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[IEEE 2019 IEEE International Workshop on Metrology for Agriculture and Forestry (MetroAgriFor) - Portici, Italy (2019.10.24-2019.10.26)] 2019 IEEE International Workshop on Metrology for Agriculture and Forestry (MetroAgriFor) - Critical analysis of instruments and measurement techniques of the shape of trees: Terresrial Laser scanner and Structured Light scanner

DOI:10.1109/MetroAgriFor.2019.8909215 出版年份:2019 更新时间:2025-09-19 17:13:59
摘要: Coastlines, shoals, and reefs are some of the most dynamic and constantly changing regions of the globe. The emergence of high-resolution satellites with new spectral channels, such as the WorldView-2, increases the amount of data available, thereby improving the determination of coastal management parameters. Water-leaving radiance is very difficult to determine accurately, since it is often small compared to the reflected radiance from other sources such as atmospheric and water surface scattering. Hence, the atmospheric correction has proven to be a very important step in the processing of high-resolution images for coastal applications. On the other hand, specular reflection of solar radiation on nonflat water surfaces is a serious confounding factor for bathymetry and for obtaining the seafloor albedo with high precision in shallow-water environments. This paper describes, at first, an optimal atmospheric correction model, as well as an improved algorithm for sunglint removal based on combined physical and image processing techniques. Then, using the corrected multispectral data, an efficient multichannel physics-based algorithm has been implemented, which is capable of solving through optimization the radiative transfer model of seawater for bathymetry retrieval, unmixing the water intrinsic optical properties, depth, and seafloor albedo contributions. Finally, for the mapping of benthic features, a supervised classification methodology has been implemented, combining seafloor-type normalized indexes and support vector machine techniques. Results of atmospheric correction, remote bathymetry, and benthic habitat mapping of shallow-water environments have been validated with in situ data and available bionomic profiles providing excellent accuracy.
作者: Francisco Eugenio,Javier Marcello,Javier Martin
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To develop and validate a comprehensive high spatial resolution WorldView-2 data processing strategy for monitoring shallow-water environments, focusing on atmospheric correction, sunglint removal, bathymetry retrieval, and benthic habitat mapping.

The study demonstrated the application of high-resolution multispectral remote imagery to remote bathymetry and benthic mapping of shallow-water environments. The developed methodology provided excellent accuracy in atmospheric correction, remote bathymetry, and benthic habitat mapping, validated with in situ data and available bionomic profiles. The use of satellite remote sensing offers a systematic and synoptic framework for improving scientific knowledge about littoral zones.

The mapping of shallow coastal areas using high-resolution imagery is complex due to limited spectral information available for classification, low variability of different types of seafloor in blue-green range channels, and low separability of classes to be discriminated. Additionally, the very low level of the signal sensed by the sensor compared to noise contributions imposes restrictions on the successful use of benthic mapping algorithms.

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