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本发明提出基于改进U?net网络的无人机麦田遥感图像分割方法,通过加入注意力模块的方式加强目标特征学习,同时通过改进损失函数的方法对权重进行重分配,从而解决遥感图像中目标背景类别分布不均的问题;最后,结合形状先验信息对分割结果进行进一步修正。本发明利用采集的无人机麦田数据集进行训练和模型验证,试验结果表明,分割准确率和平均交并比分别达93.31%和73.91%,较好解决了田埂分割遮挡和缺失等问题。
To detect wind turbines precisely and quickly in very high resolution remote sensing images (VHRRSI) we propose target mask U-Net. This convolution neural network (CNN), which is carefully designed to...
Taking Xiamen city as the study area this research first retrieved surface net radiation using meteorological data and Landsat 5 TM images of the four seasons in the year 2009. Meanwhile the 65 differ...
Satellite data from Moderate Resolution Imaging Radiometer (MODIS) is currently being used to extract net primary production (NPP) at global scale. Over the years, small scale on-ground flux tower mea...
Japan International Cooperation Agency (JICA) has initiated a three year-project of JICA NET Distance Education on remote sensing and GIS for developing countries since 2004FY in cooperation with Japa...
In the satellite images, built up area is manifested as texture. Therefore, built up area analysis can be approached using texture concepts. It is observed in many gray scale high resolution satellit...
Full 3D geographic information has always been a real problem and it still causes problems today. Although computer software and Photogrammetric and LIDAR techniques make it possible to create full 3...
Indian landmass with 1.45% of the world’s total geographical area accounts for approximately 2.7–5.5% to the global NPP estimates with agriculture contributing to more than sixty percent. This paper ...
Japan International Cooperation Agency (JICA) has initiated JICA NET Distance Education on remote sensing (RS) and GIS for developing countries since 2004 in cooperation with Japan Society of Phot...
In cartographic generalization, cartographic entities would change with scale. State and event are two basic elements to describe these changes. However, current hierarchical multi-scale representati...
Image segmentation is the foundation of further object-oriented image analysis, understanding and recognition. It is one of the key technologies in high resolution remote sensing applications. In this...
This paper focuses on internal quality measures for automatic road extraction from aerial images taken over urban areas. The motivation of this work is twofold: Firstly, any automatic system should p...
The present study aims to assess the effect of agricultural developments on inter-annual variations in the agricultural Net Primary Productivity (NPP) of selected districts of the semi-arid region of ...
Daily net surface radiation fluxes are estimated for Indian land mass at spatial grid intervals of 0.1 degree. Two approaches are employed to obtain daily net radiation for four sample days viz., Nove...
The aim of this study was to develop a method that will use satellite imagery to identify areas of high forest growth and productivity, as a primary input in prioritising revegetation sites for carbon...

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