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Integrating physical model and image simulations to correct topographic effects on surface reflectance.

Authors :
Yu, Wentao
Huang, Huabing
Liu, Qiang
Wang, Jie
Source :
ISPRS Journal of Photogrammetry & Remote Sensing. May2024, Vol. 211, p356-371. 16p.
Publication Year :
2024

Abstract

Topography complicates the illumination distribution over rugged terrains and hinders the applications of surface reflectance data over mountainous areas. Topographic correction is an essential process to remove the topographic effects in surface reflectance data. This study proposed a Physical model and image Simulation-based topographic Correction method (PSC) for atmospherically corrected surface reflectance images. In contrast with traditional methods, the proposed approach explicitly estimates the illumination distribution over rugged terrains based on image information and then corrects the topographic effects following physical laws. The proposed method was validated and compared with existing well-performed topographic correction methods, including path length correction (PLC), sun-canopy-sensor correction with c factor (SCSC), C correction (CC), and statistical empirical correction (SE). Simulated and satellite data obtained at different times and geolocations are used for evaluation and comparison. The results demonstrated that most existing methods face challenges in removing the biases induced by topography in surface reflectance images. The PLC method failed to obtain reasonable results for faint illumination conditions when the sun zenith angle is high. SE showed relatively poor performance in terms of physical consistency and outlier percentage. Besides, all the traditional methods failed in the correction of cast shadow regions. Comparably, our method consistently demonstrated superior performance in physical consistency, cast shadow correction, and outlier percentage across various regions, encompassing different sun zenith angles and illumination conditions. The proposed method offers an effective and physically consistent approach for the topographic correction of surface reflectance images, facilitating multi-temporal applications over mountainous areas. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
09242716
Volume :
211
Database :
Academic Search Index
Journal :
ISPRS Journal of Photogrammetry & Remote Sensing
Publication Type :
Academic Journal
Accession number :
177063653
Full Text :
https://doi.org/10.1016/j.isprsjprs.2024.04.017