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:: Volume 4, Issue 3 (12-2016) ::
jgit 2016, 4(3): 43-56 Back to browse issues page
Outlier Detection and Relative RPC Modification of Satellite Stereo Images Using RANSAC+RPC Algorithm
Nurollāh Tatar * , Mohammad Saadatsresht , Hossein Arefi
School of Surveying and Geospatial Information Engineering, College of Engineering, University of Tehran
Abstract:   (4223 Views)

Satellite image providers usually present Rational Polynomial Coefficients (RPCs) as a user friendly solution for georeferencing of images. As RPCs are determined independently for each image scene, there are both absolute and relative georeferencing biases will in stereo scenes. Relative orientation of a stereo scene needs some conjugate image points. Speeded up robust features (SURF) operator is a powerful computer vision algorithm for image feature extraction and matching. Usually some of the features are not actually matched and are outliers. In this paper RANSAC+RPC algorithm is employed to simultaneously detect these outliers and modify the relative bias of RPCs. Our experiments on GeoEye-1 over Qom city and IRS-P5 over Rudehen district, both in central Iran, demonstrated the capability of our proposed algorithm. Though the RPC modification was done robustly for relative orientation of stereo scenes, yet improvement in the reconstructed 3D coordinates are in the range of sub-pixel accuracy. Our experiments demonstrate that the relative RPC shift and drift error will not cause any accuracy improvement in 3D reconstruction problem.

Keywords: Rational Polynomial Coefficients (RPC), RPC Modification, Satellite Stereo Imagery, RANSAC+RPC, Outlier Detection
Full-Text [PDF 1019 kb]   (1638 Downloads)    
Type of Study: Research | Subject: Aerial Photogrammetry
Received: 2016/03/5 | Accepted: 2016/09/5 | Published: 2017/02/28
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Tatar N, Saadatsresht M, Arefi H. Outlier Detection and Relative RPC Modification of Satellite Stereo Images Using RANSAC+RPC Algorithm. jgit 2016; 4 (3) :43-56
URL: http://jgit.kntu.ac.ir/article-1-220-en.html

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Volume 4, Issue 3 (12-2016) Back to browse issues page
نشریه علمی-پژوهشی مهندسی فناوری اطلاعات مکانی Engineering Journal of Geospatial Information Technology
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