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Geometric accuracy of remote sensing images over oceans: The use of global offshore platforms

DOI:10.1016/j.rse.2019.01.002 期刊:Remote Sensing of Environment 出版年份:2019 更新时间:2025-09-23 15:23:52
摘要: The geometric accuracy of tens of millions of scenes of medium-resolution remote sensing (RS) images collected in the past 45 years has been systematically evaluated for land scenes, but the accuracy of ocean scenes is poorly known due to the lack of ground control points (GCPs). In this study, the locations of offshore platforms are first derived from time-series of Landsat-8 OLI images, and are then used as offshore reference points to systematically assess the geometric performance of RS images covering offshore oil/gas development areas. An inventory of 16,131 offshore platforms at the global scale is established, and then a novel method using the position-invariant characteristic of offshore platforms and the coherent characteristic of the geometric shift among tie-points (i.e. between sensed points from to-be-assessed images and the corresponding OLI-derived reference points) is developed for assessing the geometric accuracy of Landsat and other RS images. The method has been applied to 112,935 Landsat scenes (~1.87% of the entire archive) over oceans. The results indicate an optimal performance of Landsat OLI images (both pre-collection and Collection-1) but a less reliable performance of Landsat TM/ETM+ L1TP images. Approximately 50% of TM L1GS and ETM+ L1GT images have at least 2 pixels of geometric error. The new reference points inventory and the developed method were also applied to many other low-resolution and finer-resolution imagery (e.g. VIIRS Night-fire product, Terra/Aqua MODIS active fire product, ENVISAT ASAR, ALOS-1 PALSAR, Sentinel-1 SAR, Sentinel-2 MSI, the National Agriculture Imagery Program (NAIP) aerial images, and images from several Chinese satellites), and a quantitative description of the geometric accuracy of these sensors is also presented. The findings suggest that the new offshore reference point inventory is probably useful to help establish more robust offshore GCPs for U.S. Geological Survey (USGS) GCP library and further improve the ongoing USGS Global GCP improvement plan and European Space Agency Global Reference Image plan.
作者: Yongxue Liu,Chuanmin Hu,Yanzhu Dong,Bihua Xu,Wenfeng Zhan,Chao Sun
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To develop a method for assessing the geometric accuracy of Landsat and other RS images covering areas of offshore oil/gas development, to build a global offshore platform inventory to address the current GCP deficiency, and to present a quantitative description of the geometric performance of Landsat images by the derived offshore platform inventory.

The study establishes a global inventory of 16,131 offshore platforms and develops a novel method for assessing geometric accuracy of RS images over oceans. Landsat OLI images show optimal performance, while TM/ETM+ images have larger errors. The inventory and method can improve GCP libraries and support marine applications, though limitations exist in platform availability and image conditions.

The method is limited to areas with sufficient offshore platforms; low successful assessment ratio due to insufficient reference points or cloud cover; not applicable to areas without platforms; potential biases from resampling effects and platform elevation in SAR images; and only partial coverage for some sensors due to data volume and cost constraints.

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