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Towards a Generalized Approach for Correction of the BRDF Effect in MODIS Directional Reflectances
Abstract
We propose a new method for the estimation and the correction of directional effect on satellite derived surface reflectance time series. The correction assumes that the shape of the bidirectional reflectance distribution function (BRDF) varies much more slowly than the reflectance magnitude. The BRDF shape is quantified by two parametersRandVwhich account primarily for surface scattering and volume (canopy) scattering processes. Assuming a constant shape throughout the year permits an easy inversion of the two parameters that are used for a normalization of the reflectance time series to a standard observation geometry. Using this method, the corrected time series of data from the moderate resolution imaging spectroradiometer show much less high frequency variability than the original input data. A refinement of the method accounts for a slow variation ofRandV, linearly with the normalized difference vegetation index (NDVI) accounting for vegetation dynamics, and produces an even better correction of directional effects and noise reduction in the time series. The nonlinear short-term variations in the reflectances, which are interpreted as ldquonoise,rdquo are strongly reduced, by a factor of two to four. The reduction in noise in the NDVI time series is less, as the index already implicitly corrects for the directional effects. Nevertheless, the noise in the NDVI time series is reduced by typically 30%-40%. Although the main output of processing using the method is the corrected reflectance, estimates ofRandVare also generated. Global and regional map of these parameters show coherent patterns consistent with landcover.
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Cited by
The Harmonized Landsat and Sentinel-2 surface reflectance data set
Claverie, M., Ju, J., Masek, J. G., Dungan, J. L., Vermote, E. F., Roger, J.-C., Skakun, S. V., & Justice, C. (2018) · Remote Sensing of Environment · doi:10.1016/j.rse.2018.09.002 · Cited by 1,497
Self-citationRadiative transfer through terrestrial atmosphere and ocean: Software package SCIATRAN
Rozanov, V. V., Rozanov, A. V., Kokhanovsky, A. A., & Burrows, J. P. (2014) · Journal of Quantitative Spectroscopy and Radiative Transfer · doi:10.1016/j.jqsrt.2013.07.004 · Cited by 398
Becker-Reshef, I., Justice, C., Sullivan, M., Vermote, E., Tucker, C., Anyamba, A., Small, J., Pak, E., Masuoka, E., Schmaltz, J., et al. (2010) · Remote Sensing · doi:10.3390/rs2061589 · Cited by 287
Self-citationLhermitte, S., Verbesselt, J., Verstraeten, W. W., & Coppin, P. (2011) · Remote Sensing of Environment · doi:10.1016/j.rse.2011.06.020 · Cited by 270
Metadata
- Authors
- Vermote, E., Justice, C. O., & Breon, F.-M.
- Venue
- IEEE Transactions on Geoscience and Remote Sensing
- Published
- 2009-03
- Volume
- 47
- Issue
- 3
- Pages
- 898-908
- ISSN
- 0196-2892 (ISSN-L)
- 1558-0644
- OpenAlex
- W2137016389
- Cited by
- 202
- References
- 0
- FWCI
- 2.82
- Type
- journal article
- Language
- en
- Open access
- closed
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- Vermote, E., Justice, C. O., & Breon, F.-M. (2009). Towards a Generalized Approach for Correction of the BRDF Effect in MODIS Directional Reflectances. IEEE Transactions on Geoscience and Remote Sensing. https://doi.org/10.1109/tgrs.2008.2005977
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