Automatic shadow detection for precise matching points extraction

Junho Yeom, Youkyung Han, Yongil Kim

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Using multi-sensor or multi-temporal high resolution satellite images is essential for efficient city analysis and modeling. Yet even when acquired from the same location, these multi-modal images have a geometric inconsistency because of their motion instability, orbital change, and geometrically corrected level. Matching points between images, therefore, must be extracted to co-register the images. With images of an urban area, however, it is difficult to extract matching points because buildings, trees, bridges, and other artificial objects cause shadows, which have different intensities and directions in multi-temporal images. In this study, we propose a shadow detection method to increase the correct-match rate of matching points. The shadow segments are extracted using spatial and spectral attributes derived from the image segmentation. Also, we consider information of shadow adjacency with the building edge buffer. Finally, matching points are extracted through the SIFT method, the representative matching points extraction method, and the points extracted from shadow segments are eliminated from matching point pairs. The results of our study show that we can raise the correct-match rate by about 11% using the proposed shadow detection method.

Original languageEnglish
Title of host publication33rd Asian Conference on Remote Sensing 2012, ACRS 2012
Pages1898-1902
Number of pages5
StatePublished - 2012
Event33rd Asian Conference on Remote Sensing 2012, ACRS 2012 - Pattaya, Thailand
Duration: 26 Nov 201230 Nov 2012

Publication series

Name33rd Asian Conference on Remote Sensing 2012, ACRS 2012
Volume3

Conference

Conference33rd Asian Conference on Remote Sensing 2012, ACRS 2012
Country/TerritoryThailand
CityPattaya
Period26/11/1230/11/12

Keywords

  • Building edge buffer
  • Co-registration
  • High resolution satellite image
  • Matching points
  • Shadow detection

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