Skip to main content

2016 | OriginalPaper | Buchkapitel

Automatic Detection and Feature Estimation of Windows from Mobile Terrestrial LiDAR Data

verfasst von : Ahmad K. Aijazi, Paul Checchin, Laurent Trassoudaine

Erschienen in: Intelligent Autonomous Systems 13

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

This work presents a new method of automatic window detection in 3D LiDAR point clouds obtained from mobile terrestrial data acquisition systems in the urban environment. The proposed method first segments out 3D points belonging to the building façade from the 3D urban point cloud and then projects them onto a 2D plane parallel to the building façade. After point inversion within a watertight boundary, windows are segmented out based on geometrical information. The window features are then estimated exploiting both symmetrically corresponding windows in the façade as well as temporally corresponding windows in successive passages, based on ANOVA measurements. This unique fusion of information not only accommodates for lack of symmetry but also helps complete missing features due to occlusions. The estimated windows are then used to refine the 3D point cloud of the building façade. The results, evaluated on real data using different standard evaluation metrics, demonstrate the efficacy of the method.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Mayer, H., Reznik, S.: Building façade interpretation from image sequences. In: ISPRS Workshop CMRT. Volume 2005. (2005) Mayer, H., Reznik, S.: Building façade interpretation from image sequences. In: ISPRS Workshop CMRT. Volume 2005. (2005)
2.
Zurück zum Zitat Ali, H., Seifert, C., Jindal, N., Paletta, L., Paar, G.: Window Detection in Façades. In: Image Analysis and Processing. 14th International Conference on. (2007) 837–842 Ali, H., Seifert, C., Jindal, N., Paletta, L., Paar, G.: Window Detection in Façades. In: Image Analysis and Processing. 14th International Conference on. (2007) 837–842
3.
Zurück zum Zitat Lee, S.C., Nevatia, R.: Extraction and Integration of Window in a 3D Building Model from Ground View Images. In: Proc. of the 2004 IEEE Computer Society Conference on Computer Vision and Pattern Recognition. Volume 2, IEEE (2004) II-113 Lee, S.C., Nevatia, R.: Extraction and Integration of Window in a 3D Building Model from Ground View Images. In: Proc. of the 2004 IEEE Computer Society Conference on Computer Vision and Pattern Recognition. Volume 2, IEEE (2004) II-113
4.
Zurück zum Zitat Pauly, M., Mitra, N.J., Wallner, J., Pottmann, H., Guibas, L.: Discovering Structural Regularity in 3D Geometry. ACM Transactions on Graphics 27 (2008) #43, 1–11 Pauly, M., Mitra, N.J., Wallner, J., Pottmann, H., Guibas, L.: Discovering Structural Regularity in 3D Geometry. ACM Transactions on Graphics 27 (2008) #43, 1–11
5.
Zurück zum Zitat Ali, H., Ahmed, B., Paar, G.: Robust Window Detection from 3D Laser Scanner Data. In: CISP 2008 Congress on Image and Signal Processing, May 28–30 2008 Sayna/Hainan, China. Volume 2. (2008) 115–118 genaue Daten + Seitenzahlen nachtragen Ali, H., Ahmed, B., Paar, G.: Robust Window Detection from 3D Laser Scanner Data. In: CISP 2008 Congress on Image and Signal Processing, May 28–30 2008 Sayna/Hainan, China. Volume 2. (2008) 115–118 genaue Daten + Seitenzahlen nachtragen
6.
Zurück zum Zitat Triebel, R., Kersting, K., Burgard, W.: Robust 3D scan point classification using associative Markov networks. In: Proc. IEEE Intl Conf. on Robotics and Automation (ICRA). (2006) 2603–2608 Triebel, R., Kersting, K., Burgard, W.: Robust 3D scan point classification using associative Markov networks. In: Proc. IEEE Intl Conf. on Robotics and Automation (ICRA). (2006) 2603–2608
7.
Zurück zum Zitat Zheng, Q., Sharf, A., Wan, G., Li, Y., Mitra, N.J., Cohen-Or, D., Chen, B.: Non-local Scan Consolidation for 3D Urban Scenes. ACM Trans. Graph. 29 (2010) 94:1–94:9 Zheng, Q., Sharf, A., Wan, G., Li, Y., Mitra, N.J., Cohen-Or, D., Chen, B.: Non-local Scan Consolidation for 3D Urban Scenes. ACM Trans. Graph. 29 (2010) 94:1–94:9
8.
Zurück zum Zitat Shen, C.H., Huang, S.S., Fu, H., Hu, S.M.: Adaptive Partitioning of Urban Façades. ACM Trans. Graph. 30 (2011) 184:1–184:10 Shen, C.H., Huang, S.S., Fu, H., Hu, S.M.: Adaptive Partitioning of Urban Façades. ACM Trans. Graph. 30 (2011) 184:1–184:10
9.
Zurück zum Zitat Mesolongitis, A., Stamos, I.: Detection of windows in point clouds of urban scenes. In: CVPR Workshops, IEEE (2012) 17–24 Mesolongitis, A., Stamos, I.: Detection of windows in point clouds of urban scenes. In: CVPR Workshops, IEEE (2012) 17–24
10.
Zurück zum Zitat Pu, S., Vosselman, G.: Extracting windows from terrestrial laser scanning. In: IAPRS & SIS. Volume XXXVI (Part 3/W52)., Espoo, Finland (2007) Pu, S., Vosselman, G.: Extracting windows from terrestrial laser scanning. In: IAPRS & SIS. Volume XXXVI (Part 3/W52)., Espoo, Finland (2007)
11.
Zurück zum Zitat Aijazi, A.K., Checchin, P., Trassoudaine, L.: Segmentation Based Classification of 3D Urban Point Clouds: A Super-Voxel Based Approach. Remote Sensing 5 (2013) 1624–1650 Aijazi, A.K., Checchin, P., Trassoudaine, L.: Segmentation Based Classification of 3D Urban Point Clouds: A Super-Voxel Based Approach. Remote Sensing 5 (2013) 1624–1650
12.
Zurück zum Zitat Aijazi, A.K., Checchin, P., Trassoudaine, L.: Automatic Removal of Imperfections and Change Detection for Accurate 3D Urban Cartography by Classification and Incremental Updating. Remote Sensing 5 (2013) 3701–3728 Aijazi, A.K., Checchin, P., Trassoudaine, L.: Automatic Removal of Imperfections and Change Detection for Accurate 3D Urban Cartography by Classification and Incremental Updating. Remote Sensing 5 (2013) 3701–3728
13.
Zurück zum Zitat Tuttas, S., Stilla, U.: Window detection in sparse point clouds using indoor points. In: IAPRS & SIS. Volume XXXVIII (Part 3/W22)., Munich, Germany (2011) Tuttas, S., Stilla, U.: Window detection in sparse point clouds using indoor points. In: IAPRS & SIS. Volume XXXVIII (Part 3/W22)., Munich, Germany (2011)
14.
Zurück zum Zitat Fernández, Ó.: Obtaining a best fitting plane through 3d georeferenced data. Journal of Structural Geology 27 (2005) 855–858 Fernández, Ó.: Obtaining a best fitting plane through 3d georeferenced data. Journal of Structural Geology 27 (2005) 855–858
15.
Zurück zum Zitat Tabachnick, B.G., Fidell, L.S.: Using Multivariate Statistics (5th Edition). Allyn & Bacon, Inc., Needham Heights, MA, USA (2006) Tabachnick, B.G., Fidell, L.S.: Using Multivariate Statistics (5th Edition). Allyn & Bacon, Inc., Needham Heights, MA, USA (2006)
16.
Zurück zum Zitat Becker, S., Haala, N.: Refinement of Building Façades by Integrated Processing of LiDAR and Image Data. In: Proceedings of ISPRS Technical Commission III Symposium “Photogrammetric Image Analysis”. Volume 36 (Part 3/W49A)., Munich, Germany (2007) 7–12 Becker, S., Haala, N.: Refinement of Building Façades by Integrated Processing of LiDAR and Image Data. In: Proceedings of ISPRS Technical Commission III Symposium “Photogrammetric Image Analysis”. Volume 36 (Part 3/W49A)., Munich, Germany (2007) 7–12
18.
Zurück zum Zitat Vihinen, M.: How to evaluate performance of prediction methods? Measures and their interpretation in variation effect analysis. BMC Genomics 13(Suppl 4) (2012) S2 Vihinen, M.: How to evaluate performance of prediction methods? Measures and their interpretation in variation effect analysis. BMC Genomics 13(Suppl 4) (2012) S2
19.
Zurück zum Zitat Aijazi, A.K., Checchin, P., Trassoudaine, L.: Automatic detection and feature estimation of windows in 3D urban point clouds exploiting facade symmetry and temporal correspondences. International Journal of Remote Sensing 35 (2014) 7726–7748 Aijazi, A.K., Checchin, P., Trassoudaine, L.: Automatic detection and feature estimation of windows in 3D urban point clouds exploiting facade symmetry and temporal correspondences. International Journal of Remote Sensing 35 (2014) 7726–7748
Metadaten
Titel
Automatic Detection and Feature Estimation of Windows from Mobile Terrestrial LiDAR Data
verfasst von
Ahmad K. Aijazi
Paul Checchin
Laurent Trassoudaine
Copyright-Jahr
2016
DOI
https://doi.org/10.1007/978-3-319-08338-4_48