Using GPS/INS data to enhance image matching for real-time aerial triangulation

Supannee Tanathong, Impyeong Lee

Research output: Contribution to journalArticlepeer-review

7 Scopus citations

Abstract

Direct georeferencing is a promising technique for determining the exterior orientation parameters (EO) of a camera in real-time through the integration of GPS/INS sensors. Instead of using expensive devices, we improve the accuracy of the directly measured EOs through aerial triangulation (AT) and rely on tie-points. In this work, using GPS/INS data, we enhance the KLT tracker to achieve accuracy and speed that is compatible with real-time aerial triangulation. Given GPS/INS data from medium-grade sensors, the proposed system is 48% faster than the original work and tie-points extracted by our system are 6.33% more accurate and more evenly distributed than tie-points extracted by the original work. The AT processing results show that tie-points from the proposed work can reduce the RMSE of the directly measured EOs by 17.87% for position and 23.37% for attitude. Thus, we conclude that our proposed system can be integrated with real-time aerial triangulation.

Original languageEnglish
Pages (from-to)244-254
Number of pages11
JournalComputers and Geosciences
Volume72
DOIs
StatePublished - Nov 2014

Keywords

  • Aerial triangulation
  • Error propagation
  • Exterior orientation
  • GPS/INS
  • Image matching
  • KLT algorithm

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