Geo-positioning accuracy improvement is one of the most important step of remote sensing image preprocessing. Traditional methods require a large number of ground control points(GCPs) which consuming lots of manpower and financial resources. With the resolution up to 0.8m, the original geo-positioning accuracy of the Chinese Gaofen(GF-2) multi-angle imagery is about 90m which means a limited application in geometric processing. In this paper, we propose a new method to improve the geometric performance of the multi-angle satellite imagery based on the geometric error sources of this experimental dataset without GCPs. Under the condition of weak intersection of our test dataset, we use a DEM-assisted approach to acquire a more accurate initial position accuracy of all tie points, and all extracted data is clustered by the Density based spatial clustering of applications with noise(DBSCAN) algorithm in order to eliminate points or impages with large positioning error automatically. Then, the error-based block adjustment model are proposed and investigated to improved the geometric performance of the experimental dataset. Based on our proposed method, 142 multi-angle GF-2 satellite images covering the western Beijing area are experimented and the root mean square error(RMSE) of the geometric accuracy is improved up to about 12m in plane and 6m in height, which shows a significantly improvement in geo-positioning accuracy of these multi-angle GF-2 remote sensing imagery.
[1]
Yongjun Zhang,et al.
DEM-Assisted RFM Block Adjustment of Pushbroom Nadir Viewing HRS Imagery
,
2016,
IEEE Transactions on Geoscience and Remote Sensing.
[2]
Andrew V. Knyazev,et al.
Toward the Optimal Preconditioned Eigensolver: Locally Optimal Block Preconditioned Conjugate Gradient Method
,
2001,
SIAM J. Sci. Comput..
[3]
Zhang Xinwei.
ZY-3 Satellite Remote Sensing Technology
,
2012
.
[4]
Michal Daszykowski,et al.
Revised DBSCAN algorithm to cluster data with dense adjacent clusters
,
2013
.
[5]
Chien-Liang Liu,et al.
DEM-Aided Block Adjustment for Satellite Images With Weak Convergence Geometry
,
2010,
IEEE Transactions on Geoscience and Remote Sensing.
[6]
Jinshan Cao.
Block adjustment of zy-3 multi-temporal images without ground control points
,
2017,
2017 2nd International Conference on Frontiers of Sensors Technologies (ICFST).