkennung 1998, Berlin: Springer, 507-514
  [Kurzfassung][Paper]
• Stilla U (1995) Map-aided structural analysis of aerial images. ISPRS Journal of photogrammetry and remote sensing, 50(4): 3-10
  [Abstract][Paper]
• Füger H, Stein G, Stilla U (1994) Multi-populations evolution strategies for structural image analysis. IEEE Conference on Evolutionary Computation (ICEC 94), Orlando, Vol I, 229-234
  [doi:10.1109/ICEC.1994.350011][Abstract][Paper]

Infrared (IR), thermal (TIR), optical, airborne, aircraft

• Yao W, Hinz S, Stilla U (2009) Automatic estimation of vehicle activity from airborne thermal infrared video of urban areas by trajectory classification. PFG Photogrammetrie Fernerkundung Geoinformation, 2009(5): 393-406
  [doi:10.1127/1432-8364/2009/0028][Paper]
• Yao W, Hinz S, Stilla (2008) Automatic analysis of traffic scenario from airborne thermal infrared video. XXI Congress, Proceedings. International Archives of Photogrammetry, Remote Sensing and Spatial Geoinformation Sciences, Vol 37(B3A): 223-228
  [Paper]
• Hinz S, Stilla U (2006) Car detection in aerial thermal images by local and global evidence accumulation. Pattern Recognition Letters 27:308-315
  [doi:10.1016/j.patrec.2005.08.013]
• Kirchhof M, Stilla U (2006) Detection of moving objects in airborne thermal videos. ISPRS Journal of Photogrammetry and Remote Sensing, 61(3-4):187-196
  [doi:10.1016/j.isprsjprs.2006.09.003]
• Michaelsen E, Kirchhof M, Jaeger K, Stilla U (2005) Classification of local structures in airborne thermal videos for vehicle detection. In: Moeller M, Wentz E (eds) 3th International Symposium: Remote sensing and data fusion on urban areas, URBAN 2005. International Archives of Photogrammetry and Remote Sensing. Vol 36, Part 8 W27(on CD)
• Michaelsen E, Stilla U (2003) Estimation of vehicle movement in urban areas from thermal video sequences. 2nd GRSS/ISPRS Joint Workshop on Remote Sensing and data fusion on urban areas, URBAN 2003. IEEE, 105-109 (ISBN 0-7803-7719-2)
  [doi:10.1109/DFUA.2003.1219967][Abstract]
• Michaelsen E, Stilla U (2003) Good sample consensus estimation of 2d-homographies for vehicle movment detection from thermal videos. In: Ebner H, Heipke C, Mayer H, Pakzad K (eds) Photogrammetric Image Analysis PIA03. International Archives of Photogrammetry and Remote Sensing. Vol. 34, Part 3/W8, 125-130
  [Abstract][Paper]
• Stilla U, Michaelsen E (2002) Estimating vehicle activity using thermal image sequences and maps. Symposium on geospatial theory, processing and applications. International Archives of Photogrammetry and Remote Sensing. Vol. 34, Part 4
  [Abstract][Paper>]
• Stilla U, Michaelsen E (2002) Detektion von Fahrzeugen in Videosequenzen von luftgetragen thermischen Kameras. Östereichische Zeitschrift für Vermessung und Geoinformation VGI, 90(3+4):79-86
  [Kurzfassung>][Abstract][Preprint][Paper]

LiDAR, LASER, optical, airborne, aircraft

• Wei Y, Yao W, Wu J, Schmitt M, Stilla U (2012) AdaBoost-based feature relevance assessment in fusing airborne LiDAR and image data for classification of trees and vehicles in urban scenes. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, I-7: 323-328
  [Paper]
• Yao W, Zhang M, Hinz S, Stilla U (2012) Airborne traffic monitoring in large areas using LiDAR data – theory and experiments. International Journal of Remote Sensing, 33(12): 3930-3945
  [doi:10.1080/01431161.2011.637528]
• Yao W, Wu J, Hinz S, Stilla U (2011) Investigation on the performance of velocity estimation of vehicles from airborne LiDAR data. In: Stilla U, Gamba P, Juergens C, Maktav D (eds) JURSE 2011 - Joint Urban Remote Sensing Event, 5-8
  [doi: 10.1109/JURSE.2011.5764705]
• Yao W, Stilla U (2011) Comparison of Two Methods for Vehicle Extraction From Airborne LiDAR Data Toward Motion Analysis. Geoscience and Remote Sensing Letters, 8(4): 607-611
  [doi: 10.1109/LGRS.2010.2097239]
• Yao W, Hinz S, Stilla U (2011) Extraction of motion estimation of vehicles in single-pass airborne LiDAR data towards urban traffic analysis. ISPRS Journal of Photogrammetry and Remote Sensing, 66(2011): 260-271
  [doi: 10.1016/j.isprsjprs.2010.10.005]
• Yao W, Hinz S, Stilla U (2010) 3D object-based classification for vehicle extraction from airborne LiDAR data by combining point shape information with spatial edge. IAPR Workshop on Pattern Recognition in Remote Sensing (PRRS), 1-4
  [doi:10.1109/PRRS.2010.5742804]
• Yao W, Hinz S, Stilla U (2010) Airborne Analysis and Assessment of Urban Traffic Scenes from LiDAR Data – Theory and Experiments. OTCBVS 2010
  [doi:10.1109/CVPRW.2010.5543901][Paper]
• Yao W, Hinz S, Stilla U (2010) Automatic vehicle extraction from airborne LiDAR data of urban areas aided by geodesic morphology. Pattern Recognition Letteres, 31(10): 1100-1108
  [doi: 10.1016/j.patrec.2010.02.006]
• Yao W, Hinz S, Stilla U (2009) Vehicle activity indication from airborne LiDAR data of urban areas by binary shape classification of point sets. In: Stilla U, Rottensteiner F, Paparoditis N (eds) CMRT09. International Archives of Photogrammetry, Remote Sensing and Spatial Geoinformation Sciences, Vol 38(3/W4): 187-192
  [Paper]
  
• Yao W, Hinz S, Stilla U (2009) Unveiling short-term dynamic of urban areas with airborne LiDAR data for change detection. Proceedings of the 2nd International Conference on Earth Observation for Global Changes, 1990-1998
  [Paper]
• Yao W, Hinz S, Stilla U (2009) Object extraction based on 3d-segmentation of LiDAR data by combining mean shift with normalized cuts: two examples from urban areas. Joint Urban Remote Sensing Event (JURSE 2009). IEEE
  [doi:10.1109/URS.2009.5137673][Paper]
• Yao W, Hinz S, Stilla U (2008) Traffic monitoring from airborne full-waveform LIDAR – Feasibility, simulation and analysis. XXI Congress, Proceedings. International Archives of Photogrammetry, Remote Sensing and Spatial Geoinformation Sciences, Vol 37(B3B):593-598
  [Paper]
• Yao W, Hinz S, Stilla U (2008) Automatic vehicle extraction from airborne LiDAR data of urban areas using morphological reconstruction. IAPR Workshop on Pattern Recognition in Remote Sensing (PRRS 2008), 1-4
  [doi:10.1109/PRRS.2008.4783167]

RADAR, SAR, airborne, aircraft

• Brenner AR, Essen H, Stilla U  (2012) Representation of stationary vehicles in ultra-high resolution SAR and turntable ISAR images. In: 9th European Conference on Synthetic Aperture Radar  (EUSAR),147-150
  [Paper]
• Maksymiuk O, Schmitt M, Brenner AR, Stilla U (2012) First investigations on detection of stationary vehicles in airborne decimeter resolution sAR data by supervised learning. In: Proceedings of IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2012), 3584 - 3587
  [doi:10.1109/IGARSS.2012.6350642]
• Hedman K, Stilla U, Lisini G, Gamba P (2010) Road network nxtraction in VHR SAR images of urban and suburban areas by means of class-aided feature-level fusion. IEEE Trans. on Geoscience and Remote Sensing, 48(3): 1294-1296
  [doi: 10.1109/TGRS.2009.2025123]
• Stilla U, Hedman K (2010) Feature Fusion Based on Bayesian Network Theory for Automatic Road Extraction, In: Soergel U (ed) Radar Remote Sensing of Urban Areas. Dordrecht: Springer, 69-86
• Hedman K, Hinz S, Stilla U (2008) Evaluation of a Statistical Fusion of Linear Features in SAR Data. In: Proceedings of IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 467-470
  [doi: 10.1109/IGARSS.2008.4779759]
• Hedman K, Hinz S, Stilla U (2007) Road extraction from SAR multi-aspect data supported by a statistical context-based fusion. 2007 Urban Remote Sensing Joint event: URBAN 2007 - URS 2007 (on CD)
  [Paper]
• Stilla U, Hinz S, Hedman K, Wessel B (2007) Road extraction from SAR imagery. In: Weng Q (ed) Remote Sensing of Impervious Surfaces. Boca Raton, FL: Taylor & Francis
  [ISBN: 9781420043747]
• Hedman K, Hinz S, Stilla U (2006) A Fusion Concept for Road Extraction from Multi-Aspect SAR Data. EARSEL Symposium, (on CD)
• Hedman K, Hinz S, Stilla U (2006) A Probabilistic Fusion Concept for Road Extraction from Multiple SAR Views. Proc. 6th European conference on synthetic aperture radar, EUSAR 2006. Berlin: VDE, (on CD)
• Hedman K, Hinz S, Stilla U (2006) Exploiting multi-aspect SAR data for object extraction. IEEE International Conference on Geoscience and Remote Sensing Symposium (IGARSS 2006), 2601-2604
  [doi:10.1109/IGARSS.2006.672]
• Hedman K, Hinz S, Stilla U (2006) A probabilistic fusion strategy applied to road extraction from multi-aspect SAR data. Symposium of ISPRS Commission III: Photogrammetric Computer Vision (PCV06). International Archives of Photogrammetry, Remote Sensing, and Spatial Information Sciences, 36(3): 55-60
  [Paper]
• Hedman K, Wessel B, Soergel U, Stilla U (2005) Automatic road extraction by fusion of multiple SAR views. In: Moeller M, Wentz E (eds) 3th International Symposium: Remote sensing and data fusion on urban areas, URBAN 2005. International Archives of Photogrammetry and Remote Sensing. Vol 36, Part 8 W27 (on CD)
• Hedman K, Wessel B, Stilla U (2005) A fusion strategy for extracted road networks from Multi-Aspect SAR Images. In: Stilla U, Rottensteiner F, Hinz S (eds) CMRT05. International Archives of Photogrammetry and Remote Sensing. Vol 36, Part 3 W24: 185-190
  [>Paper]
• Stilla U, Hedman K (2005) Road extraction from high resolution multi aspect SAR images. Proceedings of 28th General Assembly of International Union Radio Science (URSI), New Delhi, (Invited Paper), (on CD)
  [Paper]

Driver assistance, visible (VIS), mobile laser scanning (MLS)

• Albrecht CR, Kraus S, Stilla U (2020) Detection of lane markings in road scene images taken from a top-view camera system. International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, XLIII-B1-2020: 205–209
  [doi: 10.5194/isprs-archives-XLIII-B1-2020-205-2020] [Paper]
• Borgmann B, Hebel M, Arens M, Stilla U (2020) Pedestrian detection and tracking in sparse MLS point clouds using a neural network and voting-based approach. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, V-2-2020: 187–194
  [doi: 10.5194/isprs-annals-V-2-2020-187-2020][Paper]
• Xia Y, Liu W, Luo Z, Xu Y, Stilla U (2020) Completion of sparse and partial point clouds of vehicles using a novel end-to-end network. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, V-2-2020: 933–940
  [doi: 10.5194/isprs-annals-V-2-2020-933-2020][Paper][Presentation][YouTube]
• Albrecht C, Kraus S, Zimmermann A, Stilla U (2019) A concept for an automated approach of public transport vehi cles to a bus stop. International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, XLII-2/W16: 13–20
  [doi: 10.5194/isprs-archives-XLII-2-W16-13-2019][Paper]
• Borgmann B, Hebel M, Arens M, and Stilla U (2019) Using neural networks to direct objects in MLS point clouds based on local point neighborhoods. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, IV-2/W7: 17–24
  [doi: 10.5194/isprs-annals-IV-2-W7-17-2019][Paper]
• Hanel A, Stilla U (2019) Evaluation of iterative calibration of vehicle cameras using reference information from traffic signs. In: Donnellan B, Klein C, Helfert M, Gusikhin O (eds) Smart Cities, Green Technologies and Intelligent Transport Systems. SMARTGREENS 2018, VEHITS 2018. Communications in Computer and Information Science, vol 992. Cham: Springer
  [doi: 10.1007/978-3-030-26633-2_12]
• Hanel A, Stilla U (2019) Semantic road scene knowledge for robust self-calibration of environment-observing vehicle cameras. International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, XLII-2/W16: 103–110,
  [doi: 10.5194/isprs-archives-XLII-2-W16-103-2019][Paper]
• Hanel A, Sudi P, Pfenninger S, Steinbach E, Stilla U (2019) Filter-based pose estimation for electric vehicles relative to a ground-based charging platform using on-board camera images. 39. Wissenschaftlich-Technische Jahrestagung der DGPF, 28 54-67
  [Paper]
• Borgmann B, Hebel M , Arens M, Stilla U (2018) Fußgängerbezogene Informationsgewinnung zur Situationsanalyse mit einem mobilen Multisensorsystem. In: Kersten TP, Gülch E, Schiewe J, Kolbe TH, Stilla U (Hrsg) 38. Wissenschaftlich-Technische Jahrestagung der DGPF, 27: 363-375
  [Paper]
• Borgmann B, Hebel M, Arens M, Stilla U (2018) Usage of multiple LiDAR sensors on a mobile system for the detection of persons with implicit shape models. International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, XLII-2: 125–131
  [doi: 10.5194/isprs-archives-XLII-2-125-2018][Paper]
• Hanel A, Kreuzpaintner D, Stilla U (2018) Evaluation of a traffic sign detector by synthetic image data for advanced driver assistance systems. International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, XLII-2: 425–432
  [doi: 10.5194/isprs-archives-XLII-2-425-2018][Paper]
• Hanel A, Mitschke A, Boerner R, VanOpdenbosch D, Hoegner L, Brodie D, Stilla U (2018) Metric scale calulations for visual mapping algorithms. International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, XLII-2: 433–440
  [doi: 10.5194/isprs-archives-XLII-2-433-2018][Paper]
• Hanel A, Stilla U (2018) Traffic sign detection and recognition with convolutional neural networks. In: Kersten TP, Gülch E, Schiewe J, Kolbe TH, Stilla U (Hrsg) 38. Wissenschaftlich-Technische Jahrestagung der DGPF, 27: 355-362
  [Paper]
• Hanel A, Stilla U (2018). Iterative calibration of a vehicle camera using traffic signs detected by a convolutional neural network. Proceedings of the 4th International Conference on Vehicle Technology and Intelligent Transport Systems (VEHITS), 1: 187-195
  [doi: 10.5220/0006711201870195]
• Borgmann B, Hebel M, Arens M , Stilla U (2017) Konzept zur Gefährdungserkennung im städtischen Verkehrsraum durch Personendetektion in MLS-Punktwolken. In: Kersten TP (Hrsg) 37. Wissenschaftlich-Technische Jahrestagung der DGPF, 26: 262-275
  [Paper]
• Borgmann B, Hebel M, Arens M, Stilla U (2017) Detection of persoms in MLS point clouds. The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, XLII-2/W7: 203-210
  [doi: 10.5194/isprs-archives-XLII-2-W7-203-2017][Paper]
• Hanel A, Stilla U (2017) Calibration of a vehicle camera system with divergent fields-of-view in an urban environment. In: Kersten TP (Hrsg) 37. Wissenschaftlich-Technische Jahrestagung der DGPF, 26:160-169
  [Paper]
• Hanel A, Stilla U (2017) Structure-from-motion for calibration of a vehicle camera system with non-overlapping fields-of-view in an urban environment. In: The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, XLII-1-W1: 181-188
  [doi: 10.5194/isprs-archives-XLII-1-W1-181-2017][Paper]
• Hanel A, Kloeden H, Hoegner L, Stilla U (2016) Personendetektion in Grauwertbildern eines Stereo-Fahrzeugkamerasystems in Nachtsituationen mit variierenden Beleuchtungsverhältnissen. In: Kersten TP (Hrsg) 36. Wissenschaftlich-Technische Jahrestagung der DGPF, 177-187
  [Paper]
• Hanel A, Hoegner L, Stilla U (2016) Towards the influence of a car windshield on depth calculation with a stereo camera system. International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, XLI-B5: 461-468
  [doi:10.5194/isprs-archives-XLI-B3-241-2016][Paper]
• Hanel A, Kloeden H, Hoegner L, Stilla U (2015) Image based recognition of dynamic traffic situations by evaluating the exterior surrounding and interior space of vehicles. The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, XL-3/W3: 161-168
  [doi:10.5194/isprsarchives-XL-3-W3-161-2015][Paper]
• Hanel A, Kloeden H, Hoegner L, Stilla U (2015) Erkennung von Szenebeleuchtungen aus Bildern eines Fahrzeugkamerasystems zur Verbesserung der Objektdetektion. In: Kersten TP (Hrsg) 35. Wissenschaftlich-Technische Jahrestagung der DGPF, 254-262
  [Paper]
• Michaelsen E, Stilla U (2000) Assessing the computational effort for structural 3D vehicle recognition. In: Ferri FJ, Inesta JM, Amin A, Pudil P (eds) Advances in Pattern Recognition: Joint IAPR International Workshops SSPR 2000 and SPR 2000, LNCS 1876. Berlin: Springer, 357-366
  [Abstract][Abstract(Springer)][Paper]
• Michaelsen E, Stilla U (2000) Ansichtenbasierte Erkennung von Fahrzeugen. In: Sommer G, Krüger N, Perwass C (eds) Mustererkennung 2000, Berlin:Springer, 245-252
  [Kurzfassung][Paper]
• Michaelsen E, Stilla U, Lütjen K (2000) Which mathematical Foundations support model based vehicle recognition. In: (eds) Pattern recognition and image analysis: Representation, processing, analysis and understanding of images. Vol. 2, 434-437
• Sörgel U, Schulz K, Thönnessen U, Stilla U (2000) 3D-Visualization of interferometric SAR data. EUSAR00, 305-308
  [Abstract][Paper]
• Michaelsen E, Wankmüller U, Stilla U (1998) Wissenserwerb für Produktionsnetze zur 3D-Erkennung von Fahrzeugen. In: Levi P, Ahlers RJ, May F, Schanz M (eds), Mustererkennung 1998, Berlin: Springer, 507-514
  [Kurzfassung][Paper]

Vegetation monitoring, Single Tree Detetction, Tree Classification

• PhD theses
• Optical images - airborne platforms
• LiDAR - airborne platforms (ALS)
• LiDAR - mobilel platforms (MLS)
• SAR - airborne platforms

PhD theses

• Polewski P (2017-12-06) Reconstruction of standing and fallen single dead trees in forested areas from LiDAR data and aerial imagery. Dissertation. Technische Universität München (TUM), Ingenieurfakultät Bau Geo Umwelt, Photogrammetrie und Fernerkundung (Prof. Stilla).
  [Dissertation]
• Reitberger J (2010-05-11) 3D-Segmentierung von Einzelbäumen und Baumartenklassifikation aus Daten flugzeuggetragener Full Waveform Laserscanner. Dissertation. Technische Universität München (TUM), Fakultät für Bauingenieur- und Vermessungswesen, Photogrammetrie und Fernerkundung (Prof. Stilla).
  [Dissertation]

Optical, visible, NIR, airborne, aircraft

• Polewski P, Yao W, Heurich M, Krzystek P, Stilla U (2015) Detection of single standing dead trees from aerial color infrared imagery by segmentation with shape and intensity priors. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, II-3/W4: 181-188
  [doi:10.5194/isprsannals-II-3-W4-181-2015]

LASER, LiDAR, Full Waveform (FWF), airborne, aircraft

• Polewski P, Yao W, Heurich M, Krzystek P, Stilla U (2017) Learning a constrained conditional random field for enhanced segmentation of fallen trees in ALS point clouds. ISPRS Journal of Photogrammetry and Remote Sensing.
  [doi:10.1016/j.isprsjprs.2017.04.001]
• Polewski P, Yao W, Heurich M, Krzystek P, Stilla U (2017) A voting-based statistical cylinder detection framework applied to fallen tree mapping in terrestrial laser scanning point clouds. ISPRS Journal of Photogrammetry and Remote Sensing, 129: 118-130
  [doi: 10.1016/j.isprsjprs.2017.04.023]
• Polewski P, Erickson A, Yao W, Coops N, Krzystek P, Stilla U (2016) Object-based coregistration of terrestrial photogrammetric and ALS point clouds in forested areas. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, III-3: 347-354
  [doi:10.5194/isprs-annals-III-3-347-2016][Paper]
• Polewski P, Yao W, Heurich M, Krzystek P, Stilla U (2016) Combining active and semisupervised learning of remote sensing data within a Renyi entropy regularization framework. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 9(7): 2910-2922
  [doi:10.1109/JSTARS.2015.2510867]
• Polewski P, Yao W, Heurich M, Krzystek P, Stilla U (2015) Detection of fallen trees in ALS point clouds using a Normalized Cut approach trained by simulation. ISPRS Journal of Photogrammetry and Remote Sensing, 105: 252–271
  [doi:10.1016/j.isprsjprs.2015.01.010]
• Polewski P, Yao W, Heurich M, Krzystek P, Stilla U (2015) Active learning approach to detecting standing dead trees from ALS point clouds fused with aerial infrared imagery. IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW 2015), 10-18
  [doi:10.1109/CVPRW.2015.7301378]
• Polewski P, Yao W, Krystek P, Heurich M, Stilla U (2014) Detection of fallen trees in ALS point clouds of a temperate forest by combining point/primitive-level shape descriptors. In: Seyfert H (Hrsg) 34. Wissenschaftlich-Technische Jahrestagung der DGPF, 23
  [Paper]
• Polewski P, Yao W, Heurich M, Krzystek P, Stilla U (2014) Detection of fallen trees in ALS point clouds by learning the Normalized Cut similarity function from simulated samples. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, II-3: 111-118
  [doi:10.5194/isprsannals-II-3-111-2014][Paper]
• Wei Y, Yao W, Wu J, Schmitt M, Stilla U (2012) AdaBoost-based feature relevance assessment in fusing airborne LiDAR and image data for classification of trees and vehicles in urban scenes. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, I-7: 323-328
  [Paper]
• Reitberger J, Schnoerr Cl, Krzystek P, Stilla U (2009) 3D segmentation of single trees exploiting full waveform LIDAR data. ISPRS Journal of Photogrammetry and Remote Sensing, 64(6): 561-574
  [doi:10.1016/j.isprsjprs.2009.04.002]
  
• Reitberger J, Krzystek P, Stilla U (2009) Benefit of airborne full waveform LiDAR for 3d segmentation and classification of single trees. ASPRS 2009 Annual Conference (on CD-ROM)
  [Paper]
• Reitberger J, Krzystek P, Stilla U (2009) First/Last Pulse und Full Waveform Laserscanning zur 3D Kartierung von Wäldern. In: 29. Wissenschaftlich-Technische Jahrestagung der DGPF. Tagungsband 18
  [Paper]
• Stilla U, Jutzi B, Reitberger J, Yao W, Krzystek P (2009) Full Waveform Laserscanning - Auswertemethoden und Anwendungen. Terrestrisches Laserscanning (TLS2009), Schriftenreihe des DVW, Band 60: 49-67 (eingeladener Beitrag)
  [Paper]
• Reitberger J, Krzystek P, Stilla U (2008) Analysis of full waveform LIDAR data for the classification of deciduous and coniferous trees. International Journal of Remote Sensing, 29(5): 1407-1431
  [doi:10.1080/01431160701736448]
• Reitberger J, Schnoerr C, Krzystek P, Stilla U (2008) 3D segmentation of full waveform LiDAR data for single tree detection using normalized cut. XXI ISPRS Congress, Proceedings. International Archives of Photogrammetry, Remote Sensing and Spatial Geoinformation Sciences, Vol 37(B3A):77-84
  [Paper]
• Reitberger J, Schnoerr C, Krzystek P, Stilla U (2008) Towards 3D mapping of forests: A comparative study with first/last pulse and full waveform LiDAR data. XXI ISPRS Congress, Proceedings. International Archives of Photogrammetry, Remote Sensing and Spatial Geoinformation Sciences, Vol 37(B8):1397-1404
  [Paper]
• Reitberger J, Krzystek P, Stilla U (2008) 3D segmentation and classification of single trees with full waveform lidar data. SilviLaser 2008.
  [Paper]
• Reitberger J, Krzystek P, Stilla U (2007) Combined tree segmentation and stem detection using full waveform lidar data. Laser Scanning 2007. International Archives of Photogrammetry, Remote Sensing, and Spatial Information Sciences, 36 (3/W52): 332-337
  [Paper]
• Reitberger J, Heurich M, Krzystek P, Stilla U (2007) Stem detection of single trees in forest areas with high-density LiDAR data. In: Stilla U, Meyer H, Rottensteiner F, Heipke C, Hinz S (eds) PIA07 Photogrammetric Image Analysis 2007. International Archives of Photogrammetry and Remote Sensing. Vol 36(3/W49B): 139-144
  [Paper]
• Reitberger J, Krzystek P, Stilla U (2006) Analysis of full waveform LIDAR data for tree species classification. Symposium of ISPRS Commission III: Photogrammetric Computer Vision (PCV06). International Archives of Photogrammetry, Remote Sensing, and Spatial Information Sciences, 36(3): 228-233
  [Paper]

LASER, LiDAR, Mobile Laser Scanning (MLS)

• Hirt P-R, Hoegner L, Stilla U (2021) A concept for the segmentation of individual urban trees from dense MLS point clouds. International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, XLIII-B2-2021: 171–178
  [doi: 10.5194/isprs-archives-XLIII-B2-2021-171-2021][Paper][Presentation][YouTube]

RADAR, SAR, airborne, aircraft

• Magnard C, Morsdorf F, Small D, Stilla U, Schaepman ME, Meier E (2016) Single tree identification using airborne multibaseline SAR interferometry data. Remote Sensing of Environment, 186: 567-580
  [doi:10.1016/j.rse.2016.09.018]
• Maksymiuk O,, Schmitt M, Stilla U (2014) Single tree detection in millimeterwave SAR data by morphological attribute filters. In: Seyfert H (Hrsg) 34. Wissenschaftlich-Technische Jahrestagung der DGPF, 23
  [Paper]
• Stilla U, Schmitt M, Maksymiuk O, Auer S (2014) Towards the recognition of individual trees in decimeter-resolution airborne millimeterwave SAR. 8th IAPR Workshop on Pattern Recognition in Remote Sensing (PRRS), 1-4
  [doi:10.1109/PRRS.2014.6914287]
• Schmitt M, Brueck A, Schoenberger J, Stilla U (2013) Potential of airborne single-pass millimeterwave InSAR data for individual tree recognition. In: Seyfert H (Hrsg) 33. Wissenschaftlich-Technische Jahrestagung der DGPF, 22: 426-436
  [Paper]

Glacier monitoring, Glacier Flow

Optical, visible, space-borne, satellite

• Fang L, Hoegner L, Stilla U (2015) Automatic mapping of glacier based on SAR imagery by benefits of freely optical and thermal data. The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, XL-3/W2: 47-51
  [doi:10.5194/isprsarchives-XL-3-W2-47-2015]

Lidar, Laser, ALS, airborne, aircraft

• Lenhart D, Kager H, Eder K, Hinz S, Stilla U (2006) Hochgenaue Generierung des DGM vom vergletscherten Hochgebirge – Potential von Airborne Laserscanning. Arbeitsgruppe Automation in der Kartographie: Tagung 2005, Mitteilungen des Bundesamtes für Kartographie und Geodäsie, Band 36: 65-78
  [Paper]

RADAR, SAR, space-borne, satellite

• Fang L, Xu Y, Yao W, Stilla U (2016) Estimation of glacier surface motion by robust phase correlation and point like features of SAR intensity images. ISPRS Journal of Photogrammetry and Remote Sensing, 121: 92-112
  [doi:10.1016/j.isprsjprs.2016.08.012]
• Maksymiuk O, Mayer C, Stilla U (2016) Velocity estimation of glaciers with physically-based spatial regularization - Experiments using satellite SAR intensity images. Remote Sensing of Environment, 172(2016): 190–204
  [doi:10.1016/j.rse.2015.11.007]
• Fang L, Hoegner L, Stilla U (2015) Automatic mapping of glacier based on SAR imagery by benefits of freely optical and thermal data. The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, XL-3/W2: 47-51
  [doi:10.5194/isprsarchives-XL-3-W2-47-2015]
• Fang L, Maksymiuk O, Schmitt M, Stilla U (2014) Limits and Potentials of Comprehensive 2D Glacier Motion Estimation using Satellite SAR Data. In: Seyfert H (Hrsg) 34. Wissenschaftlich-Technische Jahrestagung der DGPF, 23
  [Paper]
• Fang L, Stilla U (2014) Masked Correlation for Improvement of 2D Glacier Motion Estimation Based on Terrasar-x Imagery. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences,  II-7: 9-13
  [doi:10.5194/isprsannals-II-7-9-2014]
• Fang L, Maksymiuk O, Schmitt M, Stilla U (2013) Improvement of motion estimation of the Taku Glacier using spaceborne SAR images. In: Seyfert H (Hrsg) 33. Wissenschaftlich-Technische Jahrestagung der DGPF, 22: 62-70
  [Paper]

Digital surface models (DSM), Buliding reconstruction, Change detection

• Overview
• PhD theses
• Optical sensors (VIS) - satellite platforms
• Optical sensors (VIS) - airborne platforms
• Optical sensors (VIS) - terrestrial platforms
• TIR sensors - airborne platforms
• TIR sensors - terrestrial platforms
• LiDAR sensors - airborne platforms
• SAR sensors - satellite platforms
• SAR sensors - airborne platforms

Overview

• Stilla U, Rottensteiner F, Hinz S (2015) CMRT15 - City Models, Roads and Traffic 2015: Preface. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, II-3/W5: 359-360
  [doi:10.5194/isprsannals-II-3-W5-359-2015]
• Stilla U, Rottensteiner F, Paparoditis N (2009)(eds) CMRT09 Object Extraction for 3D City Models, Road Databases, and Traffic Monitoring - Concepts, Algorithms, and Evaluation. International Archives of Photogrammetry and Remote Sensing and Spatial Information Sciences, Vol 38(3/W4)
  [Content]
• Mayer H, Hinz S, Stilla U (2008) Automated extraction of roads, buildings, and vegetation from multi-source data. In: Li, Chen, Baltsavias E (eds) Advances in Photogrammetry, Remote Sensing and Spatial Information Sciences: 2008 ISPRS Congress Book. London: Taylor & Francis, 213-226
  [ISBN 978-0-415-47805-2]
• Rottensteiner F, Stilla U (2005) Report: Object Extraction for 3D City Models, Road Databases, and Traffic Monitoring - Concepts, Algorithms, and Evaluation (CMRT05).ISPRS Society, 10(3): 15-16
  [Report]
• Stilla U, Rottensteiner F, Hinz S (2005)(eds) Object Extraction for 3D City Models, Road Databases, and Traffic Monitoring - Concepts, Algorithms, and Evaluation (CMRT05). International Archives of Photogrammetry and Remote Sensing. Vol 36, Part 3 W24.
  [Content]
• Stilla U, Michaelsen E, Soergel U, Hinz S, Ender HJ (2004) Airborne monitoring of vehicle activity in urban areas. In: Altan MO (ed) International Archives of Photogrammetry and Remote Sensing. Vol 35, Part B3, 973-979
  [Abstract][Paper]

PhD theses

• Iwaszczuk D (2015-05-26) Automatic texturing of 3d models of urban areas using image sequences from airborne TIR cameras. Dissertation. Technische Universität München (TUM), Ingenieurfakultät Bau Geo Umwelt, Photogrammetrie und Fernerkundung (Prof. Stilla).
  [Dissertation]
• Schmitt M (2014-07-28) Reconstruction of urban surface models from multi-aspect and multi-baseline interferometric SAR. Dissertation. Technische Universität München (TUM), Ingenieurfakultät Bau Geo Umwelt, Photogrammetrie und Fernerkundung (Prof. Stilla)
  [Dissertation]
• Hoegner L (2014-05-28) Automatische Texturierung von Gebäudemodellen aus terrestrischen IR-Bildfolgen. Dissertation. Technische Universität München (TUM), Ingenieurfakultät Bau Geo Umwelt, Photogrammetrie und Fernerkundung (Prof. Stilla).
  [Dissertation]
• Hebel M (2012-09-18) Änderungsdetektion in urbanen Gebieten durch objektbasierte Analyse und schritthaltenden Vergleich von Multi-Aspekt ALS-Daten. Dissertation. Technische Universität München (TUM), Fakultät für Bauingenieur- und Vermessungswesen, Photogrammetrie und Fernerkundung (Prof. Stilla).
  [Dissertation]
• Jutzi B (2007-09-25) Analyse der zeitlichen Signalform von rückgestreuten Laserpulsen. Dissertation. Technische Universität München (TUM), Fakultät für Bauingenieur- und Vermessungswesen, Photogrammetrie und Fernerkundung (Prof. Stilla).
  [Dissertation]

Optical, visible, space-borne, satellite

... under constructtion ...

Optical, visible, airborne, aircraft, UAV

... under constructtion ...

Optical, visible, terestrial, mobile mapping

... under constructtion ...

TIR, thermal infrared, airborne, aircraft

• Iwaszczuk D, Stilla U (2017) Camera pose refinement by matching uncertain 3D building models with thermal infrared image sequences for high quality texture extraction. ISPRS Journal of Photogrammetry and Remote Sensing, 132: 33-47
  [doi:10.1016/j.isprsjprs.2017.08.006]
• Iwaszczuk D, Stilla U (2016) Quality assessment of building textures extracted from oblique airborne thermal imagery. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, III-1: 3-8
  [doi:10.5194/isprs-annals-III-1-3-2016][Paper]
• Iwaszczuk D, Hoegner L, Stilla U (2015) Quality-based building-texture selection from different sensors. JURSE 2015 IEEE
  [doi:10.1109/JURSE.2015.7120352]
• Iwaszczuk D, Stilla U (2014) Texturierung und Update von 3D Gebäudemodellen unter Verwendung von Schrägsichtaufnahmen luftgetragener TIR-Kamera. In: Seyfert H (Hrsg) 34. Wissenschaftlich-Technische Jahrestagung der DGPF, 23
  [Paper]
• Iwaszczuk D, Stilla U (2014) Alignment of 3D building models and TIR video sequences with line tracking. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Vol. II-1/2014: 17-24
  [doi:10.5194/isprsannals-II-1-17-2014][Paper]
• Iwaszczuk D, Stilla U (2014) Identification of Errors in 3D Building Models by a Robust Camera Pose Estimation.  International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, XL-3: 133-137
  [doi:10.5194/isprsarchives-XL-3-133-2014][Paper]
• Iwaszczuk D, Hoegner L, Stilla U (2013) Zuordnung von 3D Gebäudemodellen und IR-Videosequenzen mit Linienverfolgung. In: Seyfert H (Hrsg) 33. Wissenschaftlich-Technische Jahrestagung der DGPF, 22: 220-227
  [Paper]
• Iwaszczuk D, Helmholz P, Belton D, Stilla U (2013) Model-to-Image registration and automatic texture mapping using a video sequence taken by a mini UAV. ISPRS Hannover Workshop 2013, 151-156
  [doi: 10.5194/isprsarchives-XL-1-W1-151-2013][Paper]
• Iwaszczuk D, Hoegner L, Schmitt M, Stilla U (2012) Linienbasiertes Matching von 3D-Gebäudemodellen mit IR Luftbildsequenzen zur automatischen Texturgewinnung. Tagungsband 32. Wissenschaftlich-Technische Jahrestagung der DGPF, 195-201
  [Paper]
• Iwaszczuk D, Hoegner L, Schmitt, Stilla U (2012) Hierarchical matching of uncertain building models with oblique airborne IR image sequences. Proceedings of XXII International Society for Photogrammetry & Remote Sensing Congress
• Iwaszczuk D, Hoegner L, Schmitt M, Stilla U (2012): Line based matching of uncertain 3D building models with IR image sequences for precise texture extraction. Photogrammetrie Fernerkundung Geoinformation 2012 (5): 511-521
  [doi:10.1127/1432-8364/2012/0135][Paper]
• Michaelsen E, Iwaszczuk D, Sirmacek B., Hoegner L, Stilla U (2011) Gestalt grouping on façade textures from IR image sequences: Comparing different production systems. Proceedings of XXII International Society for Photogrammetry & Remote Sensing Congress
• Iwaszczuk D, Hoegner L, Stilla U (2011) Detection of windows in IR building textures using masked correlation. In: Stilla U, Rottensteiner F, Mayer H, Jutzi B, Butenuth M (eds) Photogrammetric Image Analysis, ISPRS Conference, PIA 2011. Lecture Notes in Computer Sciences (LNCS) 6952, Heidelberg: Springer, 133-146
  [doi:10.1007/978-3-642-24393-6_16]
• Iwaszczuk D, Hoegner L, Stilla U (2011) Detection of windows in building textures from airborne and terrestrial infrared image sequences. 7th International Symposium on Mobile Mapping Technology (MMT)
• Iwaszczuk D, Hoegner L, Stilla U (2011) Matching of 3D building models with IR images for texture extraction. In: Stilla U, Gamba P, Juergens C, Maktav D (eds) JURSE 2011 - Joint Urban Remote Sensing Event, 25-28
  [doi:10.1109/JURSE.2011.5764710]
• Iwaszczuk D, Stilla U (2010) A concept for assignment of textures to partially occluded faces of 3d city models stored in CityGML. in: Kolbe T, Koenig G, Nagel C (eds) International Conference on 3D Geoinformation (3D GeoInfo). International Archives of Photogrammetry, Remote Sensing and Spatial Geoinformation Sciences, 38(4W15): 57-62
  [Paper]
• Iwaszczuk D, Stilla U (2010) Quality measures for textures extracted from airborne IR image sequences. PCV 2010 - Photogrammetric Computer Vision and Image Analysis. International Archives of Photogrammetry, Remote Sensing and Spatial Geoinformation Sciences, 38(3A): 79-84
  [Paper]
• Iwaszczuk D, Avbelj J, Stilla U (2010) Matching von 3D Gebäudemodellen mit Wärmebildern einer flugzeuggetragenen IR-Kamera. In: Kohlhofer G, Franzen M (Hrsg) Dreiländertagung, 30. Wissenschaftlich-Technische Jahrestagung der DGPF, 19: 334-341
• Iwaszczuk D, Stilla U (2010) Anreicherung der Gebäudehüllen mit Oberflächenstrukturen in CityGML. Arbeitsgruppe Automation in der Kartographie, Photogrammetrie und GIS, Tagung 2009, Mitteilungen des Bundesamtes für Kartographie und Geodäsie, Frankfurt: Bundesamt für Kartographie und Geodäsie, 45: 82-91
• Kolecki J, Stilla U (2010) Calibration of an IR camera system for automatic texturing of 3D building models by direct geo-referenced images. Eurocow 2010

TIR, thermal infrared, mobile mapping

... under constructtion ...

LASER, LiDAR, Full Waveform (FWF), airborne, aircraft

• Hebel M, Arens M, Stilla U (2013) Change detection in urban areas by object-based analysis and on-the-fly comparison of multi-view ALS data. ISPRS Journal of Photogrammetry and Remote Sensing 86 (2013): 52–64
  [doi:10.1016/j.isprsjprs.2013.09.005]
• Hebel M, Stilla U (2013) Automatische Änderungsdetektion beim vorwärtsblickenden Airborne Laser Scanning urbaner Gebiete. gis.SCIENCE; Die Zeitschrift für Geoinformatik, 2013(2): 51-56
• Stilla U, Hebel M (2013) Änderungsdetektion beim vorwärtsblickenden Airborne Laser Scanning urbaner Räume. In: Hanke K, Weinold T (Hrsg) 17. Internationale Geodätische Woche Obergurgl 2013. Berlin: Wichmann, 228-237
  [Paper]
• Tuttas S, Stilla U (2013) Rekonstruktion von Fenstern aus Schrägsicht-ALS Punktwolken zur Anreicherung von Gebäudemodellen. In: Seyfert H (Hrsg) 33. Wissenschaftlich-Technische Jahrestagung der DGPF, 22: 363-372
  [Paper]
• Tuttas S, Stilla U (2013) Reconstruction of façades in point clouds from multi aspect oblique ALS. ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., II-3/W3, 91-96
  [doi:10.5194/isprsannals II-3-W3-91-2013]
• Hebel M, Stilla U (2012) Simultaneous calibration of ALS systems and alignment of multiview LiDAR scans of urban areas. IEEE Transactions on Geoscience and Remote Sensing, 50(6): 2364-2379
  [doi:10.1109/TGRS.2011.2171974]
• Tuttas S, Stilla U (2012) Reconstruction of rectangular windows in multi-looking oblique view ALS data. ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., I-3, 317-322,
  [doi:10.5194/isprsannals-I-3-317-2012]
• Tuttas S, Stilla U (2012) Extraction of façades with window information from oblique view airborne laser scanning point clouds. In: Borrmann A, Geyer P, de Wilde P, Rafiq Y (eds) Proceedings of the 2012 eg-ice Workshop.
  [Paper]
• Wei Y, Yao W, Wu J, Schmitt M, Stilla U (2012) AdaBoost-based feature relevance assessment in fusing airborne LiDAR and image data for classification of trees and vehicles in urban scenes. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, I-7: 323-328
  [Paper]
• Hebel M, Arens M, Stilla U (2011) Change detection in urban areas by direct comparison of multi-view and multi-temporal ALS data. In: Stilla U, Rottensteiner F, Mayer H, Jutzi B, Butenuth M (eds) Photogrammetric Image Analysis, ISPRS Conference, PIA 2011. Lecture Notes in Computer Sciences (LNCS) 6952, Heidelberg: Springer, 185-196
  [doi:10.1007/978-3-642-24393-6_16]
• Stilla U (2011) Full Waveform Laserscanning: Auswertung und ALS / TLS -Anwendungen. In: Grimm-Pitzinger A, Weinhold T (Hrsg.) 16. Internationale Geodätische Woche Obergurgl 2011. Heidelberg: Wichmann, 155-166
• Tuttas S, Stilla U (2011) Window detection in sparse point clouds using indoor points. In: Stilla U, Rottensteiner F, Mayer H, Jutzi B, Butenuth M (eds) PIA11 - Photogrammetric Image Analysis. International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 38 (3W/22): 131-136
  [Paper]
• Wu J, Ji S, Yao W, Stilla U (2011) Building boundary improvement for true orthophoto generation by fusing airborne LiDAR data. In: Stilla U, Gamba P, Juergens C, Maktav D (eds) JURSE 2011 - Joint Urban Remote Sensing Event, 125-128
  [doi: 10.1109/JURSE.2011.5764735]
• Hebel M, Stilla U (2010) LiDAR-supported navigation of UAVs over urban areas. Surveying and Land Information Science, 70(3): 139-149
• Hebel M, Stilla U (2010) ALS-aided navigation of helicopters or UAVs over urban terrain. Eurocow 2010
  [Paper]
• Yao W, Stilla U (2010) Mutual Enhancement of Weak Laser Pulses for Point Cloud Enrichment Based on Full-Waveform Analysis. IEEE Transactions on Geoscience and Remote Sensing, 48(9): 3571-3579
  [doi: 10.1109/TGRS.2010.2047109]
• Hebel M, Arens M, Stilla U (2009) Utilization of 3d city models and airborne laser scanning for terrain-based navigation of helicopters and UAVs. In: Stilla U, Rottensteiner F, Paparoditis N (eds) CMRT09. International Archives of Photogrammetry, Remote Sensing and Spatial Geoinformation Sciences, Vol 38(3/W4): 187-192
  [Paper]
  
• Hebel M, Stilla U (2009) Automatische Koregistrierung von ALS-Daten aus mehreren Schrägansichten städtischer Quartiere. PFG Photogrammetrie Fernerkundung Geoinformation, 2009(3): 261-175
  [doi:10.1127/0935-1221/2009/0021][Paper]
  
• Hebel M, Stilla U (2009) Objektbasierte Koregistrierung von Laserscannerdaten bei der luftgestützten Erfassung urbaner Gebiete. In: Photogrammetrie - Laserscanning - Optische 3D-Messtechnik, Beiträge der Oldenburger 3D-Tage 2009. Wichmann, 82-89
  ISBN 978-3-87907-478-5
• Hebel M, Stilla U (2009) Automatische Koregistrierung von Laserdaten aus mehreren Schrägansichten städtischer Gebiete. In: Götting R, Schubert G (Hrsg.) Forum3D. 3D Technologien an der Technischen Universität München: 9-30
• Stilla U, Jutzi B, Reitberger J, Yao W, Krzystek P (2009) Full Waveform Laserscanning - Auswertemethoden und Anwendungen. Terrestrisches Laserscanning (TLS2009), Schriftenreihe des DVW, Band 60: 49-67 (eingeladener Beitrag)
  [Paper]
• Yao W, Hinz S, Stilla U (2009) Unveiling short-term dynamic of urban areas with airborne LiDAR data for change detection. Proceedings of the 2nd International Conference on Earth Observation for Global Changes, 1990-1998
  [Paper]
• Yao W, Hinz S, Stilla U (2009) Object extraction based on 3d-segmentation of LiDAR data by combining mean shift with normalized cuts: two examples from urban areas. Joint Urban Remote Sensing Event (JURSE 2009). IEEE
  [doi:10.1109/URS.2009.5137673][Paper]
• Fu Q, Fan H, Wehr A, Stilla U (2008) Estimation of opto-mechanical parameters for calibration of laser scanners. XXI ISPRS Congress, Proceedings. International Archives of Photogrammetry, Remote Sensing and Spatial Geoinformation Sciences, Vol 37(B3B):55-60
  [Paper]
• Hebel M, Stilla U (2008) Pre-classification of points and segmentation of urban objects by scan line analysis of airborne. XXI ISPRS Congress, Proceedings. International Archives of Photogrammetry, Remote Sensing and Spatial Geoinformation Sciences, Vol 37(B3A):105-110
  [Paper]
• Stilla U, Yao W, Jutzi B (2007) Detection of weak laser pulses by full waveform stacking. In: Stilla U, Meyer H, Rottensteiner F, Heipke C, Hinz S (eds) PIA07 Photogrammetric Image Analysis 2007. International Archives of Photogrammetry, Remote Sensing, and Spatial Information Sciences, Vol 36(3/W49A):25-30
  [Paper]
• Jutzi B, Stilla U (2006) Precise range estimation on known surfaces by analysis of fullwaveform laser. Symposium of ISPRS Commission III: Photogrammetric Computer Vision (PCV06). International Archives of Photogrammetry, Remote Sensing, and Spatial Information Sciences, 36 (3):234-239
  [Paper]
• Jutzi B, Stilla U (2006) Range determination with waveform recording laser systems using a Wiener Filter. ISPRS Journal of Photogrammetry and Remote Sensing, 61(2):95-107
  [doi:10.1016/j.isprsjprs.2006.09.001]
• Jutzi B, Stilla U (2005) Erfassung und Analyse der zeitlichen Signalform bei gepulsten Lasersystemen. In: Luhman T (ed) Photogrammetrie, Laserscanning, Optische 3D-Messtechnik. Heidelberg: Wichmann, 203-213
• Jutzi B, Stilla U (2005) Waveform processing of laser pulses for reconstruction of surfaces in urban areas. In: Moeller M, Wentz E (eds) 3th International Symposium: Remote sensing and data fusion on urban areas, URBAN 2005. International Archives of Photogrammetry and Remote Sensing. Vol 36, Part 8 W27 (on CD)
  [Paper]
• Jutzi B, Neulist J, Stilla U (2005) High-Resolution waveform acquisition and analysis for pulsed laser. In: Heipke C, Jacobsen K, Gerke M (eds) High-resolution earth imaging for geospatial information. International Archives of Photogrammetry and Remote Sensing. Vol 36 Part 1 W3 (on CD)
  [Paper]
• Jutzi B, Neulist J, Stilla U (2005) Sub-pixel edge localization based on laser waveform analysis. In: Vosselman G, Brenner C (eds) Laserscanning 2005. International Archives of Photogrammetry and Remote Sensing. Vol. 36, Part 3/W19, 109-114
  [Paper]
• Jutzi B, Stilla U (2005) Measuring and processing the waveform of laser pulses. In: Gruen A, Kahmen H (eds) Optical 3-D Measurement Techniques VII. Vol. I, 194-203
  [Paper]
• Jutzi B, Stilla U (2005) Waveform analysis of laser pulses for gaining range accuracy. ISPRS WGI/2 Workshop on 3D Mapping from InSAR and LiDAR (on CD)
• Jutzi B, Stilla U (2004) Extraction of features from objects in urban areas using space-time analysis of recorded laser pulses. In: Altan MO (ed) International Archives of Photogrammetry and Remote Sensing. Vol. 35, Part B2, 1-6
  [Abstract][Paper]
• Jutzi B, Stilla U (2003) Analysis of laser pulses for gaining surface features of urban objects. 2nd GRSS/ISPRS Joint Workshop on Remote Sensing and data fusion on urban areas, URBAN 2003. IEEE, 13-17 (ISBN 0-7803-7719-2)
  [doi:10.1109/DFUA.2003.1219949][Abstract]
• Jutzi B, Stilla U (2003) Laser pulse analysis for reconstruction and classification of urban objects. In: Ebner H, Heipke C, Mayer H, Pakzad K (eds) Photogrammetric Image Analysis PIA03. International Archives of Photogrammetry and Remote Sensing. Vol. 34, Part 3/W8, 151-156
  [Abstract][Paper]
• Jutzi B, Eberle B, Stilla U (2002) Estimation and measurement of backscattered signals from pulsed laser radar. In: Serpico SB (ed) Image and signal processing for remote sensing VIII. SPIE Proceedings. Vol. 4885: 256-267
  [Abstract][Preprint]
• Stilla U, Sörgel U, Thönnessen U, Michaelsen E (2001) Segmentation of LIDAR and INSAR elevation data for building reconstruction. In: Gruen A, Baltsavias EP, vanGool L (eds) Automatic extraction of man-made objects from aerial and space images (III), Lisse: Balkema 297-307
  [Abstract]
• Geibel R, Stilla U (2000) Segmentation of laser-altimeter data for building reconstruction: Comparison of different procedures. International Archives of Photogrammetry and Remote Sensing. Vol. 33, Part B3, 326-334
  [Abstract][Paper]
• Stilla U, Jurkiewicz K (1999) Reconstruction of building models from maps and laser altimeter data. In: Agouris P, Stefanidis A (eds) Integrated spatial databases:Digital images and GIS, LNCS 1737. Berlin:Springer, 34-46
  [Abstract][Abstract(Springer)][Paper]
• Stilla U, Jurkiewicz K (1999) Automatic reconstruction of roofs from maps and elevation data. In: Baltsavias et al.(eds) Int. Archives of Photogrammetry and Remote Sensing, Vol 32, Part 7-4-3W6,139-143
  [Abstract][Paper]
• Stilla U, Geibel R, Repasi E (1998) Generation and update of 3D-city models from maps and elevation data. In: Ikeuchi K (ed) Proceedings of MVA'98, 42-45
  [Paper]

RADAR, SAR, satellite, space-borne

• Novack T, Stilla U (2015) Discrimination of urban settlement types based on space-borne SAR datasets and a conditional random fields model. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, II-3/W4: 143-148
  [doi:10.5194/isprsannals-II-3-W4-143-2015]
• Novack T, Maksymiuk O, Stilla U (2014) Discriminative learning of Conditional Random Fields applied for the classification of urban settlement types. In: Seyfert H (Hrsg) 34. Wissenschaftlich-Technische Jahrestagung der DGPF, 23
  [Paper]
• Novack T, Stilla U (2014) Classification of Urban Settlements Types based on space-borne SAR datasets. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, II-7: 55-60
  [doi:10.5194/isprsannals-II-7-55-2014]
• Novack T, Maksysymiuk O, Stilla U (2013) A concept for guiding the learning of conditional random fields for the classification of urban areas in SAR Images. In: Seyfert H (Hrsg) 33. Wissenschaftlich-Technische Jahrestagung der DGPF, 22: 152-159
  [Paper]
• Novack T, Kux H, Esch T, Stilla U (2011) A feature selection analysis of WorldView-II data for similar urban targets discrimination. In: Stilla U, Gamba P, Juergens C, Maktav D (eds) JURSE 2011 - Joint Urban Remote Sensing Event, 389-392
  [doi:10.1109/JURSE.2011.5764801]
• Novack T, Esch T, Kux H, Stilla U (2011) Machine learning comparison between WorldView-2 and QuickBird-2-simulated imagery regarding object-based urban land cover classification. Remote Sens., 3(10), 2263-2282
  [doi:10.3390/rs3102263]
• Suri S, Türmer S, Reinartz P, Stilla U (2009) Registration of high resolution SAR and optical satellite imagery in urban areas. ISPRS Hannover Workshop 2009: High-resolution earth Imaging for geospatial information. 38(1-4-7/W5)
  [Paper]

RADAR, SAR, airborne, aircraft

• Schmitt M, Stilla U (2015) Möglichkeiten der Erzeugung städtischer Oberflächenmodelle mit interferometrischer SAR-Fernerkundung. GIS.Science
• Schmitt M, Schoenberger JL, Stilla U (2014) Benefit of using multiple baselines and multiple aspects for SAR interferometry of urban areas. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 7(10): 4107-4118
  [doi:10.1109/JSTARS.2014.2311505]
• Schmitt M, Schonberger JL, Stilla U (2014) Adaptive Covariance Matrix Estimation for Multi-Baseline InSAR Data Stacks. IEEE Transactions on Geoscience and Remote Sensing, 52(11): 6807-6817
  [doi:10.1109/TGRS.2014.2303516]
• Schmitt M, Stilla U (2014)Maximum-likelihood estimation for multi-aspect multi-baseline SAR interferometry of urban areas. ISPRS Journal of Photogrammetry and Remote Sensing, 87: 68–77
  [doi:10.1016/j.isprsjprs.2013.10.006]
• Schmitt M, Stilla U (2014) Maximum-likelihood-based approach for single-pass synthetic aperture radar tomography over urban areas. IET Radar Sonar Navigation, 8(9): 1–9
  [doi:10.1049/iet-rsn.2013.0378]
• Schmitt M, Stilla U (2014) Generating point clouds of forested areas from airborne millimeter wave InSAR data. IEEE International Geoscience and Remote Sensing Symposium (IGARSS): 1-4
  [doi:10.1109/IGARSS.2014.6946340]
• Schmitt M, Stilla U (2014) Comparison of multi-aspect multi-baseline SAR interferometry and multi-aspect TomoSAR reconstruction results. In: Proceedings of 10th European Conference on Synthetic Aperture Radar (EUSAR 2014).
• Schmitt M, Stilla U (2013) Adaptive multilooking of airborne single-pass multi-baseline InSAR stacks. IEEE Transactions on Geoscience and Remote Sensing, 52(1): 205-312
  [doi:10.1109/TGRS.2013.2238947]
• Schmitt M, Stilla U (2013) Compressive sensing based layover separation in airborne single pass multi-baseline InSAR data. IEEE Geoscience and Remote Sensing Letters 10 (2): 313-317
  [doi:10.1109/LGRS.2012.2204230]
• Schmitt M, Stilla U (2012) Layover Separation in Airborne Single Pass Multi-baseline InSAR Data Based on Compressive Sensing. In: 9th European Conference on Synthetic Aperture Radar  (EUSAR), 30-33
  [Paper]
• Schmitt M, Stilla U (2012): Adaptive multilooking of airborne Ka-band multi-baseline InSAR data of urban areas. In: Proceedings of IEEE Geoscience and Remote Sensing Symposium (IGARSS 2012), Munich: 7401-7404
  [doi:10.1109/IGARSS.2012.6351919]
• Stilla U (2012) Urban remote sensing by ultra high resolution SAR. In: Proceedings of IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2012), 5406-5409
  [doi:10.1109/IGARSS.2012.6352384]
• Schmitt M, Magnard C, Brehm T, Stilla U (2011) Towards airborne single pass decimeter resolution SAR interferometry over urban areas. In: Stilla U, Rottensteiner F, Mayer H, Jutzi B, Butenuth M (eds) Photogrammetric Image Analysis, ISPRS Conference, PIA 2011. Lecture Notes in Computer Sciences (LNCS) 6952, Heidelberg: Springer, 197-208
  [doi:10.1007/978-3-642-24393-6_17]
  
• Schmitt M, Stilla U (2011) Fusion of airborne multi-aspect InSAR data by simultaneous backward geocoding. In: Stilla U, Gamba P, Juergens C, Maktav D (eds) JURSE 2011 - Joint Urban Remote Sensing Event, 53-56
  [doi:10.1109/JURSE.2011.5764717]
• Michaelsen E, Stilla U, Soergel U, Doktorski L (2010) Extraction of building polygons from SAR images: Grouping and decision-level in the GESTALT system. Pattern Recognition Letteres, 31(10): 1071-1076
  [doi: 10.1016/j.patrec.2009.10.004]
• Schmitt M, Stilla U (2010) Utilization of airborne multi-aspect InSAR data for the generation of urban ortho-images. Proceedings of IGARSS 2010, 3937-3940
  [doi: 10.1109/IGARSS.2010.5649384]
• Schmitt M, Stilla U (2010) Registration of Airborne Multi-Aspect InSAR Images of Urban Areas. 8th European Conference on Synthetic Aperture Radar  (EUSAR).
• Michaelsen E, Doktorski L, Soergel U, Stilla U (2008) Extraction of building polygons from SAR images: Grouping and decision-level in the GESTALT system. IAPR Workshop on Pattern Recognition in Remote Sensing (PRRS 2008), 1-4
  [doi:10.1109/PRRS.2008.4783165]

Medical Image analysis, Reconstruction, Electrical Fields

PhD theses

• Selby B (2013-02-25) Bildgestuetzte 3D Vermessung von Patienten zur Positionierung für die radiologische Krebstherapie. Dissertation. Technische Universität München (TUM), Fakultät für Bauingenieur- und Vermessungswesen, Photogrammetrie und Fernerkundung (Prof. Stilla).
  [Dissertation]
  
  

Tomography, Image Guided Therapy

• Selby BP, Sakas G, Groch W-D, Stilla U (2011) Absolute orientation of stereoscopic cameras by aligning contours in pairs of images and reference images. In: Stilla U, Rottensteiner F, Mayer H, Jutzi B, Butenuth M (eds) Photogrammetric Image Analysis, ISPRS Conference, PIA 2011. Lecture Notes in Computer Sciences (LNCS) 6952, Heidelberg: Springer, 25-36
  [doi:10.1007/978-3-642-24393-6_3]
  
• Selby B,  Sakas G; Groch W-D, Stilla U (2011) Patient positioning with X-ray detector self-calibration for image guided therapy. Australasian Physical & Engineering Sciences in Medicine, 348(3): 391-400
  [doi: 10.1007/s13246-011-0090-4]
• Selby BP, Sakas G, Walter S, Groch W-D, Stilla U (2010) The effects of radiometry on the accuracy of intensity based registration. 20th International Conference on Pattern Recognition (ICPR 2010), 4528-4531
  [doi:10.1109/ICPR.2010.1100]
• Selby BP, Sakas G, Walter S, Groch W-D, Stilla U (2010) A Radiometry tolerant method for direct 3D/2D registration of computed tomography data to X-ray images: Transfer function independent registration. Bildverarbeitung für die Medizin (BVM) 2010 (in press)
• Selby BP, Walter S, Sakas G, Groch WD, Stilla U (2009) An X-ray and computed tomography based registration method for patient to beam alignment designed for high reliability despite of degraded X-ray image quality. In: Proceedings of the 48th Conference of the Particle Therapy Co-Operative Group (PTCOG). 48: 128--129
  [doi: 10.3205/09ptcog181]
• Selby BP, Sakas G, Walter S, Stilla U (2008) Automatic determination of absolute CT coordinates using a table inlay. Abstract book: 20th European Congress of Radiology (ECR), Vienna, 2008.
• Selby BP; Sakas G, Walter S, Groch W-D, Stilla U (2008) Patient Alignment Estimation in Six Degrees of Freedom Using a CT-scan and a Single X-ray Image. In: Tolxdorff T et al. (eds.) Gesellschaft für Informatik (GI): Bildverarbeitung für die Medizin 2008. Proceedings: Algorithmen, Systeme, Anwendungen. Heidelberg: Springer, 127-132
  [Paper]
• Selby BP, Sakas G, Walter S, Groch W-D, Stilla U (2008) Reconstruction and registration of multispectral x-ray images for reliable alignment correction in radiation treatment devices. Medical Imaging 2008: Image Processing, eds. Joseph M. Reinhardt, Josien P. W.Pluim, Proceedings of SPIE Volume: 6914, 2008.
• Selby BP, Sakas G, Walter S, Uwe Stilla U (2008) Geometry calibration for x-ray equipment in radiation treatment devices and estimation of remaining patient alignment errors. Medical Imaging 2008: Physics of Medical Imaging, eds. Jiang Hsieh, Ehsan Samei, Proceedings of SPIE Volume: 6913, 2008.
• Selby BP, Walter S, Sakas G, Stilla U (2008) Automatic Geometry Calibration of X-Ray Equipment for Image Guided Radiotherapy.In: Particle Therapy Co-Operative Group (PTCOG) Proceedings Vol. 47: 119
  []
• Selby BP, Sakas G, Walter S, Groch WD, Stilla U (2008) Selective X-Ray reconstruction and registration for pose estimation in 6 degrees of freedom.XXI Congress, Proceedings. International Archives of Photogrammetry, Remote Sensing and Spatial Geoinformation Sciences, Vol 37(B5): 799-804
  [Paper]
• Selby BP, Sakas G, Walter S, Groch WD, Stilla U (2008) Internal Evaluation of Registration Results for Radiographic Images. In: Proceedings of 19th International Conference on Pattern Recognition (ICPR). Tampa : 1–4
  [doi:10.1109/ICPR.2008.4761692][Paper]
• Selby BP, Sakas G, Walter S, Groch WD, Stilla U (2007) Pose estimation of eyes for particle beam treatment of tumors. In: Horsch A, Deserno TM, Handels H, Meinzer H-P, Tolxdorff T (eds) Bildverarbeitung für die Medizin 2007. Berlin: Springer, 368-373
• Selby BP, Sakas G, Walter S, Groch W-D, Stilla U (2007) Detection of pose changes for spatial objects from projective images. In: Stilla U, Meyer H, Rottensteiner F, Heipke C, Hinz S (eds) PIA07 Photogrammetric Image Analysis 2007. International Archives of Photogrammetry and Remote Sensing. Vol 36(3/W49A):105-110
  [Paper]
• Selby BP, Sakas G, Walter S, U Stilla U (2007) Geometry calibration for X-ray equipment in radiation treatment devices. In: Tavares JMRS, Jorge RMN (eds) Computational Vision and Medical Image Processing: Proc of VIPIMAGE 2007. London: Taylor & Francis, 247-252
  [ISBN 978-0-415-45777-4]

Electrical Fields, Simulation

• Stilla U, Meyer-Waarden K (1990) Berechnung elektrischer Felder in biologischen Medien unter Berücksichtigung der komplexen Gewebeleitfähigkeit. Biomed. Tech., 35, Ergänzbd., 1990: 144-145
  [Kurzfassung]
• Stilla U, Schlüter H, Meyer-Waarden K (1989) Classification of tomography data in 3-dimensional image reconstruction. International society for bio-analoging skeletal implants (BIOSIS), May 18-20, Vevey, Switzerland
  [Abstract][Kurzfassung]
• Friedmann B, Stilla U, Meyer-Waarden K (1988) Beitrag zur Iontophorese. Biomed. Tech., 33: 2-6
  [Kurzfassung][Abstract][doi:10.1515/bmte.1988.33.1-2.2]
• Friedmann B, Stilla U (1988) Significance of dielectrophoresis and orientating forces on hydroxy apatite in bone repair. Transactions of the 8 th ann. meet. of the bioelectr. repair and grouth soc. (BRAGS), Washington DC, 1988
• Joos B, Stilla U, Friedmann B, Meyer-Waarden K (1988) Ermittlung der elektrischen Feldstärke im menschlichen Herzen verursacht durch äussere elektrische Felder. Biomed. Tech., 33, Ergänzbd., 1988: 265-266
  [doi:10.1515/bmte.1988.33.s2.265]
• Philipps F, Stilla U, Meyer-Waarden K (1988) Ermittlung der kritischen Magnetflussdichten für den menschlichen Körper. Biomed. Tech. 33, Ergänzbd., 1988: 267-268
  [doi:10.1515/bmte.1988.33.s2.267]
• Stilla U, Friedmann B (1988) MR-Daten als Grundlage der Simulation elektrischer Feldverteilung im Menschen. In: Nüsslin F (Hrsg.) Medizinische Physik 88, 677-681
  [Kurzfassung]
• Stilla U (1987) Modellbildung des menschlichen Körpers durch ein elektrisches Netzwerk und Entwicklung der Software zur numerischen Berechnung elektrischer Felder in biologischen Geweben mit dem Vektorrechner. Karlsruhe: Universität, Fakultät für Elektrotechnik, Inst. f. Biokyb. u. Biomed. Tech., Diplomarbeit
• Stilla U, Friedmann B, Meyer-Waarden K (1987) Berechnung elektrischer Felder auf der Basis von klassifizierten NMR-Bilddaten. Biomed. Tech., 32: 288-292
  [Kurzfassung][Abstract][doi: 10.1515/bmte.1987.32.11.288]