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A Novel Multitask CNN for Automatically Extracting Shoreline Variations of Lakes in Qinghai-Tibet Plateau from 1970 to 2020

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<p>Variations of lake areas and shorelines can effectively reflect hydrological and climatic changes. This research focuses on the automatic and simultaneous extraction of lake areas and shorelines from optical remote sensing images and SAR images, and then analyze the area changes of lakes in Tibet Plateau, in order to provide some insights for Plateau wetland environment changes. In our research, we design a novel end-to-end lightweight multitask CNN and a modified deep CNN to automatically extract those. The experimental results over the testing image patches achieve the Accuracy of 0.9962, Precision of 0.9912, Recall of 0.9982, F1-score of 0.9941, and mIoU of 0.9879, which align with or even are better than those of mainstream semantic segmentation models (UNet, DeepLabV3+, etc.). Especially, the in-situ shoreline of the Selinco Lake located in the Central and Southern Tibetan Plateau is also collected by GPS measurements to evaluate the results of the proposed method further and the validation indicates a high accuracy in our results (DRMSE: 30.84 m, DMAE: 22.49 m, DSTD: 21.11 m), with only about one-pixel deviation for Landsat-8 images. On the basis of the preceding verification results, the sequential variations of Tibetan Plateau lakes are captured and reveal Tibetan Plateau lakes generally show an increasing trend. Such as the Selinco Lake which has an expansion trend from 1660 Square kilometers to 2410 Square kilometers, grown by 45% over half a century. It is expected that these conclusions will provide some valuable information on the variations of the Tibetan Plateau wetland environment.</p><p><img 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
Title: A Novel Multitask CNN for Automatically Extracting Shoreline Variations of Lakes in Qinghai-Tibet Plateau from 1970 to 2020
Description:
<p>Variations of lake areas and shorelines can effectively reflect hydrological and climatic changes.
This research focuses on the automatic and simultaneous extraction of lake areas and shorelines from optical remote sensing images and SAR images, and then analyze the area changes of lakes in Tibet Plateau, in order to provide some insights for Plateau wetland environment changes.
In our research, we design a novel end-to-end lightweight multitask CNN and a modified deep CNN to automatically extract those.
The experimental results over the testing image patches achieve the Accuracy of 0.
9962, Precision of 0.
9912, Recall of 0.
9982, F1-score of 0.
9941, and mIoU of 0.
9879, which align with or even are better than those of mainstream semantic segmentation models (UNet, DeepLabV3+, etc.
).
Especially, the in-situ shoreline of the Selinco Lake located in the Central and Southern Tibetan Plateau is also collected by GPS measurements to evaluate the results of the proposed method further and the validation indicates a high accuracy in our results (DRMSE: 30.
84 m, DMAE: 22.
49 m, DSTD: 21.
11 m), with only about one-pixel deviation for Landsat-8 images.
On the basis of the preceding verification results, the sequential variations of Tibetan Plateau lakes are captured and reveal Tibetan Plateau lakes generally show an increasing trend.
Such as the Selinco Lake which has an expansion trend from 1660 Square kilometers to 2410 Square kilometers, grown by 45% over half a century.
It is expected that these conclusions will provide some valuable information on the variations of the Tibetan Plateau wetland environment.
</p><p><img 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.

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