DocumentCode
62594
Title
Synthetic Images for Evaluating Topographic Correction Algorithms
Author
Sola, Ion ; Gonzalez-Audicana, Maria ; Alvarez-Mozos, Jesus ; Torres, Jose Luis
Author_Institution
Dept. of Projects & Rural Eng., Public Univ. of Navarre, Pamplona, Spain
Volume
52
Issue
3
fYear
2014
fDate
Mar-14
Firstpage
1799
Lastpage
1810
Abstract
In the last years, many topographic correction (TOC) methods have been proposed to correct the illumination differences between the areas observed by optical remote sensors. Although the available number of TOC methods is high, the evaluation of their performance generally relies on the existence of precise land-cover information, and a standardized and objective evaluation procedure has not been proposed yet. In this paper, we propose an objective procedure to assess the accuracy of these TOC methods on the basis of simulated scenes, i.e., synthetically generated images. These images represent the radiance an optical sensor would receive under specific geometric and temporal acquisition conditions and assuming a certain land-cover type. A simplified method for creating synthetic images using the state-of-the-art irradiance models is proposed, both considering the real topography of a certain area [synthetic real (SR) image] or considering the relief of this area as being completely flat [synthetic horizontal image (SH)]. The comparison between the corrected image obtained by applying a TOC method to the SR and SH images of the same area, allows assessing the performance of each TOC algorithm. This comparison is quantitatively carried out using the structural similarity index. The proposed TOC evaluation procedure is applied to a specific case study in northern Spain to explain its implementation and demonstrate its potential. The procedure proposed in this paper could be also used to assess the behavior of TOC methods operating under different scenarios considering diverse topographic, geometrical, and temporal acquisition configurations.
Keywords
geometry; geophysical techniques; land cover; remote sensing; topography (Earth); SH image; SR image; TOC algorithm performance; TOC evaluation procedure; TOC method accuracy; TOC method behavior; TOC method number; diverse geometrical acquisition configuration; diverse temporal acquisition configuration; diverse topographic acquisition configuration; illumination differences; land-cover type; northern Spain; objective evaluation procedure; optical remote sensors; optical sensor radiance; precise land-cover information; real topography; simplified method; simulated scenes; specific case study; specific geometric acquisition condition; specific temporal acquisition condition; standardized evaluation procedure; state-of-the-art irradiance models; structural similarity index; synthetic horizontal image; synthetic real image; synthetically generated images; topographic correction algorithm evaluation; topographic correction methods; Irradiance; synthetic image; topographic correction (TOC);
fLanguage
English
Journal_Title
Geoscience and Remote Sensing, IEEE Transactions on
Publisher
ieee
ISSN
0196-2892
Type
jour
DOI
10.1109/TGRS.2013.2255296
Filename
6516578
Link To Document