Advanced search
Publication Cover
International Journal of Remote Sensing Volume 32, 2011 - Issue 1
Submit an article Journal homepage
774
Views
66
CrossRef citations to date
0
Altmetric
Original Articles

Information fusion of aerial images and LIDAR data in urban areas: vector-stacking, re-classification and post-processing approaches

Xin Huang The State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, People's Republic of ChinaCorrespondence[email protected]
,
Liangpei Zhang The State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, People's Republic of China
&
Wei Gong The State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, People's Republic of China
Pages 69-84 | Received 02 Jun 2008, Accepted 27 Feb 2009, Published online: 06 Feb 2011

References

  • Benediktsson , J.A. , Palmason , J.A. and Sveinsson , J.R. 2005 . Classification of hyperspectral data from urban areas based on extended morphological profiles . IEEE Transactions on Geoscience and Remote Sensing , 43 : 480 – 491 .
  • Bruzzone , L. and Carlin , L. 2006 . A multilevel context-based system for classification of very high spatial resolution images . IEEE Transactions on Geoscience and Remote Sensing , 44 : 2587 – 2600 .
  • Cortes , C. and Vapnik , V. 1995 . Support vector networks . Machine Learning , 20 : 273 – 297 .
  • Dell'Acqua , F. and Gamba , P. 2006 . Discriminating urban environments using multiscale texture and multiple SAR images . International Journal of Remote Sensing , 27 : 3797 – 3812 .
  • Foody , G.M. and Mathur , A. 2004 . A relative evaluation of multiclass image classification of support vector machines . IEEE Transactions on Geoscience and Remote Sensing , 42 : 1335 – 1343 .
  • Gamba , P. and Houshmand , B. 2002 . Joint analysis of SAR, LIDAR and aerial imagery for simultaneous extraction of land cover, DTM and 3D shape of buildings . International Journal of Remote Sensing , 23 : 4439 – 4450 .
  • Gao , Y. , Mas , J.F. , Maathuis , B.H.P. , Zhang , X. and Van Dijk , P.M. 2006 . Comparison of pixel-based and object-oriented image classification approaches – a case study in a coal fire area, Wuda, Inner Mongolia, China . International Journal of Remote Sensing , 27 : 4039 – 4055 .
  • Geerling , G.W. , Labrador-Garcia , M. , Clevers , J.G.P.W. , Ragas , A.M.J. and Smits , A.J.M. 2007 . Classification of floodplain vegetation by data fusion of spectral (CASI) and LiDAR data . International Journal of Remote Sensing , 28 : 4263 – 4284 .
  • Hay , G.J. , Blaschke , T. , Marceau , D.J. and Bouchard , A. 2003 . A comparison of three image-object methods for the multiscale analysis of landscape structure . ISPRS Journal of Photogrammetry and Remote Sensing , 57 : 327 – 345 .
  • Hodgson , M.E. , Jensen , J.R. , Tullis , J.A. , Riordan , K.D. and Archer , C.M. 2003 . Synergistic use of Lidar and color aerial photography for mapping urban parcel imperviousness . Photogrammetric Engineering and Remote Sensing , 69 : 973 – 980 .
  • Huang , X. and Zhang , L. 2008 . An adaptive mean-shift analysis approach for object extraction and classification from urban hyperspectral imagery . IEEE Transactions on Geoscience and Remote Sensing , 46 : 4173 – 4185 .
  • Huang , X. , Zhang , L. and Li , P. 2007a . Classification and extraction of spatial features in urban areas using high resolution multispectral imagery . IEEE Geoscience and Remote Sensing letters , 4 : 260 – 264 .
  • Huang , X. , Zhang , L. and Li , P. 2007b . An adaptive multiscale information fusion approach for feature extraction and classification of IKONOS multispectral imagery over urban areas . IEEE Geoscience and Remote Sensing Letters , 4 : 654 – 658 .
  • Lee, J.H. and Lin, C.J., 2000, Automatic model selection for support vector machines. Technical report, Department of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan, ROC. Available online at http://www.csie.ntu. edu.tw/~cjlin/looms/ (http://www.csie.ntu. edu.tw/~cjlin/looms/)
  • Nguyen , M.Q. , Atkinson , P.M. and Lewis , H.G. 2005 . Superresolution mapping using a hopfield neural network with LIDAR data . IEEE Geoscience and Remote Sensing Letters , 2 : 366 – 370 .
  • Puissant , A. , Hirsch , J. and Weber , C. 2005 . The utility of texture analysis to improve per-pixel classification for high to very high spatial resolution imagery . International Journal of Remote Sensing , 4 : 733 – 745 .
  • Secord , J. and Zakhor , A. 2007 . Tree detection in urban regions using aerial lidar and image data . IEEE Geoscience and Remote Sensing Letters , 4 : 196 – 200 .
  • Waske , B. and van der Linden , S. 2008 . Classifying multilevel imagery from SAR and optical sensors by decision fusion . IEEE Transactions on Geoscience and Remote Sensing , 46 : 1457 – 1466 .

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Order Reprints Request Corporate Permissions

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

Request Academic Permissions

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.

Related research

People also read lists articles that other readers of this article have read.

Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine.

Cited by lists all citing articles based on Crossref citations.
Articles with the Crossref icon will open in a new tab.