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 language | English |
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Pages (from-to) | 244-254 |
Number of pages | 11 |
Journal | Computers and Geosciences |
Volume | 72 |
DOIs | |
State | Published - Nov 2014 |
Keywords
- Aerial triangulation
- Error propagation
- Exterior orientation
- GPS/INS
- Image matching
- KLT algorithm